{"metadata":{"accelerator":"GPU","colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":1789966,"sourceType":"datasetVersion","datasetId":1063627},{"sourceId":6041428,"sourceType":"datasetVersion","datasetId":3454349},{"sourceId":7494590,"sourceType":"datasetVersion","datasetId":4363922}],"dockerImageVersionId":30636,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Importing the important libraries","metadata":{"id":"6ab2e043-e257-4956-b4b8-58dcc4d77fd3"}},{"cell_type":"markdown","source":"**tensorFlow (tf):**\ntensorFlow is a powerful open-source library for numerical computation and machine learning. It provides a symbolic math library and tools for building and training neural networks. TensorFlow is particularly useful for building and deploying large-scale machine learning models.\n**pandas (pd):**\npandas is a popular library for data analysis and manipulation in Python. It provides data structures and operations for manipulating numerical tables and time series. pandas is particularly useful for cleaning, transforming, and analyzing data.\n**matplotlib (plt):**\nmatplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. It provides a variety of plotting options, including line plots, scatter plots, histograms, and bar charts. Matplotlib is commonly used for data visualization and exploration.\n**numpy (np):**\nnumpy is a fundamental library for scientific computing in Python. It provides a powerful N-dimensional array object and useful linear algebra, Fourier transform, and random number capabilities. NumPy is often used for numerical operations and data manipulation.\n**json:**\njson (JavaScript Object Notation) is a popular data interchange format. It is often used to represent structured data in a human-readable format. In Python, the JSON module provides functions for encoding and decoding JSON data.\n**platform:**\nThe platform module provides information about the underlying platform on which the Python interpreter is running. It provides functions for getting system-specific information such as the operating system name, version, and architecture.\n**time:**\nThe time module provides various functions for working with time. It allows you to get the current time, measure execution time, and create delays.\n**pathlib:**\nThe pathlib module provides an object-oriented interface for working with file paths. It simplifies working with file and directory paths, making it easier to manipulate and navigate the file system.\n**os:**\nThe os module provides a portable way to use operating system-dependent functionality. It provides functions for creating and removing directories, listing files, and interacting with the file system.\nBy importing these libraries, the code snippet gains access to a wide range of functionalities for numerical computation, data analysis, visualization, and system interaction.\n**re:**\nThe re module is a powerful tool for working with regular expressions in Python. It can be used to perform a variety of tasks, including matching, searching, and replacing strings based on regular expression patterns.","metadata":{"id":"5ad3632a-2e01-492c-925e-8254490246e5"}},{"cell_type":"code","source":"# Packages for training the model and working with the dataset.\nimport tensorflow as tf\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport json\n\n# Utility/helper packages.\nimport platform\nimport time\nimport pathlib\nimport os\nimport re","metadata":{"id":"a8292b09-5a39-46aa-8d69-cfecbac3a418","execution":{"iopub.status.busy":"2024-04-27T15:54:00.988869Z","iopub.execute_input":"2024-04-27T15:54:00.989222Z","iopub.status.idle":"2024-04-27T15:54:13.024830Z","shell.execute_reply.started":"2024-04-27T15:54:00.989195Z","shell.execute_reply":"2024-04-27T15:54:13.023870Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.3\n warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Read The Dataset","metadata":{"id":"0be1eef6-c94a-4a5f-a4bc-0e8f38100062"}},{"cell_type":"markdown","source":"1. **Defining the Data Directory**:\n - The code defines a variable called `data_dir` and assigns it the value `r'G:/College/Graduation Project/Dataset'`. This variable specifies the directory where the data file is locat\n2. **Constructing the File Path**:\n - The code constructs the full path to the data file by concatenating the `data_dir` variable with the file name `'Recipes.xlsx'`. This results in the variable `file_name` containing the complete path to the Excel e.\n3. **Reading the Excel File**:\n - The code uses the `pd.read_excel()` function to read the Excel file specified by the `file_name` variable. This function loads the data from the Excel file into a Pandas DataFrame, which is a tabular data structure. The resulting DataFrame is stored in the variable `dataseaw`.\n4. **Displaying the First 25 Rows**:\n - Finally, the code uses the `head()` method on the `dataset_raw` DataFrame to display the first 25 rows of the data. This provides a preview of the data contained in the Exf the data.","metadata":{"id":"fad5dc45-89eb-4c44-b57e-d76085254c20"}},{"cell_type":"code","source":"dataset_raw = pd.read_csv(r'/kaggle/input/recipe-dataset-over-2m/recipes_data.csv')\ndataset_raw = dataset_raw [:75000]\ndataset_raw.head(25)","metadata":{"id":"8152512b-7b74-4d10-8e6e-3e4c49fea001","outputId":"cf416071-8877-47dc-9970-7d7e1f1fcdee","execution":{"iopub.status.busy":"2024-04-27T15:54:13.027132Z","iopub.execute_input":"2024-04-27T15:54:13.028164Z","iopub.status.idle":"2024-04-27T15:55:01.910031Z","shell.execute_reply.started":"2024-04-27T15:54:13.028126Z","shell.execute_reply":"2024-04-27T15:55:01.908970Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":" title \\\n0 No-Bake Nut Cookies \n1 Jewell Ball'S Chicken \n2 Creamy Corn \n3 Chicken Funny \n4 Reeses Cups(Candy) \n5 Cheeseburger Potato Soup \n6 Rhubarb Coffee Cake \n7 Scalloped Corn \n8 Nolan'S Pepper Steak \n9 Millionaire Pie \n10 Double Cherry Delight \n11 Buckeye Candy \n12 Quick Barbecue Wings \n13 Taco Salad Chip Dip \n14 Pink Stuff(Frozen Dessert) \n15 Fresh Strawberry Pie \n16 Easy German Chocolate Cake \n17 Broccoli Salad \n18 Strawberry Whatever \n19 Eggless Milkless Applesauce Cake \n20 Grandma Hanrath'S Banana Breadfort Collins, Co... \n21 Chocolate Frango Mints \n22 Cuddy Farms Marinated Turkey \n23 Spaghetti Sauce To Can \n24 Prize-Winning Meat Loaf \n\n ingredients \\\n0 [\"1 c. firmly packed brown sugar\", \"1/2 c. eva... \n1 [\"1 small jar chipped beef, cut up\", \"4 boned ... \n2 [\"2 (16 oz.) pkg. frozen corn\", \"1 (8 oz.) pkg... \n3 [\"1 large whole chicken\", \"2 (10 1/2 oz.) cans... \n4 [\"1 c. peanut butter\", \"3/4 c. graham cracker ... \n5 [\"6 baking potatoes\", \"1 lb. of extra lean gro... \n6 [\"1 1/2 c. sugar\", \"1/2 c. butter\", \"1 egg\", \"... \n7 [\"1 can cream-style corn\", \"1 can whole kernel... \n8 [\"1 1/2 lb. round steak (1-inch thick), cut in... \n9 [\"1 large container Cool Whip\", \"1 large can c... \n10 [\"1 (17 oz.) can dark sweet pitted cherries\", ... \n11 [\"1 box powdered sugar\", \"8 oz. soft butter\", ... \n12 [\"chicken wings (as many as you need for dinne... \n13 [\"8 oz. Ortega taco sauce\", \"8 oz. sour cream\"... \n14 [\"1 can pie filling (cherry or strawberry)\", \"... \n15 [\"1 baked pie shell\", \"1 qt. cleaned strawberr... \n16 [\"1/2 pkg. chocolate fudge cake mix without pu... \n17 [\"1 large head broccoli (about 1 1/2 lb.)\", \"1... \n18 [\"1 lb. frozen strawberries in juice\", \"1 smal... \n19 [\"3/4 c. sugar\", \"1/2 c. shortening\", \"1 1/2 c... \n20 [\"1 c. sugar\", \"1/2 c. shortening\", \"2 eggs (a... \n21 [\"1 pkg. devil's food cake mix\", \"1 pkg. choco... \n22 [\"2 c. 7-Up or Sprite\", \"1 c. vegetable oil\", ... \n23 [\"1/2 bushel tomatoes\", \"1 c. oil\", \"1/4 c. mi... \n24 [\"1 1/2 lb. ground beef\", \"1 c. tomato juice\",... \n\n directions \\\n0 [\"In a heavy 2-quart saucepan, mix brown sugar... \n1 [\"Place chipped beef on bottom of baking dish.... \n2 [\"In a slow cooker, combine all ingredients. C... \n3 [\"Boil and debone chicken.\", \"Put bite size pi... \n4 [\"Combine first four ingredients and press in ... \n5 [\"Wash potatoes; prick several times with a fo... \n6 [\"Cream sugar and butter.\", \"Add egg and beat ... \n7 [\"Mix together both cans of corn, crackers, eg... \n8 [\"Roll steak strips in flour.\", \"Brown in skil... \n9 [\"Empty Cool Whip into a bowl.\", \"Drain juice ... \n10 [\"Drain cherries, measuring syrup.\", \"Cut cher... \n11 [\"Mix sugar, butter and peanut butter.\", \"Roll... \n12 [\"Clean wings.\", \"Flour and fry until done.\", ... \n13 [\"Mix taco sauce, sour cream and cream cheese.... \n14 [\"Mix all ingredients together.\", \"Pour into a... \n15 [\"Mix water, cornstarch, sugar and salt in sau... \n16 [\"Mix according to directions and add oil.\", \"... \n17 [\"Trim off large leaves of broccoli and remove... \n18 [\"Mix Jell-O in boiling water.\", \"Add strawber... \n19 [\"Mix Crisco with applesauce, nuts and raisins... \n20 [\"Cream sugar and shortening.\", \"Add eggs, sal... \n21 [\"Mix ingredients together for 5 minutes.\", \"S... \n22 [\"Buy whole turkey breast; remove all skin and... \n23 [\"Cook ground or chopped peppers and onions in... \n24 [\"Mix well.\", \"Press firmly into an 8 1/2 x 4 ... \n\n link source \\\n0 www.cookbooks.com/Recipe-Details.aspx?id=44874 Gathered \n1 www.cookbooks.com/Recipe-Details.aspx?id=699419 Gathered \n2 www.cookbooks.com/Recipe-Details.aspx?id=10570 Gathered \n3 www.cookbooks.com/Recipe-Details.aspx?id=897570 Gathered \n4 www.cookbooks.com/Recipe-Details.aspx?id=659239 Gathered \n5 www.cookbooks.com/Recipe-Details.aspx?id=20115 Gathered \n6 www.cookbooks.com/Recipe-Details.aspx?id=210288 Gathered \n7 www.cookbooks.com/Recipe-Details.aspx?id=876969 Gathered \n8 www.cookbooks.com/Recipe-Details.aspx?id=375254 Gathered \n9 www.cookbooks.com/Recipe-Details.aspx?id=794547 Gathered \n10 www.cookbooks.com/Recipe-Details.aspx?id=703381 Gathered \n11 www.cookbooks.com/Recipe-Details.aspx?id=886785 Gathered \n12 www.cookbooks.com/Recipe-Details.aspx?id=768311 Gathered \n13 www.cookbooks.com/Recipe-Details.aspx?id=806409 Gathered \n14 www.cookbooks.com/Recipe-Details.aspx?id=982483 Gathered \n15 www.cookbooks.com/Recipe-Details.aspx?id=161321 Gathered \n16 www.cookbooks.com/Recipe-Details.aspx?id=983179 Gathered \n17 www.cookbooks.com/Recipe-Details.aspx?id=50992 Gathered \n18 www.cookbooks.com/Recipe-Details.aspx?id=718063 Gathered \n19 www.cookbooks.com/Recipe-Details.aspx?id=343158 Gathered \n20 www.cookbooks.com/Recipe-Details.aspx?id=1072247 Gathered \n21 www.cookbooks.com/Recipe-Details.aspx?id=958474 Gathered \n22 www.cookbooks.com/Recipe-Details.aspx?id=9449 Gathered \n23 www.cookbooks.com/Recipe-Details.aspx?id=1059279 Gathered \n24 www.cookbooks.com/Recipe-Details.aspx?id=923674 Gathered \n\n NER site \n0 [\"bite size shredded rice biscuits\", \"vanilla\"... www.cookbooks.com \n1 [\"cream of mushroom soup\", \"beef\", \"sour cream... www.cookbooks.com \n2 [\"frozen corn\", \"pepper\", \"cream cheese\", \"gar... www.cookbooks.com \n3 [\"chicken gravy\", \"cream of mushroom soup\", \"c... www.cookbooks.com \n4 [\"graham cracker crumbs\", \"powdered sugar\", \"p... www.cookbooks.com \n5 [\"sour cream\", \"bacon\", \"pepper\", \"extra lean ... www.cookbooks.com \n6 [\"buttermilk\", \"egg\", \"sugar\", \"vanilla\", \"sod... www.cookbooks.com \n7 [\"egg\", \"pepper\", \"crackers\", \"cream-style cor... www.cookbooks.com \n8 [\"oil\", \"tomatoes\", \"green peppers\", \"water\", ... www.cookbooks.com \n9 [\"condensed milk\", \"lemons\", \"graham cracker c... www.cookbooks.com \n10 [\"flavor gelatin\", \"dark sweet pitted cherries... www.cookbooks.com \n11 [\"paraffin\", \"powdered sugar\", \"peanut butter\"... www.cookbooks.com \n12 [\"flour\", \"chicken\", \"barbecue sauce\"] www.cookbooks.com \n13 [\"sour cream\", \"tomato\", \"shredded lettuce\", \"... www.cookbooks.com \n14 [\"condensed milk\", \"pie filling\", \"pineapple\",... www.cookbooks.com \n15 [\"sugar\", \"shell\", \"water\", \"cleaned strawberr... www.cookbooks.com \n16 [\"chocolate fudge cake\", \"white cake\", \"wesson... www.cookbooks.com \n17 [\"bacon\", \"vinegar\", \"sugar\", \"green onions\", ... www.cookbooks.com \n18 [\"sour cream\", \"frozen strawberries\", \"strawbe... www.cookbooks.com \n19 [\"sugar\", \"shortening\", \"cinnamon\", \"soda\", \"a... www.cookbooks.com \n20 [\"sugar\", \"shortening\", \"eggs\", \"soda\", \"banan... www.cookbooks.com \n21 [\"sour cream\", \"frango\", \"cake mix\", \"eggs\", \"... www.cookbooks.com \n22 [\"garlic\", \"vegetable oil\", \"soy sauce\"] www.cookbooks.com \n23 [\"oil\", \"oregano\", \"sugar\", \"tomatoes\", \"tomat... www.cookbooks.com \n24 [\"egg\", \"tomato juice\", \"pepper\", \"oats\", \"oni... www.cookbooks.com ","text/html":"
\n | title | \ningredients | \ndirections | \nlink | \nsource | \nNER | \nsite | \n
---|---|---|---|---|---|---|---|
0 | \nNo-Bake Nut Cookies | \n[\"1 c. firmly packed brown sugar\", \"1/2 c. eva... | \n[\"In a heavy 2-quart saucepan, mix brown sugar... | \nwww.cookbooks.com/Recipe-Details.aspx?id=44874 | \nGathered | \n[\"bite size shredded rice biscuits\", \"vanilla\"... | \nwww.cookbooks.com | \n
1 | \nJewell Ball'S Chicken | \n[\"1 small jar chipped beef, cut up\", \"4 boned ... | \n[\"Place chipped beef on bottom of baking dish.... | \nwww.cookbooks.com/Recipe-Details.aspx?id=699419 | \nGathered | \n[\"cream of mushroom soup\", \"beef\", \"sour cream... | \nwww.cookbooks.com | \n
2 | \nCreamy Corn | \n[\"2 (16 oz.) pkg. frozen corn\", \"1 (8 oz.) pkg... | \n[\"In a slow cooker, combine all ingredients. C... | \nwww.cookbooks.com/Recipe-Details.aspx?id=10570 | \nGathered | \n[\"frozen corn\", \"pepper\", \"cream cheese\", \"gar... | \nwww.cookbooks.com | \n
3 | \nChicken Funny | \n[\"1 large whole chicken\", \"2 (10 1/2 oz.) cans... | \n[\"Boil and debone chicken.\", \"Put bite size pi... | \nwww.cookbooks.com/Recipe-Details.aspx?id=897570 | \nGathered | \n[\"chicken gravy\", \"cream of mushroom soup\", \"c... | \nwww.cookbooks.com | \n
4 | \nReeses Cups(Candy) | \n[\"1 c. peanut butter\", \"3/4 c. graham cracker ... | \n[\"Combine first four ingredients and press in ... | \nwww.cookbooks.com/Recipe-Details.aspx?id=659239 | \nGathered | \n[\"graham cracker crumbs\", \"powdered sugar\", \"p... | \nwww.cookbooks.com | \n
5 | \nCheeseburger Potato Soup | \n[\"6 baking potatoes\", \"1 lb. of extra lean gro... | \n[\"Wash potatoes; prick several times with a fo... | \nwww.cookbooks.com/Recipe-Details.aspx?id=20115 | \nGathered | \n[\"sour cream\", \"bacon\", \"pepper\", \"extra lean ... | \nwww.cookbooks.com | \n
6 | \nRhubarb Coffee Cake | \n[\"1 1/2 c. sugar\", \"1/2 c. butter\", \"1 egg\", \"... | \n[\"Cream sugar and butter.\", \"Add egg and beat ... | \nwww.cookbooks.com/Recipe-Details.aspx?id=210288 | \nGathered | \n[\"buttermilk\", \"egg\", \"sugar\", \"vanilla\", \"sod... | \nwww.cookbooks.com | \n
7 | \nScalloped Corn | \n[\"1 can cream-style corn\", \"1 can whole kernel... | \n[\"Mix together both cans of corn, crackers, eg... | \nwww.cookbooks.com/Recipe-Details.aspx?id=876969 | \nGathered | \n[\"egg\", \"pepper\", \"crackers\", \"cream-style cor... | \nwww.cookbooks.com | \n
8 | \nNolan'S Pepper Steak | \n[\"1 1/2 lb. round steak (1-inch thick), cut in... | \n[\"Roll steak strips in flour.\", \"Brown in skil... | \nwww.cookbooks.com/Recipe-Details.aspx?id=375254 | \nGathered | \n[\"oil\", \"tomatoes\", \"green peppers\", \"water\", ... | \nwww.cookbooks.com | \n
9 | \nMillionaire Pie | \n[\"1 large container Cool Whip\", \"1 large can c... | \n[\"Empty Cool Whip into a bowl.\", \"Drain juice ... | \nwww.cookbooks.com/Recipe-Details.aspx?id=794547 | \nGathered | \n[\"condensed milk\", \"lemons\", \"graham cracker c... | \nwww.cookbooks.com | \n
10 | \nDouble Cherry Delight | \n[\"1 (17 oz.) can dark sweet pitted cherries\", ... | \n[\"Drain cherries, measuring syrup.\", \"Cut cher... | \nwww.cookbooks.com/Recipe-Details.aspx?id=703381 | \nGathered | \n[\"flavor gelatin\", \"dark sweet pitted cherries... | \nwww.cookbooks.com | \n
11 | \nBuckeye Candy | \n[\"1 box powdered sugar\", \"8 oz. soft butter\", ... | \n[\"Mix sugar, butter and peanut butter.\", \"Roll... | \nwww.cookbooks.com/Recipe-Details.aspx?id=886785 | \nGathered | \n[\"paraffin\", \"powdered sugar\", \"peanut butter\"... | \nwww.cookbooks.com | \n
12 | \nQuick Barbecue Wings | \n[\"chicken wings (as many as you need for dinne... | \n[\"Clean wings.\", \"Flour and fry until done.\", ... | \nwww.cookbooks.com/Recipe-Details.aspx?id=768311 | \nGathered | \n[\"flour\", \"chicken\", \"barbecue sauce\"] | \nwww.cookbooks.com | \n
13 | \nTaco Salad Chip Dip | \n[\"8 oz. Ortega taco sauce\", \"8 oz. sour cream\"... | \n[\"Mix taco sauce, sour cream and cream cheese.... | \nwww.cookbooks.com/Recipe-Details.aspx?id=806409 | \nGathered | \n[\"sour cream\", \"tomato\", \"shredded lettuce\", \"... | \nwww.cookbooks.com | \n
14 | \nPink Stuff(Frozen Dessert) | \n[\"1 can pie filling (cherry or strawberry)\", \"... | \n[\"Mix all ingredients together.\", \"Pour into a... | \nwww.cookbooks.com/Recipe-Details.aspx?id=982483 | \nGathered | \n[\"condensed milk\", \"pie filling\", \"pineapple\",... | \nwww.cookbooks.com | \n
15 | \nFresh Strawberry Pie | \n[\"1 baked pie shell\", \"1 qt. cleaned strawberr... | \n[\"Mix water, cornstarch, sugar and salt in sau... | \nwww.cookbooks.com/Recipe-Details.aspx?id=161321 | \nGathered | \n[\"sugar\", \"shell\", \"water\", \"cleaned strawberr... | \nwww.cookbooks.com | \n
16 | \nEasy German Chocolate Cake | \n[\"1/2 pkg. chocolate fudge cake mix without pu... | \n[\"Mix according to directions and add oil.\", \"... | \nwww.cookbooks.com/Recipe-Details.aspx?id=983179 | \nGathered | \n[\"chocolate fudge cake\", \"white cake\", \"wesson... | \nwww.cookbooks.com | \n
17 | \nBroccoli Salad | \n[\"1 large head broccoli (about 1 1/2 lb.)\", \"1... | \n[\"Trim off large leaves of broccoli and remove... | \nwww.cookbooks.com/Recipe-Details.aspx?id=50992 | \nGathered | \n[\"bacon\", \"vinegar\", \"sugar\", \"green onions\", ... | \nwww.cookbooks.com | \n
18 | \nStrawberry Whatever | \n[\"1 lb. frozen strawberries in juice\", \"1 smal... | \n[\"Mix Jell-O in boiling water.\", \"Add strawber... | \nwww.cookbooks.com/Recipe-Details.aspx?id=718063 | \nGathered | \n[\"sour cream\", \"frozen strawberries\", \"strawbe... | \nwww.cookbooks.com | \n
19 | \nEggless Milkless Applesauce Cake | \n[\"3/4 c. sugar\", \"1/2 c. shortening\", \"1 1/2 c... | \n[\"Mix Crisco with applesauce, nuts and raisins... | \nwww.cookbooks.com/Recipe-Details.aspx?id=343158 | \nGathered | \n[\"sugar\", \"shortening\", \"cinnamon\", \"soda\", \"a... | \nwww.cookbooks.com | \n
20 | \nGrandma Hanrath'S Banana Breadfort Collins, Co... | \n[\"1 c. sugar\", \"1/2 c. shortening\", \"2 eggs (a... | \n[\"Cream sugar and shortening.\", \"Add eggs, sal... | \nwww.cookbooks.com/Recipe-Details.aspx?id=1072247 | \nGathered | \n[\"sugar\", \"shortening\", \"eggs\", \"soda\", \"banan... | \nwww.cookbooks.com | \n
21 | \nChocolate Frango Mints | \n[\"1 pkg. devil's food cake mix\", \"1 pkg. choco... | \n[\"Mix ingredients together for 5 minutes.\", \"S... | \nwww.cookbooks.com/Recipe-Details.aspx?id=958474 | \nGathered | \n[\"sour cream\", \"frango\", \"cake mix\", \"eggs\", \"... | \nwww.cookbooks.com | \n
22 | \nCuddy Farms Marinated Turkey | \n[\"2 c. 7-Up or Sprite\", \"1 c. vegetable oil\", ... | \n[\"Buy whole turkey breast; remove all skin and... | \nwww.cookbooks.com/Recipe-Details.aspx?id=9449 | \nGathered | \n[\"garlic\", \"vegetable oil\", \"soy sauce\"] | \nwww.cookbooks.com | \n
23 | \nSpaghetti Sauce To Can | \n[\"1/2 bushel tomatoes\", \"1 c. oil\", \"1/4 c. mi... | \n[\"Cook ground or chopped peppers and onions in... | \nwww.cookbooks.com/Recipe-Details.aspx?id=1059279 | \nGathered | \n[\"oil\", \"oregano\", \"sugar\", \"tomatoes\", \"tomat... | \nwww.cookbooks.com | \n
24 | \nPrize-Winning Meat Loaf | \n[\"1 1/2 lb. ground beef\", \"1 c. tomato juice\",... | \n[\"Mix well.\", \"Press firmly into an 8 1/2 x 4 ... | \nwww.cookbooks.com/Recipe-Details.aspx?id=923674 | \nGathered | \n[\"egg\", \"tomato juice\", \"pepper\", \"oats\", \"oni... | \nwww.cookbooks.com | \n