final_unsloth_tinyllama.ipynb

{"cells":[{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt"],"metadata":{"id":"AhGxWLxw4qpg","executionInfo":{"status":"ok","timestamp":1715986769587,"user_tz":240,"elapsed":481,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zvGJN46VaBkt","outputId":"0707b91b-b47c-44c9-8732-14eac182a738","executionInfo":{"status":"ok","timestamp":1715986795318,"user_tz":240,"elapsed":22792,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive/\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive/')"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"2eSvM9zX_2d3","executionInfo":{"status":"ok","timestamp":1715986849084,"user_tz":240,"elapsed":41869,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[],"source":["%%capture\n","# Installs Unsloth, Xformers (Flash Attention) and all other packages!\n","!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n","!pip install --no-deps \"xformers<0.0.26\" trl peft accelerate bitsandbytes"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":402,"referenced_widgets":["4a4163f97a0042ccb878e940ae180859","3fdce06b4e5144b4824f7db5ffc390ec","058d69a88a794aa48216e7af1be4b507","eeb325622f2e45d4a452b1cf7080dde8","0430d05878d94395b755253222a6f556","326a886d371b4b0ab8cf83f01bfbf69c","04c4530027b94ccb91a2058aa27c8cc4","b8dce161cf784b3d9808b7a53fad2805","0e72693e288140d5b36918076fe6b74e","e06a2674b98b456c8f551fd0d7432ccd","1c608e7eacbc4dda8455bcf7429c7af6","dac89a03509a4f549749dc8a5c72cdcf","985bd8cae8cb42189c462679bddbe0b3","1747f436625743fdaa73016aeaaaabcb","8d244a0fd32a40f1a72aa06a6b6b8427","269fdf2907e542c998faeb060ce6018e","fb4d8f9dd6c645659054c8cf429c872c","d4c3bc6915ce46fc93e965c0f5ce0cfb","8e015871167745e0927c67faa93184c7","0407a6f12ac64bb6837de255fa94e256","3fa471b5fc004ce88ab85eb30aa01a2e","de394c813bd54ba9b905054418197c8a","e014860ab38b41bdb0606a8c2f537648","5f133fb291c248d0949921f281a7a1c9","6bb2b1e77e7b41c7b4b0fb71ba3fc575","60148e97008e4cc18d6f697ba80241c3","12ee523c359e4bb6b29faf4730069093","c21666eaa7014126b231346a5bdf090f","c42e9b6d1c8f4d3bb1f80dd26a1a5cae","c650d4509e154791a28cd7bdfa00f800","be0e6381e87442f2826746ac981b37c4","aba1685cac3c42abb43f7c3c3d20a833","3d7c15aeb5a249fcb45d5aac1bf2e656","c14f4b1381a8461097e2edf0a32c9b0e","d4918b53406b4aacbfe8a7e908c55219","564d0fc2fd614ff087df8d245fbb4fe4","a3750c5651ed440b85bc27360fa25a32","832376f413ab4dbbba9689313ceedb9b","ea2ac6a5bf464785bd4b09efcf1ebd08","56cab8bdae784e27a098271917ff2e3d","dc08cd149b6e4bbd93bb40d0063ea3f7","f280e395c953456fa0c8b673f0a45149","65d663148ecd4d5691927db918cec717","b2b9e7a4e31a4805871e6ff9141d2e41","d50fe63fb7b44663bb877802a5dc3c82","a93a9e6ed99a417f810e564bf5f54b34","8016ac0994d546c79db566572bbe65e3","3c5480ff2db44557a491007dffb55bf0","3026059ee39549a2b7c56ff21fd8f5c1","ab243fc2a58843fc9b64fd63417b5ac7","1199e9887d4348dbaea42ef34be15ab5","5f6d5bd6c752447db4f1fb4a7a15e6ec","96f76e7e57594c0e82714feb2d40df42","a2a2c410814841b58ae0cde48d93fbc7","620d15640ad74dc2bbabd933ee9d778e","bca56dbb0f914de1ab22757a24eef3ca","9c86881868404f7b8a5977949206b55e","e9c6fdd5cbba4514be880460358ccdb9","363da7870a5f49499b4390dce34fad35","8aeb9c28ec8846a08c042465cf36e0f8","ff9c4ff5e725421e98477eb1b2e8f8de","5a47815754cb412598f32d3f0f9552fd","76706e364f314441aed258b8a87e622e","4271b8ad97b94a7cbf3c9835a4c3a2c1","ff775214cabd4cd9b41c99838945092f","5a71047010f04fc29003a096234e4a65","8abe34602ba345c1b2a4ffbf075f57fa","f4280e29d9bf4eb2bf77edc33b228ec2","c11e5e38968448c9a1c4b119508e20c1","fe64a04bd0994a4a91b43b9fdd5b7131","20e9d8aa7e8840da9d04973e6fb4ce94","3e830670ef63497eaa8aacb8cd8bf9b4","cabd733334724dfa9ec1b8236a0dc3bd","3d37cadf2f704fee97ca9becc2e06082","4725e9ba15a74f0c835f3af7ed19ef37","b8c46dc4b9ee4088ac46e452630d6bcf","a6aa13c301124094a237c69af9c72b45"]},"id":"QmUBVEnvCDJv","outputId":"d6326f9b-7a60-4c86-89b0-a638da9cb6dd","executionInfo":{"status":"ok","timestamp":1715986900135,"user_tz":240,"elapsed":51055,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n"]},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/1.09k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4a4163f97a0042ccb878e940ae180859"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Device does not support bfloat16. Will change to float16.\n"]},{"output_type":"stream","name":"stdout","text":["==((====))==  Unsloth: Fast Llama patching release 2024.5\n","   \\\\   /|    GPU: Tesla T4. Max memory: 14.748 GB. Platform = Linux.\n","O^O/ \\_/ \\    Pytorch: 2.2.1+cu121. CUDA = 7.5. CUDA Toolkit = 12.1.\n","\\        /    Bfloat16 = FALSE. Xformers = 0.0.25.post1. FA = False.\n"," \"-____-\"     Free Apache license: http://github.com/unslothai/unsloth\n"]},{"output_type":"stream","name":"stderr","text":["Unsloth: unsloth/tinyllama-bnb-4bit can only handle sequence lengths of at most 2048.\n","But with kaiokendev's RoPE scaling of 15.625, it can be magically be extended to 32000!\n"]},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/762M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dac89a03509a4f549749dc8a5c72cdcf"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["generation_config.json:   0%|          | 0.00/129 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e014860ab38b41bdb0606a8c2f537648"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer_config.json:   0%|          | 0.00/894 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c14f4b1381a8461097e2edf0a32c9b0e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.model:   0%|          | 0.00/500k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d50fe63fb7b44663bb877802a5dc3c82"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["special_tokens_map.json:   0%|          | 0.00/438 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bca56dbb0f914de1ab22757a24eef3ca"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["tokenizer.json:   0%|          | 0.00/1.84M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8abe34602ba345c1b2a4ffbf075f57fa"}},"metadata":{}}],"source":["from unsloth import FastLanguageModel\n","import torch\n","\n","max_seq_length = 32000 # 2048\n","# dtype = torch.float16 # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+\n","dtype = torch.bfloat16 # Bfloat16 for L4\n","load_in_4bit = True # Use 4bit quantization to reduce memory usage\n","\n","model, tokenizer = FastLanguageModel.from_pretrained(\n","    model_name = \"unsloth/tinyllama-bnb-4bit\",\n","    max_seq_length = max_seq_length,\n","    dtype = dtype,\n","    load_in_4bit = load_in_4bit,\n",")"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6bZsfBuZDeCL","outputId":"e4b4d497-0a20-4fc3-8a21-a9b6f1622b34","executionInfo":{"status":"ok","timestamp":1715986900450,"user_tz":240,"elapsed":329,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["Unsloth 2024.5 patched 22 layers with 22 QKV layers, 22 O layers and 22 MLP layers.\n"]}],"source":["model = FastLanguageModel.get_peft_model(\n","    model,\n","    r = 16, # Any number > 0 ! Suggested 8, 16, 32, 64, 128\n","    target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n","                      \"gate_proj\", \"up_proj\", \"down_proj\",],\n","    lora_alpha = 16,\n","    lora_dropout = 0, # Supports any, but = 0 is optimized\n","    bias = \"none\",    # Supports any, but = \"none\" is optimized\n","    # [NEW] \"unsloth\" uses 30% less VRAM, fits 2x larger batch sizes!\n","    use_gradient_checkpointing = \"unsloth\", # True or \"unsloth\" for very long context\n","    random_state = 3407,\n","    use_rslora = False,  # We support rank stabilized LoRA\n","    loftq_config = None, # And LoftQ\n",")"]},{"cell_type":"code","source":["import random\n","from datasets import DatasetDict, load_dataset, Dataset\n","\n","# Load the dataset\n","data_dict = load_dataset(\"csv\", data_files=\"/content/drive/Shareddrives/CS_685_Project/PantryData/final_dataset.csv\")"],"metadata":{"id":"OmeP2MKfcwvz","executionInfo":{"status":"ok","timestamp":1715986906635,"user_tz":240,"elapsed":6188,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["248e9c3494bd43cb831b8b85091be039","917a989b6dc24f86a8f407cd6f1762e3","4e760d7a2eeb4ddcb02c73280fe48e83","c0531b5e040d40398f5808f54695af4d","2af6ae6462534e3b92a5b2e3d94183cf","72b2ae5be2e34937bf52370f70eb47b1","a882e3dc8ee94f1ab551de77034a0c0b","404344edd8d44fcca83396cb5085eeae","ec1842bdd0ce4cc9ab35ea082039cc29","32ed8a7d7c954d2d892c337d27f31879","d343a80dce604283a35366bf6cd1aa84"]},"outputId":"7544971b-266b-46f5-9ee9-ede6d7075df4"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["Generating train split: 0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"248e9c3494bd43cb831b8b85091be039"}},"metadata":{}}]},{"cell_type":"code","execution_count":7,"metadata":{"id":"Df0QfVS7Xb0q","executionInfo":{"status":"ok","timestamp":1715986914688,"user_tz":240,"elapsed":306,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"colab":{"base_uri":"https://localhost:8080/","height":81,"referenced_widgets":["09b71e6dafbf49aa858c032c3afcff38","a65d8d157f8f4cabb0f84df944ae19f1","5a8ea784121a438abad0e416088ae935","7ddc279121f940008652cef76bd68c0f","d22b5cf1fc6d48ebaf0ade3720fc3de0","ca3dc4ce82d648358eeff57148df350d","ecec5a768ace4fda8a82b9b8c04555cc","0b13117ea630408f993d674113210dff","5a07b2504ae54a9fa5e6e4d3ea002506","a769a72b644243668ec627bd4d877730","6f45e5fe319e4f0d861625cd98403a37","7e7697e784ed4f939ece5175b130febd","243136ee6d53494f881cd1ecc09bdf6d","22db9a722d3943519312a605e659bb17","6b53d9f13c6c45e49058373707abcb65","e87448f41f0549a08e66aed499130ab7","3d45bcf6b23a4f509b3ca1f455b0ddc9","5916670364ef4ca182bcb5ae58674a1e","02bee8db30124da7aa465d73b2937fd3","a31c96cc5277490da9a15d13b31026d3","18bb9b0c34214f289201ebcf44d81e05","979ce3deb50b4dd0ae4bd84e19409480"]},"outputId":"69985247-3270-4924-d584-c8c5283475e6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/9914 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"09b71e6dafbf49aa858c032c3afcff38"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/2479 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7e7697e784ed4f939ece5175b130febd"}},"metadata":{}}],"source":["alpaca_prompt = \"\"\"Below is an instruction that describes a user's interaction history with products on Amazon. Write a response that appropriately completes the request.\n","\n","### Instruction:\n","{}\n","\n","### Response:\n","{}\"\"\"\n","\n","EOS_TOKEN = tokenizer.eos_token # Must add EOS_TOKEN\n","def formatting_prompts_func(examples):\n","    instructions = examples[\"prompts\"]\n","    # inputs       = examples[\"input\"]\n","    outputs      = examples[\"outputs\"]\n","    texts = []\n","    for instruction, output in zip(instructions, outputs):\n","        # Must add EOS_TOKEN, otherwise your generation will go on forever!\n","        text = alpaca_prompt.format(instruction, output) + EOS_TOKEN\n","        texts.append(text)\n","    return { \"text\" : texts, }\n","pass\n","\n","data_dict = data_dict['train'].train_test_split(test_size=0.2)\n","data_dict = data_dict.map(formatting_prompts_func, batched=True,)"]},{"cell_type":"markdown","metadata":{"id":"idAEIeSQ3xdS"},"source":["<a name=\"Train\"></a>\n","### Train the model\n","Now let's use Huggingface TRL's `SFTTrainer`! More docs here: [TRL SFT docs](https://huggingface.co/docs/trl/sft_trainer)."]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":105,"referenced_widgets":["cb202bfd77544d889d6749eaf97b4540","e6c15d29571948ca9be801f435aa8b84","535a5736e8ab4b77b0671330b8b71fe4","83b4dad073f346a68deb0cc885a04bcd","1ff525aefb3e46e79f0b58cffc6b97bf","204dfd41e1cd462abd5c1dd948cb0260","0f81c7b15654418780f5073a1f0a8635","2050631bb50d4917ab6729cc5d5d370b","68267ba675364ee2ac7344276d560bdc","3b5740c15ce943e3a8848f99913d259b","0c2d889c27a4412899a8e6550baf0934"]},"id":"95_Nn-89DhsL","outputId":"998fcb71-b8ce-4946-85ad-5e4f1213fa21","executionInfo":{"status":"ok","timestamp":1715987851558,"user_tz":240,"elapsed":1786,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/multiprocess/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n"]},{"output_type":"display_data","data":{"text/plain":["Map (num_proc=2):   0%|          | 0/2479 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cb202bfd77544d889d6749eaf97b4540"}},"metadata":{}}],"source":["from trl import SFTTrainer\n","from transformers import TrainingArguments\n","\n","trainer = SFTTrainer(\n","    model = model,\n","    tokenizer = tokenizer,\n","    # train_dataset = dataset,  # original code\n","    # train_dataset = dataset_reviews_abridged,  # testing w abridged mock data\n","    train_dataset = data_dict['train'],\n","    eval_dataset = data_dict['test'],\n","    dataset_text_field = \"text\",  # originally 'text'\n","    max_seq_length = max_seq_length,\n","    dataset_num_proc = 2,\n","    packing = False, # Can make training 5x faster for short sequences\n","    args = TrainingArguments(\n","        do_eval = True,\n","        evaluation_strategy = \"epoch\",\n","        num_train_epochs=5,\n","        per_device_train_batch_size = 8,\n","        gradient_accumulation_steps = 1,  # Number of updates steps to accumulate the gradients for, before performing a backward/update pass\n","        warmup_steps = 3, # Number of steps used for a linear warmup from 0 to learning_rate\n","        # max_steps = 60, # Set num_train_epochs = 1 for full training runs; original code\n","        learning_rate = 1e-3, # originally 2e-4\n","        fp16 = not torch.cuda.is_bf16_supported(),\n","        bf16 = torch.cuda.is_bf16_supported(),\n","        logging_steps = 1,  # this logs the losses per epoch\n","        optim = \"adamw_8bit\",\n","        weight_decay = 0.001,  # Weight_decay of .00001 was too low and losses were stagnant; .0001 was good and losses reduced; .001 also worked well; .01 also worked well\n","                              # Going with .01 because it's high, but not too high. Model will continue to learn and be regularized\n","        # lr_scheduler_type = \"linear\",   # defaults to \"linear\"\n","        seed = 3407,\n","        output_dir = \"/content/drive/Shareddrives/CS_685_Project/outputs\",\n","        dataloader_num_workers=4,\n","    ),\n",")"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"2ejIt2xSNKKp","colab":{"base_uri":"https://localhost:8080/"},"outputId":"e9c1240f-45c3-446c-f16a-46e2cd737f2a","executionInfo":{"status":"ok","timestamp":1715987854856,"user_tz":240,"elapsed":333,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["GPU = Tesla T4. Max memory = 14.748 GB.\n","2.104 GB of memory reserved.\n"]}],"source":["#@title Show current memory stats\n","gpu_stats = torch.cuda.get_device_properties(0)\n","start_gpu_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n","max_memory = round(gpu_stats.total_memory / 1024 / 1024 / 1024, 3)\n","print(f\"GPU = {gpu_stats.name}. Max memory = {max_memory} GB.\")\n","print(f\"{start_gpu_memory} GB of memory reserved.\")"]},{"cell_type":"code","source":["trainer_stats = trainer.train()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":466},"id":"0KPzPsDp1mRp","executionInfo":{"status":"ok","timestamp":1715994348949,"user_tz":240,"elapsed":6492527,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"da1bb710-940f-40a5-d867-99338bcf0c85"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='6200' max='6200' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [6200/6200 1:48:11, Epoch 5/5]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Epoch</th>\n","      <th>Training Loss</th>\n","      <th>Validation Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>1</td>\n","      <td>0.627200</td>\n","      <td>0.691961</td>\n","    </tr>\n","    <tr>\n","      <td>2</td>\n","      <td>0.365500</td>\n","      <td>0.525095</td>\n","    </tr>\n","    <tr>\n","      <td>3</td>\n","      <td>0.374600</td>\n","      <td>0.423947</td>\n","    </tr>\n","    <tr>\n","      <td>4</td>\n","      <td>0.320800</td>\n","      <td>0.372932</td>\n","    </tr>\n","    <tr>\n","      <td>5</td>\n","      <td>0.283600</td>\n","      <td>0.355217</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n"]}]},{"cell_type":"code","source":["trainer_stats = trainer.train() # Step, above results - Epochs"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"6R1WSIbCrlXG","executionInfo":{"status":"ok","timestamp":1715836949237,"user_tz":240,"elapsed":3095558,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"b3d5b1f6-0dfe-4677-bc80-a3b2643f1da6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["==((====))==  Unsloth - 2x faster free finetuning | Num GPUs = 1\n","   \\\\   /|    Num examples = 9,914 | Num Epochs = 5\n","O^O/ \\_/ \\    Batch size per device = 8 | Gradient Accumulation steps = 1\n","\\        /    Total batch size = 8 | Total steps = 6,200\n"," \"-____-\"     Number of trainable parameters = 12,615,680\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='6200' max='6200' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [6200/6200 51:28, Epoch 5/5]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Step</th>\n","      <th>Training Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>1</td>\n","      <td>6.100800</td>\n","    </tr>\n","    <tr>\n","      <td>2</td>\n","      <td>6.208100</td>\n","    </tr>\n","    <tr>\n","      <td>3</td>\n","      <td>5.877800</td>\n","    </tr>\n","    <tr>\n","      <td>4</td>\n","      <td>5.235700</td>\n","    </tr>\n","    <tr>\n","      <td>5</td>\n","      <td>4.980200</td>\n","    </tr>\n","    <tr>\n","      <td>6</td>\n","      <td>4.590200</td>\n","    </tr>\n","    <tr>\n","      <td>7</td>\n","      <td>4.128000</td>\n","    </tr>\n","    <tr>\n","      <td>8</td>\n","      <td>3.695200</td>\n","    </tr>\n","    <tr>\n","      <td>9</td>\n","      <td>3.478800</td>\n","    </tr>\n","    <tr>\n","      <td>10</td>\n","      <td>3.103000</td>\n","    </tr>\n","    <tr>\n","      <td>11</td>\n","      <td>3.035000</td>\n","    </tr>\n","    <tr>\n","      <td>12</td>\n","      <td>3.035400</td>\n","    </tr>\n","    <tr>\n","      <td>13</td>\n","      <td>3.066900</td>\n","    </tr>\n","    <tr>\n","      <td>14</td>\n","      <td>2.847600</td>\n","    </tr>\n","    <tr>\n","      <td>15</td>\n","      <td>2.752200</td>\n","    </tr>\n","    <tr>\n","      <td>16</td>\n","      <td>2.743300</td>\n","    </tr>\n","    <tr>\n","      <td>17</td>\n","      <td>2.610900</td>\n","    </tr>\n","    <tr>\n","      <td>18</td>\n","      <td>2.668900</td>\n","    </tr>\n","    <tr>\n","      <td>19</td>\n","      <td>2.559100</td>\n","    </tr>\n","    <tr>\n","      <td>20</td>\n","      <td>2.632400</td>\n","    </tr>\n","    <tr>\n","      <td>21</td>\n","      <td>2.451900</td>\n","    </tr>\n","    <tr>\n","      <td>22</td>\n","      <td>2.455500</td>\n","    </tr>\n","    <tr>\n","      <td>23</td>\n","      <td>2.551500</td>\n","    </tr>\n","    <tr>\n","      <td>24</td>\n","      <td>2.378200</td>\n","    </tr>\n","    <tr>\n","      <td>25</td>\n","      <td>2.288600</td>\n","    </tr>\n","    <tr>\n","      <td>26</td>\n","      <td>2.278300</td>\n","    </tr>\n","    <tr>\n","      <td>27</td>\n","      <td>2.285000</td>\n","    </tr>\n","    <tr>\n","      <td>28</td>\n","      <td>2.369100</td>\n","    </tr>\n","    <tr>\n","      <td>29</td>\n","      <td>2.348300</td>\n","    </tr>\n","    <tr>\n","      <td>30</td>\n","      <td>2.224700</td>\n","    </tr>\n","    <tr>\n","      <td>31</td>\n","      <td>2.348500</td>\n","    </tr>\n","    <tr>\n","      <td>32</td>\n","      <td>2.303000</td>\n","    </tr>\n","    <tr>\n","      <td>33</td>\n","      <td>2.296300</td>\n","    </tr>\n","    <tr>\n","      <td>34</td>\n","      <td>2.119600</td>\n","    </tr>\n","    <tr>\n","      <td>35</td>\n","      <td>2.132100</td>\n","    </tr>\n","    <tr>\n","      <td>36</td>\n","      <td>1.948100</td>\n","    </tr>\n","    <tr>\n","      <td>37</td>\n","      <td>2.173000</td>\n","    </tr>\n","    <tr>\n","      <td>38</td>\n","      <td>2.163000</td>\n","    </tr>\n","    <tr>\n","      <td>39</td>\n","      <td>2.140700</td>\n","    </tr>\n","    <tr>\n","      <td>40</td>\n","      <td>2.093300</td>\n","    </tr>\n","    <tr>\n","      <td>41</td>\n","      <td>2.012400</td>\n","    </tr>\n","    <tr>\n","      <td>42</td>\n","      <td>1.958100</td>\n","    </tr>\n","    <tr>\n","      <td>43</td>\n","      <td>2.129400</td>\n","    </tr>\n","    <tr>\n","      <td>44</td>\n","      <td>2.116800</td>\n","    </tr>\n","    <tr>\n","      <td>45</td>\n","      <td>2.089800</td>\n","    </tr>\n","    <tr>\n","      <td>46</td>\n","      <td>2.056300</td>\n","    </tr>\n","    <tr>\n","      <td>47</td>\n","      <td>1.914500</td>\n","    </tr>\n","    <tr>\n","      <td>48</td>\n","      <td>1.762900</td>\n","    </tr>\n","    <tr>\n","      <td>49</td>\n","      <td>2.048900</td>\n","    </tr>\n","    <tr>\n","      <td>50</td>\n","      <td>1.882400</td>\n","    </tr>\n","    <tr>\n","      <td>51</td>\n","      <td>2.117400</td>\n","    </tr>\n","    <tr>\n","      <td>52</td>\n","      <td>1.860200</td>\n","    </tr>\n","    <tr>\n","      <td>53</td>\n","      <td>1.842600</td>\n","    </tr>\n","    <tr>\n","      <td>54</td>\n","      <td>1.834700</td>\n","    </tr>\n","    <tr>\n","      <td>55</td>\n","      <td>1.826400</td>\n","    </tr>\n","    <tr>\n","      <td>56</td>\n","      <td>1.661700</td>\n","    </tr>\n","    <tr>\n","      <td>57</td>\n","      <td>1.719700</td>\n","    </tr>\n","    <tr>\n","      <td>58</td>\n","      <td>1.744000</td>\n","    </tr>\n","    <tr>\n","      <td>59</td>\n","      <td>1.809300</td>\n","    </tr>\n","    <tr>\n","      <td>60</td>\n","      <td>1.780100</td>\n","    </tr>\n","    <tr>\n","      <td>61</td>\n","      <td>1.871200</td>\n","    </tr>\n","    <tr>\n","      <td>62</td>\n","      <td>1.661500</td>\n","    </tr>\n","    <tr>\n","      <td>63</td>\n","      <td>1.744400</td>\n","    </tr>\n","    <tr>\n","      <td>64</td>\n","      <td>1.799700</td>\n","    </tr>\n","    <tr>\n","      <td>65</td>\n","      <td>1.747800</td>\n","    </tr>\n","    <tr>\n","      <td>66</td>\n","      <td>1.582200</td>\n","    </tr>\n","    <tr>\n","      <td>67</td>\n","      <td>1.673600</td>\n","    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</tr>\n","    <tr>\n","      <td>81</td>\n","      <td>1.657400</td>\n","    </tr>\n","    <tr>\n","      <td>82</td>\n","      <td>1.412600</td>\n","    </tr>\n","    <tr>\n","      <td>83</td>\n","      <td>1.570600</td>\n","    </tr>\n","    <tr>\n","      <td>84</td>\n","      <td>1.420200</td>\n","    </tr>\n","    <tr>\n","      <td>85</td>\n","      <td>1.702700</td>\n","    </tr>\n","    <tr>\n","      <td>86</td>\n","      <td>1.568300</td>\n","    </tr>\n","    <tr>\n","      <td>87</td>\n","      <td>1.447000</td>\n","    </tr>\n","    <tr>\n","      <td>88</td>\n","      <td>1.336000</td>\n","    </tr>\n","    <tr>\n","      <td>89</td>\n","      <td>1.484300</td>\n","    </tr>\n","    <tr>\n","      <td>90</td>\n","      <td>1.446600</td>\n","    </tr>\n","    <tr>\n","      <td>91</td>\n","      <td>1.518300</td>\n","    </tr>\n","    <tr>\n","      <td>92</td>\n","      <td>1.505000</td>\n","    </tr>\n","    <tr>\n","      <td>93</td>\n","      <td>1.563400</td>\n","    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<tr>\n","      <td>132</td>\n","      <td>1.336900</td>\n","    </tr>\n","    <tr>\n","      <td>133</td>\n","      <td>1.360600</td>\n","    </tr>\n","    <tr>\n","      <td>134</td>\n","      <td>1.269400</td>\n","    </tr>\n","    <tr>\n","      <td>135</td>\n","      <td>1.205900</td>\n","    </tr>\n","    <tr>\n","      <td>136</td>\n","      <td>1.412100</td>\n","    </tr>\n","    <tr>\n","      <td>137</td>\n","      <td>1.302900</td>\n","    </tr>\n","    <tr>\n","      <td>138</td>\n","      <td>1.234200</td>\n","    </tr>\n","    <tr>\n","      <td>139</td>\n","      <td>1.321400</td>\n","    </tr>\n","    <tr>\n","      <td>140</td>\n","      <td>1.386500</td>\n","    </tr>\n","    <tr>\n","      <td>141</td>\n","      <td>1.298200</td>\n","    </tr>\n","    <tr>\n","      <td>142</td>\n","      <td>1.267700</td>\n","    </tr>\n","    <tr>\n","      <td>143</td>\n","      <td>1.264400</td>\n","    </tr>\n","    <tr>\n","      <td>144</td>\n","      <td>1.288500</td>\n","    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</tr>\n","    <tr>\n","      <td>1721</td>\n","      <td>0.658000</td>\n","    </tr>\n","    <tr>\n","      <td>1722</td>\n","      <td>0.556600</td>\n","    </tr>\n","    <tr>\n","      <td>1723</td>\n","      <td>0.569300</td>\n","    </tr>\n","    <tr>\n","      <td>1724</td>\n","      <td>0.581300</td>\n","    </tr>\n","    <tr>\n","      <td>1725</td>\n","      <td>0.603900</td>\n","    </tr>\n","    <tr>\n","      <td>1726</td>\n","      <td>0.522200</td>\n","    </tr>\n","    <tr>\n","      <td>1727</td>\n","      <td>0.581300</td>\n","    </tr>\n","    <tr>\n","      <td>1728</td>\n","      <td>0.556900</td>\n","    </tr>\n","    <tr>\n","      <td>1729</td>\n","      <td>0.620300</td>\n","    </tr>\n","    <tr>\n","      <td>1730</td>\n","      <td>0.636500</td>\n","    </tr>\n","    <tr>\n","      <td>1731</td>\n","      <td>0.555800</td>\n","    </tr>\n","    <tr>\n","      <td>1732</td>\n","      <td>0.598000</td>\n","    </tr>\n","    <tr>\n","      <td>1733</td>\n","      <td>0.626200</td>\n","    </tr>\n","    <tr>\n","      <td>1734</td>\n","      <td>0.548900</td>\n","    </tr>\n","    <tr>\n","      <td>1735</td>\n","      <td>0.619000</td>\n","    </tr>\n","    <tr>\n","      <td>1736</td>\n","      <td>0.513900</td>\n","    </tr>\n","    <tr>\n","      <td>1737</td>\n","      <td>0.520000</td>\n","    </tr>\n","    <tr>\n","      <td>1738</td>\n","      <td>0.523000</td>\n","    </tr>\n","    <tr>\n","      <td>1739</td>\n","      <td>0.596900</td>\n","    </tr>\n","    <tr>\n","      <td>1740</td>\n","      <td>0.623600</td>\n","    </tr>\n","    <tr>\n","      <td>1741</td>\n","      <td>0.531800</td>\n","    </tr>\n","    <tr>\n","      <td>1742</td>\n","      <td>0.524600</td>\n","    </tr>\n","    <tr>\n","      <td>1743</td>\n","      <td>0.539100</td>\n","    </tr>\n","    <tr>\n","      <td>1744</td>\n","      <td>0.579000</td>\n","    </tr>\n","    <tr>\n","      <td>1745</td>\n","      <td>0.593000</td>\n","    </tr>\n","    <tr>\n","      <td>1746</td>\n","      <td>0.616400</td>\n","    </tr>\n","    <tr>\n","      <td>1747</td>\n","      <td>0.649800</td>\n","    </tr>\n","    <tr>\n","      <td>1748</td>\n","      <td>0.591300</td>\n","    </tr>\n","    <tr>\n","      <td>1749</td>\n","      <td>0.644500</td>\n","    </tr>\n","    <tr>\n","      <td>1750</td>\n","      <td>0.605900</td>\n","    </tr>\n","    <tr>\n","      <td>1751</td>\n","      <td>0.580500</td>\n","    </tr>\n","    <tr>\n","      <td>1752</td>\n","      <td>0.550200</td>\n","    </tr>\n","    <tr>\n","      <td>1753</td>\n","      <td>0.516600</td>\n","    </tr>\n","    <tr>\n","      <td>1754</td>\n","      <td>0.635400</td>\n","    </tr>\n","    <tr>\n","      <td>1755</td>\n","      <td>0.500700</td>\n","    </tr>\n","    <tr>\n","      <td>1756</td>\n","      <td>0.468400</td>\n","    </tr>\n","    <tr>\n","      <td>1757</td>\n","      <td>0.585400</td>\n","    </tr>\n","    <tr>\n","      <td>1758</td>\n","      <td>0.591600</td>\n","    </tr>\n","    <tr>\n","      <td>1759</td>\n","      <td>0.649400</td>\n","    </tr>\n","    <tr>\n","      <td>1760</td>\n","      <td>0.518300</td>\n","    </tr>\n","    <tr>\n","      <td>1761</td>\n","      <td>0.525100</td>\n","    </tr>\n","    <tr>\n","      <td>1762</td>\n","      <td>0.499900</td>\n","    </tr>\n","    <tr>\n","      <td>1763</td>\n","      <td>0.552900</td>\n","    </tr>\n","    <tr>\n","      <td>1764</td>\n","      <td>0.569200</td>\n","    </tr>\n","    <tr>\n","      <td>1765</td>\n","      <td>0.590600</td>\n","    </tr>\n","    <tr>\n","      <td>1766</td>\n","      <td>0.575100</td>\n","    </tr>\n","    <tr>\n","      <td>1767</td>\n","      <td>0.593400</td>\n","    </tr>\n","    <tr>\n","      <td>1768</td>\n","      <td>0.525100</td>\n","    </tr>\n","    <tr>\n","      <td>1769</td>\n","      <td>0.646300</td>\n","    </tr>\n","    <tr>\n","      <td>1770</td>\n","      <td>0.548000</td>\n","    </tr>\n","    <tr>\n","      <td>1771</td>\n","      <td>0.644500</td>\n","    </tr>\n","    <tr>\n","      <td>1772</td>\n","      <td>0.646200</td>\n","    </tr>\n","    <tr>\n","      <td>1773</td>\n","      <td>0.621800</td>\n","    </tr>\n","    <tr>\n","      <td>1774</td>\n","      <td>0.512800</td>\n","    </tr>\n","    <tr>\n","      <td>1775</td>\n","      <td>0.604500</td>\n","    </tr>\n","    <tr>\n","      <td>1776</td>\n","      <td>0.555900</td>\n","    </tr>\n","    <tr>\n","      <td>1777</td>\n","      <td>0.743900</td>\n","    </tr>\n","    <tr>\n","      <td>1778</td>\n","      <td>0.608000</td>\n","    </tr>\n","    <tr>\n","      <td>1779</td>\n","      <td>0.539100</td>\n","    </tr>\n","    <tr>\n","      <td>1780</td>\n","      <td>0.567800</td>\n","    </tr>\n","    <tr>\n","      <td>1781</td>\n","      <td>0.608000</td>\n","    </tr>\n","    <tr>\n","      <td>1782</td>\n","      <td>0.503800</td>\n","    </tr>\n","    <tr>\n","      <td>1783</td>\n","      <td>0.542600</td>\n","    </tr>\n","    <tr>\n","      <td>1784</td>\n","      <td>0.571200</td>\n","    </tr>\n","    <tr>\n","      <td>1785</td>\n","      <td>0.517300</td>\n","    </tr>\n","    <tr>\n","      <td>1786</td>\n","      <td>0.569000</td>\n","    </tr>\n","    <tr>\n","      <td>1787</td>\n","      <td>0.625900</td>\n","    </tr>\n","    <tr>\n","      <td>1788</td>\n","      <td>0.479600</td>\n","    </tr>\n","    <tr>\n","      <td>1789</td>\n","      <td>0.660600</td>\n","    </tr>\n","    <tr>\n","      <td>1790</td>\n","      <td>0.568800</td>\n","    </tr>\n","    <tr>\n","      <td>1791</td>\n","      <td>0.592300</td>\n","    </tr>\n","    <tr>\n","      <td>1792</td>\n","      <td>0.625700</td>\n","    </tr>\n","    <tr>\n","      <td>1793</td>\n","      <td>0.595100</td>\n","    </tr>\n","    <tr>\n","      <td>1794</td>\n","      <td>0.581100</td>\n","    </tr>\n","    <tr>\n","      <td>1795</td>\n","      <td>0.666900</td>\n","    </tr>\n","    <tr>\n","      <td>1796</td>\n","      <td>0.538300</td>\n","    </tr>\n","    <tr>\n","      <td>1797</td>\n","      <td>0.581400</td>\n","    </tr>\n","    <tr>\n","      <td>1798</td>\n","      <td>0.587700</td>\n","    </tr>\n","    <tr>\n","      <td>1799</td>\n","      <td>0.536100</td>\n","    </tr>\n","    <tr>\n","      <td>1800</td>\n","      <td>0.545000</td>\n","    </tr>\n","    <tr>\n","      <td>1801</td>\n","      <td>0.598000</td>\n","    </tr>\n","    <tr>\n","      <td>1802</td>\n","      <td>0.501000</td>\n","    </tr>\n","    <tr>\n","      <td>1803</td>\n","      <td>0.584700</td>\n","    </tr>\n","    <tr>\n","      <td>1804</td>\n","      <td>0.516600</td>\n","    </tr>\n","    <tr>\n","      <td>1805</td>\n","      <td>0.458800</td>\n","    </tr>\n","    <tr>\n","      <td>1806</td>\n","      <td>0.522200</td>\n","    </tr>\n","    <tr>\n","      <td>1807</td>\n","      <td>0.544100</td>\n","    </tr>\n","    <tr>\n","      <td>1808</td>\n","      <td>0.501200</td>\n","    </tr>\n","    <tr>\n","      <td>1809</td>\n","      <td>0.629900</td>\n","    </tr>\n","    <tr>\n","      <td>1810</td>\n","      <td>0.513600</td>\n","    </tr>\n","    <tr>\n","      <td>1811</td>\n","      <td>0.525500</td>\n","    </tr>\n","    <tr>\n","      <td>1812</td>\n","      <td>0.560200</td>\n","    </tr>\n","    <tr>\n","      <td>1813</td>\n","      <td>0.611200</td>\n","    </tr>\n","    <tr>\n","      <td>1814</td>\n","      <td>0.546000</td>\n","    </tr>\n","    <tr>\n","      <td>1815</td>\n","      <td>0.506000</td>\n","    </tr>\n","    <tr>\n","      <td>1816</td>\n","      <td>0.592200</td>\n","    </tr>\n","    <tr>\n","      <td>1817</td>\n","      <td>0.512700</td>\n","    </tr>\n","    <tr>\n","      <td>1818</td>\n","      <td>0.614100</td>\n","    </tr>\n","    <tr>\n","      <td>1819</td>\n","      <td>0.555200</td>\n","    </tr>\n","    <tr>\n","      <td>1820</td>\n","      <td>0.516900</td>\n","    </tr>\n","    <tr>\n","      <td>1821</td>\n","      <td>0.653900</td>\n","    </tr>\n","    <tr>\n","      <td>1822</td>\n","      <td>0.568300</td>\n","    </tr>\n","    <tr>\n","      <td>1823</td>\n","      <td>0.574200</td>\n","    </tr>\n","    <tr>\n","      <td>1824</td>\n","      <td>0.643000</td>\n","    </tr>\n","    <tr>\n","      <td>1825</td>\n","      <td>0.621800</td>\n","    </tr>\n","    <tr>\n","      <td>1826</td>\n","      <td>0.607000</td>\n","    </tr>\n","    <tr>\n","      <td>1827</td>\n","      <td>0.550000</td>\n","    </tr>\n","    <tr>\n","      <td>1828</td>\n","      <td>0.549400</td>\n","    </tr>\n","    <tr>\n","      <td>1829</td>\n","      <td>0.599200</td>\n","    </tr>\n","    <tr>\n","      <td>1830</td>\n","      <td>0.522100</td>\n","    </tr>\n","    <tr>\n","      <td>1831</td>\n","      <td>0.610300</td>\n","    </tr>\n","    <tr>\n","      <td>1832</td>\n","      <td>0.462500</td>\n","    </tr>\n","    <tr>\n","      <td>1833</td>\n","      <td>0.590100</td>\n","    </tr>\n","    <tr>\n","      <td>1834</td>\n","      <td>0.545600</td>\n","    </tr>\n","    <tr>\n","      <td>1835</td>\n","      <td>0.590800</td>\n","    </tr>\n","    <tr>\n","      <td>1836</td>\n","      <td>0.669700</td>\n","    </tr>\n","    <tr>\n","      <td>1837</td>\n","      <td>0.561300</td>\n","    </tr>\n","    <tr>\n","      <td>1838</td>\n","      <td>0.523000</td>\n","    </tr>\n","    <tr>\n","      <td>1839</td>\n","      <td>0.530300</td>\n","    </tr>\n","    <tr>\n","      <td>1840</td>\n","      <td>0.530800</td>\n","    </tr>\n","    <tr>\n","      <td>1841</td>\n","      <td>0.536100</td>\n","    </tr>\n","    <tr>\n","      <td>1842</td>\n","      <td>0.649300</td>\n","    </tr>\n","    <tr>\n","      <td>1843</td>\n","      <td>0.497200</td>\n","    </tr>\n","    <tr>\n","      <td>1844</td>\n","      <td>0.570100</td>\n","    </tr>\n","    <tr>\n","      <td>1845</td>\n","      <td>0.576400</td>\n","    </tr>\n","    <tr>\n","      <td>1846</td>\n","      <td>0.634700</td>\n","    </tr>\n","    <tr>\n","      <td>1847</td>\n","      <td>0.569900</td>\n","    </tr>\n","    <tr>\n","      <td>1848</td>\n","      <td>0.560500</td>\n","    </tr>\n","    <tr>\n","      <td>1849</td>\n","      <td>0.528100</td>\n","    </tr>\n","    <tr>\n","      <td>1850</td>\n","      <td>0.543200</td>\n","    </tr>\n","    <tr>\n","      <td>1851</td>\n","      <td>0.514000</td>\n","    </tr>\n","    <tr>\n","      <td>1852</td>\n","      <td>0.582500</td>\n","    </tr>\n","    <tr>\n","      <td>1853</td>\n","      <td>0.563200</td>\n","    </tr>\n","    <tr>\n","      <td>1854</td>\n","      <td>0.572300</td>\n","    </tr>\n","    <tr>\n","      <td>1855</td>\n","      <td>0.598400</td>\n","    </tr>\n","    <tr>\n","      <td>1856</td>\n","      <td>0.523800</td>\n","    </tr>\n","    <tr>\n","      <td>1857</td>\n","      <td>0.604600</td>\n","    </tr>\n","    <tr>\n","      <td>1858</td>\n","      <td>0.490400</td>\n","    </tr>\n","    <tr>\n","      <td>1859</td>\n","      <td>0.603600</td>\n","    </tr>\n","    <tr>\n","      <td>1860</td>\n","      <td>0.525300</td>\n","    </tr>\n","    <tr>\n","      <td>1861</td>\n","      <td>0.541500</td>\n","    </tr>\n","    <tr>\n","      <td>1862</td>\n","      <td>0.606100</td>\n","    </tr>\n","    <tr>\n","      <td>1863</td>\n","      <td>0.514800</td>\n","    </tr>\n","    <tr>\n","      <td>1864</td>\n","      <td>0.611800</td>\n","    </tr>\n","    <tr>\n","      <td>1865</td>\n","      <td>0.567200</td>\n","    </tr>\n","    <tr>\n","      <td>1866</td>\n","      <td>0.627100</td>\n","    </tr>\n","    <tr>\n","      <td>1867</td>\n","      <td>0.596800</td>\n","    </tr>\n","    <tr>\n","      <td>1868</td>\n","      <td>0.664100</td>\n","    </tr>\n","    <tr>\n","      <td>1869</td>\n","      <td>0.518200</td>\n","    </tr>\n","    <tr>\n","      <td>1870</td>\n","      <td>0.554600</td>\n","    </tr>\n","    <tr>\n","      <td>1871</td>\n","      <td>0.644700</td>\n","    </tr>\n","    <tr>\n","      <td>1872</td>\n","      <td>0.487800</td>\n","    </tr>\n","    <tr>\n","      <td>1873</td>\n","      <td>0.528200</td>\n","    </tr>\n","    <tr>\n","      <td>1874</td>\n","      <td>0.537900</td>\n","    </tr>\n","    <tr>\n","      <td>1875</td>\n","      <td>0.533900</td>\n","    </tr>\n","    <tr>\n","      <td>1876</td>\n","      <td>0.517400</td>\n","    </tr>\n","    <tr>\n","      <td>1877</td>\n","      <td>0.558700</td>\n","    </tr>\n","    <tr>\n","      <td>1878</td>\n","      <td>0.466200</td>\n","    </tr>\n","    <tr>\n","      <td>1879</td>\n","      <td>0.564300</td>\n","    </tr>\n","    <tr>\n","      <td>1880</td>\n","      <td>0.569500</td>\n","    </tr>\n","    <tr>\n","      <td>1881</td>\n","      <td>0.555800</td>\n","    </tr>\n","    <tr>\n","      <td>1882</td>\n","      <td>0.565300</td>\n","    </tr>\n","    <tr>\n","      <td>1883</td>\n","      <td>0.540400</td>\n","    </tr>\n","    <tr>\n","      <td>1884</td>\n","      <td>0.544300</td>\n","    </tr>\n","    <tr>\n","      <td>1885</td>\n","      <td>0.617900</td>\n","    </tr>\n","    <tr>\n","      <td>1886</td>\n","      <td>0.549200</td>\n","    </tr>\n","    <tr>\n","      <td>1887</td>\n","      <td>0.510600</td>\n","    </tr>\n","    <tr>\n","      <td>1888</td>\n","      <td>0.579100</td>\n","    </tr>\n","    <tr>\n","      <td>1889</td>\n","      <td>0.536100</td>\n","    </tr>\n","    <tr>\n","      <td>1890</td>\n","      <td>0.486000</td>\n","    </tr>\n","    <tr>\n","      <td>1891</td>\n","      <td>0.553200</td>\n","    </tr>\n","    <tr>\n","      <td>1892</td>\n","      <td>0.567400</td>\n","    </tr>\n","    <tr>\n","      <td>1893</td>\n","      <td>0.503200</td>\n","    </tr>\n","    <tr>\n","      <td>1894</td>\n","      <td>0.527400</td>\n","    </tr>\n","    <tr>\n","      <td>1895</td>\n","      <td>0.494100</td>\n","    </tr>\n","    <tr>\n","      <td>1896</td>\n","      <td>0.608500</td>\n","    </tr>\n","    <tr>\n","      <td>1897</td>\n","      <td>0.514400</td>\n","    </tr>\n","    <tr>\n","      <td>1898</td>\n","      <td>0.625700</td>\n","    </tr>\n","    <tr>\n","      <td>1899</td>\n","      <td>0.562000</td>\n","    </tr>\n","    <tr>\n","      <td>1900</td>\n","      <td>0.547000</td>\n","    </tr>\n","    <tr>\n","      <td>1901</td>\n","      <td>0.616200</td>\n","    </tr>\n","    <tr>\n","      <td>1902</td>\n","      <td>0.541900</td>\n","    </tr>\n","    <tr>\n","      <td>1903</td>\n","      <td>0.571600</td>\n","    </tr>\n","    <tr>\n","      <td>1904</td>\n","      <td>0.515200</td>\n","    </tr>\n","    <tr>\n","      <td>1905</td>\n","      <td>0.629500</td>\n","    </tr>\n","    <tr>\n","      <td>1906</td>\n","      <td>0.569700</td>\n","    </tr>\n","    <tr>\n","      <td>1907</td>\n","      <td>0.517200</td>\n","    </tr>\n","    <tr>\n","      <td>1908</td>\n","      <td>0.492900</td>\n","    </tr>\n","    <tr>\n","      <td>1909</td>\n","      <td>0.514800</td>\n","    </tr>\n","    <tr>\n","      <td>1910</td>\n","      <td>0.511300</td>\n","    </tr>\n","    <tr>\n","      <td>1911</td>\n","      <td>0.499200</td>\n","    </tr>\n","    <tr>\n","      <td>1912</td>\n","      <td>0.572300</td>\n","    </tr>\n","    <tr>\n","      <td>1913</td>\n","      <td>0.533900</td>\n","    </tr>\n","    <tr>\n","      <td>1914</td>\n","      <td>0.586000</td>\n","    </tr>\n","    <tr>\n","      <td>1915</td>\n","      <td>0.498400</td>\n","    </tr>\n","    <tr>\n","      <td>1916</td>\n","      <td>0.557300</td>\n","    </tr>\n","    <tr>\n","      <td>1917</td>\n","      <td>0.587000</td>\n","    </tr>\n","    <tr>\n","      <td>1918</td>\n","      <td>0.505200</td>\n","    </tr>\n","    <tr>\n","      <td>1919</td>\n","      <td>0.596600</td>\n","    </tr>\n","    <tr>\n","      <td>1920</td>\n","      <td>0.542000</td>\n","    </tr>\n","    <tr>\n","      <td>1921</td>\n","      <td>0.656500</td>\n","    </tr>\n","    <tr>\n","      <td>1922</td>\n","      <td>0.592800</td>\n","    </tr>\n","    <tr>\n","      <td>1923</td>\n","      <td>0.554500</td>\n","    </tr>\n","    <tr>\n","      <td>1924</td>\n","      <td>0.575000</td>\n","    </tr>\n","    <tr>\n","      <td>1925</td>\n","      <td>0.633200</td>\n","    </tr>\n","    <tr>\n","      <td>1926</td>\n","      <td>0.585200</td>\n","    </tr>\n","    <tr>\n","      <td>1927</td>\n","      <td>0.528200</td>\n","    </tr>\n","    <tr>\n","      <td>1928</td>\n","      <td>0.584300</td>\n","    </tr>\n","    <tr>\n","      <td>1929</td>\n","      <td>0.511200</td>\n","    </tr>\n","    <tr>\n","      <td>1930</td>\n","      <td>0.516600</td>\n","    </tr>\n","    <tr>\n","      <td>1931</td>\n","      <td>0.598900</td>\n","    </tr>\n","    <tr>\n","      <td>1932</td>\n","      <td>0.516600</td>\n","    </tr>\n","    <tr>\n","      <td>1933</td>\n","      <td>0.534500</td>\n","    </tr>\n","    <tr>\n","      <td>1934</td>\n","      <td>0.438200</td>\n","    </tr>\n","    <tr>\n","      <td>1935</td>\n","      <td>0.586700</td>\n","    </tr>\n","    <tr>\n","      <td>1936</td>\n","      <td>0.589400</td>\n","    </tr>\n","    <tr>\n","      <td>1937</td>\n","      <td>0.511600</td>\n","    </tr>\n","    <tr>\n","      <td>1938</td>\n","      <td>0.500000</td>\n","    </tr>\n","    <tr>\n","      <td>1939</td>\n","      <td>0.600800</td>\n","    </tr>\n","    <tr>\n","      <td>1940</td>\n","      <td>0.531500</td>\n","    </tr>\n","    <tr>\n","      <td>1941</td>\n","      <td>0.506300</td>\n","    </tr>\n","    <tr>\n","      <td>1942</td>\n","      <td>0.505700</td>\n","    </tr>\n","    <tr>\n","      <td>1943</td>\n","      <td>0.679700</td>\n","    </tr>\n","    <tr>\n","      <td>1944</td>\n","      <td>0.531000</td>\n","    </tr>\n","    <tr>\n","      <td>1945</td>\n","      <td>0.501200</td>\n","    </tr>\n","    <tr>\n","      <td>1946</td>\n","      <td>0.568400</td>\n","    </tr>\n","    <tr>\n","      <td>1947</td>\n","      <td>0.615800</td>\n","    </tr>\n","    <tr>\n","      <td>1948</td>\n","      <td>0.557200</td>\n","    </tr>\n","    <tr>\n","      <td>1949</td>\n","      <td>0.459200</td>\n","    </tr>\n","    <tr>\n","      <td>1950</td>\n","      <td>0.587400</td>\n","    </tr>\n","    <tr>\n","      <td>1951</td>\n","      <td>0.466600</td>\n","    </tr>\n","    <tr>\n","      <td>1952</td>\n","      <td>0.503900</td>\n","    </tr>\n","    <tr>\n","      <td>1953</td>\n","      <td>0.559600</td>\n","    </tr>\n","    <tr>\n","      <td>1954</td>\n","      <td>0.501400</td>\n","    </tr>\n","    <tr>\n","      <td>1955</td>\n","      <td>0.538100</td>\n","    </tr>\n","    <tr>\n","      <td>1956</td>\n","      <td>0.657500</td>\n","    </tr>\n","    <tr>\n","      <td>1957</td>\n","      <td>0.540800</td>\n","    </tr>\n","    <tr>\n","      <td>1958</td>\n","      <td>0.506700</td>\n","    </tr>\n","    <tr>\n","      <td>1959</td>\n","      <td>0.561500</td>\n","    </tr>\n","    <tr>\n","      <td>1960</td>\n","      <td>0.599900</td>\n","    </tr>\n","    <tr>\n","      <td>1961</td>\n","      <td>0.548100</td>\n","    </tr>\n","    <tr>\n","      <td>1962</td>\n","      <td>0.501100</td>\n","    </tr>\n","    <tr>\n","      <td>1963</td>\n","      <td>0.543300</td>\n","    </tr>\n","    <tr>\n","      <td>1964</td>\n","      <td>0.545800</td>\n","    </tr>\n","    <tr>\n","      <td>1965</td>\n","      <td>0.546300</td>\n","    </tr>\n","    <tr>\n","      <td>1966</td>\n","      <td>0.566800</td>\n","    </tr>\n","    <tr>\n","      <td>1967</td>\n","      <td>0.585600</td>\n","    </tr>\n","    <tr>\n","      <td>1968</td>\n","      <td>0.557300</td>\n","    </tr>\n","    <tr>\n","      <td>1969</td>\n","      <td>0.532200</td>\n","    </tr>\n","    <tr>\n","      <td>1970</td>\n","      <td>0.626900</td>\n","    </tr>\n","    <tr>\n","      <td>1971</td>\n","      <td>0.541400</td>\n","    </tr>\n","    <tr>\n","      <td>1972</td>\n","      <td>0.489500</td>\n","    </tr>\n","    <tr>\n","      <td>1973</td>\n","      <td>0.485100</td>\n","    </tr>\n","    <tr>\n","      <td>1974</td>\n","      <td>0.460800</td>\n","    </tr>\n","    <tr>\n","      <td>1975</td>\n","      <td>0.608300</td>\n","    </tr>\n","    <tr>\n","      <td>1976</td>\n","      <td>0.515600</td>\n","    </tr>\n","    <tr>\n","      <td>1977</td>\n","      <td>0.661200</td>\n","    </tr>\n","    <tr>\n","      <td>1978</td>\n","      <td>0.537900</td>\n","    </tr>\n","    <tr>\n","      <td>1979</td>\n","      <td>0.503800</td>\n","    </tr>\n","    <tr>\n","      <td>1980</td>\n","      <td>0.561200</td>\n","    </tr>\n","    <tr>\n","      <td>1981</td>\n","      <td>0.605700</td>\n","    </tr>\n","    <tr>\n","      <td>1982</td>\n","      <td>0.522200</td>\n","    </tr>\n","    <tr>\n","      <td>1983</td>\n","      <td>0.468200</td>\n","    </tr>\n","    <tr>\n","      <td>1984</td>\n","      <td>0.541600</td>\n","    </tr>\n","    <tr>\n","      <td>1985</td>\n","      <td>0.534200</td>\n","    </tr>\n","    <tr>\n","      <td>1986</td>\n","      <td>0.581200</td>\n","    </tr>\n","    <tr>\n","      <td>1987</td>\n","      <td>0.462900</td>\n","    </tr>\n","    <tr>\n","      <td>1988</td>\n","      <td>0.547000</td>\n","    </tr>\n","    <tr>\n","      <td>1989</td>\n","      <td>0.550900</td>\n","    </tr>\n","    <tr>\n","      <td>1990</td>\n","      <td>0.581800</td>\n","    </tr>\n","    <tr>\n","      <td>1991</td>\n","      <td>0.597300</td>\n","    </tr>\n","    <tr>\n","      <td>1992</td>\n","      <td>0.529300</td>\n","    </tr>\n","    <tr>\n","      <td>1993</td>\n","      <td>0.512900</td>\n","    </tr>\n","    <tr>\n","      <td>1994</td>\n","      <td>0.500600</td>\n","    </tr>\n","    <tr>\n","      <td>1995</td>\n","      <td>0.622000</td>\n","    </tr>\n","    <tr>\n","      <td>1996</td>\n","      <td>0.559900</td>\n","    </tr>\n","    <tr>\n","      <td>1997</td>\n","      <td>0.488200</td>\n","    </tr>\n","    <tr>\n","      <td>1998</td>\n","      <td>0.569900</td>\n","    </tr>\n","    <tr>\n","      <td>1999</td>\n","      <td>0.511100</td>\n","    </tr>\n","    <tr>\n","      <td>2000</td>\n","      <td>0.446600</td>\n","    </tr>\n","    <tr>\n","      <td>2001</td>\n","      <td>0.604100</td>\n","    </tr>\n","    <tr>\n","      <td>2002</td>\n","      <td>0.537700</td>\n","    </tr>\n","    <tr>\n","      <td>2003</td>\n","      <td>0.565300</td>\n","    </tr>\n","    <tr>\n","      <td>2004</td>\n","      <td>0.551500</td>\n","    </tr>\n","    <tr>\n","      <td>2005</td>\n","      <td>0.505900</td>\n","    </tr>\n","    <tr>\n","      <td>2006</td>\n","      <td>0.523900</td>\n","    </tr>\n","    <tr>\n","      <td>2007</td>\n","      <td>0.575900</td>\n","    </tr>\n","    <tr>\n","      <td>2008</td>\n","      <td>0.489400</td>\n","    </tr>\n","    <tr>\n","      <td>2009</td>\n","      <td>0.578100</td>\n","    </tr>\n","    <tr>\n","      <td>2010</td>\n","      <td>0.533500</td>\n","    </tr>\n","    <tr>\n","      <td>2011</td>\n","      <td>0.533900</td>\n","    </tr>\n","    <tr>\n","      <td>2012</td>\n","      <td>0.508000</td>\n","    </tr>\n","    <tr>\n","      <td>2013</td>\n","      <td>0.535700</td>\n","    </tr>\n","    <tr>\n","      <td>2014</td>\n","      <td>0.540100</td>\n","    </tr>\n","    <tr>\n","      <td>2015</td>\n","      <td>0.600600</td>\n","    </tr>\n","    <tr>\n","      <td>2016</td>\n","      <td>0.531700</td>\n","    </tr>\n","    <tr>\n","      <td>2017</td>\n","      <td>0.582400</td>\n","    </tr>\n","    <tr>\n","      <td>2018</td>\n","      <td>0.511300</td>\n","    </tr>\n","    <tr>\n","      <td>2019</td>\n","      <td>0.594800</td>\n","    </tr>\n","    <tr>\n","      <td>2020</td>\n","      <td>0.627400</td>\n","    </tr>\n","    <tr>\n","      <td>2021</td>\n","      <td>0.566300</td>\n","    </tr>\n","    <tr>\n","      <td>2022</td>\n","      <td>0.508300</td>\n","    </tr>\n","    <tr>\n","      <td>2023</td>\n","      <td>0.641800</td>\n","    </tr>\n","    <tr>\n","      <td>2024</td>\n","      <td>0.615300</td>\n","    </tr>\n","    <tr>\n","      <td>2025</td>\n","      <td>0.561000</td>\n","    </tr>\n","    <tr>\n","      <td>2026</td>\n","      <td>0.517100</td>\n","    </tr>\n","    <tr>\n","      <td>2027</td>\n","      <td>0.567900</td>\n","    </tr>\n","    <tr>\n","      <td>2028</td>\n","      <td>0.531000</td>\n","    </tr>\n","    <tr>\n","      <td>2029</td>\n","      <td>0.509400</td>\n","    </tr>\n","    <tr>\n","      <td>2030</td>\n","      <td>0.476100</td>\n","    </tr>\n","    <tr>\n","      <td>2031</td>\n","      <td>0.692600</td>\n","    </tr>\n","    <tr>\n","      <td>2032</td>\n","      <td>0.541900</td>\n","    </tr>\n","    <tr>\n","      <td>2033</td>\n","      <td>0.457100</td>\n","    </tr>\n","    <tr>\n","      <td>2034</td>\n","      <td>0.503700</td>\n","    </tr>\n","    <tr>\n","      <td>2035</td>\n","      <td>0.624900</td>\n","    </tr>\n","    <tr>\n","      <td>2036</td>\n","      <td>0.545200</td>\n","    </tr>\n","    <tr>\n","      <td>2037</td>\n","      <td>0.605000</td>\n","    </tr>\n","    <tr>\n","      <td>2038</td>\n","      <td>0.482000</td>\n","    </tr>\n","    <tr>\n","      <td>2039</td>\n","      <td>0.571000</td>\n","    </tr>\n","    <tr>\n","      <td>2040</td>\n","      <td>0.550400</td>\n","    </tr>\n","    <tr>\n","      <td>2041</td>\n","      <td>0.516200</td>\n","    </tr>\n","    <tr>\n","      <td>2042</td>\n","      <td>0.593000</td>\n","    </tr>\n","    <tr>\n","      <td>2043</td>\n","      <td>0.452000</td>\n","    </tr>\n","    <tr>\n","      <td>2044</td>\n","      <td>0.579600</td>\n","    </tr>\n","    <tr>\n","      <td>2045</td>\n","      <td>0.541400</td>\n","    </tr>\n","    <tr>\n","      <td>2046</td>\n","      <td>0.597800</td>\n","    </tr>\n","    <tr>\n","      <td>2047</td>\n","      <td>0.529200</td>\n","    </tr>\n","    <tr>\n","      <td>2048</td>\n","      <td>0.634200</td>\n","    </tr>\n","    <tr>\n","      <td>2049</td>\n","      <td>0.517600</td>\n","    </tr>\n","    <tr>\n","      <td>2050</td>\n","      <td>0.564200</td>\n","    </tr>\n","    <tr>\n","      <td>2051</td>\n","      <td>0.621300</td>\n","    </tr>\n","    <tr>\n","      <td>2052</td>\n","      <td>0.600300</td>\n","    </tr>\n","    <tr>\n","      <td>2053</td>\n","      <td>0.538400</td>\n","    </tr>\n","    <tr>\n","      <td>2054</td>\n","      <td>0.482900</td>\n","    </tr>\n","    <tr>\n","      <td>2055</td>\n","      <td>0.614100</td>\n","    </tr>\n","    <tr>\n","      <td>2056</td>\n","      <td>0.548600</td>\n","    </tr>\n","    <tr>\n","      <td>2057</td>\n","      <td>0.526900</td>\n","    </tr>\n","    <tr>\n","      <td>2058</td>\n","      <td>0.531500</td>\n","    </tr>\n","    <tr>\n","      <td>2059</td>\n","      <td>0.523900</td>\n","    </tr>\n","    <tr>\n","      <td>2060</td>\n","      <td>0.549400</td>\n","    </tr>\n","    <tr>\n","      <td>2061</td>\n","      <td>0.577400</td>\n","    </tr>\n","    <tr>\n","      <td>2062</td>\n","      <td>0.559800</td>\n","    </tr>\n","    <tr>\n","      <td>2063</td>\n","      <td>0.523400</td>\n","    </tr>\n","    <tr>\n","      <td>2064</td>\n","      <td>0.501500</td>\n","    </tr>\n","    <tr>\n","      <td>2065</td>\n","      <td>0.496700</td>\n","    </tr>\n","    <tr>\n","      <td>2066</td>\n","      <td>0.538400</td>\n","    </tr>\n","    <tr>\n","      <td>2067</td>\n","      <td>0.520200</td>\n","    </tr>\n","    <tr>\n","      <td>2068</td>\n","      <td>0.520200</td>\n","    </tr>\n","    <tr>\n","      <td>2069</td>\n","      <td>0.554600</td>\n","    </tr>\n","    <tr>\n","      <td>2070</td>\n","      <td>0.520300</td>\n","    </tr>\n","    <tr>\n","      <td>2071</td>\n","      <td>0.477700</td>\n","    </tr>\n","    <tr>\n","      <td>2072</td>\n","      <td>0.475700</td>\n","    </tr>\n","    <tr>\n","      <td>2073</td>\n","      <td>0.539000</td>\n","    </tr>\n","    <tr>\n","      <td>2074</td>\n","      <td>0.489400</td>\n","    </tr>\n","    <tr>\n","      <td>2075</td>\n","      <td>0.586000</td>\n","    </tr>\n","    <tr>\n","      <td>2076</td>\n","      <td>0.509600</td>\n","    </tr>\n","    <tr>\n","      <td>2077</td>\n","      <td>0.526000</td>\n","    </tr>\n","    <tr>\n","      <td>2078</td>\n","      <td>0.520100</td>\n","    </tr>\n","    <tr>\n","      <td>2079</td>\n","      <td>0.514100</td>\n","    </tr>\n","    <tr>\n","      <td>2080</td>\n","      <td>0.522100</td>\n","    </tr>\n","    <tr>\n","      <td>2081</td>\n","      <td>0.523100</td>\n","    </tr>\n","    <tr>\n","      <td>2082</td>\n","      <td>0.540200</td>\n","    </tr>\n","    <tr>\n","      <td>2083</td>\n","      <td>0.545300</td>\n","    </tr>\n","    <tr>\n","      <td>2084</td>\n","      <td>0.561100</td>\n","    </tr>\n","    <tr>\n","      <td>2085</td>\n","      <td>0.554000</td>\n","    </tr>\n","    <tr>\n","      <td>2086</td>\n","      <td>0.481500</td>\n","    </tr>\n","    <tr>\n","      <td>2087</td>\n","      <td>0.567300</td>\n","    </tr>\n","    <tr>\n","      <td>2088</td>\n","      <td>0.584600</td>\n","    </tr>\n","    <tr>\n","      <td>2089</td>\n","      <td>0.469200</td>\n","    </tr>\n","    <tr>\n","      <td>2090</td>\n","      <td>0.518400</td>\n","    </tr>\n","    <tr>\n","      <td>2091</td>\n","      <td>0.481200</td>\n","    </tr>\n","    <tr>\n","      <td>2092</td>\n","      <td>0.560600</td>\n","    </tr>\n","    <tr>\n","      <td>2093</td>\n","      <td>0.547800</td>\n","    </tr>\n","    <tr>\n","      <td>2094</td>\n","      <td>0.470400</td>\n","    </tr>\n","    <tr>\n","      <td>2095</td>\n","      <td>0.550500</td>\n","    </tr>\n","    <tr>\n","      <td>2096</td>\n","      <td>0.540000</td>\n","    </tr>\n","    <tr>\n","      <td>2097</td>\n","      <td>0.509700</td>\n","    </tr>\n","    <tr>\n","      <td>2098</td>\n","      <td>0.485700</td>\n","    </tr>\n","    <tr>\n","      <td>2099</td>\n","      <td>0.529200</td>\n","    </tr>\n","    <tr>\n","      <td>2100</td>\n","      <td>0.599500</td>\n","    </tr>\n","    <tr>\n","      <td>2101</td>\n","      <td>0.561300</td>\n","    </tr>\n","    <tr>\n","      <td>2102</td>\n","      <td>0.653600</td>\n","    </tr>\n","    <tr>\n","      <td>2103</td>\n","      <td>0.520400</td>\n","    </tr>\n","    <tr>\n","      <td>2104</td>\n","      <td>0.510000</td>\n","    </tr>\n","    <tr>\n","      <td>2105</td>\n","      <td>0.458400</td>\n","    </tr>\n","    <tr>\n","      <td>2106</td>\n","      <td>0.484200</td>\n","    </tr>\n","    <tr>\n","      <td>2107</td>\n","      <td>0.642600</td>\n","    </tr>\n","    <tr>\n","      <td>2108</td>\n","      <td>0.608400</td>\n","    </tr>\n","    <tr>\n","      <td>2109</td>\n","      <td>0.552900</td>\n","    </tr>\n","    <tr>\n","      <td>2110</td>\n","      <td>0.521700</td>\n","    </tr>\n","    <tr>\n","      <td>2111</td>\n","      <td>0.513000</td>\n","    </tr>\n","    <tr>\n","      <td>2112</td>\n","      <td>0.707500</td>\n","    </tr>\n","    <tr>\n","      <td>2113</td>\n","      <td>0.542700</td>\n","    </tr>\n","    <tr>\n","      <td>2114</td>\n","      <td>0.520300</td>\n","    </tr>\n","    <tr>\n","      <td>2115</td>\n","      <td>0.543700</td>\n","    </tr>\n","    <tr>\n","      <td>2116</td>\n","      <td>0.602100</td>\n","    </tr>\n","    <tr>\n","      <td>2117</td>\n","      <td>0.576300</td>\n","    </tr>\n","    <tr>\n","      <td>2118</td>\n","      <td>0.573200</td>\n","    </tr>\n","    <tr>\n","      <td>2119</td>\n","      <td>0.574700</td>\n","    </tr>\n","    <tr>\n","      <td>2120</td>\n","      <td>0.481800</td>\n","    </tr>\n","    <tr>\n","      <td>2121</td>\n","      <td>0.497000</td>\n","    </tr>\n","    <tr>\n","      <td>2122</td>\n","      <td>0.528500</td>\n","    </tr>\n","    <tr>\n","      <td>2123</td>\n","      <td>0.494100</td>\n","    </tr>\n","    <tr>\n","      <td>2124</td>\n","      <td>0.465800</td>\n","    </tr>\n","    <tr>\n","      <td>2125</td>\n","      <td>0.541300</td>\n","    </tr>\n","    <tr>\n","      <td>2126</td>\n","      <td>0.520500</td>\n","    </tr>\n","    <tr>\n","      <td>2127</td>\n","      <td>0.479300</td>\n","    </tr>\n","    <tr>\n","      <td>2128</td>\n","      <td>0.550100</td>\n","    </tr>\n","    <tr>\n","      <td>2129</td>\n","      <td>0.664700</td>\n","    </tr>\n","    <tr>\n","      <td>2130</td>\n","      <td>0.456400</td>\n","    </tr>\n","    <tr>\n","      <td>2131</td>\n","      <td>0.518800</td>\n","    </tr>\n","    <tr>\n","      <td>2132</td>\n","      <td>0.504400</td>\n","    </tr>\n","    <tr>\n","      <td>2133</td>\n","      <td>0.513900</td>\n","    </tr>\n","    <tr>\n","      <td>2134</td>\n","      <td>0.550400</td>\n","    </tr>\n","    <tr>\n","      <td>2135</td>\n","      <td>0.529600</td>\n","    </tr>\n","    <tr>\n","      <td>2136</td>\n","      <td>0.482000</td>\n","    </tr>\n","    <tr>\n","      <td>2137</td>\n","      <td>0.487700</td>\n","    </tr>\n","    <tr>\n","      <td>2138</td>\n","      <td>0.501400</td>\n","    </tr>\n","    <tr>\n","      <td>2139</td>\n","      <td>0.527600</td>\n","    </tr>\n","    <tr>\n","      <td>2140</td>\n","      <td>0.495700</td>\n","    </tr>\n","    <tr>\n","      <td>2141</td>\n","      <td>0.466800</td>\n","    </tr>\n","    <tr>\n","      <td>2142</td>\n","      <td>0.585500</td>\n","    </tr>\n","    <tr>\n","      <td>2143</td>\n","      <td>0.613700</td>\n","    </tr>\n","    <tr>\n","      <td>2144</td>\n","      <td>0.541500</td>\n","    </tr>\n","    <tr>\n","      <td>2145</td>\n","      <td>0.490200</td>\n","    </tr>\n","    <tr>\n","      <td>2146</td>\n","      <td>0.523800</td>\n","    </tr>\n","    <tr>\n","      <td>2147</td>\n","      <td>0.545000</td>\n","    </tr>\n","    <tr>\n","      <td>2148</td>\n","      <td>0.511600</td>\n","    </tr>\n","    <tr>\n","      <td>2149</td>\n","      <td>0.608000</td>\n","    </tr>\n","    <tr>\n","      <td>2150</td>\n","      <td>0.552300</td>\n","    </tr>\n","    <tr>\n","      <td>2151</td>\n","      <td>0.581900</td>\n","    </tr>\n","    <tr>\n","      <td>2152</td>\n","      <td>0.495800</td>\n","    </tr>\n","    <tr>\n","      <td>2153</td>\n","      <td>0.543500</td>\n","    </tr>\n","    <tr>\n","      <td>2154</td>\n","      <td>0.583900</td>\n","    </tr>\n","    <tr>\n","      <td>2155</td>\n","      <td>0.534400</td>\n","    </tr>\n","    <tr>\n","      <td>2156</td>\n","      <td>0.481500</td>\n","    </tr>\n","    <tr>\n","      <td>2157</td>\n","      <td>0.510900</td>\n","    </tr>\n","    <tr>\n","      <td>2158</td>\n","      <td>0.622200</td>\n","    </tr>\n","    <tr>\n","      <td>2159</td>\n","      <td>0.478400</td>\n","    </tr>\n","    <tr>\n","      <td>2160</td>\n","      <td>0.514200</td>\n","    </tr>\n","    <tr>\n","      <td>2161</td>\n","      <td>0.592300</td>\n","    </tr>\n","    <tr>\n","      <td>2162</td>\n","      <td>0.525400</td>\n","    </tr>\n","    <tr>\n","      <td>2163</td>\n","      <td>0.549400</td>\n","    </tr>\n","    <tr>\n","      <td>2164</td>\n","      <td>0.542800</td>\n","    </tr>\n","    <tr>\n","      <td>2165</td>\n","      <td>0.571100</td>\n","    </tr>\n","    <tr>\n","      <td>2166</td>\n","      <td>0.549000</td>\n","    </tr>\n","    <tr>\n","      <td>2167</td>\n","      <td>0.510900</td>\n","    </tr>\n","    <tr>\n","      <td>2168</td>\n","      <td>0.487100</td>\n","    </tr>\n","    <tr>\n","      <td>2169</td>\n","      <td>0.620700</td>\n","    </tr>\n","    <tr>\n","      <td>2170</td>\n","      <td>0.555100</td>\n","    </tr>\n","    <tr>\n","      <td>2171</td>\n","      <td>0.509700</td>\n","    </tr>\n","    <tr>\n","      <td>2172</td>\n","      <td>0.534300</td>\n","    </tr>\n","    <tr>\n","      <td>2173</td>\n","      <td>0.512100</td>\n","    </tr>\n","    <tr>\n","      <td>2174</td>\n","      <td>0.609700</td>\n","    </tr>\n","    <tr>\n","      <td>2175</td>\n","      <td>0.519600</td>\n","    </tr>\n","    <tr>\n","      <td>2176</td>\n","      <td>0.507500</td>\n","    </tr>\n","    <tr>\n","      <td>2177</td>\n","      <td>0.511000</td>\n","    </tr>\n","    <tr>\n","      <td>2178</td>\n","      <td>0.472500</td>\n","    </tr>\n","    <tr>\n","      <td>2179</td>\n","      <td>0.576500</td>\n","    </tr>\n","    <tr>\n","      <td>2180</td>\n","      <td>0.510500</td>\n","    </tr>\n","    <tr>\n","      <td>2181</td>\n","      <td>0.517800</td>\n","    </tr>\n","    <tr>\n","      <td>2182</td>\n","      <td>0.493100</td>\n","    </tr>\n","    <tr>\n","      <td>2183</td>\n","      <td>0.523700</td>\n","    </tr>\n","    <tr>\n","      <td>2184</td>\n","      <td>0.543000</td>\n","    </tr>\n","    <tr>\n","      <td>2185</td>\n","      <td>0.488700</td>\n","    </tr>\n","    <tr>\n","      <td>2186</td>\n","      <td>0.602100</td>\n","    </tr>\n","    <tr>\n","      <td>2187</td>\n","      <td>0.584100</td>\n","    </tr>\n","    <tr>\n","      <td>2188</td>\n","      <td>0.523900</td>\n","    </tr>\n","    <tr>\n","      <td>2189</td>\n","      <td>0.604800</td>\n","    </tr>\n","    <tr>\n","      <td>2190</td>\n","      <td>0.472200</td>\n","    </tr>\n","    <tr>\n","      <td>2191</td>\n","      <td>0.555400</td>\n","    </tr>\n","    <tr>\n","      <td>2192</td>\n","      <td>0.567700</td>\n","    </tr>\n","    <tr>\n","      <td>2193</td>\n","      <td>0.526500</td>\n","    </tr>\n","    <tr>\n","      <td>2194</td>\n","      <td>0.584800</td>\n","    </tr>\n","    <tr>\n","      <td>2195</td>\n","      <td>0.558100</td>\n","    </tr>\n","    <tr>\n","      <td>2196</td>\n","      <td>0.519600</td>\n","    </tr>\n","    <tr>\n","      <td>2197</td>\n","      <td>0.526100</td>\n","    </tr>\n","    <tr>\n","      <td>2198</td>\n","      <td>0.551900</td>\n","    </tr>\n","    <tr>\n","      <td>2199</td>\n","      <td>0.483400</td>\n","    </tr>\n","    <tr>\n","      <td>2200</td>\n","      <td>0.474800</td>\n","    </tr>\n","    <tr>\n","      <td>2201</td>\n","      <td>0.608500</td>\n","    </tr>\n","    <tr>\n","      <td>2202</td>\n","      <td>0.464200</td>\n","    </tr>\n","    <tr>\n","      <td>2203</td>\n","      <td>0.612900</td>\n","    </tr>\n","    <tr>\n","      <td>2204</td>\n","      <td>0.451400</td>\n","    </tr>\n","    <tr>\n","      <td>2205</td>\n","      <td>0.481600</td>\n","    </tr>\n","    <tr>\n","      <td>2206</td>\n","      <td>0.546500</td>\n","    </tr>\n","    <tr>\n","      <td>2207</td>\n","      <td>0.483900</td>\n","    </tr>\n","    <tr>\n","      <td>2208</td>\n","      <td>0.553600</td>\n","    </tr>\n","    <tr>\n","      <td>2209</td>\n","      <td>0.557200</td>\n","    </tr>\n","    <tr>\n","      <td>2210</td>\n","      <td>0.467200</td>\n","    </tr>\n","    <tr>\n","      <td>2211</td>\n","      <td>0.509300</td>\n","    </tr>\n","    <tr>\n","      <td>2212</td>\n","      <td>0.579900</td>\n","    </tr>\n","    <tr>\n","      <td>2213</td>\n","      <td>0.475400</td>\n","    </tr>\n","    <tr>\n","      <td>2214</td>\n","      <td>0.476900</td>\n","    </tr>\n","    <tr>\n","      <td>2215</td>\n","      <td>0.541400</td>\n","    </tr>\n","    <tr>\n","      <td>2216</td>\n","      <td>0.525700</td>\n","    </tr>\n","    <tr>\n","      <td>2217</td>\n","      <td>0.575500</td>\n","    </tr>\n","    <tr>\n","      <td>2218</td>\n","      <td>0.534000</td>\n","    </tr>\n","    <tr>\n","      <td>2219</td>\n","      <td>0.526700</td>\n","    </tr>\n","    <tr>\n","      <td>2220</td>\n","      <td>0.531400</td>\n","    </tr>\n","    <tr>\n","      <td>2221</td>\n","      <td>0.519300</td>\n","    </tr>\n","    <tr>\n","      <td>2222</td>\n","      <td>0.484500</td>\n","    </tr>\n","    <tr>\n","      <td>2223</td>\n","      <td>0.480200</td>\n","    </tr>\n","    <tr>\n","      <td>2224</td>\n","      <td>0.507200</td>\n","    </tr>\n","    <tr>\n","      <td>2225</td>\n","      <td>0.519200</td>\n","    </tr>\n","    <tr>\n","      <td>2226</td>\n","      <td>0.493100</td>\n","    </tr>\n","    <tr>\n","      <td>2227</td>\n","      <td>0.501000</td>\n","    </tr>\n","    <tr>\n","      <td>2228</td>\n","      <td>0.526100</td>\n","    </tr>\n","    <tr>\n","      <td>2229</td>\n","      <td>0.518000</td>\n","    </tr>\n","    <tr>\n","      <td>2230</td>\n","      <td>0.501400</td>\n","    </tr>\n","    <tr>\n","      <td>2231</td>\n","      <td>0.566600</td>\n","    </tr>\n","    <tr>\n","      <td>2232</td>\n","      <td>0.550000</td>\n","    </tr>\n","    <tr>\n","      <td>2233</td>\n","      <td>0.509400</td>\n","    </tr>\n","    <tr>\n","      <td>2234</td>\n","      <td>0.550600</td>\n","    </tr>\n","    <tr>\n","      <td>2235</td>\n","      <td>0.536100</td>\n","    </tr>\n","    <tr>\n","      <td>2236</td>\n","      <td>0.486800</td>\n","    </tr>\n","    <tr>\n","      <td>2237</td>\n","      <td>0.553400</td>\n","    </tr>\n","    <tr>\n","      <td>2238</td>\n","      <td>0.622900</td>\n","    </tr>\n","    <tr>\n","      <td>2239</td>\n","      <td>0.468400</td>\n","    </tr>\n","    <tr>\n","      <td>2240</td>\n","      <td>0.538300</td>\n","    </tr>\n","    <tr>\n","      <td>2241</td>\n","      <td>0.548100</td>\n","    </tr>\n","    <tr>\n","      <td>2242</td>\n","      <td>0.507300</td>\n","    </tr>\n","    <tr>\n","      <td>2243</td>\n","      <td>0.488800</td>\n","    </tr>\n","    <tr>\n","      <td>2244</td>\n","      <td>0.640700</td>\n","    </tr>\n","    <tr>\n","      <td>2245</td>\n","      <td>0.506200</td>\n","    </tr>\n","    <tr>\n","      <td>2246</td>\n","      <td>0.502800</td>\n","    </tr>\n","    <tr>\n","      <td>2247</td>\n","      <td>0.451500</td>\n","    </tr>\n","    <tr>\n","      <td>2248</td>\n","      <td>0.559300</td>\n","    </tr>\n","    <tr>\n","      <td>2249</td>\n","      <td>0.468000</td>\n","    </tr>\n","    <tr>\n","      <td>2250</td>\n","      <td>0.466700</td>\n","    </tr>\n","    <tr>\n","      <td>2251</td>\n","      <td>0.514600</td>\n","    </tr>\n","    <tr>\n","      <td>2252</td>\n","      <td>0.467500</td>\n","    </tr>\n","    <tr>\n","      <td>2253</td>\n","      <td>0.510600</td>\n","    </tr>\n","    <tr>\n","      <td>2254</td>\n","      <td>0.464400</td>\n","    </tr>\n","    <tr>\n","      <td>2255</td>\n","      <td>0.569000</td>\n","    </tr>\n","    <tr>\n","      <td>2256</td>\n","      <td>0.463900</td>\n","    </tr>\n","    <tr>\n","      <td>2257</td>\n","      <td>0.547400</td>\n","    </tr>\n","    <tr>\n","      <td>2258</td>\n","      <td>0.494200</td>\n","    </tr>\n","    <tr>\n","      <td>2259</td>\n","      <td>0.546400</td>\n","    </tr>\n","    <tr>\n","      <td>2260</td>\n","      <td>0.528100</td>\n","    </tr>\n","    <tr>\n","      <td>2261</td>\n","      <td>0.405100</td>\n","    </tr>\n","    <tr>\n","      <td>2262</td>\n","      <td>0.546400</td>\n","    </tr>\n","    <tr>\n","      <td>2263</td>\n","      <td>0.579400</td>\n","    </tr>\n","    <tr>\n","      <td>2264</td>\n","      <td>0.495100</td>\n","    </tr>\n","    <tr>\n","      <td>2265</td>\n","      <td>0.466200</td>\n","    </tr>\n","    <tr>\n","      <td>2266</td>\n","      <td>0.557100</td>\n","    </tr>\n","    <tr>\n","      <td>2267</td>\n","      <td>0.532400</td>\n","    </tr>\n","    <tr>\n","      <td>2268</td>\n","      <td>0.544400</td>\n","    </tr>\n","    <tr>\n","      <td>2269</td>\n","      <td>0.432300</td>\n","    </tr>\n","    <tr>\n","      <td>2270</td>\n","      <td>0.490800</td>\n","    </tr>\n","    <tr>\n","      <td>2271</td>\n","      <td>0.476400</td>\n","    </tr>\n","    <tr>\n","      <td>2272</td>\n","      <td>0.499800</td>\n","    </tr>\n","    <tr>\n","      <td>2273</td>\n","      <td>0.528500</td>\n","    </tr>\n","    <tr>\n","      <td>2274</td>\n","      <td>0.574900</td>\n","    </tr>\n","    <tr>\n","      <td>2275</td>\n","      <td>0.517100</td>\n","    </tr>\n","    <tr>\n","      <td>2276</td>\n","      <td>0.568600</td>\n","    </tr>\n","    <tr>\n","      <td>2277</td>\n","      <td>0.597500</td>\n","    </tr>\n","    <tr>\n","    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</tr>\n","    <tr>\n","      <td>3051</td>\n","      <td>0.423300</td>\n","    </tr>\n","    <tr>\n","      <td>3052</td>\n","      <td>0.447000</td>\n","    </tr>\n","    <tr>\n","      <td>3053</td>\n","      <td>0.396800</td>\n","    </tr>\n","    <tr>\n","      <td>3054</td>\n","      <td>0.459100</td>\n","    </tr>\n","    <tr>\n","      <td>3055</td>\n","      <td>0.426600</td>\n","    </tr>\n","    <tr>\n","      <td>3056</td>\n","      <td>0.440500</td>\n","    </tr>\n","    <tr>\n","      <td>3057</td>\n","      <td>0.363700</td>\n","    </tr>\n","    <tr>\n","      <td>3058</td>\n","      <td>0.447700</td>\n","    </tr>\n","    <tr>\n","      <td>3059</td>\n","      <td>0.373400</td>\n","    </tr>\n","    <tr>\n","      <td>3060</td>\n","      <td>0.428300</td>\n","    </tr>\n","    <tr>\n","      <td>3061</td>\n","      <td>0.372500</td>\n","    </tr>\n","    <tr>\n","      <td>3062</td>\n","      <td>0.403200</td>\n","    </tr>\n","    <tr>\n","      <td>3063</td>\n","      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</tr>\n","    <tr>\n","      <td>5141</td>\n","      <td>0.301500</td>\n","    </tr>\n","    <tr>\n","      <td>5142</td>\n","      <td>0.276700</td>\n","    </tr>\n","    <tr>\n","      <td>5143</td>\n","      <td>0.270000</td>\n","    </tr>\n","    <tr>\n","      <td>5144</td>\n","      <td>0.275600</td>\n","    </tr>\n","    <tr>\n","      <td>5145</td>\n","      <td>0.267100</td>\n","    </tr>\n","    <tr>\n","      <td>5146</td>\n","      <td>0.288400</td>\n","    </tr>\n","    <tr>\n","      <td>5147</td>\n","      <td>0.283200</td>\n","    </tr>\n","    <tr>\n","      <td>5148</td>\n","      <td>0.281200</td>\n","    </tr>\n","    <tr>\n","      <td>5149</td>\n","      <td>0.289500</td>\n","    </tr>\n","    <tr>\n","      <td>5150</td>\n","      <td>0.273500</td>\n","    </tr>\n","    <tr>\n","      <td>5151</td>\n","      <td>0.273000</td>\n","    </tr>\n","    <tr>\n","      <td>5152</td>\n","      <td>0.307600</td>\n","    </tr>\n","    <tr>\n","      <td>5153</td>\n","      <td>0.283200</td>\n","    </tr>\n","    <tr>\n","      <td>5154</td>\n","      <td>0.325600</td>\n","    </tr>\n","    <tr>\n","      <td>5155</td>\n","      <td>0.300000</td>\n","    </tr>\n","    <tr>\n","      <td>5156</td>\n","      <td>0.290900</td>\n","    </tr>\n","    <tr>\n","      <td>5157</td>\n","      <td>0.296900</td>\n","    </tr>\n","    <tr>\n","      <td>5158</td>\n","      <td>0.281900</td>\n","    </tr>\n","    <tr>\n","      <td>5159</td>\n","      <td>0.291000</td>\n","    </tr>\n","    <tr>\n","      <td>5160</td>\n","      <td>0.288300</td>\n","    </tr>\n","    <tr>\n","      <td>5161</td>\n","      <td>0.275000</td>\n","    </tr>\n","    <tr>\n","      <td>5162</td>\n","      <td>0.298800</td>\n","    </tr>\n","    <tr>\n","      <td>5163</td>\n","      <td>0.279400</td>\n","    </tr>\n","    <tr>\n","      <td>5164</td>\n","      <td>0.273600</td>\n","    </tr>\n","    <tr>\n","      <td>5165</td>\n","      <td>0.306900</td>\n","    </tr>\n","    <tr>\n","    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</tr>\n","    <tr>\n","      <td>5179</td>\n","      <td>0.300300</td>\n","    </tr>\n","    <tr>\n","      <td>5180</td>\n","      <td>0.291200</td>\n","    </tr>\n","    <tr>\n","      <td>5181</td>\n","      <td>0.264200</td>\n","    </tr>\n","    <tr>\n","      <td>5182</td>\n","      <td>0.258100</td>\n","    </tr>\n","    <tr>\n","      <td>5183</td>\n","      <td>0.300800</td>\n","    </tr>\n","    <tr>\n","      <td>5184</td>\n","      <td>0.264000</td>\n","    </tr>\n","    <tr>\n","      <td>5185</td>\n","      <td>0.274800</td>\n","    </tr>\n","    <tr>\n","      <td>5186</td>\n","      <td>0.277900</td>\n","    </tr>\n","    <tr>\n","      <td>5187</td>\n","      <td>0.312800</td>\n","    </tr>\n","    <tr>\n","      <td>5188</td>\n","      <td>0.293400</td>\n","    </tr>\n","    <tr>\n","      <td>5189</td>\n","      <td>0.307100</td>\n","    </tr>\n","    <tr>\n","      <td>5190</td>\n","      <td>0.248900</td>\n","    </tr>\n","    <tr>\n","      <td>5191</td>\n","      <td>0.294000</td>\n","    </tr>\n","    <tr>\n","      <td>5192</td>\n","      <td>0.275900</td>\n","    </tr>\n","    <tr>\n","      <td>5193</td>\n","      <td>0.272600</td>\n","    </tr>\n","    <tr>\n","      <td>5194</td>\n","      <td>0.294800</td>\n","    </tr>\n","    <tr>\n","      <td>5195</td>\n","      <td>0.283900</td>\n","    </tr>\n","    <tr>\n","      <td>5196</td>\n","      <td>0.282400</td>\n","    </tr>\n","    <tr>\n","      <td>5197</td>\n","      <td>0.269600</td>\n","    </tr>\n","    <tr>\n","      <td>5198</td>\n","      <td>0.312600</td>\n","    </tr>\n","    <tr>\n","      <td>5199</td>\n","      <td>0.271200</td>\n","    </tr>\n","    <tr>\n","      <td>5200</td>\n","      <td>0.289900</td>\n","    </tr>\n","    <tr>\n","      <td>5201</td>\n","      <td>0.283600</td>\n","    </tr>\n","    <tr>\n","      <td>5202</td>\n","      <td>0.304500</td>\n","    </tr>\n","    <tr>\n","      <td>5203</td>\n","      <td>0.298400</td>\n","    </tr>\n","    <tr>\n","    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</tr>\n","    <tr>\n","      <td>5217</td>\n","      <td>0.293000</td>\n","    </tr>\n","    <tr>\n","      <td>5218</td>\n","      <td>0.301200</td>\n","    </tr>\n","    <tr>\n","      <td>5219</td>\n","      <td>0.295000</td>\n","    </tr>\n","    <tr>\n","      <td>5220</td>\n","      <td>0.286100</td>\n","    </tr>\n","    <tr>\n","      <td>5221</td>\n","      <td>0.304000</td>\n","    </tr>\n","    <tr>\n","      <td>5222</td>\n","      <td>0.288600</td>\n","    </tr>\n","    <tr>\n","      <td>5223</td>\n","      <td>0.292600</td>\n","    </tr>\n","    <tr>\n","      <td>5224</td>\n","      <td>0.317100</td>\n","    </tr>\n","    <tr>\n","      <td>5225</td>\n","      <td>0.260400</td>\n","    </tr>\n","    <tr>\n","      <td>5226</td>\n","      <td>0.273500</td>\n","    </tr>\n","    <tr>\n","      <td>5227</td>\n","      <td>0.290800</td>\n","    </tr>\n","    <tr>\n","      <td>5228</td>\n","      <td>0.283600</td>\n","    </tr>\n","    <tr>\n","      <td>5229</td>\n","      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<td>0.274500</td>\n","    </tr>\n","    <tr>\n","      <td>6066</td>\n","      <td>0.244500</td>\n","    </tr>\n","    <tr>\n","      <td>6067</td>\n","      <td>0.280700</td>\n","    </tr>\n","    <tr>\n","      <td>6068</td>\n","      <td>0.282700</td>\n","    </tr>\n","    <tr>\n","      <td>6069</td>\n","      <td>0.277900</td>\n","    </tr>\n","    <tr>\n","      <td>6070</td>\n","      <td>0.289500</td>\n","    </tr>\n","    <tr>\n","      <td>6071</td>\n","      <td>0.277300</td>\n","    </tr>\n","    <tr>\n","      <td>6072</td>\n","      <td>0.259000</td>\n","    </tr>\n","    <tr>\n","      <td>6073</td>\n","      <td>0.279800</td>\n","    </tr>\n","    <tr>\n","      <td>6074</td>\n","      <td>0.259300</td>\n","    </tr>\n","    <tr>\n","      <td>6075</td>\n","      <td>0.280800</td>\n","    </tr>\n","    <tr>\n","      <td>6076</td>\n","      <td>0.268200</td>\n","    </tr>\n","    <tr>\n","      <td>6077</td>\n","      <td>0.294200</td>\n","    </tr>\n","    <tr>\n","      <td>6078</td>\n","      <td>0.270400</td>\n","    </tr>\n","    <tr>\n","      <td>6079</td>\n","      <td>0.267900</td>\n","    </tr>\n","    <tr>\n","      <td>6080</td>\n","      <td>0.242800</td>\n","    </tr>\n","    <tr>\n","      <td>6081</td>\n","      <td>0.263300</td>\n","    </tr>\n","    <tr>\n","      <td>6082</td>\n","      <td>0.238700</td>\n","    </tr>\n","    <tr>\n","      <td>6083</td>\n","      <td>0.289700</td>\n","    </tr>\n","    <tr>\n","      <td>6084</td>\n","      <td>0.248600</td>\n","    </tr>\n","    <tr>\n","      <td>6085</td>\n","      <td>0.277400</td>\n","    </tr>\n","    <tr>\n","      <td>6086</td>\n","      <td>0.271700</td>\n","    </tr>\n","    <tr>\n","      <td>6087</td>\n","      <td>0.277200</td>\n","    </tr>\n","    <tr>\n","      <td>6088</td>\n","      <td>0.271800</td>\n","    </tr>\n","    <tr>\n","      <td>6089</td>\n","      <td>0.269300</td>\n","    </tr>\n","    <tr>\n","      <td>6090</td>\n","      <td>0.267600</td>\n","    </tr>\n","    <tr>\n","      <td>6091</td>\n","      <td>0.275600</td>\n","    </tr>\n","    <tr>\n","      <td>6092</td>\n","      <td>0.248000</td>\n","    </tr>\n","    <tr>\n","      <td>6093</td>\n","      <td>0.273400</td>\n","    </tr>\n","    <tr>\n","      <td>6094</td>\n","      <td>0.275400</td>\n","    </tr>\n","    <tr>\n","      <td>6095</td>\n","      <td>0.262400</td>\n","    </tr>\n","    <tr>\n","      <td>6096</td>\n","      <td>0.268800</td>\n","    </tr>\n","    <tr>\n","      <td>6097</td>\n","      <td>0.275100</td>\n","    </tr>\n","    <tr>\n","      <td>6098</td>\n","      <td>0.269900</td>\n","    </tr>\n","    <tr>\n","      <td>6099</td>\n","      <td>0.270500</td>\n","    </tr>\n","    <tr>\n","      <td>6100</td>\n","      <td>0.288200</td>\n","    </tr>\n","    <tr>\n","      <td>6101</td>\n","      <td>0.235900</td>\n","    </tr>\n","    <tr>\n","      <td>6102</td>\n","      <td>0.262800</td>\n","    </tr>\n","    <tr>\n","      <td>6103</td>\n","      <td>0.256400</td>\n","    </tr>\n","    <tr>\n","      <td>6104</td>\n","      <td>0.289000</td>\n","    </tr>\n","    <tr>\n","      <td>6105</td>\n","      <td>0.262900</td>\n","    </tr>\n","    <tr>\n","      <td>6106</td>\n","      <td>0.266900</td>\n","    </tr>\n","    <tr>\n","      <td>6107</td>\n","      <td>0.272300</td>\n","    </tr>\n","    <tr>\n","      <td>6108</td>\n","      <td>0.254500</td>\n","    </tr>\n","    <tr>\n","      <td>6109</td>\n","      <td>0.284000</td>\n","    </tr>\n","    <tr>\n","      <td>6110</td>\n","      <td>0.280300</td>\n","    </tr>\n","    <tr>\n","      <td>6111</td>\n","      <td>0.263500</td>\n","    </tr>\n","    <tr>\n","      <td>6112</td>\n","      <td>0.269100</td>\n","    </tr>\n","    <tr>\n","      <td>6113</td>\n","      <td>0.279400</td>\n","    </tr>\n","    <tr>\n","      <td>6114</td>\n","      <td>0.285300</td>\n","    </tr>\n","    <tr>\n","      <td>6115</td>\n","      <td>0.262900</td>\n","    </tr>\n","    <tr>\n","      <td>6116</td>\n","      <td>0.290700</td>\n","    </tr>\n","    <tr>\n","      <td>6117</td>\n","      <td>0.274800</td>\n","    </tr>\n","    <tr>\n","      <td>6118</td>\n","      <td>0.270000</td>\n","    </tr>\n","    <tr>\n","      <td>6119</td>\n","      <td>0.275900</td>\n","    </tr>\n","    <tr>\n","      <td>6120</td>\n","      <td>0.265200</td>\n","    </tr>\n","    <tr>\n","      <td>6121</td>\n","      <td>0.271700</td>\n","    </tr>\n","    <tr>\n","      <td>6122</td>\n","      <td>0.284100</td>\n","    </tr>\n","    <tr>\n","      <td>6123</td>\n","      <td>0.292100</td>\n","    </tr>\n","    <tr>\n","      <td>6124</td>\n","      <td>0.275900</td>\n","    </tr>\n","    <tr>\n","      <td>6125</td>\n","      <td>0.256200</td>\n","    </tr>\n","    <tr>\n","      <td>6126</td>\n","      <td>0.278100</td>\n","    </tr>\n","    <tr>\n","      <td>6127</td>\n","      <td>0.281600</td>\n","    </tr>\n","    <tr>\n","      <td>6128</td>\n","      <td>0.256100</td>\n","    </tr>\n","    <tr>\n","      <td>6129</td>\n","      <td>0.283200</td>\n","    </tr>\n","    <tr>\n","      <td>6130</td>\n","      <td>0.280900</td>\n","    </tr>\n","    <tr>\n","      <td>6131</td>\n","      <td>0.262200</td>\n","    </tr>\n","    <tr>\n","      <td>6132</td>\n","      <td>0.286600</td>\n","    </tr>\n","    <tr>\n","      <td>6133</td>\n","      <td>0.303900</td>\n","    </tr>\n","    <tr>\n","      <td>6134</td>\n","      <td>0.293200</td>\n","    </tr>\n","    <tr>\n","      <td>6135</td>\n","      <td>0.268500</td>\n","    </tr>\n","    <tr>\n","      <td>6136</td>\n","      <td>0.272000</td>\n","    </tr>\n","    <tr>\n","      <td>6137</td>\n","      <td>0.251900</td>\n","    </tr>\n","    <tr>\n","      <td>6138</td>\n","      <td>0.261800</td>\n","    </tr>\n","    <tr>\n","      <td>6139</td>\n","      <td>0.257500</td>\n","    </tr>\n","    <tr>\n","      <td>6140</td>\n","      <td>0.278600</td>\n","    </tr>\n","    <tr>\n","      <td>6141</td>\n","      <td>0.289400</td>\n","    </tr>\n","    <tr>\n","      <td>6142</td>\n","      <td>0.313700</td>\n","    </tr>\n","    <tr>\n","      <td>6143</td>\n","      <td>0.281700</td>\n","    </tr>\n","    <tr>\n","      <td>6144</td>\n","      <td>0.279200</td>\n","    </tr>\n","    <tr>\n","      <td>6145</td>\n","      <td>0.288200</td>\n","    </tr>\n","    <tr>\n","      <td>6146</td>\n","      <td>0.268600</td>\n","    </tr>\n","    <tr>\n","      <td>6147</td>\n","      <td>0.263900</td>\n","    </tr>\n","    <tr>\n","      <td>6148</td>\n","      <td>0.263300</td>\n","    </tr>\n","    <tr>\n","      <td>6149</td>\n","      <td>0.257900</td>\n","    </tr>\n","    <tr>\n","      <td>6150</td>\n","      <td>0.286000</td>\n","    </tr>\n","    <tr>\n","      <td>6151</td>\n","      <td>0.260900</td>\n","    </tr>\n","    <tr>\n","      <td>6152</td>\n","      <td>0.262900</td>\n","    </tr>\n","    <tr>\n","      <td>6153</td>\n","      <td>0.293400</td>\n","    </tr>\n","    <tr>\n","      <td>6154</td>\n","      <td>0.272400</td>\n","    </tr>\n","    <tr>\n","      <td>6155</td>\n","      <td>0.288000</td>\n","    </tr>\n","    <tr>\n","      <td>6156</td>\n","      <td>0.256800</td>\n","    </tr>\n","    <tr>\n","      <td>6157</td>\n","      <td>0.261600</td>\n","    </tr>\n","    <tr>\n","      <td>6158</td>\n","      <td>0.255400</td>\n","    </tr>\n","    <tr>\n","      <td>6159</td>\n","      <td>0.293600</td>\n","    </tr>\n","    <tr>\n","      <td>6160</td>\n","      <td>0.275100</td>\n","    </tr>\n","    <tr>\n","      <td>6161</td>\n","      <td>0.287300</td>\n","    </tr>\n","    <tr>\n","      <td>6162</td>\n","      <td>0.279000</td>\n","    </tr>\n","    <tr>\n","      <td>6163</td>\n","      <td>0.264100</td>\n","    </tr>\n","    <tr>\n","      <td>6164</td>\n","      <td>0.266200</td>\n","    </tr>\n","    <tr>\n","      <td>6165</td>\n","      <td>0.237300</td>\n","    </tr>\n","    <tr>\n","      <td>6166</td>\n","      <td>0.288500</td>\n","    </tr>\n","    <tr>\n","      <td>6167</td>\n","      <td>0.250600</td>\n","    </tr>\n","    <tr>\n","      <td>6168</td>\n","      <td>0.271100</td>\n","    </tr>\n","    <tr>\n","      <td>6169</td>\n","      <td>0.278000</td>\n","    </tr>\n","    <tr>\n","      <td>6170</td>\n","      <td>0.265300</td>\n","    </tr>\n","    <tr>\n","      <td>6171</td>\n","      <td>0.255400</td>\n","    </tr>\n","    <tr>\n","      <td>6172</td>\n","      <td>0.295000</td>\n","    </tr>\n","    <tr>\n","      <td>6173</td>\n","      <td>0.285800</td>\n","    </tr>\n","    <tr>\n","      <td>6174</td>\n","      <td>0.293300</td>\n","    </tr>\n","    <tr>\n","      <td>6175</td>\n","      <td>0.268500</td>\n","    </tr>\n","    <tr>\n","      <td>6176</td>\n","      <td>0.279100</td>\n","    </tr>\n","    <tr>\n","      <td>6177</td>\n","      <td>0.297200</td>\n","    </tr>\n","    <tr>\n","      <td>6178</td>\n","      <td>0.304400</td>\n","    </tr>\n","    <tr>\n","      <td>6179</td>\n","      <td>0.255400</td>\n","    </tr>\n","    <tr>\n","      <td>6180</td>\n","      <td>0.279200</td>\n","    </tr>\n","    <tr>\n","      <td>6181</td>\n","      <td>0.277600</td>\n","    </tr>\n","    <tr>\n","      <td>6182</td>\n","      <td>0.255700</td>\n","    </tr>\n","    <tr>\n","      <td>6183</td>\n","      <td>0.286700</td>\n","    </tr>\n","    <tr>\n","      <td>6184</td>\n","      <td>0.267400</td>\n","    </tr>\n","    <tr>\n","      <td>6185</td>\n","      <td>0.264500</td>\n","    </tr>\n","    <tr>\n","      <td>6186</td>\n","      <td>0.263500</td>\n","    </tr>\n","    <tr>\n","      <td>6187</td>\n","      <td>0.251900</td>\n","    </tr>\n","    <tr>\n","      <td>6188</td>\n","      <td>0.270700</td>\n","    </tr>\n","    <tr>\n","      <td>6189</td>\n","      <td>0.281400</td>\n","    </tr>\n","    <tr>\n","      <td>6190</td>\n","      <td>0.265300</td>\n","    </tr>\n","    <tr>\n","      <td>6191</td>\n","      <td>0.280300</td>\n","    </tr>\n","    <tr>\n","      <td>6192</td>\n","      <td>0.301700</td>\n","    </tr>\n","    <tr>\n","      <td>6193</td>\n","      <td>0.253400</td>\n","    </tr>\n","    <tr>\n","      <td>6194</td>\n","      <td>0.251300</td>\n","    </tr>\n","    <tr>\n","      <td>6195</td>\n","      <td>0.254200</td>\n","    </tr>\n","    <tr>\n","      <td>6196</td>\n","      <td>0.252000</td>\n","    </tr>\n","    <tr>\n","      <td>6197</td>\n","      <td>0.290800</td>\n","    </tr>\n","    <tr>\n","      <td>6198</td>\n","      <td>0.261000</td>\n","    </tr>\n","    <tr>\n","      <td>6199</td>\n","      <td>0.256500</td>\n","    </tr>\n","    <tr>\n","      <td>6200</td>\n","      <td>0.281900</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n","  self.pid = os.fork()\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n","  warnings.warn(\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pCqnaKmlO1U9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1715836949237,"user_tz":240,"elapsed":11,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"e63edbf7-6200-46dd-a60f-800c0b9c694f"},"outputs":[{"output_type":"stream","name":"stdout","text":["3095.1205 seconds used for training.\n","51.59 minutes used for training.\n","Peak reserved memory = 1.656 GB.\n","Peak reserved memory for training = 0.722 GB.\n","Peak reserved memory % of max memory = 7.47 %.\n","Peak reserved memory for training % of max memory = 3.257 %.\n"]}],"source":["#@title Show final memory and time stats\n","used_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n","used_memory_for_lora = round(used_memory - start_gpu_memory, 3)\n","used_percentage = round(used_memory         /max_memory*100, 3)\n","lora_percentage = round(used_memory_for_lora/max_memory*100, 3)\n","print(f\"{trainer_stats.metrics['train_runtime']} seconds used for training.\")\n","print(f\"{round(trainer_stats.metrics['train_runtime']/60, 2)} minutes used for training.\")\n","print(f\"Peak reserved memory = {used_memory} GB.\")\n","print(f\"Peak reserved memory for training = {used_memory_for_lora} GB.\")\n","print(f\"Peak reserved memory % of max memory = {used_percentage} %.\")\n","print(f\"Peak reserved memory for training % of max memory = {lora_percentage} %.\")"]},{"cell_type":"markdown","metadata":{"id":"ekOmTR1hSNcr"},"source":["<a name=\"Inference\"></a>\n","### Inference\n","Let's run the model! You can change the instruction and input - leave the output blank!"]},{"cell_type":"code","source":["print(data_dict)\n","print(\"INSTRUCTION\", data_dict['test']['prompts'][3])\n","print(\"OUTPUT\", data_dict['test']['outputs'][3])\n","print(\"TEXT\", data_dict['test']['text'][3])"],"metadata":{"id":"amKYyiu9izj1","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1715836950274,"user_tz":240,"elapsed":297,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"36fcf4ca-7bd6-449e-be16-47ff3e9ca0b3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["DatasetDict({\n","    train: Dataset({\n","        features: ['prompts', 'outputs', 'text'],\n","        num_rows: 9914\n","    })\n","    test: Dataset({\n","        features: ['prompts', 'outputs', 'text'],\n","        num_rows: 2479\n","    })\n","})\n","INSTRUCTION Reviewer has bought White Premium Chunk Chicken Ounce Pack of, Ocean Spray Dried Ounce, Pop Breakfast Toaster Frosted Brown Sugar Cinnamon Family Count, Chicken of the Sea Premium Skinless and Boneless Pink Ounce. Considering their purchase history, which product will they buy next from the below options?  A) Dark and Lovely AU Natural Anti-Breakage Root to Tip Mender, 4 Fluid Ounce, B) Woodstock All-natural Almond Butter, Smooth, Unsalted, 16 oz, C) Pop-Tarts Toaster Pastries, Frosted Blue Raspberry, 8 Count, D) Original Ounce.\n","OUTPUT Original Ounce\n","TEXT Below is an instruction that describes a user's interaction history with products on Amazon. Write a response that appropriately completes the request.\n","\n","### Instruction:\n","Reviewer has bought White Premium Chunk Chicken Ounce Pack of, Ocean Spray Dried Ounce, Pop Breakfast Toaster Frosted Brown Sugar Cinnamon Family Count, Chicken of the Sea Premium Skinless and Boneless Pink Ounce. Considering their purchase history, which product will they buy next from the below options?  A) Dark and Lovely AU Natural Anti-Breakage Root to Tip Mender, 4 Fluid Ounce, B) Woodstock All-natural Almond Butter, Smooth, Unsalted, 16 oz, C) Pop-Tarts Toaster Pastries, Frosted Blue Raspberry, 8 Count, D) Original Ounce.\n","\n","### Response:\n","Original Ounce</s>\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"caocYF7L8xGQ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1715836951218,"user_tz":240,"elapsed":945,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"0e5540d3-6318-4648-f115-9802aa2287d9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[\"<s> Below is an instruction that describes a user's interaction history with products on Amazon. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nReviewer has bought White Premium Chunk Chicken Ounce Pack of, Ocean Spray Dried Ounce, Pop Breakfast Toaster Frosted Brown Sugar Cinnamon Family Count, Chicken of the Sea Premium Skinless and Boneless Pink Ounce. Considering their purchase history, which product will they buy next from the below options?  A) Dark and Lovely AU Natural Anti-Breakage Root to Tip Mender, 4 Fluid Ounce, B) Woodstock All-natural Almond Butter, Smooth, Unsalted, 16 oz, C) Pop-Tarts Toaster Pastries, Frosted Blue Raspberry, 8 Count, D) Original Ounce.\\n\\n### Response:\\nOriginal Ounce</s>\"]"]},"metadata":{},"execution_count":16}],"source":["# alpaca_prompt = Copied from above\n","FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n","inputs = tokenizer(\n","[\n","    alpaca_prompt.format(\n","        data_dict['test']['prompts'][3], # instruction\n","        \"\", # output - leave this blank for generation!\n","    )\n","], return_tensors = \"pt\").to(\"cuda\")\n","\n","outputs = model.generate(**inputs, max_new_tokens = 512, use_cache = True) # play with max_new_tokens to optimize output length\n","tokenizer.batch_decode(outputs)"]},{"cell_type":"code","source":["test_data_x = data_dict['test']['prompts']\n","test_data_y = data_dict['test']['outputs']\n","\n","FastLanguageModel.for_inference(model)\n","\n","test_output = []\n","\n","for i in test_data_x:\n","    inputs = tokenizer(\n","    [\n","        alpaca_prompt.format(\n","            i, # instruction\n","            \"\", # output - leave this blank for generation!\n","        )\n","    ], return_tensors = \"pt\").to(\"cuda\")\n","\n","    outputs = model.generate(**inputs, max_new_tokens = 1024, use_cache = True) # play with max_new_tokens to optimize output length\n","    t = tokenizer.batch_decode(outputs)\n","    instruction_string = t[0]\n","    start_index = instruction_string.find(\"Response:\\n\") + len(\"Response:\\n\")\n","    end_index = instruction_string.find(\"</s>\")\n","    response = instruction_string[start_index:end_index]\n","    test_output.append(response)"],"metadata":{"id":"s1bEkrZP-qaq","executionInfo":{"status":"ok","timestamp":1715995809741,"user_tz":240,"elapsed":1459695,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["import csv\n","\n","filename = \"/content/drive/Shareddrives/CS_685_Project/final_generated_output.csv\"\n","with open(filename, mode='w', newline='') as file:\n","    for string in test_output:\n","        file.write(string + '\\n')"],"metadata":{"id":"klckqReUAgQS","executionInfo":{"status":"ok","timestamp":1715995809741,"user_tz":240,"elapsed":24,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["print(test_data_y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"soHywZZ56sLK","executionInfo":{"status":"ok","timestamp":1715995957675,"user_tz":240,"elapsed":407,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"d533c12f-7f71-4a08-fe7e-a5c25be6ce34"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["['It Baked Snack Box', 'Jell Devil Food Instant Pudding Mix Ounce Box', 'Blue Diamond Oven Cocoa Ounce', 'Original Ounce', 'Country Time Flavored Drink Black Cherry Ounce Container', 'Condensed Chicken Noodle Pack of', 'Seventh Generation Organic Cotton Super Plus Absorbency Non count', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Blue Diamond Nut Cracker Hint of Sea Ounce', 'Old Spice High Endurance Long Lasting Stick Invisible Solid Men and Fresh Scent', 'of Pure Peppermint Herbal Tea for Count', 'Jell Raspberry Gelatin Mix Ounce Box', 'Chewy Peanut Peanut Non Project Count', 'Slim Snack Sized Smoked Meat Original Count', 'Minute Maid Lemonade Made Real Pack', 'Onion Flavored Ounce', 'Acne Control Face may vary', 'Iced Tea Pound Ounce', 'Curry Sauce with Ounce', 'OPTIMUM NUTRITION GOLD STANDARD Whey Protein Mocha Pound', 'Poly Frequency Expanding Flap and Cord Letter Blue Black', 'in Olive Solid Light Ounce Pack of', 'Jack Link Beef Sweet Ounce', 'Ounce', 'Calorie Sea Count', 'Blues Chips with Sea', 'Chips Ahoy Chewy Reese Peanut Butter Cup Ounce', 'Family White Jasmine Ounce', 'Nature Made Fish Oil Omega Supplement', 'BUMBLE BEE PRIME FILLET Solid White Albacore Tuna in Gluten Free Canned High Protein Ounce Can', 'Old Spice Collection Men and Scent Count', 'Kitchen Organic Baby Pack of', 'Blues Chips with Sea', 'Back to Nature Organic and White Macaroni and Cheese Ounce', 'Pull Training Pants with Cool and Learn for Count', 'Method Naturally Derived Foaming Hand Wash Ounce', 'Two Single cup Sampler Pack for Cup Count', 'Facial with Pack', 'Silk Bikini Trimmer Electric Shaver Precision Hair Removal', 'Mixed Lightly Ounce Canister', 'All Dressed Flavored Potato Ounce', 'Hour Nasal Spray Ultra Fine Mist', 'Chicken of the Sea White Albacore Tuna in Ounce Pack of', 'Ultra Downy Amber Blossom Liquid Fabric Softener and Conditioner', 'Refill Wet Lightly Scented', 'Rich New Clam Chowder Gluten Can', 'De Spaghetti Pound', 'Scotch Heavy Duty Scrub', 'Bob Red Mill Unsweetened Coconut Ounce', 'Count Pain Reliever Fever Reducer Coated Temporary Pain Relief', 'Chocolate Ounce', 'Crown Prince Natural Fancy White Lump Crab Ounce Pack of', 'Foamy Shaving Sensitive Ounce', 'Hearty Beef Ounce', 'Thirst Frost Glacier Ounce Powder', 'Mother Earth Dried Vegetable Soup Quart Jar', 'Ray Soup Dog Real Chicken', 'Beard Trimmer with Bonus Personal Trimmer', 'Pop Breakfast Toaster Frosted mores Value Count', 'Sparkling Bolivia Black Antioxidant Fluid Ounce count', 'ICE Ice Sugar Free Piece', 'Creamy Reduced Fat Peanut Butter', 'Perfect Size Cake Chocolate Lover Ounce', 'Method All Purpose Ounce', 'Coffee mate Sugar Free Hazelnut Powder Coffee Ounce', 'Lotus Organic Bulk Forbidden', 'Ensure Original Nutrition Shake with of Meal Replacement Count', 'Barilla Ounce', 'Pilot Retractable Premium Gel Ink Roller Ball Bold Black Dozen Box', 'Rice Crispy Chip Single Count', 'Saunders quot quot Plastic Storage Heavy Duty Stationery Case for and Office Office', 'Vegetable Spicy Count', 'Gluten Free Soft Baked Salted Caramel Ounce', 'Variety Sparkling Antioxidant Pack of', 'Band Aid Brand Adhesive Bandage Variety Pack for First Aid and Wound Assorted', 'Baby Fresh Flip Top', 'Ready To Eat Ounce', 'Dove Men Care Men Care Clean Twin Pack', 'Hazelnut Ounce Jar', 'Town House', 'Sea Salt Ounce', 'Burt Bees Face Cleanser for Sensitive Skin', 'Quaker Chewy Girl Thin Mint', 'Chun Soup Style Ounce', 'New York Lash Sensational Very Fluid Ounce', 'Ray Soup Dog Real Turkey Rice', 'Clean Clear Foaming Facial Oil Free Daily Face Wash to Remove Oil', 'Organic Plant Based Protein Creamy Chocolate Count', 'Original Ounce', 'Ultra Downy Botanical Mist Fabric Softener count', 'NOW Ounce', 'vapor distilled premium water Pack', 'Liquid Hand Lavender and Fluid Ounce', 'Made with Real Sugar Each', 'Care Everyday Facial Flat per Flat', 'Pacific Organic Creamy Tomato Light', 'Farm Organic Protein Chewy Honey', 'Bounce Fabric Softener Outdoor Count', 'One Plant Protein Ounce', 'Tide Liquid Laundry Detergent Smart Free Gentle Pack of two', 'Natural Organic Black Ounce', 'Good The Potato One Original Ounce', 'Old El Seasoning Less Packet', 'all Liquid Laundry Free Clear for Sensitive Fluid', 'Lemon Ounce', 'Bear Naked Dark Chocolate Sea Salt Ounce', 'of Natural Fluoride Free Propolis Myrrh Ounce', 'NOW Organic', 'and Cough Cold and Flu Relief pack of', 'Betty Crocker Fruit Variety Snack Each', 'Nutrition', 'Nutrition Heart Healthy Ounce', 'Nature Valley Chewy Trail Fruit and', 'Caramel and Mix', 'Lip Gentle Dead and Dry Skin to Soften and Smooth Brown Sugar', 'Glad Food Storage and Freezer in Zipper Gallon Count', 'Life', 'Wheat Whole Tomato And', 'Breakfast Organic Berry Non Project', 'Deep Clean Gentle Daily Facial Oil Free Cleanser', 'Gentle Mint Mouth Sugar for Dry Mouth and Fresh ounce', 'Dry Ounce Jar', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Zero Splash Bleach Regular May Vary', 'by Extra Jumbo Count', 'Sparkling Pink Antioxidant Fluid Ounce count', 'Hydro Blade Razor', 'Extra Strength Pain Reliever Sleep Aid with of', 'of Natural Baby Shampoo and Fragrance Ounce', 'Ray Zero Grain Natural Dry Cat Chicken Potato Grain', 'Men Invigorating Daily Foaming Gel Face Refreshing Oil Free Facial Cleanser for', 'in Olive Solid Light Ounce Pack of', 'Nature Made Strength Magnesium', 'Radiant Plastic Super May Vary', 'Hostess Count', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Extra Clean Full Head Medium Count', 'Baby in Light Baby Mild Formula for Delicate', 'Honey Maid Honey Graham Crackers Fresh Ounce', 'Quaker Steel Cut Quick To Breakfast Canister', 'Bakery Ounce', 'Method All Purpose Ounce', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Only Daily Ounce', 'Wholesome Organic Coconut Palm Non Gluten bag single pouch', 'Cheesy Bacon Ounce', 'KIND Cashew Ginger Gluten Ounce Count', 'Allergy Relief Count', 'of Pure Peppermint Herbal Tea for Count', 'Arm Hammer Clump Seal', 'zero electrolyte enhanced water ai blueberry pomegranate Pack', 'Premium Roast Ground Medium Ounce Bag', 'Fresh Gel Toilet Cleaning Dispenser with', 'Made with Real Sugar Each', 'Dole Fruit Pineapple in Pineapple Ounce All Natural Pineapple in Pineapple Naturally Gluten Non No Artificial', 'Traditional Cake', 'Food Should Taste Good Sea Salt Brown Rice Ounce', 'Method All Purpose Pink Ounce', 'Dove go fresh Body Wash Cucumber and Green', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Almond Breeze Dairy Free Fluid Ounce', 'Yogi May Vary', 'Pepperidge White Chocolate Bag', 'Nature Valley Chewy Salted Caramel', 'Cheese Cracker Baked Ounce Bag', 'Ultra Color Nourishing Color Light Intense May Vary', 'got Crispy Wafer Chocolate Ounce', 'Table All Purpose Salt for and Canister', 'Ultra Soft Facial Cube per Cube', 'Table All Purpose Salt for and Canister', 'Nature Way Alive Adult Vitamin Count', 'Clump Crusher Water Resistant Mascara by Black Brown may vary', 'Nutrition Wholesome Nut Mix Ounce Pack', 'Tide HE Turbo Laundry Detergent Ocean Mist Count May Vary', 'Table All Purpose Salt for and Canister', 'Liquid Hand Lavender and Fluid Ounce', 'Back to Honey Graham Sticks Pack of', 'Whole Wheat Crackers Fresh Ounce', 'Kitchen Cleaner with Bleach Floral Ounce Spray Bottle', 'Total Plus Whitening Paste ounce', 'Nature Made Coenzyme Value Size', 'Simply Potato Sea Ounce', 'KIND Peanut Butter Dark Gluten Low Count', 'Rice Crispy Value Count', 'Grapefruit Sparkling Fruit Count', 'Rice Crispy Value Count', 'Smoke Cure Jerky Stick Go Antibiotic Gluten Spicy Great Keto High in Low Meat Pack', 'Pepperidge Dark count', 'Soft Chocolate Count Calcium and Vitamin', 'Cascade Rinse Aid Dishwasher Regular Fluid Ounce', 'Scrunch Squirrel Dog Medium Large', 'Dang Gluten Free Coconut Chips Ounce', 'Feline Pine Original Cat Ounce', 'Pop Count', 'Puck Organic Free Range Chicken Ounce', 'Betty Crocker Brownie Mix Fudge Family Size Box', 'Quaker Breakfast Cranberry Breakfast in Each Pouch', 'King Flour Unbleached All Purpose Pound', 'Life', 'ICE Ice Sugar Free Piece', 'Nutrition', 'Nature Bakery Whole Wheat Fig Non Blueberry Count', 'Total Pro Shield Spearmint fluid ounce', 'Nestle Party Assorted Ounce Bag', 'Bob Red Mill Organic Buckwheat Ounce', 'BUMBLE BEE Solid White Albacore Tuna in Gluten Free Canned High Protein Ounce', 'Scotch Magic Tape Roll Value Count with Black Inch', 'Quaker Real Oatmeal Blueberry Instant Oatmeal Breakfast Cup', 'Soft Ounce', 'Wellness CORE Natural Dry Grain Free Small Breed Dog Turkey Pound Bag', 'of Pure Peppermint Herbal Tea for Count', 'Amy Organic Traditional Ounce', 'Degree Men Original Protection Cool', 'Hostess Cream Count', 'Amy Light in Sodium Organic Lentil Vegetable Ounce', 'Total Whitening Paste ounce Twin Pack', 'Finish All in Dishwasher Detergent', 'PAYDAY Peanut Caramel Candy Snack Size Ounce Bag', 'Frosted Breakfast Cereal in Fat Bulk Pack of', 'Garlic', 'Lay Classic Mix Variety Count', 'NESTLE SPLASH Water with Natural Fruit Mandarin Orange ounce plastic Pack of', 'Seventh Generation Surface count', 'Hefty Party On Plastic Party Count', 'Right Ounce Pack of', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Ounce', 'Condensed Variety Ounce Pack', 'Lay Party Mix Variety Count', 'Barilla Style Tomato Basil Ounce', 'Burt Bees Natural Lip Plum Tube', 'Pizzeria Pretzel Baked Ounce Bag', 'Oil Free Liquid Eye', 'Bull Eye City Style Regional Barbecue Ounce Bottle', 'Grasshopper Mint and Tray', 'Flavored Antioxidant Fluid Ounce count', 'Repurpose Friendly Tree Free Paper Count', 'Effortless Beauty Large No Damage Count', 'Great Lash Washable Brownish', 'NESTLE PURE LIFE Sparkling Key ounce Pack of', 'Water Berry Flavored Water With and No Sugar Pack of', 'Farm Organic and Honey', 'Epic All Natural Meat Grass Uncured Bacon and Count', 'Cold Hemp Protein from non ounce', 'Method Glass Cleaner Surface Ounce', 'Pure Cane Sugar Golden', 'Ray Soup Dog Real Chicken', 'Sleek and', 'Dole Mandarin Whole in Light Ounce All Natural Mandarin', 'Water Grape Flavored Water With and No Sugar Pack of', 'Or al Intense Felt Tip Liquid Carbon', 'Archway Iced Ounce', 'Dare Whippet Ounce', 'Eye Eye Mask with Flexible Gel for Hot Cold Best Spa Eye Wrap for Puffy Non Toxic Compress for Swollen Hot Cold Pack', 'Advanced Nutrition High Protein Vanilla Ounce', 'Dial Antibacterial Bar', 'Select by Trump Tower Single Cup Coffee for Cup Count', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Hazelnut Ounce Jar', 'Healthy White Peroxide Free Fluoride Gentle Mouth Rinse for Teeth Stain Remover and Bad Clean', 'Band Aid Brand Flexible Fabric Adhesive for Wound Care and First Assorted', 'Fruity Gluten Free Breakfast', 'Ground', 'Sweet Potatoes Count Pack of', 'Lemon Lime', 'Roll Choose Count', 'Diet Coke Caffeine Free Soda Soft Pack', 'Iced Tea Pound Ounce', 'Variety Pack Fun Size Baked Ounce Bag Count Box', 'Dole Fruit Mandarin in Fruit Ounce All Natural Mandarin Orange in Fruit Naturally Gluten Non No Artificial', 'Tack Removable Adhesive Putty', 'Quaker Rice Buttermilk Bag May Vary', 'Snack', 'Zero Splash Bleach Count May Vary', 'Variety Pack Fun Size Baked Ounce Bag Count Box', 'Kiss My Face Naked Pure Olive Oil Bar Count', 'Refill Wet Lightly Scented', 'Sweet Leaf Certified Organic Iced Mint and Honey Green Tea ounce plastic Pack of', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Mist Lemon Lime Each', 'Sun Maid Each', 'Snack bag', 'Oral Glide Pro Health Deep Clean Dental Comfort plus Pack of', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Frost Glacier Freeze Ounce Pack of', 'Chunky Spicy Chicken Can', 'Tortilla Zesty Ounce', 'Glad Drawstring Large Trash Gallon Count May Vary', 'Breakfast Blend Medium Roast Ground Ounce Bag', 'Tortilla Ounce', 'Near East Quinoa and Brown Rice Rosemary and Olive Box', 'of Natural Fluoride Free Propolis Myrrh Ounce', 'of Natural Whole Care Ounce', 'Cool Mint Breath Bad Breath Strip Pack', 'Animal Crackers Snack Ounce', 'Crystal Light Drink Concord Pitcher Count', 'Nestle Pure Life Plastic count', 'Nourish Soothe Body Oatmeal and Shea Butter', 'Method All Purpose Natural Surface Lime and Sea Count', 'Prickly Pear and Orange Sparkling Fruit Count', 'Tonic Spectacular Tonic Slim Can Pack of', 'Jell Sugar Free Vanilla Cook Serve Pudding Mix Ounce Box', 'Tea Tree Ounce', 'Side', 'Harvest Farmhouse Ranch Flavored Vegetable and Whole Grain Ounce', 'Anti Itch Regular Ounce', 'Low Fat New Clam Gluten Can', 'Crest Pro Health Advanced Smooth Mint Twin Ounce', 'Aspirin Regimen Low Dose Enteric Coated Count', 'Popcorn Yellow Variety Count', 'Organic All Cotton with Count', 'Crispy Green Single Freeze Dried Fruit Variety Ounce Count Non Gluten Free No Sugar Added', 'PILL for Dogs Chicken Flavor Capsule Size', 'Repair and Protect Sensitivity for Sensitive Teeth Ounce Tube', 'Bacon Pouch', 'SKITTLES Original Fruity Candy Ounce Party Size Bag', 'Nestle Pure Life Plastic count', 'Oat Bran Supreme Muffin', 'Luminous Brightening Foaming Cleanser Cream', 'Rice Crispy Value Count', 'Condensed Chicken Noodle Pack of', 'Face by Micro Cream Face', 'Crystal Light Drink Peach Pitcher Count', 'Pound', 'Birthday Cake Chocolate Sandwich Ounce', 'Digestive Advantage Intensive Bowel Count', 'Farm Organic and Honey', 'Swan Hydrogen Peroxide Antiseptic Topical Fluid Ounce', 'in Whitening Gel ounce', 'Bare Fruit Organic Fuji Red Apple Gluten Free Ounce Bag', 'Blueberry Breakfast Count Ounce', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Allergy Hour Relief Count Burst Flavor Orally Non Antihistamine', 'Free Clear Laundry Stain Remover and Color Ounce Bottle', 'Golden Breakfast', 'Pig Squeaking Dog Medium', 'Breakfast Frosted Low Excellent Source of Family Box', 'Classic Yellow Stone Ground Gluten All', 'Popcorn Yellow Variety Count', 'Extra Clean Full Head Medium Count', 'Method Naturally Derived Foaming Hand Wash Sea Ounce', 'Shake Bake Seasoned Coating Crispy Ounce', 'Count Pain Reliever Fever Reducer Coated Temporary Pain Relief', 'Cream Soda', 'Native Forest Artichoke', 'Flavored Chili Ounce Canister', 'Gain Liquid Fabric Island Fluid Ounce', 'Burt Bees Facial Cleansing for Sensitive Skin Count', 'Mountain Dew Voltage each', 'Bathroom Bleach Free Ounce Spray Bottle', 'Honest Tea Organic Fair Trade Honey Green Gluten', 'Refill Wet Lightly Scented', 'of Blackberry Raspberry Herbal', 'Organic Potato in Spicy Buttermilk Ounce', 'Cashew Halves Lightly Ounce Canister', 'Tomato Value Size Bottle', 'Dog Treat', 'Invitation Per Box', 'KIND Peanut Butter Dark Gluten Low Count', 'Glad Press Seal Food Plastic Wrap Square Foot Roll', 'Blue Diamond Honey Ounce', 'Fine Mist Spray Ounce', 'Method Power Foam Dish Ounce', 'Or al Voluminous Original Black', 'Method Daily Shower Spray Eucalyptus Ounce', 'Lemon Lime', 'Perrier Pink Grapefruit Flavored Mineral Slim Count', 'Recipe Soup and Dip Onion Count', 'Medium Original Ground Ounce Can', 'Chips Ahoy Chocolate Chip Snack Ounce', 'Sports Best Watermelon Ounce', 'Pepperidge Bag', 'Lemon Ounce', 'Jerky Dog Tender Ounce', 'JOLLY RANCHER Hard Count', 'Oatmeal Crisp with Crunchy Almond', 'FABRIC Linen', 'Laundry Stain Remover and Color Ounce Bottle May Vary', 'Perrier Lime Flavored Mineral Slim Count', 'Extra Strength with for Fever Pain Travel of', 'South Beach Diet Bar Good to Go Cereal Double Peanut Count', 'Extra Clean Full Head Soft Count', 'Dove Milk Chocolate Candy Ounce Bag', 'Gel Flavor Alcohol for Dry ounce', 'Slow Kettle Style Baked Potato with Bacon Tub', 'Dawn Dish Non Concentrated Dishwashing Apple Blossom', 'Barilla Gluten Free Gluten Free Ounce Pack of', 'Advanced Meal Replacement High Count', 'Jell Strawberry Banana Gelatin Mix Ounce Box Package May Vary', 'Loma Plant Based Kosher', 'Slim Snack Sized Smoked Meat Original Count', 'Old El Stand Count', 'REESE Chocolate Peanut Butter Ounce', 'Grill Cowboy Dry', 'Blue Diamond Oven Cocoa Ounce', 'High Sparkling Fresh Liquid Laundry', 'Organic Tea Assorted Full Leaf Tea and Count', 'Bakery Ounce', 'Dynasty Sliced Water', 'Glad Small Trash Fresh Clean Gallon Count', 'Alcohol Free Foaming Hand Fragrance Pump Bottle', 'Kitchen Gluten Free Peanut Stir Fry Dairy Free', 'Band Aid Brand Sheer Adhesive for First Aid and Wound All One', 'Chips Ahoy Original Chocolate Chip Ounce may vary', 'Kitchen Peppercorn Ounce', 'Grill Barbecue', 'Clean Toss Steel Wool Soap Count', 'Slim Fast Original weight loss Meal Replacement shake mix powder with of protein and of fiber plus and per Rich Chocolate', 'Gain Ultra Original Powder Laundry', 'Dental Dog Regular Original Flavor Package Dog Dental For Clean Teeth and Healthy', 'Pesticide and Chemical Free Chia Ounce', 'Pure Ground Black Ounce', 'Lotion Facial with Aloe Vitamin Cube per Cube', 'Tomato Value Size Bottle', 'Graham Cracker', 'Plum Super Variety Ounce Pack of', 'Eight Clock Coffee Hazelnut Single Serve Cup Count', 'Chocolate Light Ounce Bulk Candy', 'Shortbread Chocolate Ounce', 'Refill Wet Lightly Scented', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Battery Powered Teenage Mutant Colors Vary', 'Quest Nutrition Protein Double Chocolate Count', 'Country Time Flavored Drink Ounce Canister', 'Jake and the Never Land Fruit Ounce', 'Country Roast Ground Coffee Ounce', 'One Day Count', 'Band Aid Brand Plastic Adhesive for Wound Care and First All One', 'Glade Solid Air Clean', 'NOW Ounce', 'Frontier Fair Trade Certified Cocoa Pound Bulk Bag', 'Kitchen Original Chicken', 'Honey Ounce Jar', 'Coffee Mate Hazelnut Powder Coffee Ounce', 'Deluxe Whole Ounce Canister', 'Whole Shampoo with Oil Cranberry Color', 'Grain Gluten Free Breakfast', 'Ocean Spray Dried Fruit Cranberry Ounce', 'Intuition Sensitive Care Razor Blade with Natural Count', 'Seventh Generation Dishwasher Detergent Free count', 'Traditional Medium Roast Ground Canister', 'Juice Cranberry Fluid Ounce', 'Secret and Deodorant for Balanced Invisible Shower Fresh Twin Pack', 'Callus Pound', 'Wellness CORE Natural Dry Grain Free Small Breed Dog Turkey Pound Bag', 'Ultra Downy Honey Flower Liquid Fabric Softener and Conditioner', 'Dove Body Sensitive Skin Pump', 'General Fiber One Protein Cranberry Ounce', 'Trail Chocolate Ounce Bag', 'Imagine Organic Creamy Potato', 'Degree Men Original Protection Extreme Pack', 'Condensed Cream of Mushroom Count', 'Downy Botanical Mist Liquid Fabric Conditioner Fabric Softener', 'Chocolate Candy Ounce Pack of', 'Low Fat New Clam Gluten Can', 'Click Gel Automatic Toilet Bowl Ocean', 'Nature Made Magnesium Oxide', 'Vegetable Garden Vegetable', 'Lay Fun Times Mix Variety Count', 'Wrap Aluminum Foil Square Foot Roll', 'Alba Deep Kukui Nut Body', 'Kitchen Cleaner with Bleach Floral Ounce Spray Bottle', 'Pizzeria Pretzel Baked Ounce Bag', 'Organic Ketchup Inverted', 'Made with Real Sugar Each', 'Original Ounce', 'Of Chicken', None, 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Expert Selection Day Keratin Smooth', None, 'Ready Tomato Vegetable Ounce Pack of', 'Dog Delicious Ounce', 'Betty Crocker Super Moist Cake Mix Devil Food Box', 'Whole Refreshing in Lightweight Normal', 'Finish Quantum Ultra Degreaser Dishwasher Detergent', 'The Organic Coffee Blend Whole Organic', 'Original Scent Dry Skin with Cherry Almond', 'Honey Maid Graham Ounce', 'Lay Potato Bacon Mac and Ounce', 'Sensitivity Maximum Strength Full Protection for Sensitive ounce', 'Carefree fresh Count', 'Dove Nutritive Intensive Repair', 'Orange', 'Chocolate Sandwich Count Individual Snack', 'Dixie Ultra Paper Lunch or Light Dinner Size Printed Disposable', 'Bread Ounce', 'Triple Clean Floss Count', 'Traverse Bay Fruit Dried Pound', 'Glad Tall Kitchen Drawstring Trash Fresh Clean Gallon count', 'Yogi Cinnamon Vanilla Healthy May Vary', 'Cupcake Muffin Baking Assorted Count', 'Men Sensitive Cooling Post Shave Balm Fluid Ounce', 'Band Aid Brand Adhesive The Good Assorted Count', 'Economy Clear Sheet Acid Box of', 'Click Gel Automatic Toilet Bowl', 'of Pure Peppermint Herbal Tea for Count', 'Original Oral Care Antiseptic Mouthwash with Germ Killing Formula to Fight Bad Plaque and Travel Sized', 'Coffee Blend Coffee Single Serve Cup Medium Roast Count', 'Deep Clean Gentle Daily Facial Oil Free Cleanser', 'KIND Cranberry Almond Gluten Low Count', 'Softening Body Coconut and', 'Coffee Buffalo Soldier Whole Bean Pound', 'Face Brush by by Advanced Facial Cleansing System Replacement Brush Count', 'Special Protein Gluten Count', 'Jack Link Beef Ounce', 'Quaker Instant Lower Breakfast Per Box', 'De Spaghetti Pound', 'Corn Breakfast Cereal in Bulk Count Pack of', 'Old Spice High Endurance Long Lasting Stick Men Original Scent', 'Perrier Lime Flavored Mineral Slim Count', 'Kraft Easy Mac Original Flavor Macaroni and Cheese Dinner Ounce', 'Method Gel Hand Soap Ounce', 'Town House Snack Light and Family', 'Premium White Chunk Chicken Can', 'Bounty Paper Regular Count', 'Lay Mix Orange Variety Count', 'Original Redness Relief Eye for Red Eye', 'Chunky Baked Potato with Bacon Ounce Pack of', 'Resolve Pet Carpet Cleaner For Dirt Stain Odor Removal', 'Illy Coffee No Fluid Ounce Pack of', 'Amy Organic Fire Southwestern Vegetable Ounce', 'Thirst Frost Glacier Ounce Powder', 'Pop Count', 'Brand Happy Belly Whole Raw Ounce', 'Refill Wet Lightly Scented', 'Onion Flavored Ounce', 'Vegetable Tomato Ounce', 'Pepperidge Double Dark Bag', 'Wellness Complete Health Natural Dry Small Breed Healthy Weight Dog Turkey Pound Bag', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Instant Age Rewind Eraser Dark Treatment', 'Advanced Therapy Healing Ointment Skin Protectant Ounce Carded Pack', 'Nature Valley Almond Count', 'Right Ounce Pack of', 'Jell Cherry Lemonade Gelatin Mix Ounce Box', 'Fast Cough Relief', 'Downy Fresh Protect with with In Wash Scent', 'Traverse Bay Fruit Dried Pound', 'Bottle Each', 'Jell No Bake Cheesecake Ounce', 'Honey Maid Graham Ounce', 'Arm Hammer Extra Strength Carpet Odor', 'Signature Blend Mild Cup Count', 'Pain Relief Dual Action', 'Gel Cleaner with Splash Free Ounce Spray Bottle', 'Country Time Flavored Drink Black Cherry Ounce Container', 'Deluxe Whole Ounce Canister', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Method Naturally Derived Foaming Hand Wash Sea Ounce', 'Pop Breakfast Toaster Frosted Brown Sugar Cinnamon Family Count', 'Band Aid Brand Sheer Adhesive for First Aid and Wound All One', 'Dial Skin Care Bar Coconut', 'Diamond of Shelled', 'Glad Small Trash Fresh Clean Gallon Count', 'Chocolate Sandwich Family Pack of', 'Imagine Organic Beef Flavored Cooking Ounce', 'Lemon Fluid Ounce Bottle', 'Yellow Ounce', 'Precision Mechanical Metallic Fine Point Count', 'New York Volume Express The Rocket Washable Very Fluid Ounce', 'Original Crackers Family Ounce', 'Cheese Fix Flavored Snack Ounce', 'Original Crackers Family Ounce', 'Peanut Butter Non Gluten Peanut Dark Chocolate Ounce Jar', 'Quaker Chewy Calorie Oatmeal Ounce', 'Triple Clean Floss Count', 'Scissors Straight Stainless Inch', 'High Protein Fiber Chocolate Almond Ounce pack of', 'Chun Noodle Pad Non Ounce', 'Pure Protein Chocolate Peanut count', 'Earth Best Organic Whole Grain Oatmeal Ounce', 'Defense Assorted Citrus Vitamin Bag of', 'Town House Snack Light and Family', 'Lay Party Mix Variety Count', 'Arm Hammer Pet Fresh Carpet Odor', 'Eye Eye Mask with Flexible Gel for Hot Cold Best Spa Eye Wrap for Puffy Non Toxic Compress for Swollen Hot Cold Pack', 'Ginger Ale Spectacular Ginger Slim Can Pack of', 'Energizer Power Plus AA Count', 'Hostess Jumbo Honey Ounce Count', 'Amy Organic Black Bean Vegetable Ounce', 'Original Pound Bag of Delicious PANTRY', 'Earth Friendly Liquid Magnolia Ounce', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Yellow Ounce', 'Advanced Redness Irritation Relief Eye for Dry Red', 'Method Dish Soap Ounce', 'Dove Caramel and Milk Chocolate Candy Ounce Bag', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Arm Hammer Laundry Detergent Plus Fresh', 'Slow Cooker Regular Count', 'Chunky Healthy Request Classic Chicken', 'Sesame', 'Apple Eve Juice Variety', 'Peanut Butter Non Gluten Peanut Smooth Ounce Jar', 'Coca Cola Soda Soft Pack', 'Breakfast Frosted Low Excellent Source of Box', 'Grove Square Variety Single Serve', 'Teenage Mutant fluid ounce', 'of Pure Peppermint Herbal Tea for Count', 'Toast Crunch Cereal Ounce', 'Ocean Spray Dried Fruit Cranberry Ounce', 'Chocolate Special Ounce', 'Breakfast Frosted Low Excellent Source of Family Box', 'Cool Mint Interdental Floss For Oral', 'Nourishing Hair Color Medium Golden Blonde Cream Soda May Vary', 'Daily Appetite Zest Sugar Free Fiber Appetite', 'Lay Classic Potato Ounce', 'Breakfast Frosted Low Excellent Source of Family Box', 'Honey Maid Graham Ounce', 'Soothe Lubricant Eye Night', 'Band Aid Brand Flexible Fabric Adhesive For Minor Wound Assorted Count', 'Country Time Flavored Drink Ounce Canister', 'Pace Chunky', 'Lemon Fluid Ounce Bottle', 'Sleep Tablet with Natural Grape', 'EL Fudge Ounce', 'Special Breakfast Cereal Red', 'Glass Plus Glass Surface Glass Cleaner', 'Almond Breeze Almond Fluid Ounce Pack of', 'Green Mountain Coffee Count', 'Dry Ounce Jar', 'Yogi Super Antioxidant Green May Vary', 'Chocolate Ounce', 'Traditional Organic Dandelion Leaf and Root Tea', 'Gluten Free Soft Baked Salted Caramel Ounce', 'Best', 'Traditional Roast Whole Ounce', 'Kettle Brand Potato Honey Ounce Count', 'Chun Noodle Kung Ounce', 'Almond Breeze Dairy Free Unsweetened Fluid Ounce', 'Nature Valley Ounce', 'Honey Nut Gluten Free Mix Ounce', 'Near East Wild and Rice Ounce', 'zero electrolyte enhanced water orange Pack', 'Hostess Ding Original Count', 'Steel Wool Soap Count', 'Breakfast Frosted Low Excellent Source of Box', 'Suds Natural Laundry Detergent HE Liquid Lavender Fluid Ounce', 'pack of', 'Condensed Tomato pack', 'Jack Link Beef Sticks Big Ounce', 'Cola Each May Vary', 'Surface Citrus Zest Count May Vary', 'Right Lentil Ounce Pack of', 'Bounty Select Size Paper Double Count', 'Blue Diamond Bold Ounce', 'Suave Men Anti Dandruff Deep Clean Mint', 'Nature Valley Almond Count', 'Foamy Shaving Sensitive Ounce', 'Perrier Pink Grapefruit Flavored Mineral Slim Count', 'Ensure Original Nutrition Shake with of Meal Replacement Count', 'Arm Hammer Advance White Extreme Whitening Twin Pack May Vary', 'Spicy Brown All Stone Ground', 'Organic Cotton with for Sensitive Count', 'Loma', 'Amy Organic Lentil Vegetable Ounce', 'Blueberry Breakfast Count Ounce', 'Facial with Pack', 'Puck Organic Creamy Tomato Ounce Pack of May Vary', 'Total Miracle Collection Fluid Ounce', 'Garden of Sesame Blues', 'Flavored Salted Ounce Canister', 'Kraft Easy Mac Original Macaroni and Cheese Dinner Single Serve', 'Organic Creamy Butternut Ounce', 'NESTLE SPLASH Water with Natural Fruit Grape ounce plastic Pack of', 'all Liquid Laundry Free Clear for Sensitive Fluid', 'Sensible Garden Sea', 'Hazelnut Ounce Jar', 'Black Tea Favorite Tea', 'Gain Liquid Fabric Original', 'Zero Splash Bleach Regular May Vary', 'Nature Valley Chewy Oatmeal', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Oral Glide Pro Health Dental Threader Count', 'Amy Light in Sodium Organic Split Pea Ounce', 'Total Miracle Collection Fluid Ounce', 'Cherry Cola', 'Lay Classic Mix Variety Count', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Hot Cold Sports Size Pack with Gel for Flexible Hot Cold Compress for Arthritis Pain Sports Cooling Heating Pad', 'Iced Tea Pound Ounce', 'Scotch Gift Wrap Count', 'all Mighty Laundry Free Clear for Sensitive Count', 'Macaroni and Microwave Real Aged Mac and Cheese', 'Pop Toaster Frosted Blue Count', 'Condensed Cream of Mushroom Count', 'Farm Organic Protein Chewy Peanut Butter Chocolate', 'Gain Island Fresh count', 'Kitchen No Salt Chicken', 'Baby Powder with Naturally Derived Cornstarch Aloe Vitamin', 'Pita Simply Ounce', 'Dare Crackers Party with no Artificial of Fat and of Whole per Serving pack of', 'Coca Cola Soda Soft Pack', 'Chocolate Ounce', 'Moist Conditioner With Pump Fluid Ounce', 'Flavored Chili Ounce Canister', 'Ounce', 'Blue Diamond Lightly Low Ounce', 'Disposable Wand Count', 'Grandma Frosted Lemon Ounce', 'White Premium Chunk Chicken in Buffalo Style', 'Made In Nature Organic Dried', 'Cheesy Dinner Kit Creamy Beef', 'Pop Count', 'Premium Saltine Ounce', 'Ocean Spray Dried Ounce', 'Bleach Free Cleaning Fresh Count', 'Or al Double Extend Beauty', 'Gluten Free Blueberry Count', 'Downy Fresh Protect Active Fresh with Odor Defense In Wash Scent', 'Beef Liver for Mid Size', 'Chun Noodle Peanut Ounce', 'Forte Sleep Aid Natural Relief of Nervous Tension and Occasional Quick Dissolving', 'Lay Mix Orange Variety Count', 'Sugar Free Fluid Ounce', 'Chicken Of The Sea Tuna Chunk Light In Ounce Pack of', 'Hostess Count', 'Lip Repair Fluid Ounce Carded Pack', 'Hidden Maple Natural Dark Robust Formerly Grade Ounce', 'Sprite Lemon Lime Soda Soft Pack', 'De Spaghetti Pound', 'Honey Maid Honey Graham Crackers Fresh Ounce', 'Heat Eat Count', 'Ounce', 'Garden of Blue Corn Tortilla', 'Log Cabin Ounce', 'of Natural Wicked Fresh Cool Mountain Ounce', 'Zero Splash Bleach Regular May Vary', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'by Ultra Thin with Heavy Count', 'Creamy Body Oil for Dry Skin with Soothing Sweet Almond Sesame Non Greasy Light Body', 'Hazelnut Jar', 'Dole Mandarin Whole in Light Ounce All Natural Mandarin', 'Quaker Chewy Peanut Butter', 'Lotion Facial with Aloe Vitamin Cube per Cube', 'Grizzly Pet Salmon Oil All Natural Dog Food Supplement in Pump Bottle Ounce', 'Method Daily Shower Spray Eucalyptus Ounce', 'True Lime Black Cherry Limeade count', 'Archway Frosty Ounce', 'Barilla Tri Color Ounce', 'Ancient Breakfast', 'Loa Dry', 'Muir Glen Canned Organic Crushed with No Sugar Ounce Can', 'Chunk White Albacore Tuna', 'Chocolate Special Ounce', 'Frosted Breakfast Family Ounce Box', 'Classic Clean Battery Toothbrush', 'Clinical Endurance Tough Protection Clear Gel Anti Perspirant Cool Wave Ounce may Vary', 'Plus Day Night Cold and Flu Pack Liquid Count', 'Less', 'Band Aid Brand Adhesive Collector Assorted', 'Aid Jammer Variety Pack of', 'Simple Mornings Muffin Apple Ounce', 'Steel Wool Soap Count', 'Side', 'Old El Dinner Soft Box', 'Original Chips with Sea Pack of', 'Sparkling Natural Mineral Count', 'Kettle Brand Potato Chips Ounce Count', 'Amy Light in Sodium Organic Split Pea Ounce', 'Bounce Fabric Softener Outdoor Count', 'Loma', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'So Delicious Coconut Milk Original Creamer Dairy Soy Coconut Cashew and Almond Alternative Coffee Shelf Stable Aseptic', 'Chunky Beef with Hearty Ounce', 'Chocolate with Almond Ounce Jar', 'SKIPPY Peanut Butter Spread Creamy Natural Ounce', 'Sea Ounce', 'By Security Ultra Thin Count', 'Betty Crocker Hamburger Helper Deluxe Beef Box', 'Blueberry Flavor Dog Dental', 'Comfort Clean Floss Count', 'Shout Color Catcher count', 'Rain Count May Vary', 'Bounty Select Size Paper Double Count', 'Band Aid Brand Sterile Gauze Non Adhesive Individually in', 'Sensible Garden Sea', 'Bob Red Mill Bread Mix Whole Grain Gluten Ounce', 'Orange', 'Balsamic Vinegar Inverted', 'Ray Zero Grain Natural Dry Dog Turkey Potato Grain', 'Cap Crunch Crunch Breakfast Box', 'Coffee Organic Simmer Down Ground Ounce', 'Chun Noodle Sweet Ounce', 'Old El Crunchy Family Ounce', 'Nature Valley Breakfast Per Pouch', 'Pop Breakfast Toaster Flavored Variety Frosted Frosted Frosted Count', 'Poise Incontinence Panty Count', 'Cotton', 'Amy Organic Medium Ounce', 'PUR Gum Free', 'Don Hazelnut Flavored Ounce Can', 'SKIPPY Peanut Butter Spread Creamy Natural Ounce', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Blue Diamond Oven Cocoa Ounce', 'Juice Cranberry Fluid Ounce', 'Deluxe Whole Cashew Lightly', 'Perfect Electronic Foot File Mixed Regular Extra Coarse', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Original Chips with Sea', 'Plus Day Night Cold and Flu Liquid Count', 'Jell Butterscotch Instant Pudding Mix Ounce Box', 'Lay Party Mix Variety Count', 'Double Chocolate Brownie', 'KIWI Shine Sponge', 'Berry Patch Organic Bunny Fruit Count', 'Hearty Beef Ounce', 'Food Should Taste Tortilla Gluten Free', 'Pure Leaf Iced Sweet Real Black Ounce Pack of', 'Arm Hammer Ultra Invisible Solid Wide Stick Active Ounce', 'Single Serve Coffee Original Count', 'Rich and Hearty Chicken and', 'Hazelnut Ounce Jar', 'King Flour Unbleached Bread Pound May Vary', 'Tide to go Instant Stain Remover', 'Ray Natural Wet Cat Variety Ocean Grain Pack of', 'Barilla', 'Ready to Eat and Ounce', 'Scotch Heavy Duty Scrub', 'Prickly Pear and Orange Sparkling Fruit Count', 'Slow Kettle Style Baked Potato with Bacon Tub', 'Amy Organic Light in Sodium Black Ounce', 'Honey Ounce Jar', 'Pilot Easy Touch Retractable Ball Point Fine Black Dozen Box', 'Back to Nature Non Ounce', 'Crazy Chocolate and Flavor Coffee Variety Sampler count', 'Classic Yellow Mustard Stone Ground Gluten', 'Mix Muddy Peanut Butter Chocolate Bag', 'Malt Meal Berry Colossal Ounce', 'Old Mother Classic Crunchy Natural Dog Ounce Bag', 'Original Crackers Family Ounce', 'Jiffy Muffin', 'Liquid Hand Lavender and Fluid Ounce', 'Pure Sugar Free Mint with Herbal Pack of', 'Dole Mixed Tropical Fruit in Light Syrup Passion Fruit Ounce All Natural Pineapple Red Papaya Yellow Papaya in Light Syrup Passion Fruit Pop Peel Lid', 'Splash Mango Bottle', 'Honey Nut Gluten Free Breakfast Giant Size Cereal Box', 'Ready to Eat and Ounce', 'NESTLE PURE LIFE Sparkling Strawberry Dragon ounce Pack of', 'Rich and Hearty Chicken and', 'Thirst Quencher Fruit Ounce Pack of', 'Original Ounce', 'Ray Soup Dog Real Chicken Flavor', 'Monte Quality Harvest Whole Kernel Sweet White', 'of Fluoride Free and whitening', 'Hybrid Comfort Disposable Count', 'Kicking Horse Kick Dark Whole Certified Kosher Coffee', 'Coconut Palm Bag Non Gluten Sustainable', 'Loma Prime', 'Raw Ounce', 'Nourish Gentle', 'Gluten Free Cherry Count', 'Betty Crocker Baking Oatmeal Chocolate Chip Pouch', 'Lotion Facial with Aloe Vitamin Cube per Cube', 'Chocolate Breakfast Count Ounce', 'Sauce Chili', 'Cheese Cracker Ounce', 'Extreme Power Dishwasher Detergent Lemon Count', 'Pro Sheer Volume May Vary', 'Symptom Relief Anti Diarrheal Hydrochloride', 'Gluten Free Chocolate Chip Count', 'Glad Small Trash Fresh Clean Gallon Count', 'of Variety Calorie Count', 'Moisture', 'Loa Dry', 'Quaker Real Oatmeal Blueberry Instant Oatmeal Breakfast Cup', 'Dove Men Care Men Care Clean Twin Pack', 'BUMBLE BEE Chunk Light Tuna in Tuna Fish in Gluten Free Canned High Protein Ounce Can', 'Barilla Gluten Free Gluten Free Ounce Pack of', 'Barilla', 'Perrier Lime Flavored Mineral Slim Count', 'Frosted with Energy Ounce', 'Suave Body Wild Cherry', 'Fudge Shoppe Peanut Butter and Crunchy Tray', 'Kitchen Gluten Free Stir Fry Rice', 'Lay Wavy Potato Chips Dipped in Milk Ounce', 'Betty Crocker Baking Peanut Butter Pouch', 'Bakery Ounce', 'Fruit ounce bag', 'Green Giant Whole Kernel Sweet', 'Dial Body Spring Fluid', 'Premium Soup and Oyster Ounce', 'Cracker Barrel Macaroni and Sharp Ounce', 'Mix Savory Traditional Snack Mix Bag', 'Pro Advance Non Infant Formula Ready to Feed', 'Vanity Fair Dinner quot Dinner Size Printed Disposable', 'Gel Therapeutic Shampoo Original Anti Dandruff Treatment for Long Lasting Relief of Itching and Scalp as Result of Psoriasis and Seborrheic', 'Clean Clear Foaming Facial Oil Free Daily Face Wash to Remove Oil', 'Blue Diamond Artisan Nut Cracker Flax Ounce', 'Fabric Extra', 'Flavored Sea Salt Ounce Canister', 'Sensitivity Extra for Sensitive ounce Pack of', 'Best Mayonnaise with Olive', 'Traditional Organic Green Tea Ginger Tea Pack of', 'Nature Valley Variety Pack of Peanut Maple Brown Per Pouch Total', 'Glass Streak Free Cleaning Radiant Count', 'Method Gel Hand Soap Pink Ounce', 'Blue Diamond Nut Cracker Ounce', 'Glad Press Seal Food Plastic Wrap Square Foot Roll', 'Hint of Lime with Sea The High Gluten and Low Tortilla Chip Ounce Lean Bean Protein Machine for At Its Best', 'Optimum Oil Therapy Ultimate Hair Recovery Fluid Ounce', 'Bob Red Mill Super Fine Almond Ounce', 'Baked Crunch Mac The High Gluten and Low Tortilla Chip Ounce Lean Bean Protein Machine for At Its Best', 'Family Organic Ounce', 'JELL Cook and Serve Pudding and Pie Banana Ounce', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Whole Honey Fluid Ounce', 'Mug Root Beer Each', 'Flavored Ounce Canister', 'Rich and Hearty Chicken and', 'Traditional Organic Ginger Herbal Tea Pack of', 'Disposable Wand Count', 'Baby Tear Free', 'Green Giant Whole Kernel Sweet', 'Toilet Gel Rain Count', 'Hazelnut Chocolate Ounce', 'Bear Naked Cacao Cashew Ounce Bag', 'Wonderful and Ounce Bag', 'Chun Noodle Pad Non Ounce', 'Made with Real Sugar Each', 'ICE Ice Sugar Free Piece', 'Fiber One Cheesecake Salted Dessert Fiber Value Pack', 'Pop Breakfast Toaster Flavored Variety Frosted Frosted Frosted Count', 'Raw Ounce', 'Round Life Medium Point Count', 'Plus Lotion With The Scent of Facial Count Each', 'Barilla Ounce', 'Gel Therapeutic Fluid Ounce', 'Water Berry Flavored Water With and No Sugar Pack of', 'NESTLE SPLASH Water with Natural Fruit Wild Berry ounce plastic', 'Organic Bunny Box', 'Snuggle Laundry Scent Concentrated Scent Blue Iris Count', 'Ounce', 'Cough Topical Analgesic Lemon Scent Ounce', 'Gentle Enamel Strengthening ounce Pack of', 'Oral Care Antiseptic Mouthwash with Technology to Help Fight Bad Plaque and Arctic', 'La De Sunflower Oil Sunflower Oil with Fresh Rosemary and Thyme for Cooking and Seasoning', 'Simply Spicy Kung Noodle', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Chun Noodle Non Ounce', 'Premium Saltine Original Fresh Ounce', 'NESTLE SPLASH Water with Natural Fruit Grape ounce plastic Pack of', 'Dawn Dish Non Concentrated Dishwashing Apple Blossom', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Squeeze Grape', 'Oral Pro Health All In One Toothbrush for Hard to Reach Pack of', 'Premium Saltine Ounce', 'Crunchy Cheese Flavored Ounce', 'Jack Links Snack Ounce', 'Bedtime Travel', 'Poise Incontinence Overnight Ultimate Count may vary', 'Chocolate Candy Bar SPECIAL DARK Ounce Bulk Candy', 'Betty Crocker Super Moist Cake Mix White Box', 'Electronics', 'Nature Valley Variety Pack of Peanut Maple Brown Per Pouch Total', 'Barilla Style Tomato Basil Ounce', 'Hostess Fruit Count Pack of', 'Gel Cleaner with Splash Free Ounce Spray Bottle', 'Barilla Tri Color Ounce', 'Old El Dinner Soft Box', 'Chips Ahoy Chocolate Chip Snack Ounce', 'Serenity Moderate Count', 'Yellow Ounce', None, 'Arrowhead Organic Yellow', 'Biotin Complex Thickening', 'Lay Party Mix Variety Count', 'Universal Nutrition Sugar Free Brownie Mix with Chocolate Ounce', 'Daily Shower Refill', 'Prickly Pear and Orange Sparkling Fruit Count', 'Lay Classic Mix Variety Count', 'Milky Way Fun Size Chocolate Ounce Bag', 'Crest White Luxe Professional Effects Teeth Whitening Kit', 'Suave in Shampoo Conditioner Body', 'Dove Go Fresh Anti Perspirant Cool Fluid Ounce', 'Nutrition', 'Plum Teensy Organic Toddler count', 'Gourmet Lively Ounce', 'Glad Plastic Wrap Square Foot Roll', 'Yogi Cinnamon Vanilla Healthy May Vary', 'Bear Naked Cacao Cashew Ounce Bag', 'Lay Fun Times Mix Variety Count', 'of Pure Peppermint Herbal Tea for Count', 'Glad Press Seal Food Plastic Wrap Square Foot Roll', 'DOVE Easter Dark Chocolate Candy Ounce Bag', 'Chocolate Ounce', 'Daily Moisture Body Lotion for Dry with Vitamin Dye and Lanolin Unscented and Non', 'Popcorn Yellow Variety Count', 'Soap Fragrance Free Laundry Liquid One load Total', 'Daily Body Lotion with Soothing Oat and Rich to Nourish Dry Fragrance', 'Old Spice Classic Original Ounce', 'Perrier Lime Flavored Mineral Slim Count', 'Green Giant Cream Style Sweet', 'Face by Micro Cream Face with Broad Spectrum may Vary', 'Orange Water Flavor Enhancer Drink', 'Squeeze Reduced Sugar Strawberry Fruit', 'True Lime Black Cherry Limeade count', 'Breakfast Double Good Source of Box', 'Berry Patch Organic Bunny Fruit Count', 'Aid Easy Mix Fluid Ounce', 'Degree Shower', 'of Tea for Count', 'Dawn Dish Non Concentrated Dishwashing Apple Blossom', 'Burt Bees Radiance Facial', 'Inch', 'Jack Links Snack Ounce', 'Corn Party Size Ounce', 'Nourishing Hair Color Light Natural Brown Acorn May Vary', 'Nature Made Fish Oil Omega', 'Slim Snack Sized Smoked Meat Original Count', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Original Ounce', 'Tang Powdered Drink Orange Ounce', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Lemon Ounce', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Puck Organic Free Range Chicken with White Wild Rice Can', 'Or al Age Perfect Cell Renewal Face Serum with Skin', 'Thirst Lemon Ounce Pack of', 'Cur Itch Defense Body Lotion for Itchy', 'Pepperidge Soft Oatmeal Bag', 'Daily Body Lotion with Soothing Oat and Rich to Nourish Dry Fragrance', 'Kitchen Cleaner with Bleach Floral Ounce Spray Bottle', 'One Day Pro Edge Count', 'Intense Healing Body Lotion', 'Rich Loaded Potato with Bacon Can', 'Ginger Ale', 'Electrolyte Enhanced Sports Fruit Pack', 'Lubricant Eye for Dry Eye Fluid Ounce', 'Holiday Milk Ounce', 'Pepperidge Double Dark Bag', 'Kraft Macaroni Cheese Dinner Star Pack', 'Betty Crocker Baking Warm Molten Chocolate Ounce', 'Quaker Lower Sugar Instant Maple and Brown Ounce', 'Dove Nutritive Daily Moisture', 'ARM HAMMER IN Laundry Detergent Power Count', 'BAR Energy Bar Crunchy Peanut Butter Ounce Protein Count', 'Traditional Organic Ginger Herbal Tea Pack of', 'Air Fabric Refresher Air Spring Renewal Air Fluid Ounce', 'Orbit Peppermint Pack', 'Nature Way Beet Root Powder Count', 'Whole Hearts of Ounce', 'Moisture Rich for Dry', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Antacid Extra Strength Count', 'Blood Orange Sparkling Fruit Count', 'Band Aid Brand Tough Adhesive Bandage for Minor All One', 'Sparkling Lemon Fluid Ounce', 'Gluten Free Cherry Count', 'Country Roast Ground Coffee Ounce', 'Kitchen Cleaner with Bleach Floral Ounce Spray Bottle', 'Nature Valley Sweet and Salty Dark Chocolate Peanut', 'Kettle Brand Potato Ounce Bag', 'Scotch Stay Clean Selling', 'Crest Pro Health Protection Refreshing Clean Mint', 'of Natural Fluoride Silly Ounce', 'Skippy Super Chunk Peanut Ounce', 'New York Dream Fresh Light Fluid Ounce', 'Cold Virgin Coconut Oil from non ounce', 'Rain Count May Vary', 'NOW Biotin', 'Sensitive Whitening Fresh Mint Gel Formula Pack', 'Of Fish', 'Popcorn Yellow Variety Count', 'Pro Treat Freeze Dried Beef Ounce', 'Seventh Generation Unbleached Paper Lunch and Dinner', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Diamond of Shelled', 'Bakery Ounce', 'Extra Gentle in Strawberry', 'Blue Diamond Honey Ounce', 'Smoke Cure Jerky Stick Go Antibiotic Gluten Uncured Great Keto High in Low Meat Pack', 'Chocolate Sandwich Family Pack of', 'Arm Hammer Baking', 'Chocolate Wafer Ounce', 'Gluten Free Apple Count', 'Gain Tropical Sunrise Laundry Detergent Count', 'Rid Septic Tank System Fluid Ounce', 'Glad Tall Kitchen Drawstring Trash Fresh Clean Gallon count', 'Pro Daily Moisture Renewal Shampoo and Conditioner Dual and Bundle', 'Hostess Classic Wheat Ounce Pack of', 'Coffee mate Original Powder Coffee Ounce', 'Nature Made Vitamin Alpha', 'Everyday Hand Count', 'Cleansing Count', 'Dove go fresh Body Wash Cucumber and Green', 'Lay Potato Cheesy Garlic Ounce', 'Honest Tea Organic Fair Trade Honey Green Gluten', 'Garden of Red Hot Blues Corn Tortilla', 'Nature Way Organic Coconut Oil Gluten Non Extra Virgin Coconut Oil for Cooking and Baking', 'Dove Men Care Men Care Clean Twin Pack', 'Ray Natural Dry Cat Salmon Brown Rice', 'Jack Link Beef Jerky Variety Bag Single serve', 'Betty Crocker Baking Super Moist Cake Triple Chocolate Box', 'Clean with and Rain Surface', 'Flavored Salted Ounce Canister', 'White Corn Tortilla Ounce', 'La Sparkling ounce Can Pack of', 'Pomegranate and Orange Sparkling Fruit Count', 'Sweeper Wet Mop Pad for Floor and All Purpose Surface Floor Cleaning Gain Count', 'Head and Full and Strong Dandruff Fluid Ounce', 'Cascade Platinum Dishwasher Detergent Lemon Burst Count', 'Fast Act Lactose Intolerance Relief with Lactase Travel of', 'Chocolate Candy Assortment Reese Kit Whopper Count', 'JOLLY RANCHER Fruit Ounce Candy', 'Peanut Butter Cracker Count Individual Snack', 'ARM HAMMER IN Laundry Detergent Power Count', 'Original Crackers Family Ounce', 'on Toast Sandwich Count', 'Dial Complete Antibacterial Foaming Hand Fluid', 'Pop Breakfast Toaster Flavored Variety Frosted Brown Sugar Frosted Count', 'Downy Sun Blossom Liquid Fabric Conditioner Fabric Softener', 'The Good Bean Sweet Gluten Free and Non Ounce', 'Nutrition', 'Good The Potato One Sweet Potato Ounce', 'Archway Soft Iced Ounce', 'Country Roast Ground Coffee Ounce', 'Single Cup Coffee for Cup de Dark Count', 'Barilla Tri Color Ounce', 'Coarse Kosher Salt Ounce', 'Anywhere Hard Surface Daily', 'Premium Roast Ground Medium Ounce Bag', 'Dole Mandarin Whole in Light Ounce All Natural Mandarin', 'Fire Tomato and Olive Oil Non Ounce', 'Cheese', 'Pure Protein Chocolate Peanut count', 'Fruit Flavored Ounce', 'Quest Nutrition Protein Net Low Gluten Soy Potato Count', 'Secret and Deodorant for Balanced Invisible Powder Fresh', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Skinny Cow Milk Chocolate Heavenly Crisp Candy Ounce', 'Centrum Adult Count Supplement Vitamin', 'Country Time Half Lemonade Half Iced Tea Drink Jar', 'Heavy Duty Count', 'Ultra Soft Facial Cube per Cube', 'Golden Oat Breakfast Count Ounce', 'Peanut Butter Cracker Count Individual Snack', 'Honey Maid Honey Graham Crackers Fresh Ounce', 'Bounce Fabric Softener Outdoor Count', None, 'Nature Valley Chewy Oatmeal Chocolate', 'Hunt Garlic Herb', 'Dove Men Care Deodorant Cool', 'Old El Dinner Soft Box', 'Severe Cough Cold and Flu', 'Bounce Fabric Softener Fresh Count', 'Pace Chunky', 'Natural Glow Oil Free Daily for Face with Broad Spectrum Medium to Tan Skin', 'KIND Dark Chocolate Sea Gluten Low Count', 'Herbal Hello Hydration Shampoo with Coconut', 'Hazelnut Ounce Jar', 'Glade Wax Air Freshener Radiant', 'Chips Ahoy Original Chocolate Chip Ounce may vary', 'Horizon Organic Snack Ounce', 'Pearl Plastic Ultra Count May Vary', 'Tonic Each', 'Near East Garlic Creative Ounce', 'YORK Holiday Peppermint Ounce', 'The Scented Vinegar Home Fluid Ounce', 'Dixie Ultra quot Party Count', 'Jack Link Beef Sticks Big Ounce', 'Hostess Original Count', 'Positively Nourishing Body Lotion with Soothing Oatmeal Shea Daily Lotion for All Day Hydration Dry Skin', 'Barilla White Fiber Ounce', 'San Bay Count Single Serve Compatible with cup', 'Ounce Single Serve Bag Pack of', 'Fish Soft Chewy Candy Ounce Bag', 'Chunky Hearty Cheeseburger Can', 'Zero Splash Bleach Count May Vary', 'Scissors Straight Stainless Inch', 'Snuggle Liquid Fabric Softener with Fresh Blue Fluid', 'ICE Ice Sugar Free Piece', 'Quaker Rice Buttermilk Bag May Vary', 'Organic Bunny Fruit Summer Each', 'Ounce', 'Comfort Advance Disposable Razor for Count', 'Original Crackers Fresh Ounce', 'Sparkling Fruit Count', 'Pacific Organic Creamy Tomato Light', 'Swan Hydrogen Peroxide Antiseptic Topical Fluid Ounce', 'Gold Bond Men Everyday Ounce', 'of Natural Lip Summer Count', 'Freezer Count', 'Grove Square Hot Milk count', 'KIND Dark Chocolate Cherry Cashew Gluten Low Count', 'of Natural Fluoride Wicked Cool Mild Ounce', 'in Whitening Gel ounce', 'Finish All in Dishwasher Detergent', 'De Spaghetti Pound', 'Sugar Free Chocolate Ounce', 'Standard Cotton Count', 'Extra Strength Fever Reducer and Pain', 'of Natural Deodorant Aluminum Long Fresh Ounce', 'Gel Cleaner with Splash Free Ounce Spray Bottle', 'Salted Caramel Ounce', 'The Good Bean Sea Gluten and Nut Ounce', 'PLUM BABY PUREE PEA PEAR', 'Simply Potato Sea Ounce', 'Surface Citrus Zest Count May Vary', 'Nature Bakery Double Chocolate Non Count Box', 'Dry Ounce Jar', 'Betty Tuna Tuna Creamy', 'Sweet Potato Onion Crackers Made Brown Ounce', 'Triple Blade Closeness Count', 'Heavy Duty Flexible Fabric One Count', 'Essentially Body Lotion', 'Control Bleach Fresh Meadow', 'Dial Antibacterial Bar', 'PILL for Dogs Chicken Flavor Tablet Size', 'Lay Mix Orange Variety Count', 'Farm Organic Dark Chocolate Almond', 'Arm Hammer Cat Litter', 'It Baked Snack Cheese Extra Box', 'Peanut Butter Chocolate Sandwich Ounce', 'Pepperidge Farm Soft Baked Cinnamon Brown Count', 'Minute Miracle Strong Fluid Ounce', 'acute Clean Day Liquid Hand', 'Barilla Style Tomato Basil Ounce', 'KIND Healthy and Honey with Gluten Count', 'Plum Stage Organic Baby Apple Raisin and ounce pouch Pack of', 'Depend FIT FLEX Incontinence Underwear for Maximum Tan may vary', 'Blue Diamond Lightly Low Ounce', 'Bread Three Ounce', 'Secret Outlast Protecting Powder Scent Deodorant and Invisible Solid Ounce', 'Perfect Size Cake and Ounce', 'Retractable Roller Line Chrome Black', 'Clean Day Surface Basil ounce bottle', 'Viva Organic Extra Virgin Coconut Ounce', 'Blood Orange Sparkling Fruit Count', 'Smart Start Cereal Original', 'Lemon Ounce', 'Mott Unsweetened Ounce Count', 'Gold Star Premium Ready to Eat Kale Dip and Plantain Ounce', 'Power Battery Powered', 'Triple Clean Floss Count', 'Total Miracle Collection Fluid Ounce', 'Premium Roast Ground Medium Ounce Bag', 'Dip Spicy Ounce', 'Fiber One Cereal Original Box', 'Rice Lower Ounce', 'NOW Castor Ounce', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'of Natural Whole Care Ounce', 'Gluten Free Rich Hearty Chicken Corn Chowder Soup Can', 'PILL for Dogs Real Peanut Butter Flavor Capsule one count pack of PILL for Dogs vet choice for giving', 'Breakfast of Graham Chocolate and Box', 'Balsamic Vinegar Inverted', 'Disposable Wand Count', 'Method Dish Soap Ounce', 'Cracked Pepper Olive Oil Non Ounce', 'Fiber One Protein Caramel Nut Chewy Fiber', 'Nature Way Enteric Coated Count Formerly Enzymatic Therapy May Vary', 'Health Warrior Premium Chia Ounce', 'Garden Flavored Ounce', 'Cracker Barrel Macaroni and Sharp Ounce', 'Pure Renewal Hair Shampoo with Seaweed Free Formula', 'Anti Breakage Keratin Fluid Ounce', 'Baking Original All Ounce', 'Style Curl Shape Spray Curly', 'Garlic and Olive Oil Vermicelli Ounce', 'Lay Party Mix Variety Count', 'Family Short Grain Ounce', 'Free Clear Laundry Stain Remover and Color Ounce Bottle', 'Cool Mint Antiseptic Mouthwash for Bad Plaque and', 'NESTLE PURE LIFE Sparkling Key ounce Pack of', 'Chicken of the Sea White Albacore Tuna in Ounce Pack of', 'Method Naturally Derived Foaming Hand Sweet Ounce', 'Peanut Butter Cracker Count Individual Snack', 'Quaker Rice Butter Bag May Vary', 'Squeeze Grape', 'Country Time Flavored Drink Black Cherry Ounce Container', 'Glad Plastic Wrap Square Foot Roll', 'Pure Peanut', 'Centrum Adult Count Supplement Vitamin', 'Glad Tall Kitchen Drawstring Trash Fresh Clean Gallon count', 'Pure Protein Chocolate Peanut count', 'Toilet Gel Rain Count', 'Pace Chunky Jar', 'Just Organic Ounce May Vary', 'Betty Crocker Hamburger Deluxe Cheeseburger Macaroni Hamburger Box', 'Organic Extra Virgin Olive Oil Extra Virgin Olive First Cold Pressing of Delicate Aromatic Buttery Flavor', 'Original Potato Party Size Ounce', 'Macaroni Gluten Free Creamy Deluxe Cheesy Rice Cheese Box', 'GoGo Applesauce on the Apple Ounce Gluten Healthy Unsweetened Free', 'Earth Balance Aged White Ounce', 'Nature Valley Almond Count', 'Wholesome Organic', 'Chips Ahoy Chewy Reese Peanut Butter Cup Chocolate Ounce', 'Better Than Premium Dog Skin Coat Cheese Bacon Count Pouch', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Shave Dry Ounce', 'Downy Fresh Liquid Fabric Conditioner Fabric Softener', 'Care Everyday Facial Flat per Flat', 'Gluten Free Blueberry Count', 'Amy Organic Black Bean Vegetable Ounce', 'Pop Breakfast Toaster Frosted Chocolate Fudge Value Count', 'Organic Hemp Hi Ounce', 'Earth Friendly Liquid Magnolia Ounce', 'Chocolate Ounce', 'Chunky Hot Spicy Beef Bean Firehouse Can', 'Cinnamon Brown Sugar Breakfast Pack', 'Mott Unsweetened Ounce Count', 'Quaker Oatmeal To Go Breakfast Brown Sugar Count', 'Flavored Sea Salt Ounce Canister', 'Natural Peanut', 'Sparkling Count', 'Better Than Premium Dog Skin Coat Cheese Bacon Count Pouch', 'of Naturally Clean Medium Ounce', 'Shelled Hempseed from non ounce', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Nourishing Lavender Hand Body', 'Barilla Ounce', 'Balsamic Vinegar Inverted', 'Bull Eye Original Barbecue Ounce Bottle', 'Care Everyday Facial Flat per Flat', 'Hot Chili', 'Bacon Pouch', 'Special Protein Almond Honey Oat Count', 'Carr Ginger Lemon Ounce', 'Bear Naked Real Nut Energy Peanut Count', 'of Pretzel', 'Band Aid Brand Plastic Adhesive for Wound Care and First All One', 'Ounce Canister', 'Surface Citrus Zest Count May Vary', 'Traditional New Clam', 'Gluten Free Protein Rich Dark Chocolate Count', 'Caribou Coffee Daybreak Morning Blend Ounce', 'Ground', 'Nutrition', 'Skittles Original ounce bag', 'Grove Square count', 'Pop Toaster Frosted Blue Count', 'Or al Voluminous Million', 'Crystal Light Green Tea Peach Mango Drink Ounce', 'Sport with Flex Fit Regular and Super Unscented Count', 'Homeopathic Medicine for Skin Irritation and', 'Reduced Fat Ounce', 'all Liquid Laundry Free Clear for Sensitive Fluid', 'Pain Relief for Heavy Duty Support', 'Nature Made Vitamin', 'Purely Ancient Grain Cranberry Ounce', 'Glade Solid Air Clean', 'Potato Original Single Grab and Can Pack of', 'Special Sea Ounce', 'KIND Healthy and Honey with Gluten Count', 'Liquid Hand Soap Fluid Pack of', 'Muir Glen Canned Organic Crushed with No Sugar Ounce Can', 'Nature Valley Peanut', 'Bob Red Mill Unsweetened Coconut Ounce', 'Pace Ready Cheesy Chicken Ounce Pack of', 'Nature Valley Ounce', 'Extra Clean Full Head Soft Count', 'Wellness Pure Natural Grain Free Dog Chicken Lamb Ounce Bag', 'Smoke Cure Jerky Stick Go Beef Antibiotic Gluten Great Keto High in Low Meat Pack', 'Gold Bond Powder Ounce', 'Peanut Chocolate Candy Party Size Ounce Bag', 'Facial with Pack', 'Facial with Pack', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Glass Plus Glass Surface Glass Cleaner', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Food Should Taste Sweet Potato Kettle', 'Corn Party Size Ounce', 'Gentle Mint Mouth Sugar for Dry Mouth and Fresh ounce', 'Gold Bond Ultimate Daily Ounce', 'Grove Square count', 'Blue Diamond Ounce', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Ounce', 'Pure', 'Hazelnut Ounce Jar', 'Curry Ounce', 'Home for Home Coffee and', 'Wellness Tasty Natural Grain Free Wet Raw Dog Green Chicken Ounce Cup', 'Nestle Pure Life Plastic count', 'Nature Valley Breakfast Per Pouch', 'Natural Sugar Free Cola Each', 'Skippy Creamy Peanut Ounce', 'Protection Daily Long Count', 'Fiber One Calorie Soft Baked Lemon Fiber Value Pack', 'Chunky Creamy Chicken Can Pack of', 'Corn Original Flavored Crunchy Corn Ounce', 'Honey Maid Graham Ounce', 'Diamond of Shelled', 'Classic Potato', 'Ray Natural Dry Dog Beef Brown Rice', 'Deep Cleansing Pore Count', 'Garden of Blue Corn Count', 'Fiber Gummy Count', 'SO DELICIOUS Dairy Free Organic Coconut Milk Ounce', 'Quaker Gluten Free Minute Quick Breakfast Ounce Canister', 'Ginger Ale Soda Soft Pack Pack', 'Blueberry Breakfast Count Ounce', 'Kashi Breakfast Berry Non Project', 'Suave Sweet Twin Pack', 'Cinnamon Toast Crunch Breakfast', 'Nature Made Vitamin', 'Frosted Breakfast Family Ounce Box', 'Basis Sensitive Skin Bar Ounce', 'Clean with and Rain Surface', 'Amy Organic Cream of Mushroom Ounce', 'Green Tea Natural', 'Nestle Pure Life Plastic count', 'Family Organic Ounce', 'Quaker Instant Honey Count', 'Gummy Black Orange Count Calcium and Vitamin', 'Suave Split End Fluid Ounce', 'Boost Original Complete Nutritional Delight Pack', 'Zero Splash Bleach Count May Vary', 'Slow Kettle Style Crab Corn Tub', 'KIND Cranberry Almond Gluten Low Count', 'Wellness Kittles Crunchy Natural Grain Free Cat Chicken Ounce Bag', 'Method Fabric Sunset', 'Wild Cherry Each', 'Hot Chili', 'Soft Baked Mixed Berry Breakfast Count', 'Hydro Silk for Razor', 'Aunt Pancake Waffle Buttermilk Serving Box', 'NOW Ounce', 'Beef Barley Can', 'Pacific Ultra Soy Non Dairy', 'Original Crackers Fresh Ounce', 'Thirst Ounce Powder', 'RoC Retinol Anti Aging Sensitive Skin Wrinkle Night Made with Milder Strength Retinol and Hyaluronic', 'Pepperidge Chocolate Tin', 'Honey Maid Honey Graham Crackers Fresh Ounce', 'Old Mother Classic Crunchy Natural Dog Ounce Bag', 'Mint Chocolate Sandwich Ounce', 'Antibacterial Hand Soap White Tea and Berry Fusion fluid ounce', 'Nourish and Soothe Body Oatmeal and Shea Butter', 'Burt Bees Natural Lip Original Coconut Vanilla Mango Wild Cherry with Beeswax Fruit', 'Old Spice Aluminum Free Deodorant for Men High Fresh Long Lasting Robust Pack of', 'AMINO Endurance Recovery Powder with of Per Flavor', 'Breakfast Frosted Low Excellent Source of Family Box', 'Thirst Fierce Ounce Pack of', 'Fancy Whole with Sea Salt', 'FELINE Healthy Skin and Fur for Chicken Flavor', 'Sour Patch Candy Pound Bulk Bag', 'Grill', 'Classic Chili With Ounce', 'Pop Breakfast Toaster Flavored Variety Frosted Frosted Frosted Count', 'Whole Conditioner with Coconut Oil Cocoa Butter', 'Baby Oil with Organic Sweet Almond Oil and Sunflower Fluid Ounce', 'Perfect Electronic Foot File Regular Coarse', 'Kashi Happy Trail Ounce', 'of Variety Calorie Count', 'Nature Bounty Biotin', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Garlic', 'Chunky Healthy Request Beef with Country Can', 'Fusion Manual Men Razor Blade Count', 'Earth Angel Baby New Bottom Fluid Ounce', 'Bathroom Foamer with Bleach Fresh Ounce Spray Bottle', 'Applied Nutrition Green Tea Fat Fast Acting Maximum Strength with Count', 'Traditional Organic Breathe Easy Seasonal Tea Pack of', 'Four', 'Garlic', 'Barilla Whole Grain Whole Wheat Ounce', 'Care Free Curl Gel Activator', 'Hot Chili', 'Pop Breakfast Toaster Frosted Brown Sugar Cinnamon Family Count', 'Topical Anti Itch Camphor Cooling Gel for Travel', 'Peanut Butter Chocolate Sandwich Ounce', 'Arm Hammer Laundry Detergent Plus Fresh', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Dove Purely Beauty Shea Butter Bar', 'Frontier Peppermint Ounce', 'Barilla Style Sausage Tomato Ounce', 'NESTLE SPLASH Water with Natural Fruit Grape ounce plastic Pack of', 'Burt Bees Baby Buttermilk Natural Baby Soap Ounce Bar', 'Golden Sandwich Ounce', 'Total Effects Age Wet Cleansing Count', 'Betty Crocker Fruit Variety Snack Each', 'Advanced Repair Hand Ounce', 'Gain Moonlight Breeze Scent Ounce', 'Bounty Select Size Paper Double Count', 'Lay Flavor Mix Purple Variety Count', 'Clean Clear Oil Free Deep Action Facial Cooling Face Wash for Deep Pore', 'Style Pure Clean Finishing Ounce', 'Hazelnut Ounce Jar', 'Sleek Shine Unmanageable', 'Dang Gluten Free Coconut Chips Ounce', 'Peanut Chocolate Candy Party Size Ounce Bag', 'got Crunchy Fudge Filled Ounce', 'Energizer AA Designed to Prevent Count', 'Rain Count May Vary', 'and with Premium Chocolate', 'Arrowhead Puffed Bag', 'Delight Popcorn Variety Count', 'Eight Clock Coffee Dark Roast Coffee Count', 'Real Cruelty Free Brush with Ultra Plush Custom Cut Synthetic and Extended Aluminum to Build Coverage and Contour', 'Old El Stand Count', 'Honey Maid Cinnamon Graham Ounce', 'Band Aid Brand Adhesive for Minor trade Assorted', 'Ready Creamy Tomato Ounce Pack of May Vary', 'Hunt Garlic Herb', 'Air Fabric Refresher Air Spring Renewal Air Fluid Ounce', 'Tea Tea Unsweetened Jasmine Green', 'Pain Reliever Fever Reducer Count', 'Hazelnut Ounce Jar', 'Right White Bean and Light Ounce Pack of', 'Earth Friendly Liquid Magnolia Ounce', 'Excellence Intense Orange Dark Chocolate Ounce', 'Lay Party Mix Variety Count', 'Caress Body Scarlet', 'Vanilla Flavor Fluid Pack of', 'Pond Remover Original', 'Cheesy Bowls with Meat', 'Nature Valley Peanut', 'Lay Party Mix Variety Count', 'Green Giant Whole Kernel Sweet', 'Downy Lavender Serenity Liquid Fabric Conditioner Fabric Softener', 'Hi Cooler Citrus Ounce Pack of', 'Green Giant Cream Style Sweet', 'Frozen Ounce', 'Nature Bakery Whole Wheat Fig Non Peach Apricot Count', 'Refill Wet Lightly Scented', 'Pace Ready Fiesta Chicken and Rice with Green Red Pack of', 'Hill Farm Heavy Cream Powder Ounce', 'KIND Healthy and Honey with Gluten Count', 'Rich Hearty Chicken Pot Pie Style Can', 'Jack Links Beef Ounce', 'Flavored Ounce Canister', 'ZERO Mixed Bottle', 'By Ultra Thin Heavy Flow with Count', 'Pepperidge Double Dark Bag', 'Nutrition', 'Dash Seasoning Garlic and Ounce', 'Dixie Ultra Paper Lunch or Light Dinner Size Printed Disposable', 'Super Absorbent Ounce', 'Skittles Original ounce bag', 'Steel Wool Soap Count', 'Bacon Pouch', 'PUR Gum Free', 'Lay Mix Orange Variety Count', 'Zero Calorie Electrolyte Enhanced Sports Pack', 'Antioxidant Fluid Ounce Pack of', 'Cento Eggplant Ounce', 'Thirst Quencher Ounce Pack of', 'Horizon Organic Snack Ounce', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Ready Sausage Pack of', 'Seventh Generation Hand Free Clean Unscented Hand', 'Perrier Orange Flavored Mineral Water Lemon Orange Flavor Plastic Count', 'Old Spice High Endurance Long Lasting Stick Men Original Scent', 'Lemon Fluid Ounce Bottle', 'Chocolate Size Candy Variety Mix Ounce Bag', 'Hostess Count', 'NESTLE SPLASH Water with Natural Fruit Lemon ounce plastic', 'Dare Vinta Ounce', 'Dog Medium', 'Dang Crispy Onion Salt Ounce', 'Perrier Lime Flavored Mineral Slim Count', 'Koala Crisp', 'Seventh Generation Dish Lavender Floral and Fluid Ounce', 'Pepperidge Farm Ounce', 'Oral White Vivid Manual Toothbrush Count Soft', 'Honey Nut Gluten Free Breakfast Giant Size Cereal Box', 'Breakfast Double Good Source of Box', 'Kraft Caramel Ounce', 'Onion Flavored Ounce', 'Bean Bold Variety Pack Single Cup Coffee for Cup Count', 'Condensed Tomato pack', 'Skippy Creamy Peanut Ounce', 'Finish Hard Water Booster Lemon', 'Barilla Ounce', 'Licorice Ounce', 'Honey Ounce Jar', 'Malt Meal Cinnamon Ounce', 'Highland Sugarworks Jug Amber Maple Pure Organic Ounce', 'Health Plus Super Colon Cleanse Day Cleanse', 'Aunt Pancake Waffle Original Box', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'White Corn Tortilla Ounce', 'Secret and Deodorant for Balanced Invisible Powder Fresh', 'ZERO Mixed Bottle', 'Gluten Free Blueberry Count', 'Pro Daily Moisture Renewal Shampoo and Conditioner Dual and Bundle', 'Crystal Light On The Go Drink Wild Count', 'Glad Tall Flap Tie Kitchen Trash Gallon Count', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Traditional Organic Ginger Herbal Tea Pack of', 'Rice Chicken and Ounce', 'Nature Valley Peanut', 'All Purpose Lavender fluid ounce', 'KIND Vanilla Blueberry Cluster With Flax', 'Scotch Greener Clean Natural Fiber Non Scratch Scrub Made from Plant Based', 'Cold Cold Remedy Sugar Free Wild Count', 'Chun Soup Style Non Ounce', 'Gain Liquid Fabric Original', 'Great Tasting Throat Honey Count', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Old El Original Seasoning Mix Packet', 'Forte Sleep Aid Natural Relief of Nervous Tension and Occasional Quick Dissolving', 'Ball Dog Medium', 'Crazy Coffee Flavor Single Serve Variety Pack Sampler for the Cup count', 'Own Special Blend Single Serve Cup Medium Roast Count', 'Simply Smooth Ounce', 'Standard Cotton Count', 'Betty Crocker Hamburger Hamburger Box', 'White Corn Tortilla Ounce', 'Nourish Gentle', 'The First Take and Toss Spill Proof Ounce', 'Lip Butter Carded Caramel Cream Ounce', 'Country Time Half Lemonade Half Iced Tea Drink Jar', 'Fabric Extra', 'Grove Square Pumpkin Single Serve', 'Gain Powder Laundry Ounce May Vary', 'Pop Maple Count', 'Nature Valley Ounce', 'Yogi May Vary', 'KING MIX BAKING ALL', 'Cashew Halves Ounce Jar', 'Arm Hammer Clump Seal', 'of Pure Peppermint Herbal Tea for Count', 'Berry Patch Organic Bunny Fruit Count', 'Popcorn Yellow Variety Count', 'Scotch Stay Clean Selling', 'Double Coffee Drink Pack of', 'Foamy Shaving Sensitive Ounce', 'Skin Care for Ounce', 'of Chai Spiced Apple Tea Count Pack of', 'BAR Peanut Toffee Buzz Ounce Count', 'Total Care Alcohol Free Benefit Fluoride Mouthwash for Bad Breath and Enamel Fresh Mint', 'Reduced Fat Crackers Family Non Ounce', 'Family White Ounce', 'Near East Rice Box', 'Pearl Plastic Ultra Count May Vary', 'Liquid Hand Soothing Aloe Vera fluid ounce', 'Flavored Sea Salt Ounce Canister', 'Coconut Flavored Puna Coconut Antioxidant Fluid Ounce count', 'Nature Bakery Gluten Free non Fig Blueberry Count', 'Organic Bunny Fruit Variety Box', 'Ultra Strong Toilet May Vary', 'Fiber One Calorie Soft Baked Lemon Fiber Value Pack', 'Coffee Whole Bean Southern Ounce', 'Rich and Hearty Chicken and', 'Gain Island Fresh count', 'Mountain Berry Blast', 'Liquid School Count', 'Balance Bar Peanut Ounce Count', 'Breakfast Frosted Low Excellent Source of Family Box', 'Chocolate Milk Chocolate Ounce', 'Vanilla Almond Butter Squeeze by Gluten Responsibly Pack of each', 'Log Cabin Ounce', 'Family Organic Ounce', 'Shake Bake Kraft Seasoned Coating Oven Fry Extra Crispy Pork', 'Good The Potato One Sweet Potato Ounce', 'Bathroom Foamer with Bleach Fresh Ounce Spray Bottle', 'Ranch Flavored Corn Ounce', 'Blood Orange Sparkling Fruit Count', 'OPTIMUM NUTRITION GOLD STANDARD Whey Protein Naturally Flavored Pound', 'with Refillable Count', 'Care Everyday Facial Flat per Flat', 'Puck Organic Free Range Chicken with White Wild Rice Can', 'Blue Diamond Nut Cracker Hint of Sea Ounce', 'Archway Soft Oatmeal Ounce', 'Cashew Halves Ounce Jar', 'Simply White Cheese Flavored Ounce', 'Slim Snack Sized Smoked Meat Original Count', 'Classic Clean Battery Toothbrush', 'Pepperidge Tin', 'Tortilla Ounce', 'Bull Eye Style Regional Barbecue Ounce', 'Lay Mix Orange Variety Count', 'Plus Iron Count', 'Mott Unsweetened Ounce Count', 'Sparkling Natural Mineral Count', 'Diet Coke Soda Soft Pack', 'Oven Baked Sour Cream Flavored Potato Ounce', 'Ready To Eat Ounce', 'Peanut Butter Cracker Count Individual Snack', 'Dial Antibacterial Bar', 'Pure', 'Plum Jammy Organic Snack Blueberry', 'Maxwell House Original Blend Ground Medium Ounce Canister', 'Arrowhead Puffed Bag', 'Sun Maid Each', 'By Ultra Thin Heavy Flow with Count', 'Degree Men Original Protection Extreme Pack', 'Coca Cola Zero Pack', 'San Bay Roast Whole Pound', 'Barilla Ounce', 'Kitchen Cleaner with Bleach Floral Ounce Spray Bottle', 'Oil Free Liquid Eye', 'Breakfast Oat Excellent Source of Made with Whole Box', 'Laundry Stain Remover and Color Clean', 'Glad Strong Quick Tie Large Trash Gallon Count May Vary', 'Rice Side Fiesta', 'Deluxe Mixed Lightly Ounce Canister', 'Bush Best Vegetarian Baked', 'Crunchy Cheese Flavored Party Size Ounce', 'YORK Dark Chocolate Peppermint Peppermint Ounce Bag', 'Dark and Lovely Natural Anti Shrinkage Beyond Gentle and Free Fluid Ounce', 'KIND Honey Sea Gluten Low Count', 'Clean Clear Night Oil Free Deep Cleaning Face Wash with Deep Sea Sea Kelp For All Skin', 'Monte Fresh Cut Golden Sweet Whole Kernel No Salt', 'Advanced Nutrition Calorie Snack Peanut Butter Count', 'Mug Root Beer Each', 'Kashi Simply Maize Ounce', 'Chai Count', 'ARM HAMMER Clean Burst Liquid Laundry', 'Strong Mechanical Colorful Thick Point Count', 'Stress Relief Body Wash with Soothing Essential Dye Free Soap Free Body Wash gentle on Sensitive', 'Color Sensational Creamy Matte Touch of', 'Canned Can', 'Once Sunflower Seed Lightly', 'Whipped Cream Ounce', 'Banana Boat Sport Family Size Fluid Ounce', 'Nature Valley Sweet and Salty', 'Seasoned Green Ounce Pack of', 'Barilla Ounce', 'Calorie Sea Count', 'Glad Zipper Food Storage Snack Count', 'Wellness Pure Natural Grain Free Dog Chicken Lamb Ounce Bag', 'deg Toothbrush with Tongue and Cheek Soft Count', 'Simply White Cheese Flavored Ounce', 'Pure Coconut Fluid Ounce', 'Glad Small Trash Fresh Clean Gallon Count', 'Liquid Hand Soap Fluid Pack of', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Billy Bee Original Honey', 'Velocity Bold Ball Count', 'Four', 'Baking Parchment Paper Non', 'Nitrile Exam Glove Non Latex Powder Count', 'All Day Pain Sodium Count', 'Butter', 'Flavored Chili Ounce Canister', 'Method All Purpose Ounce', 'Soy Ounce', 'Hostess Cream Count', 'Puck Organic Signature Butternut Squash Pack of', 'Kitchen Pad Rice Noodle', 'NOW Vitamin', 'Mott Unsweetened Ounce Count', 'NESTLE PURE LIFE Sparkling Key ounce Pack of', 'Archway Soft Dutch Ounce', 'South Beach Diet Bar Good to Go Cereal Double Peanut Count', 'Pledge Surface Rain', 'Premium Saltine Ounce', 'Lime Ounce', 'Round Grip Comfort Medium Point Count', 'Fresh', 'of Pretzel', 'Bathroom Bleach Free Ounce Spray Bottle', 'Premium Roast Medium Cup Count', 'Centrum Adult Flavor Burst Mixed Fruit Flavor Supplement Vitamin Vitamin Vitamin', 'Always Ultra Thin Long Super Without Count', 'Water Berry Flavored Water With and No Sugar Pack of', 'Bounty Paper Regular Count', 'Band Aid Brand Flexible Fabric Adhesive for Wound Care and First Assorted', 'Lucky Gluten Free Breakfast', 'Minute Miracle Strong Fluid Ounce', 'Anywhere Hard Surface Daily', 'Near East Pearled Garlic Olive Box', 'Total Miracle Collection Fluid Ounce', 'Slim Fast Original weight loss Meal Replacement shake mix powder with of protein and of fiber plus and per Rich Chocolate', 'Ounce', 'Special Cereal Cinnamon', 'Corn Party Size Ounce', 'Baker Unsweetened Baking Chocolate Ounce', 'Secret Clinical Strength Clear Gel and La La Lavender Ounce', 'Bakery Peanut Ounce', 'Rice Breakfast Rice Fat Box', 'Grapefruit Sparkling Fruit Count', 'Jack Links Snack Ounce', 'Old El Extra Large Super Count', 'Lucky Gluten Free Breakfast', 'Nature Way Alive Ounce', 'Cinnamon Toast Crunch Breakfast', 'Spray Wash Treat Laundry Stain', 'Breakfast Frosted Low Excellent Source of Family Box', 'Dawn Dish Hand Renewal Dishwashing Liquid with Pomegranate Splash', 'Arm Hammer Cat Litter', 'Clean Liquid with Lavender Ounce', 'Slim Snack Sized Smoked Meat Original Count', 'Glad Tall Kitchen Drawstring Trash Fresh Clean Gallon count', 'Method Glass Cleaner Surface Ounce', 'Peter Rabbit Pea and Spinach Ounce Pack of', 'Country Time Half Lemonade Half Iced Tea Drink Jar', 'Diet Coke Soda Soft Pack', 'Cap Single Cup Coffee for Count', 'Perrier Orange Flavored Mineral Water Lemon Orange Flavor Plastic Count', 'Chocolate Sandwich Ounce', 'Centrum Silver Adult Count Supplement Vitamin Age', 'KIND Peanut Butter Dark Gluten Low Count', 'Dove Men Care Body and Face Wash Fresh Awake', 'Breakfast Honey Nut Medley Crunch Box', 'King Flour Unbleached All Purpose Pound', 'Bounty Select Size Paper Double Count', 'Blue Diamond Oven Cocoa Ounce', 'Perrier Mineral Plastic Count', 'Dixie Ultra Paper Count', 'Finish Jet Dry Rinse Dishwasher Rinse Agent Drying Agent', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Bob Red Mill Super Fine Almond Ounce', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Native Forest Artichoke', 'Diamond of Shelled', 'Milk Chocolate Candy Speckled Easter Ounce', 'Concentrated Fever Berry', 'Pop Breakfast Toaster Flavored Variety Frosted Frosted Frosted Count', 'Preparation Tube per Box Hemorrhoid Symptom Treatment Maximum Strength Pain Relief with Tube', 'Barilla Style Tomato Basil Ounce', 'Traditional Medium Roast Ground Canister', 'Finish Jet Dry Rinse Dishwasher Rinse Agent Drying Agent', 'Acne Control Face may vary', 'of Gluten Free Pretzel Calorie Count', 'Old El Dinner Soft Box', 'Shave Dry Ounce', 'Peanut Dark Chocolate Gluten Free Snack Square Count Box', 'Rice Four Ounce', 'Single Serve Coffee Count', 'Apple Strawberry Ounce Pack of', 'Immune Blueberry Flavor System Support Dietary Supplement Fizzy Drink Mix With Vitamin Vitamin plus Ounce', 'Old El Stand Count', 'Rapid Clear Stubborn Acne Spot Treatment Acne Medicine with Maximum Strength Benzoyl Peroxide for Acne Prone', 'Chicken Of The Sea Tuna Chunk Light In Ounce Pack of', 'Pacific Organic Free Range Chicken Low', 'Ready Sausage Pack of', 'Wellness Complete Health Natural Dry Cat Salmon Pound Bag', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Perfect Blend Black Brown may vary', 'Applied Nutrition Green Tea Fat Fast Acting Maximum Strength with Count', 'Normal Wrapped Panty Count', 'Optic White Whitening Sparkling White ounce', 'Pop Breakfast Toaster Frosted Chocolate Fudge Count', 'Bounty Paper Big Regular', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Zero Splash Bleach Count May Vary', 'Gain Flirty Fresh Month Bar Fabric Softener', 'Farm Organic Purely', 'Air Wick Stick Air Lavender', 'Hostess Count', 'Maxwell House Original Blend Ground Medium Ounce Canister', 'De Spaghetti Pound', 'Band Aid Brand Waterproof Adhesive Plus Count', 'deg Toothbrush with Tongue and Cheek Soft Count', 'Blood Orange Sparkling Fruit Count', 'Extra Clean Full Head Soft Count', 'Suave Rosemary Mint', 'On The Spot Acne Treatment with Benzoyl Peroxide Acne Medicine for Acne prone', 'Arm Hammer Fresh Air Filter', 'Dang Crispy Onion Sea Ounce', 'Fabric Extra', 'Kay Protein Grab Go Variety Gluten Low Low All Natural Pack of', 'pack of', 'Jell Coconut Cream Instant Pudding Mix Ounce', 'Lay Mix Orange Variety Count', 'Food Should Taste Tortilla Gluten Free', 'Glad Tall Kitchen Drawstring Trash Fresh Clean Gallon count', 'Plum Jammy Organic Snack Blueberry', 'Back to Nature Organic Macaroni and Cheese Ounce', 'Farm Organic and Honey', 'Secret Scent Clear Gel La La Lavender Scent and Deodorant Twin Ounce', 'Total Raisin Bran Ounce Box', 'Barney Butter Almond Ounce', 'Quaker Lower Sugar Instant Maple and Brown Ounce', 'JOLLY RANCHER Hard Candy Pound Bulk Candy', 'Hot Chili', 'Club Box', 'Peanut Butter Chocolate Sandwich Ounce', 'Dawn Dish Non Concentrated Dishwashing Apple Blossom', 'Vegetable Split Pea Can', 'Wellness Signature Natural Canned Grain Free Wet Cat Chunky Beef Ounce Can', 'Effortless Beauty Large No Damage Count', 'Triple Moisture Herbal Whipped Body Fluid Ounce', 'Organic Cereal Green Ounce', 'Simply Spicy Kung Noodle', 'Chocolate Ounce', 'Chop House in Gourmet Gravy Variety Pack pack each', 'Degree Fresh', 'Fiber Good Plus Energy Support Fiber Supplement Count Bottle', 'Kitchen Organic Coconut', 'Original Ounce', 'Hazelnut Jar', 'Arrowhead Organic Yellow', 'Lemon Fluid Ounce Bottle', 'Nature Valley Sweet and Salty', 'Peanut Butter Cracker Count Individual Snack', 'PILL for Dogs Hickory Smoke Tablet Size', 'Clean Clear Morning Burst Facial Scrub For All Skin', 'Back to Nature Organic Macaroni and Cheese Ounce', 'Tomato No Sugar Ounce', 'Chips Ahoy Chewy Reese Peanut Butter Cup Chocolate Ounce', 'Dang Crispy Onion Ounce', 'Allergy Hour Nasal Relief for Allergy Nasal Runny Itchy Alcohol and Scent Free Nasal Spray', 'Of Tikka', 'Coca Cola Zero Pack', 'Nature Bakery Gluten Free non Fig Pomegranate Count', 'Skittles Flavor Mash Wild Berry and Tropical ounce bag', 'Hefty Ultra Strong Kitchen Trash Gallon Garbage Pomegranate Mist Odor Control Drawstring Count', 'Pace Chunky', 'Minute Triple Mint Antibacterial Denture Cleanser Effervescent count', 'Banana Boat Sport Performance Broad Spectrum Sun Care Fluid Ounce', 'Corn Snack Chile Ounce Bag', 'King Flour Unbleached Bread Pound May Vary', 'Mountain Dew Energy Black', 'Mott Unsweetened Ounce Count', 'Fragrance Refill Bag with Wet Total', 'Natural Care Baby Disposable Soft Aloe and Vitamin Count Pack of', 'Sweeper Dry Sweeping Pad Surface for Floor Lavender Vanilla Count May Vary', 'Dole Mixed Tropical Fruit in Light Syrup Passion Fruit Ounce All Natural Pineapple Red Papaya Yellow Papaya in Light Syrup Passion Fruit Pop Peel Lid', 'Ice Sugar Free Gum Pack of', 'Plum Little Organic Baby Teething Banana with count', 'Sun Maid Golden', 'Quality Park Business quot Box of White Wove', 'Care and Vanilla Body Wash Fluid Ounce', 'Sensitivity Extra for Sensitive ounce Pack of', 'Granulated Chicken', 'Mott Unsweetened Ounce Count', 'with Refillable Count', 'Prickly Pear and Orange Sparkling Fruit Count', 'Paper Exact Vellum quot Brightness', 'Green Tea', 'Sensible Garden Sea', 'Old Snack Ounce', 'Downy Sun Blossom Liquid Fabric Conditioner Fabric Softener', 'Pepperidge Bag', 'Water Kiwi Strawberry Flavored Water With and No Sugar Pack of', 'Burt Bees Intense Hydration Day', 'Gluten Free Peanut Butter Chocolate Chip Peanut Butter Count', 'Ray Dish Super Premium Dog Beef Brown Rice Recipe with Real Fruit You Can', 'Muir Glen Organic Tomato No Sugar Ounce Can', 'Gluten Free Peanut Butter Count', 'Shout Color Catcher count', 'Organic Snack Assorted Crackers and Box', 'Apple Eve Juice Variety', 'Extreme Power Dishwasher Detergent Lemon Count', 'Wonderful Salt and Ounce Bag', 'Heartburn Plus Gas Relief Tropical Count', 'Seventh Generation Drawstring Kitchen Trash Count', 'Cleansing Count', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Everyday Hand Count', 'Shea Daily Moisture Body Lotion', 'Nature Made Flaxseed Oil Made Organic Flaxseed Oil', 'ARM HAMMER Clean Burst Liquid Laundry', 'Barilla Style Sausage Tomato Ounce', 'Advanced Nutrition Calorie Count', 'Fresh', 'Reduced Fat Ounce', 'BUMBLE BEE Solid White Albacore Tuna in Gluten Free Canned High Protein Ounce', 'Hostess Iced Count', 'Honest Tea Organic Fair Trade Honey Green Gluten', 'Battery Powered Teenage Mutant Colors Vary', 'Barilla Gluten Free Ounce', 'Ultra Soft Count Bundle Pack', 'Betty Crocker Hamburger Hamburger Box', 'Nutrition', 'Cheese and Peanut Butter Sandwich Value Single Count', 'ACE Deluxe Wrist Large Large', 'Ray Zero Grain Natural Dry Dog Turkey Potato Grain', 'Original Fruit ounce bag', 'Baking Parchment Paper Non', 'Beef Barley Can', 'Glad Food Storage Family Sized Container', 'Simply Potato Sea Ounce', 'Round Life Medium Point Count', 'King Gluten Free Banana Bread Ounce', 'Adult Cough Cold Day Time Mixed', 'Monte Canned Yellow Cling Sliced in Extra Light Ounce', 'Quaker Instant Oatmeal Select Super Honey', 'Scotch Gift Wrap Count', 'Sea Salt Light Ounce Great for Cooking or Non Gluten Kosher', 'Protein Pack of', 'One Day Count', 'Slow Kettle Style Baked Potato with Bacon Tub', 'Barilla Ounce', 'Chewy Chocolate Almond Sea Non Project Count', 'Nutrition', 'Puck Organic Free Range Chicken with White Wild Rice Can', 'Double Chocolate Brownie', 'ROYAL DARK Creamy Mint Ounce', 'Breathe Right Nasal to Stop Drug Extra count', 'Ultra Strong Toilet May Vary', 'Lay Southern Gravy Flavored Potato Ounce', 'Nestle Toll House Dark Chocolate with Mint Ounce', 'Nature Bakery Whole Wheat Fig Non Blueberry Count', 'Cheese', 'Resolve Carpet Spot Stain Carpet Cleaner', 'Blue Diamond Artisan Nut Cracker Ounce', 'Dove Dark Chocolate Candy Ounce Bag', 'Antiseptic Fluoride Free Oral Care To Prevent Bad Plaque Build Up and Gingivitis Gum Herbal', 'Premium Black Tea Natural Energy Count', 'Dill Ounce Bottle', 'Aunt Pancake Waffle Buttermilk Serving Box', 'Chips Ahoy White Fudge Chunky Chocolate Chip Ounce', 'Excellence Touch of Sea Salt Dark Chocolate Ounce', 'Licorice Ounce', 'Bounty Select Size Paper Double Count', 'Diet Free Each', 'Excellence Intense Mint Dark Chocolate Ounce', 'Chun Noodle Non Ounce', 'Hot Chili', 'Thirst Ounce Pack of', 'Advanced Meal Replacement High Count', 'Organic Fresh Catch Fish Oil Omega Orange Count', 'Ensure Advanced Nutrition Shake with of high quality Meal Replacement Count', 'Refill Wet Lightly Scented', 'Life', 'Chocolate Ounce', 'Sleek and Shine Intensely Smooth Leave In Fluid Ounce', 'Old El Dinner Soft Box', 'Lay Baked Mix Green Variety Count', 'Scotch Heavy Duty Scrub', 'Formula Stone and Steel Spray', 'Double Full Size Chocolate Sandwich Count Individual Snack', 'Slow Kettle Style Crab Corn Tub', 'Care Everyday Facial Cube per Cube', 'Quaker Breakfast Oatmeal Chocolate Per Box', 'of Fluoride Free and whitening', 'Green Giant Cream Style Sweet', 'Blues Chips with Sea', 'Sleek Shine Unmanageable', 'Classic Clean Battery Toothbrush', 'Old Mother Classic Crunchy Natural Dog Ounce Bag', 'gluten hexane NON free of and in free liquid coconut cooking rosemary May Vary', 'Liquid Hand Lavender and Fluid Ounce', 'Egg Flower Soup Ounce', 'Sensible Apple', 'Genuine Coated Pain Reliever with Lifesaving Count', 'Green Tea Natural', 'Log Cabin Sugar Ounce', 'Wasabi Pea Ounce', 'Ocean Spray Pact Cranberry Extract Blood', 'One Day Menopause Formula Count', 'HEALTH WARRIOR Protein Sampler count', 'Shortbread Assorted Ounce', 'Hearty Beef Ounce', 'VIVA Choose Sheet Paper White Regular Roll Cloth Like Strong Soft Paper for Ultimate Clean', 'Cinnamon Toast Crunch Breakfast', 'Delight Popcorn Variety Count', 'Animal Crackers Snack Ounce', 'Splash Tropical Bottle', 'Daily Body Lotion with Soothing Oat and Rich to Nourish Dry Fragrance', 'Miracle Noodle Gluten Free Rice May Vary Ounce Pack of', 'KIND Peanut Butter Dark Gluten Low Count', 'Barilla Ounce', 'Sun Maid Golden', 'Pond Face Dry', 'White Corn Tortilla Ounce', 'REESE Peanut Butter Chocolate Ounce Bulk Candy', 'Extra Clean Full Head Soft Count', 'Original Non Project', 'All Day Vitamin Electrolyte Mixed Box of May Vary', 'Count', 'Premium Roast CUP Count', 'Sumatra Antioxidant Flavored Water Fluid Ounce count', 'Dove Men Care Deodorant Extra', 'Old El Bold Stand Stuff Ounce', 'Chicken Noodle Can', 'Dixie Ultra Paper Count', 'The Good Bean Mesquite Gluten and Nut Ounce', 'Jack Links Jerky Flame Grilled Pork Ounce', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Cocktail Lightly Ounce Canister', 'Downy Ultra Free Gentle Liquid Fabric Conditioner Fabric Softener May Vary', 'Glass Plus Glass Surface Glass Cleaner', 'Relief Pain Relief Ounce', 'Emerald Deluxe Mixed Ounce Bag', 'Betty Crocker Baking Gluten Free Brownie Box', 'Snack Pack Chocolate and Vanilla Pudding Family Count', 'Extra Soft Toilet Double Extra Soft Bath Sewer Septic Ply Bath Tissue', 'Tot Bottle Brush with Nipple Cleaner and Green', 'Flavored Salted Ounce Canister', 'Nature Valley Almond Count', 'Harvest Organic Hemp Hearts Raw Shelled Hemp with of Protein per Serving', 'Nature Valley Sweet and Salty', 'Honey Stinger Organic Honey from Sports Ounce', 'Zero Calorie Electrolyte Enhanced Sports Mixed Pack', 'The Peanut Shop of Hot Chile Pepper Ounce', 'Soft Batch Chocolate Tray', 'Ready To Eat Ounce', 'Lay Flavor Mix Purple Variety Count', 'Deluxe Whole Ounce Canister', 'San Bay Count Single Serve Compatible with cup', 'Feria Hair Natural Black May Vary', 'Red Velvet Sandwich Ounce', 'Count Pain Reliever Fever Reducer Coated Temporary Pain Relief', 'Original Chips with Sea', 'Reach Dental Oral Cinnamon', 'Pop Breakfast Toaster Flavored Variety Frosted Brown Sugar Frosted Count', 'Chunky Spicy Chicken Can', 'Chocolate Sandwich Ounce', 'Spice Whole Black', 'Original Chips with Sea', 'Betty Crocker Super Moist Cake Mix Devil Food Box', 'Ocean Spray Cranberry', 'Nutrition', 'Breakfast Blend Ground Ounce', 'Sides Side', 'Style Garlic Pepper With Red Bell Black Pepper No', 'Flavored Antioxidant Fluid Ounce count', 'King Flour Premium Whole Wheat Pound', 'Zero Alcohol Less Intense Alcohol Free Oral Care Formula for Bad Cool Mint', 'Rich and Hearty Chicken and', 'Old Snack Ounce', 'Diet Coke Soda Soft Pack', 'Caramel', 'Sport High Performance Deodorant Sport Triumph Clear Ounce Pack of may vary', 'Horizon Organic Super Squeeze Orange Count', 'Brand Happy Belly Roast Organic Medium Dark Whole ounce', 'Loa Dry', 'Method Kitchen Gel Hand Ounce', 'Hazelnut Ounce Jar', 'Continuous Color Lipstick Vintage Wine may vary', 'KIND Healthy Healthy Fruit and Gluten Ounce Bag', 'Betty Crocker Brownie Mix Fudge Family Size Box', 'Dole Mandarin Whole in Light Ounce All Natural Mandarin', 'Soap Oxygen Ounce', 'Go Creamy Red Pepper Ounce Pack of', 'Dove go fresh Body Wash Cucumber and Green', 'Everyday Hand Count', 'Baby Fresh Flip Top', 'Town House', 'Icy Hot Extra Strength Count', 'Band Aid Brand Sterile Gauze Non Adhesive Individually in', 'Skittles Original ounce bag', 'Mixed Berry Breakfast Count Ounce', 'Earth Best Organic Toddler Count', 'of Breakfast Tea for Count', 'Defense Assorted Citrus Vitamin Bag of', 'Dang Coconut Gluten Caramel Sea Count', 'Wholesome Organic Pancake Ounce', 'Condensed Count', 'Traditional Medium Roast Ground Canister', 'Gluten Free Blueberry Count', 'New York Eye Studio Master Precise Liquid Fluid Ounce', 'Double Chocolate Brownie', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Quaker Old', 'Milk Count', 'Gourmet Mocha Ounce', 'Tea Tea Unsweetened Pure Green', 'Sweet Leaf Certified Organic Iced Mint and Honey Green Tea ounce plastic Pack of', 'Assorted', 'Excellence Cocoa Dark', 'Volume Tube Very Black For All Eye Colors Skin may vary', 'Variety Pack Fun Size Baked Ounce Bag Count Box', 'Sambal Chili Ounce', 'Wrap Heavy Duty Aluminum Foil Square Foot Roll', 'AXE Body Wash for', 'KIND Healthy Caramel Count', 'Honey Maid Honey Graham Crackers Fresh Ounce', 'Tide Original Scent HE Turbo Clean Liquid Laundry May Vary', 'Lay Potato Cheesy Garlic Ounce', 'Holiday Milk Ounce', 'Ray Dish Super Premium Dog Beef Brown Rice Recipe with Real Fruit You Can', 'Bob Red Mill Super Fine Almond Ounce', 'Finish Advanced Automatic Dishwasher Deep Cleaning Lemon Fresh', 'Arm Hammer Clean In wash Freshness Ounce', 'Bear Naked Triple Berry Ounce', 'Pace Chunky Jar', 'Crest Pro Health Protection Refreshing Clean Mint', 'Nutrition', 'Nature Valley Sweet and Salty', 'Shake Bake Oven Fry Seasoned Coating Extra Crispy Ounce', 'Pepperidge Double Dark Bag', 'Don Hazelnut Flavored Ounce Can', 'Coca Cola Soda Soft Pack', 'Dove Purely Beauty Shea Butter Bar', 'Cinnamon Toast Crunch Breakfast', 'Storage Count', 'No Calorie Count', 'Total Effects in Anti Aging', 'Pedicure Stone File', None, 'Frosted Breakfast Family Ounce Box', 'Organic Chicken Ounce', 'Barilla Ounce', 'Milder Soy Ounce', 'Original Crackers Family Ounce', 'Breakfast Frosted Low Excellent Source of Box', 'Salted Caramel Ounce', 'Pure Ounce', 'Diamond of Shelled', 'Slow Pot Roast Seasoning', 'Method Dish Soap Lemon Ounce', 'Town House', 'Finish All in Dishwasher Detergent May Vary', 'Sweeper Dry Sweeping Pad Surface for Floor Lavender Vanilla Count May Vary', 'Mixed Ounce Canister', 'zero electrolyte enhanced water ai blueberry pomegranate Pack', 'Cheesy Bowls with Meat', 'Old El Stand Count', 'Breakfast Frosted Low Excellent Source of Family Box', 'Beef Carton', 'Cheese Fix Flavored Snack Ounce', 'Ensure Original Nutrition Shake with of Meal Replacement Milk Count', 'Perfect Point PLUS Grey may vary', 'Quaker Real Oatmeal Apple Instant Oatmeal Breakfast Cup', 'Farm Organic Cinnamon Raisin', 'Coffee mate Hazelnut Liquid Coffee Fluid Ounce', 'Quaker Instant Date Breakfast', 'Glad Press Seal Food Plastic Wrap Square Foot Roll', 'Pepperidge Made with Organic Bag', 'Air Wick Stick Air Lavender', 'Air Fabric Refresher Air Spring Renewal Air Fluid Ounce', 'Farm Cereal Organic Chocolate Ounce', 'Rain Count May Vary', 'Antiseptic Mouthwash with Germ Killing Oral Care Formula to Fight Bad Plaque and', 'Gluten Free Peanut Butter Chocolate Count', 'Cinnamon Toast Crunch Breakfast', 'Gluten Free Snack Cherry Apple Pie and Cashew', 'Betty Crocker Whipped Gluten Free Whipped Canister', 'Immaculate Baking Brownie Organic Fudge Brownie Scratch Ounce', 'Celestial Herbal True Count', 'Size Chocolate Candy Ounce Bag', 'Glad Extra Strong Lawn and Leaf Drawstring Trash Gallon Count May Vary', 'Quaker Real Oatmeal Blueberry Instant Oatmeal Breakfast Cup', 'Country White Bread', 'Crunchy Cheese Flavored Party Size Ounce', 'Honey Stinger Organic Honey from Sports Ounce', 'Just Just Large Ounce May Vary', 'Glad Press Seal Food Plastic Wrap Square Foot Roll', 'Slow Kettle Style Baked Potato with Bacon Tub', 'Nature Made Vitamin', 'Finish All in Dishwasher Detergent May Vary', 'Hazelnut Ounce Jar', 'Milky Way Fun Size Chocolate Ounce Bag', 'Chun Noodle', 'Wrap Heavy Duty Aluminum Foil Square Foot Roll', 'Original Crackers Family Ounce', 'Advanced Nutrition Calorie Baked Sour Cream Count', 'Unscented Count', 'Thirst Berry All Ounce Pack of', 'Rice Ounce', 'Cracker Barrel Macaroni and Sharp Ounce', 'Quaker Lower Sugar Instant Maple and Brown Ounce', 'Tide Plus HE Turbo Liquid Laundry', 'Omega Nutrition Certified Organic Apple Cider', 'pack of', 'Coke Zero Sugar Diet Soda Soft Pack', 'Of Ready to Eat Vegetable', 'Finish All in Dishwasher Detergent', 'Condensed Chicken Noodle Pack of', 'Blood Orange Sparkling Fruit Count', 'Ray Soup Dog Real Chicken', 'CAT Indoor Adult Chicken Flavor Dry Cat Food', 'Quaker Mores each', 'Thirst Berry All Ounce Pack of', 'Sodium Free ounce', 'Skippy Creamy Peanut Ounce', 'Mad Monkey Coffee Count', 'Cheesy Ounce', 'Blood Orange Sparkling Fruit Count', 'Arm Hammer Laundry Detergent Plus Clean', 'Frontier Basil Ounce', 'New York Style Bagel Ounce', 'Peanut Butter Cracker Count Individual Snack', 'ICE Sugar Free Ounce', 'Ensure Original Nutrition Shake with of Meal Replacement Count', 'Kitchen Ounce', 'Slow Cooker Regular Count', 'Coffee for and Beach Pod Dark Ounce', 'Ray Soup Dog Real Chicken', 'Mixed Ounce Canister', 'SLEEP CALM Menopause Relief Dietary Supplement Estrogen Free Reduce Hot Night', 'non Premium Black Chia ounce', 'Oral Pro Health All In One Toothbrush for Hard to Reach Pack of', 'Alba Very Lavender Bath Shower Ounce', 'One Day Count', 'Chips Ahoy Chewy Reese Peanut Butter Cup Chocolate Ounce', 'Freezer Count', 'Perfect Blend Chicken Rub And', 'Archway Soft Dutch Ounce', 'Arm Hammer Laundry Clean', 'Band Aid Brand with Antibiotic Extra', None, 'Water Kiwi Strawberry Flavored Water With and No Sugar Pack of', 'Shortbread Orange Ounce', 'Quench Soothing Orchid Black Currant Body May Vary', 'Aid Drink Sugar Ounce', 'Lucky Gluten Free Breakfast', 'Dawn Ultra Dishwashing Liquid Dish Soap Original two', 'Peanut Butter Cracker Count Individual Snack', 'Pure', 'Purify and Replenish Deep', 'Nutrition', 'Mint Chocolate Sandwich Ounce', 'Cleansing Count', 'Chocolate Sandwich Family Pack of', 'Clean Magic Eraser Extra Cleaning with Count May Vary', 'Orbit Peppermint Pack', 'Flavored Costa Antioxidant Fluid Ounce count', 'Organic Ketchup Inverted', 'Side', 'Chips Ahoy Original Chocolate Chip Ounce may vary', 'Active Extra Cushion Ideal For Exposure to Assorted Count', 'Chicken of the Sea White Albacore Tuna in Ounce Pack of', 'Organic Plant Based Protein Vanilla Non Gluten May Vary', 'Garlic', 'Acne Prone Skin Fluid Ounce Pack May Vary', 'Betty Crocker Rich Creamy Gluten Free Coconut Canister', 'Carr Table Water', 'Care Everyday Facial Cube per Cube', 'Sour Patch Candy Ounce Individually Wrapped', 'Pop Breakfast Toaster Frosted mores Value Count', 'Baby Powder with Naturally Derived Cornstarch Aloe Vitamin', 'Style with Soup Oriental Ounce', 'Strawberry Count Pack of', 'Hazelnut Jar', 'Clean Day Dish', 'Soft Baked Breakfast Apple Made with Whole Value Count', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Bounty Paper Regular Count', 'Chocolate Ounce', 'Vegetable Tomato Ounce', 'Big Roll Toilet Paper Pack of Bath Ultra Soft Toilet Paper with Clean Ripple Sewer and Septic Safe', 'Extra Soft Toilet Double Extra Soft Bath Sewer Septic Ply Bath Tissue', 'Recipe Soup and Dip Onion Count', 'Ready To Eat Black Bean Dip and Plantain Chips Ounce', 'Blueberry Breakfast Count Ounce', 'Corn Gluten Free', 'Dial Liquid Hand Pink Salt and Water Ounce', 'Method All Purpose Ounce', 'Tide to go Instant Stain Remover', 'Right Noodle Lower Ounce Pack of', 'Chocolate Ounce', 'Dixie To Go Paper Disposable Insulated and May Vary Count', 'Breakfast Organic Sweet Potato Non Project', 'Gluten Free Cherry Count', 'Menstrual Period Relief Premenstrual and Count', 'Line Pocket Expanding Letter Plaid Design', 'Secret and Deodorant for Balanced Invisible Shower Fresh Twin Pack', 'Total Effects Age Wet Cleansing Count', 'Wrap Non Stick Holiday Aluminum Foil Square Foot Roll', 'Barilla Pronto Ounce', 'Quaker Chewy Soft Baked Cereal Banana Nut Ounce', 'Whole Shampoo with Coconut Water Vanilla Milk', 'Sleek Shine Unmanageable', 'Band Aid Brand Flexible Fabric Adhesive for Wound Care and First Assorted', 'Bounty Select Size Paper Double Count', 'Or al True Match Super Tender', 'Rice Chicken and Ounce', 'Versatile Stain', 'Nature Valley Sweet and Salty Dark Chocolate Peanut', 'Ocean Spray Cran Raspberry', 'No Calorie Granulated Ounce Bag', 'Squeeze Grape', 'Hazelnut and Ounce', 'Lay Flavor Mix Purple Variety Count', 'Dental Dog Original Flavor Dog Dental For Clean Teeth and Healthy', 'Cat Chow', 'King Flour Blueberry Scone Ounce', 'Quaker Instant Grits Real Ounce', 'Quaker Instant Oatmeal Express Less Cinnamon Ounce', 'Tide Plus Bleach Alternative Original Scent High Efficiency Liquid Laundry Pack of May Vary', 'Quaker Breakfast Oatmeal Chocolate Per Box', 'Mix Muddy Ounce', 'Premium Soup and Oyster Ounce', 'Spray Wash Treat Laundry Stain', 'Peach Soda Sparkling Flavored Soft Drink Zero Calorie and Sugar Pack', 'Kettle Brand Potato Sea Salt Ounce Bag', 'Original Chips with Sea', 'Excellence Cocoa Dark', 'Ocean Spray', 'Mott Unsweetened Ounce Count', 'Quaker Instant Strawberry Breakfast', 'Clover', 'All Bran', 'Koala Crisp', 'Kraft and Ounce', 'Sparkling Natural Mineral Count', 'Chewy Candy Ounce', 'Two Pocket Assorted Box of', 'Back to Nature Classic Organic Ounce', 'Ginger Ale Soda Soft Pack Pack', 'Kettle Brand Potato Honey Ounce Count', 'Total Care Alcohol Free Benefit Fluoride Mouthwash for Bad Breath and Enamel Fresh Mint', 'Or al Voluminous Original Black', 'Workout Supplement with Beta and Flavor Blue', 'Balsamic Glazed Gluten Free', 'Hazelnut Ounce Jar', 'Crystal Light On The Go Drink Natural Count', 'Nighttime Sleep Warming Berry Liquid', 'Double Coffee Drink Pack of', 'Almond Poppy Seed Supreme Muffin', 'Blue Diamond Nut Cracker Hint of Sea Ounce', 'Amy Light in Sodium Organic Lentil Ounce', 'Trail Chocolate Ounce Bag', 'Fiber One Protein Coconut Almond Chewy count', 'Cleansing Count', 'New Style Creole', 'Garlic and Olive Oil Vermicelli Ounce', 'Bull Eye Original Barbecue Ounce Bottle', 'Sun Maid', 'Lay Party Mix Variety Count', 'La Sparkling ounce Can Pack of', 'ARM HAMMER Clean Burst Liquid Laundry', 'Sparkling Natural Mineral', 'Sinus Strength Night Time Cough Congestion Relief', 'Back to Nature Dinner Macaroni and Ounce', 'Lay Sour Cream Flavored Potato Ounce', 'Glad Tall Flap Tie Kitchen Trash Gallon Count', 'Bathroom Bleach Free Ounce Spray Bottle', 'Premium White Chunk Chicken Can', 'Amazing Grass Green Ounce', 'Dip Cheesy Spinach Artichoke Ounce', 'with Pain Reliever Fever Count', 'Lime Fluid Ounce Bottle', 'Pop Breakfast Toaster Frosted mores Value Count', 'Hour Nasal Spray Ultra Fine Mist', 'Betty Crocker Fruit Variety Snack Each', 'Zero Calorie Electrolyte Enhanced Sports Fruit Pack', 'Tang Powdered Drink Orange Ounce', 'Shout Color Catcher count', 'Arm Hammer Cat Litter', 'Always Size Extra Heavy Overnight With Count', 'Brookside Dark Chocolate and Raspberry Ounce', 'Betty Crocker Baking Peanut Butter Pouch', 'Everyday Hand Count', 'Little Disposable Count', 'Emerald Ounce Bag', 'Contact Lens Solution for Soft Contact Ounce Bottle Free Contact Case', 'Wrap Heavy Duty Aluminum Foil Square Foot Roll', 'Apple Eve Juice Variety', 'of Pure Peppermint Herbal Tea for Count', 'Bacon Microwave Pork Hot Ounce Pack of', 'Slim Snack Sized Smoked Meat Original Count', 'Gourmet Baking Ounce', 'Koala Crisp', 'Hour Allergy Relief Antihistamine Allergy', 'Plus Severe Mucus and Congestion Liquid Count', 'Assorted Coffee Variety Pack Single Cup coffee for Cup Count', 'Acne Prone Skin Fluid Ounce Pack May Vary', 'Delight Popcorn Variety Count', 'Blood Orange Sparkling Fruit Count', 'Quaker Steel Cut Quick To Breakfast Canister', 'Old Mother Classic Crunchy Natural Dog Ounce Bag', 'Cheese White The High Gluten and Low Tortilla Chip Ounce Lean Bean Protein Machine for At Its Best', 'Downy In Wash Fresh', 'Total Whitening Paste ounce Twin Pack', 'Arm Hammer Cat Litter', 'All Natural Whey Protein Cocoa Ounce', 'Chocolate Sandwich Family Pack of', 'Green Tea Natural', 'Town Snack Light and Box', 'Rice Gluten Free', 'Tomato No Sugar Ounce', 'Kraft Macaroni Cheese Dinner Star', 'Black Silk Ground Ounce', 'Mott Unsweetened Ounce Count', 'Juice Drink with Green Peach Can of Total of', 'Moisture', 'Quench Soothing Orchid Black Currant Body May Vary', 'Bob Red Mill Raw Pumpkin Ounce', 'Nature Valley Honey Oat Ounce', 'Sumatra Antioxidant Flavored Water Fluid Ounce count', 'Rain Count May Vary', 'Senior Dog Purple', 'KIND Dark Chocolate Almond Gluten Low Count', 'Baked Crunch Mac The High Gluten and Low Tortilla Chip Ounce Lean Bean Protein Machine for At Its Best', 'Cool Mint Antiseptic Mouthwash for Bad Plaque and', 'Shelled Hempseed from non ounce', 'Brisk Iced Lemon Each', 'Soap Fragrance Free Laundry Liquid One load Total', 'Seventh Generation Bathroom Tissue Ply', 'Secret and Deodorant for Balanced Invisible Shower Fresh Twin Pack', 'all Mighty Laundry Free Clear for Sensitive Count', 'Popcorn Yellow Variety Count', 'Sun Flavored Water', 'Organic Classic Macaroni and Ounce', 'by Security Long Count', 'Balsamic Vinegar Inverted', 'Complete Clean Floss Count', 'Freezer Count', 'Organic Berry Harvest Premium', 'Lucky Gluten Free Breakfast', 'Coca Cola Soda Soft Pack', 'Jack Link Original Turkey Jerky Snack Ounce May Vary', 'Gluten Free Vanilla Decadent Ounce', 'Formula Surface Spray', 'BERGER Baking Chocolate Ounce']\n"]}]},{"cell_type":"code","source":["df = pd.DataFrame(test_data_y, columns=[\"Strings\"])\n","\n","# Export the DataFrame to an Excel file\n","df.to_excel(\"ground_truth.xlsx\", index=False)"],"metadata":{"id":"gsZEnlZvVw5z","executionInfo":{"status":"ok","timestamp":1715996147645,"user_tz":240,"elapsed":684,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}}},"execution_count":23,"outputs":[]},{"cell_type":"code","source":["from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n","\n","def evaluate_predictions(ground_truth, test_output):\n","\n","    ground_truth = [\"\" if item is None else item for item in ground_truth]\n","    test_output = [\"\" if item is None else item for item in test_output]\n","\n","    # Accuracy\n","    accuracy = accuracy_score(ground_truth, test_output)\n","\n","    # Precision\n","    precision = precision_score(ground_truth, test_output, average='weighted')\n","\n","    # Recall\n","    recall = recall_score(ground_truth, test_output, average='weighted')\n","\n","    # F1 Score\n","    f1 = f1_score(ground_truth, test_output, average='weighted')\n","\n","    # Exact Match\n","    exact_match = sum(1 for x, y in zip(ground_truth, test_output) if x == y) / len(ground_truth)\n","\n","    # Confusion Matrix\n","    confusion_mat = confusion_matrix(ground_truth, test_output)\n","\n","    return accuracy, precision, recall, f1, exact_match, confusion_mat\n","\n","accuracy, precision, recall, f1, exact_match, confusion_mat = evaluate_predictions(test_data_y, test_output)\n","\n","print(\"Accuracy:\", accuracy)\n","print(\"Precision:\", precision)\n","print(\"Recall:\", recall)\n","print(\"F1 Score:\", f1)\n","print(\"Exact Match:\", exact_match)\n","print(\"Confusion Matrix:\")\n","print(confusion_mat)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nGUb96h4VL30","executionInfo":{"status":"ok","timestamp":1715995986500,"user_tz":240,"elapsed":291,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"e3c6aa5a-ca50-44e5-c912-9910ce5489d5"},"execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 0.9850746268656716\n","Precision: 0.9856797095603066\n","Recall: 0.9850746268656716\n","F1 Score: 0.9852897673793196\n","Exact Match: 0.9850746268656716\n","Confusion Matrix:\n","[[0 0 0 ... 0 0 0]\n"," [0 1 0 ... 0 0 0]\n"," [0 0 0 ... 0 0 0]\n"," ...\n"," [0 0 0 ... 2 0 0]\n"," [0 0 0 ... 0 2 0]\n"," [0 0 0 ... 0 0 1]]\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, msg_start, len(result))\n"]}]},{"cell_type":"code","execution_count":18,"metadata":{"id":"upcOlWe7A1vc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1715995810797,"user_tz":240,"elapsed":1064,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"abde748e-0072-493c-b613-bd36c3bb7c5e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["('/content/drive/Shareddrives/CS_685_Project/final_model/tokenizer_config.json',\n"," '/content/drive/Shareddrives/CS_685_Project/final_model/special_tokens_map.json',\n"," '/content/drive/Shareddrives/CS_685_Project/final_model/tokenizer.model',\n"," '/content/drive/Shareddrives/CS_685_Project/final_model/added_tokens.json',\n"," '/content/drive/Shareddrives/CS_685_Project/final_model/tokenizer.json')"]},"metadata":{},"execution_count":18}],"source":["model.save_pretrained(\"/content/drive/Shareddrives/CS_685_Project/final_model\") # Local saving\n","tokenizer.save_pretrained(\"/content/drive/Shareddrives/CS_685_Project/final_model\")"]},{"cell_type":"code","source":["df_loss = pd.read_excel(\"loss.xlsx\")\n","\n","steps = df_loss['Step']\n","training_loss = df_loss['Training Loss']\n","\n","# Plot the loss graph\n","plt.figure(figsize=(10, 6))\n","plt.plot(steps, training_loss, marker='o', linestyle='-')\n","plt.title('Training Loss Over Steps')\n","plt.xlabel('Steps')\n","plt.ylabel('Training Loss')\n","plt.grid(True)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"id":"9nZ8DyZExHop","executionInfo":{"status":"ok","timestamp":1715837599697,"user_tz":240,"elapsed":822,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"3cad1804-ec26-4aab-8a30-72d1682ae583"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Validation loss values generated from another code file when the evaluation parameter was set to true while training\n","validation_loss = [0.691961, 0.525095, 0.423947, 0.372932, 0.355217]\n","\n","# Number of epochs\n","epochs = list(range(1, len(validation_loss) + 1))\n","\n","# Plotting the validation loss\n","plt.figure(figsize=(10, 6))\n","plt.plot(epochs, validation_loss, marker='o', linestyle='-', color='b', label='Validation Loss')\n","\n","# Adding title and labels\n","plt.title('Validation Loss Over Epochs')\n","plt.xlabel('Epoch')\n","plt.ylabel('Validation Loss')\n","plt.xticks(epochs)  # Ensures each epoch is represented on the x-axis\n","plt.grid(True)\n","plt.legend()\n","\n","# Show the plot\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":564},"id":"pwBfcIiZQnQU","executionInfo":{"status":"ok","timestamp":1715996005001,"user_tz":240,"elapsed":1371,"user":{"displayName":"Hemangani N","userId":"06306018256208741691"}},"outputId":"44f5031e-fafe-41a0-e29a-64469059f0c8"},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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