{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Official-Dunnhumby-Journey-Cleora", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "cells": [ { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FYEt4fTg0Kt8", "outputId": "e4a7b2a0-5215-4514-bdcc-349c44a35f09" }, "source": [ "from tensorflow.python.client import device_lib\n", "device_lib.list_local_devices()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[name: \"/device:CPU:0\"\n", " device_type: \"CPU\"\n", " memory_limit: 268435456\n", " locality {\n", " }\n", " incarnation: 11186713555381752508]" ] }, "metadata": { "tags": [] }, "execution_count": 1 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "W89oCgNd0Kt-", "outputId": "95ead256-fa9c-407e-e78b-bcfa753fdd88" }, "source": [ "!cat /proc/meminfo" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "MemTotal: 13302928 kB\n", "MemFree: 10445988 kB\n", "MemAvailable: 12396088 kB\n", "Buffers: 125744 kB\n", "Cached: 1951416 kB\n", "SwapCached: 0 kB\n", "Active: 1102596 kB\n", "Inactive: 1504304 kB\n", "Active(anon): 487052 kB\n", "Inactive(anon): 424 kB\n", "Active(file): 615544 kB\n", "Inactive(file): 1503880 kB\n", "Unevictable: 0 kB\n", "Mlocked: 0 kB\n", "SwapTotal: 0 kB\n", "SwapFree: 0 kB\n", "Dirty: 16096 kB\n", "Writeback: 0 kB\n", "AnonPages: 529792 kB\n", "Mapped: 376976 kB\n", "Shmem: 1136 kB\n", "KReclaimable: 144304 kB\n", "Slab: 189052 kB\n", "SReclaimable: 144304 kB\n", "SUnreclaim: 44748 kB\n", "KernelStack: 4800 kB\n", "PageTables: 6728 kB\n", "NFS_Unstable: 0 kB\n", "Bounce: 0 kB\n", "WritebackTmp: 0 kB\n", "CommitLimit: 6651464 kB\n", "Committed_AS: 3166456 kB\n", "VmallocTotal: 34359738367 kB\n", "VmallocUsed: 7172 kB\n", "VmallocChunk: 0 kB\n", "Percpu: 1400 kB\n", "AnonHugePages: 0 kB\n", "ShmemHugePages: 0 kB\n", "ShmemPmdMapped: 0 kB\n", "FileHugePages: 0 kB\n", "FilePmdMapped: 0 kB\n", "CmaTotal: 0 kB\n", "CmaFree: 0 kB\n", "HugePages_Total: 0\n", "HugePages_Free: 0\n", "HugePages_Rsvd: 0\n", "HugePages_Surp: 0\n", "Hugepagesize: 2048 kB\n", "Hugetlb: 0 kB\n", "DirectMap4k: 95040 kB\n", "DirectMap2M: 5144576 kB\n", "DirectMap1G: 10485760 kB\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "KSo3bu4V0Kt-" }, "source": [ "import pandas as pd\n", "import sklearn.metrics\n", "import numpy as np\n", "import random" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Q6U9J8Y10Kt_" }, "source": [ "from pathlib import Path\n", "\n", "# set path in which you store data to embeddings during Cleora training\n", "PATH = str(Path.home())\n", "\n", "# set PATH for Dunnhumby Journey dataset\n", "DUNNHUMBY_JOURNEY_PATH = PATH + \"dunnhumby_The-Complete-Journey/\"\n", "\n", "# set PATH for output files \n", "OUTPUT_PATH = PATH +'output/'" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "3dPnOJiK0Kt_" }, "source": [ "random.seed(0)\n", "np.random.seed(0)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "AolGBfuxg2Yg" }, "source": [ "**Dataset preparation**\n", "\n", "1. Download the Dunnhumby The Complete Journey from official repository\n", "2. Unpack the .zip file to the previously defined location\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rOCfdXCs0KuA", "outputId": "55eb9d54-e588-4c8b-a8f2-2774b2f3d039" }, "source": [ "!wget https://www.dunnhumby.com/wp-content/uploads/sourcefiles/dunnhumby_The-Complete-Journey.zip -P $PATH" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "--2021-08-04 17:23:06-- https://www.dunnhumby.com/wp-content/uploads/sourcefiles/dunnhumby_The-Complete-Journey.zip\n", "Resolving www.dunnhumby.com (www.dunnhumby.com)... 13.107.246.67, 13.107.213.67, 2620:1ec:bdf::67, ...\n", "Connecting to www.dunnhumby.com (www.dunnhumby.com)|13.107.246.67|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 307038175 (293M) [application/zip]\n", "Saving to: ‘/content/drive/MyDrive/cleora_training/dunnhumby/dunnhumby_The-Complete-Journey.zip’\n", "\n", "dunnhumby_The-Compl 100%[===================>] 292.81M 23.9MB/s in 15s \n", "\n", "2021-08-04 17:23:22 (19.7 MB/s) - ‘/content/drive/MyDrive/cleora_training/dunnhumby/dunnhumby_The-Complete-Journey.zip’ saved [307038175/307038175]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "l3W0giY70KuA" }, "source": [ "!unzip -d $PATH -o -q $PATH/dunnhumby_The-Complete-Journey.zip" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "GBwsIskChZpR" }, "source": [ "**Installation of the Synerise Cleora platform**\n", "\n", "1. Download the binary file of the latest released version of Cleory from the official Synerise repository. We are using version 1.1.1 in this notebook. You can find earlier and newer versions [here](https://github.com/Synerise/cleora/releases/).\n", "2. Set the execute permissions of the previously downloaded Cleora binary file.\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Wf_UxIUy0KuC", "outputId": "fb142d95-60a5-43ce-dde1-f6a5dc2c49ac" }, "source": [ "!wget https://github.com/Synerise/cleora/releases/download/v1.1.1/cleora-v1.1.1-x86_64-unknown-linux-gnu -P $PATH " ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "--2021-08-04 17:23:53-- https://github.com/Synerise/cleora/releases/download/v1.1.1/cleora-v1.1.1-x86_64-unknown-linux-gnu\n", "Resolving github.com (github.com)... 140.82.121.3\n", "Connecting to github.com (github.com)|140.82.121.3|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://github-releases.githubusercontent.com/310368642/0a02ca00-b4b4-11eb-8258-5b862e921e51?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20210804%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20210804T172353Z&X-Amz-Expires=300&X-Amz-Signature=5db708262725b021625bce84adcd37a7b0cdcca249bcc15a4c7b9442a40a2eb8&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=310368642&response-content-disposition=attachment%3B%20filename%3Dcleora-v1.1.1-x86_64-unknown-linux-gnu&response-content-type=application%2Foctet-stream [following]\n", "--2021-08-04 17:23:53-- https://github-releases.githubusercontent.com/310368642/0a02ca00-b4b4-11eb-8258-5b862e921e51?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20210804%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20210804T172353Z&X-Amz-Expires=300&X-Amz-Signature=5db708262725b021625bce84adcd37a7b0cdcca249bcc15a4c7b9442a40a2eb8&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=310368642&response-content-disposition=attachment%3B%20filename%3Dcleora-v1.1.1-x86_64-unknown-linux-gnu&response-content-type=application%2Foctet-stream\n", "Resolving github-releases.githubusercontent.com (github-releases.githubusercontent.com)... 185.199.108.154, 185.199.109.154, 185.199.110.154, ...\n", "Connecting to github-releases.githubusercontent.com (github-releases.githubusercontent.com)|185.199.108.154|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 1817728 (1.7M) [application/octet-stream]\n", "Saving to: ‘/content/drive/MyDrive/cleora_training/dunnhumby/cleora-v1.1.1-x86_64-unknown-linux-gnu’\n", "\n", "cleora-v1.1.1-x86_6 100%[===================>] 1.73M --.-KB/s in 0.09s \n", "\n", "2021-08-04 17:23:53 (19.2 MB/s) - ‘/content/drive/MyDrive/cleora_training/dunnhumby/cleora-v1.1.1-x86_64-unknown-linux-gnu’ saved [1817728/1817728]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "biRA8Wws0KuC" }, "source": [ "!chmod +x $PATH/cleora-v1.1.1-x86_64-unknown-linux-gnu" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "l7-5rtyI0KuC" }, "source": [ "df = pd.read_csv(DUNNHUMBY_JOURNEY_PATH+\"dunnhumby - The Complete Journey CSV/transaction_data.csv\", delimiter = \",\")\n", "products = pd.read_csv(DUNNHUMBY_JOURNEY_PATH+\"dunnhumby - The Complete Journey CSV/product.csv\", delimiter = \",\", index_col=0)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "23thsezd1IlC" }, "source": [ "df_grouped = df.groupby('BASKET_ID')" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "5gFGCt-cjGft" }, "source": [ "**Clique expansion**\n", "\n", "1. The **dunnhumby_cleora_input.txt** file has the structure of adjacency list. " ] }, { "cell_type": "code", "metadata": { "id": "IQGOhNgf0KuD" }, "source": [ "cleora_f_dict = open(PATH+'dunnhumby_cleora_input.txt', 'w') \n", "for name, group in df_grouped:\n", " product_ids = [str(p) for p in group['PRODUCT_ID'].tolist()]\n", " cleora_f_dict.write('{}\\n'.format(' '.join(product_ids)))\n", "cleora_f_dict.close() " ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "5b0DIF7hjrjm" }, "source": [ "**Setting configuration before Train Cleora.**\n", "\n", "1. cleora_n_iter \n", "2. cleora_dim\n", "3. columns\n", "\n", "and other if you want. More about configuration params you can find [here.](https://cleora.readthedocs.io/en/latest/running.html#run-options)\n" ] }, { "cell_type": "code", "metadata": { "id": "ATs49c1g1Pdn" }, "source": [ "config = {\n", " #embedding computation\n", " 'cleora_n_iter': 4,\n", " 'cleora_dim': 1024,\n", " 'columns' : 'complex::reflexive::CliqueNode'\n", "}" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "BZHqX5jpjoBL" }, "source": [ "The parameter -c \"**complex::reflexive::CliqueNode**\" means that edges will be created for all cominations of nodes from each line. \n", "This translates to clique expansion scheme.\n", "\n", "* You can read more about **Clique Node** and other expansion methods you can read [here.](https://cleora.readthedocs.io/en/latest/algorithms.html#clique-expansion)\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "0SB102AV1f1Z" }, "source": [ "import subprocess\n", "\n", "def train_cleora(dim, n_iter, columns, input_filename):\n", " command = [PATH+'cleora-v1.1.1-x86_64-unknown-linux-gnu',\n", " '--columns', columns,\n", " '--dimension', str(dim), \n", " '-n', str(n_iter), \n", " '--input', input_filename,\n", " '-o',OUTPUT_PATH,\n", " '-r', f'iterations_{n_iter}_'\n", " ]\n", " subprocess.run(command, check=True)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 69 }, "id": "CDhfMd1G1ul2", "outputId": "bdca0dc0-20a8-4826-a5a5-b72c4033b98d" }, "source": [ "%%time\n", "train_cleora(config['cleora_dim'], config['cleora_n_iter'], config['columns'], PATH+'dunnhumby_cleora_input.txt')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "CPU times: user 389 ms, sys: 52.7 ms, total: 442 ms\n", "Wall time: 1min 44s\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'/content/drive/MyDrive/cleora_training/dunnhumby/output/emb__CliqueNode__CliqueNode__iter_1.vec'" ] }, "metadata": { "tags": [] }, "execution_count": 17 } ] }, { "cell_type": "markdown", "metadata": { "id": "cNqkW2ZG48en" }, "source": [ "**Prediction**" ] }, { "cell_type": "code", "metadata": { "id": "4FSdFfE35HGs" }, "source": [ "prods_for_ar = []\n", "\n", "for name, group in df_grouped:\n", " product_ids = [str(p) for p in group['PRODUCT_ID'].tolist()]\n", " prods_for_ar.append(product_ids)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "nvpyC8lJ5Wnh" }, "source": [ "vects_iter = np.loadtxt(OUTPUT_PATH+\"__CliqueNode__CliqueNode.out\", delimiter = \" \", skiprows=1, usecols=[0]+list(range(2,1026)))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "fNkySiZW5ryg" }, "source": [ "ids_iter = vects_iter[:, 0]\n", "vects_iter = vects_iter[:, 1:]" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "anEsJls16veg" }, "source": [ "dist = sklearn.metrics.pairwise.cosine_similarity(vects_iter[0].reshape(1, -1), vects_iter, dense_output=True)\n", "ranking = (-dist).argsort()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "background_save": true, "base_uri": "https://localhost:8080/" }, "id": "zFKU_YdTRdhG", "outputId": "14999c52-2365-4bf7-cd71-2f8f366c9638" }, "source": [ "for idx, v in enumerate(vects_iter):\n", " print('-------------base product:')\n", " curr_prod_id = ids_iter[idx]\n", " print(curr_prod_id)\n", " curr_product = products.loc[curr_prod_id]\n", "\n", " print(curr_product['COMMODITY_DESC'], curr_product['SUB_COMMODITY_DESC'], curr_product['CURR_SIZE_OF_PRODUCT'])\n", " dist = sklearn.metrics.pairwise.cosine_similarity(v.reshape(1, -1), vects_iter, dense_output=True)\n", " ranking = (-dist).argsort()[0]\n", " for r in ranking[:10]:\n", " suggested_prod_id = int(ids_iter[r])\n", " suggested_prod = products.loc[suggested_prod_id]\n", " print('suggested: ', suggested_prod_id, suggested_prod['COMMODITY_DESC'], suggested_prod['SUB_COMMODITY_DESC'], suggested_prod['CURR_SIZE_OF_PRODUCT'])\n" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", "suggested: 16769752 PROCESSED DIPS 16 OZ\n", "suggested: 915257 BEEF LOIN - STK/CHP/SLC \n", "suggested: 863447 BEEF CHOICE BEEF \n", "suggested: 12263300 BLEACH ALL FABRIC DRY BLEACH 1.5 LB\n", "suggested: 955765 PROCESSED PROCESSED OTHER 4.5 OZ\n", "-------------base product:\n", "5564922.0\n", "CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 5564922 CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 832312 IN-STORE PHOTOFINISHING OVERNIGHT PROCESSING \n", "suggested: 10285167 AUDIO/VIDEO PRODUCTS DVD S \n", "suggested: 7167711 ICE CREAM/MILK/SHERBTS PREMIUM 1/2 GAL\n", "suggested: 1096449 LIQUOR LIQUEURS/SPECIALTIES (42 UNDER 750 ML\n", "suggested: 15778515 PET CARE SUPPLIES DOG & CAT CHEMICALS \n", "suggested: 9297058 NO COMMODITY DESCRIPTION NO SUBCOMMODITY DESCRIPTION \n", "suggested: 7168701 STATIONERY & SCHOOL SUPPLIES CHILDREN S ACTIVITY 6 CT\n", "suggested: 9445751 DIETARY AID PRODUCTS LIQUID NUTRITION FOR ADULTS 6PK/8OZ\n", "suggested: 5568152 INFANT FORMULA INFANT FORMULA MILK BASE 25.7 OZ\n", "-------------base product:\n", "5568287.0\n", "CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 5568287 CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 948368 CONDIMENTS/SAUCES CATSUP 28 OZ\n", "suggested: 913678 ANALGESICS ADULT ANALGESICS 250 COUNT\n", "suggested: 920274 HAIR CARE PRODUCTS PROFESSIONAL HAIR CARE 8.5 OZ\n", "suggested: 919133 FROZEN MEAT CORN DOGS 16 OZ\n", "suggested: 5581559 GREETING CARDS/WRAP/PARTY SPLY CARDS EVERYDAY \n", "suggested: 1130255 YOGURT YOGURT MULTI-PACKS 24 OZ\n", "suggested: 961589 GREETING CARDS/WRAP/PARTY SPLY CARDS SEASONAL \n", "suggested: 15716380 SPICES & EXTRACTS SPICES & SEASONINGS 2.5 OZ\n", "suggested: 975651 HISPANIC MEXICAN DINNERS AND FOODS 9.75 OZ\n", "-------------base product:\n", "5592993.0\n", "VEGETABLES - SHELF STABLE TOMATOES: STEWED/DICED/CRMD 14.5 OZ\n", "suggested: 5592993 VEGETABLES - SHELF STABLE TOMATOES: STEWED/DICED/CRMD 14.5 OZ\n", "suggested: 6632986 SALAD MIX COLESLAW 10 OZ\n", "suggested: 7409969 FRZN VEGETABLE/VEG DSH FRZN BAGGED VEGETABLES - PLAIN 32 OZ\n", "suggested: 1062731 CHEESES CHEESE:SPECIALTY PREPACK 6 OZ\n", "suggested: 930530 DELI MEATS MEAT: SAUS DRY BULK \n", "suggested: 9858866 NUTS ALMONDS SHELLED 6 OZ\n", "suggested: 1034243 OLIVES GREEN OLIVES 4.75 OZ\n", "suggested: 1137284 CITRUS ORANGES NAVELS ALL 8 LB\n", "suggested: 1037337 CHICKEN CHICKEN THIGHS \n", "suggested: 1046597 WATER NON-CARB WATER FLVR - DRNK/MNR 24 OZ\n", "-------------base product:\n", "7409574.0\n", "TEAS TEA BAGS HERBAL & FLAVORED 48 CT\n", "suggested: 7409574 TEAS TEA BAGS HERBAL & FLAVORED 48 CT\n", "suggested: 868548 YOGURT YOGURT MULTI-PACKS 18 OZ\n", "suggested: 16734597 GREETING CARDS/WRAP/PARTY SPLY CARDS SEASONAL \n", "suggested: 853095 VEGETABLES - SHELF STABLE BEANS GREEN: FS/WHL/CUT 14.5OZ\n", "suggested: 9296847 DRY BN/VEG/POTATO/RICE NOODLE SIDE DISH MIXES 4.4 OZ\n", "suggested: 17249068 DRY SAUCES/GRAVY COOKING BAGS WITH SPICES/SEASO 1.6 OZ\n", "suggested: 13039443 INFANT CARE PRODUCTS FEEDING ACCESSORIES BOTTLES 1 CT\n", "suggested: 9420355 PWDR/CRYSTL DRNK MX SOFT DRINK CANISTERS 1.35 OZ\n", "suggested: 12171407 FRZN BREAKFAST FOODS WAFFLES/PANCAKES/FRENCH TOAST 9.9 OZ\n", "suggested: 6554207 REFRIGERATED JUICE 15.2 OZ\n", "-------------base product:\n", "7410044.0\n", "CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 7410044 CRACKERS/MISC BKD FD CHEESE CRACKERS (CHEEZ-ITS/GOL 7.2 OZ\n", "suggested: 12457153 MAKEUP AND TREATMENT REVLON \n", "suggested: 14025651 CHEESE LOAF CHEESE 2 LB\n", "suggested: 1006414 SALD DRSNG/SNDWCH SPRD SANDWICH SAUCE HORSERADISH SA 9 OZ\n", "suggested: 13039741 GREETING CARDS/WRAP/PARTY SPLY CARDS EVERYDAY \n", "suggested: 986869 FRZN MEAT/MEAT DINNERS FRZN SS PREMIUM ENTREES/DNRS/T 12 OZ\n", "suggested: 1037050 ANALGESICS ADULT ANALGESICS \n", "suggested: 15564791 TOYS AND GAMES MALE ACTION \n", "suggested: 927260 OLIVES GREEN OLIVES 10 OZ\n", "suggested: 1044968 AUTOMOTIVE PRODUCTS ELECTRICAL ITEMS \n", "-------------base product:\n", "8090664.0\n", "SOFT DRINKS SOFT DRINKS 12/18&15PK CAN CAR 12 PK\n", "suggested: 8090664 SOFT DRINKS SOFT DRINKS 12/18&15PK CAN CAR 12 PK\n", "suggested: 1102861 CANDY - PACKAGED NOVELTY CANDY 7 CT\n", "suggested: 13095261 HAIR CARE PRODUCTS SHAMPOO 15 OZ\n", "suggested: 901169 PLASTIC HOUSEWARES SINK ACCESSORIES \n", "suggested: 10355599 CHIPS&SNACKS SPECIALTY CHIPS (SOY CRISPS/PI 3.5 OZ\n", "suggested: 1008803 BATTERIES BATTERIES \n", "suggested: 14050504 HAIR CARE PRODUCTS SHAMPOO 13 OZ\n", "suggested: 15596609 SEAFOOD - FROZEN SEAFOOD-FRZ-RW-ALL \n", "suggested: 9527167 MAKEUP AND TREATMENT COVERGIRL \n", "suggested: 13381632 EASTER EASTER FILL EGGS 12 COUNT\n", "-------------base product:\n", "9368501.0\n", "SOAP - LIQUID & BAR BAR SOAP \n", "suggested: 9368501 SOAP - LIQUID & BAR BAR SOAP \n", "suggested: 15629620 LIQUOR COCKTAIL MIXES-FLUID:ADD LIQ 20 OZ\n", "suggested: 13416809 REFRIGERATED EGGS 12 COUNT\n", "suggested: 12330222 CANDY - PACKAGED MISCELLANEOUS CANDY (INCLUDING 1.3OZ\n", "suggested: 12949911 MAGAZINE CROSSWORDS/PUZZLES-MAGAZINE \n", "suggested: 5564505 ORGANICS FRUIT & VEGETABLES ORGANIC APPLES \n", "suggested: 1096254 LAMB CHUCK/SHOULDER \n", "suggested: 9655106 GARDEN CENTER FLOWER SEEDS \n", "suggested: 831066 DOMESTIC WINE ULTRA PREMIUM WINES 750 ML\n", "suggested: 1091889 DOMESTIC WINE ULTRA PREMIUM WINES 750 ML\n", "-------------base product:\n", "917517.0\n", "CHEESE SHREDDED CHEESE 8 OZ\n", "suggested: 917517 CHEESE SHREDDED CHEESE 8 OZ\n", "suggested: 1120054 VEGETABLES - 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