{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e5fb7eea-a8ac-46c6-9e33-27a647b5f414",
   "metadata": {},
   "source": [
    "# Clustering Example\n",
    "\n",
    "This example assumes that the `compresso-pytorch` and `compresso-recsys` packages are installed:\n",
    "\n",
    "```bash\n",
    "pip install \"compresso-pytorch@git+https://github.com/zombak79/compresso.git\"\n",
    "pip install \"compresso-recsys@git+https://github.com/zombak79/compresso-recsys.git\"\n",
    "```\n",
    "\n",
    "This notebook demonstrates a basic clustering workflow. We first import Compresso and its recommender-system extension, then download Amazon metadata and build a checkpoint for the experiment.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6577858-9606-4507-9da4-0fe17410aa45",
   "metadata": {},
   "source": [
    "## Build checkpoint & encode item descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "169f0da5-1b87-4266-9302-65415fd9ea8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "24f594fa87f946a3b48813417c18c719",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Building checkpoint:   0%|          | 0/6 [00:00<?, ?step/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import compresso\n",
    "import compresso_recsys as cr\n",
    "import pandas as pd\n",
    "\n",
    "from compresso import clustering as cc\n",
    "from compresso import TopKSAETrainer, TopKSAEConfig, L1Normalize\n",
    "\n",
    "checkpoint_path = cr.build_recsys_checkpoint(\n",
    "    dataset=\"amazon2023\",\n",
    "    amazon_category=\"Office_Products\",\n",
    "    checkpoint_path=\"artifacts/amazon_office.zip\",\n",
    "    metadata_text_fields=[\"title\", \"features\", \"description\", \"categories\"],\n",
    "    split_mode=\"item_split\",\n",
    "    min_entity_text_words=20,\n",
    "    val_items=500,\n",
    "    test_items=1000,\n",
    "    min_user_support=10,\n",
    "    item_min_support=10,\n",
    "    min_value_to_keep=1.0,\n",
    "    set_all_values_to=1.0,\n",
    "    min_source_items=1,\n",
    "    min_target_items=1,\n",
    "    annotation_source=\"none\",\n",
    "    show_progress=True,\n",
    "    include_image_urls=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ddc00d2-7455-473f-81e3-9e03ff51d71f",
   "metadata": {},
   "source": [
    "Now let's load the item metadata from the checkpoint and inspect a sample of the data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f5476ab8-225f-43be-a5ee-c663a821b4dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_id</th>\n",
       "      <th>title</th>\n",
       "      <th>entity_text</th>\n",
       "      <th>image_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>B01BYKUI9C</td>\n",
       "      <td>HP 65 Black Ink Cartridge | Works with HP AMP ...</td>\n",
       "      <td>Title: HP 65 Black Ink Cartridge | Works with ...</td>\n",
       "      <td>https://m.media-amazon.com/images/I/61GAiSy74W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2115</th>\n",
       "      <td>B07F9SVWXW</td>\n",
       "      <td>Quartet Dry Erase Markers, Whiteboard Markers,...</td>\n",
       "      <td>Title: Quartet Dry Erase Markers, Whiteboard M...</td>\n",
       "      <td>https://m.media-amazon.com/images/I/61b1qTIOLB...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>B078Z65VQY</td>\n",
       "      <td>Canon PIXMA G4210 Wireless All-In-One Supertan...</td>\n",
       "      <td>Title: Canon PIXMA G4210 Wireless All-In-One S...</td>\n",
       "      <td>https://m.media-amazon.com/images/I/81sbe681tY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4175</th>\n",
       "      <td>B0BXR5F7LS</td>\n",
       "      <td>Westcott B-70 8ths Graph Beveled Ruler, 12 in</td>\n",
       "      <td>Title: Westcott B-70 8ths Graph Beveled Ruler,...</td>\n",
       "      <td>https://m.media-amazon.com/images/I/81e+DtAFL5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>B0003WN0DO</td>\n",
       "      <td>Sharpie Fine Electro Pop Marker, Fine Point, A...</td>\n",
       "      <td>Title: Sharpie Fine Electro Pop Marker, Fine P...</td>\n",
       "      <td>https://m.media-amazon.com/images/I/81W3-nzwxi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         item_id                                              title  \\\n",
       "1448  B01BYKUI9C  HP 65 Black Ink Cartridge | Works with HP AMP ...   \n",
       "2115  B07F9SVWXW  Quartet Dry Erase Markers, Whiteboard Markers,...   \n",
       "1921  B078Z65VQY  Canon PIXMA G4210 Wireless All-In-One Supertan...   \n",
       "4175  B0BXR5F7LS      Westcott B-70 8ths Graph Beveled Ruler, 12 in   \n",
       "134   B0003WN0DO  Sharpie Fine Electro Pop Marker, Fine Point, A...   \n",
       "\n",
       "                                            entity_text  \\\n",
       "1448  Title: HP 65 Black Ink Cartridge | Works with ...   \n",
       "2115  Title: Quartet Dry Erase Markers, Whiteboard M...   \n",
       "1921  Title: Canon PIXMA G4210 Wireless All-In-One S...   \n",
       "4175  Title: Westcott B-70 8ths Graph Beveled Ruler,...   \n",
       "134   Title: Sharpie Fine Electro Pop Marker, Fine P...   \n",
       "\n",
       "                                              image_url  \n",
       "1448  https://m.media-amazon.com/images/I/61GAiSy74W...  \n",
       "2115  https://m.media-amazon.com/images/I/61b1qTIOLB...  \n",
       "1921  https://m.media-amazon.com/images/I/81sbe681tY...  \n",
       "4175  https://m.media-amazon.com/images/I/81e+DtAFL5...  \n",
       "134   https://m.media-amazon.com/images/I/81W3-nzwxi...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with cr.read_checkpoint(checkpoint_path) as root:\n",
    "    split = cr.load_recsys_split(root)\n",
    "    meta = split[\"entity_metadata\"]\n",
    "\n",
    "meta[[\"item_id\", \"title\", \"entity_text\", \"image_url\"]].sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b058d3-475d-4b8c-9ebf-e4818dffa8bf",
   "metadata": {},
   "source": [
    "Next, we create semantic embeddings with the `sentence_transformers` library.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1297191e-98c8-45c3-bf0d-7742b66a2458",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "044a7771f90e4f8e998f29d54de1254d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading weights:   0%|          | 0/103 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a9fd39cf9ce4bb6ae05d153a9c44826",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(4445, 384)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "sbert = SentenceTransformer(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
    "\n",
    "item_embeddings = sbert.encode(\n",
    "    meta.entity_text,\n",
    "    convert_to_numpy=True,\n",
    "    normalize_embeddings=True,\n",
    "    show_progress_bar=True\n",
    ")\n",
    "\n",
    "item_embeddings.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f477ea04-20a8-4b7e-abe4-b9cfb7c4056f",
   "metadata": {},
   "source": [
    "Now let's create a sparse autoencoder, train it, and obtain sparse item embeddings.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f373415-0ce9-4345-86fa-697a8a6089c3",
   "metadata": {},
   "source": [
    "## Train sparse autoencoder and obtain sparse codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9ca70e1-0e7d-4bfd-b0e4-99234fd6ccdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9a761ef7ea15467abfe7c7af3037bded",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dcfc6eb9301941a8bb391e1c96435452",
       "version_major": 2,
       "version_minor": 0
      },
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       "  0%|          | 0/5 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(4445, 4096)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sae = TopKSAETrainer(\n",
    "    TopKSAEConfig(\n",
    "        hidden_dim=4096,\n",
    "        k=32,\n",
    "        batch_size=1024,\n",
    "        epochs=100,\n",
    "        lr=1e-3,\n",
    "        decay=True,\n",
    "        post_sparsify=L1Normalize(),\n",
    "        sparsify_score_mode=\"abs\",\n",
    "        sparsify_ste_alpha=0.01,\n",
    "        device=\"cpu\",\n",
    "    )\n",
    ")\n",
    "\n",
    "sparse_embeddings = sae.fit_transform(item_embeddings)\n",
    "\n",
    "sparse_embeddings.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e54a78df-73d3-47b7-abb4-a8f8bd7dd004",
   "metadata": {},
   "source": [
    "## Clustering\n",
    "\n",
    "Next, we create clusters based on sparse-representation similarity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49ea3afa-b24d-4f74-abca-bd02262aee32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "239f69ee808d45f59b8ae17cd6a834ad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "build_srp_similarity_clusters: batches:   0%|          | 0/139 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of discovered clusters: 28, active_clusters: 28, root clusters: 28\n"
     ]
    }
   ],
   "source": [
    "cluster_graph = cc.SRPSimilarityClustering(\n",
    "            threshold=0.5,            # minimum semantic similarity between items inside a cluster\n",
    "            top_k=None,               # None = all pairs above threshold\n",
    "            min_cluster_size=20,      # smaller clusters are discarded \n",
    "            normalize_rows=True,      # centroids of the cluster will be normalized\n",
    "            min_local_density=None,   # optional cleanup\n",
    "            centroid_top_k=8,         # how many top features are included in centroid definition\n",
    "            batch_size=32,\n",
    "            show_progress=True,\n",
    "        )(sparse_embeddings)\n",
    "\n",
    "print(f\"Number of discovered clusters: {len(cluster_graph.clusters)}, active_clusters: {len(cluster_graph.active_clusters)}, root clusters: {len(cluster_graph.root_clusters)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d816de43-cee6-4878-b915-b89eec16a415",
   "metadata": {},
   "source": [
    "## Labeling\n",
    "\n",
    "Next, we label the discovered clusters.\n",
    "\n",
    "For labeling, we need two functions:\n",
    "\n",
    "- a text extractor that receives a cluster and the item metadata dataframe, then returns item descriptions as a string\n",
    "- a labeling function that receives those item descriptions and returns a concise cluster name\n",
    "\n",
    "This example uses a locally running `gpt-oss:20b` model through Ollama. The same pattern can be adapted to another local model or provider API.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4b4295ea-f9a7-482f-8173-510a722e6f77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Items texts for the first cluster in the graph:\n",
      "\n",
      "Sharp EL-1901 Paperless Printing Calculator with Check and Correct, 12-Digit LCD Primary Display, Functions the Same as a Printing Calculator/Adding Machine with Scrolling LCD Display Instead of Paper\n",
      "Texas Instruments TI-1795 SV Standard Function Calculator\n",
      "Victor 1180-3A 12-Digit Standard Function Calculator, Battery and Solar Hybrid Powered Adjustable Angle LCD Display, Great for Home and Office Desks, Black\n",
      "Sharp EL233SB Standard Function Calculator\n",
      "Sharp El-1501 Compact Cordless Paperless Large 12-Digit Display Desktop Printing Calculator That Utilizes Printing Calculator Logic\n",
      "Sharp EL-M335 10-Digit Extra Large Desktop Calculator with Currency Conversion Functions, Tax, Percent and Backspace Keys, and a Large Angled LCD Display, Perfect for Home or Office Use\n",
      "Casio SL-100L Basic Solar Folding Compact Calculator, Multicolor\n",
      "Sharp EL-1611V Handheld Portable Cordless 12 Digit Large LCD Display Two-Color Printing Calculator with Tax Functions, 191 x 99 x 42 mm\n",
      "Casio SL-300VC Standard Function Calculator, Orange 2.75 x 4.63\n",
      "Casio HS-8VA, Solar Powered Standard Function Calculator\n",
      "\n",
      "LLM label for the first cluster: Calculator Devices\n"
     ]
    }
   ],
   "source": [
    "import ollama\n",
    "\n",
    "MODEL = \"gpt-oss:20b\"\n",
    "\n",
    "def label_cluster(items: str) -> str:\n",
    "    \n",
    "    prompt = f\"\"\"You are given a list of items, each with metadata.\n",
    "\n",
    "    1. Identify the most common concept that links all the items\n",
    "    2. Convert that concept into a segment name suitable for a recommendation system.\n",
    "    \n",
    "    The segment name must be title-case, concise (2-5 words), and sound natural — like a content \n",
    "    category. Prefer distinctive labels over generic ones.\n",
    "    \n",
    "    Output: Only the final segment name, nothing else.\n",
    "    \n",
    "    Items:\n",
    "    {items}\n",
    "    \n",
    "    Segment name:\"\"\"\n",
    "\n",
    "    response = ollama.chat(\n",
    "        model=MODEL,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"system\",\n",
    "                \"content\": (\n",
    "                    \"You are a strict classification model. \"\n",
    "                    \"Return only one segment name. Never explain.\"\n",
    "                ),\n",
    "            },\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": prompt,\n",
    "            },\n",
    "        ],\n",
    "        options={\n",
    "            \"temperature\": 0.0,\n",
    "            \"num_predict\": 1000,\n",
    "            \"num_ctx\": 8192,\n",
    "        },\n",
    "        think=\"low\",\n",
    "        stream=False,\n",
    "    )\n",
    "\n",
    "    content = response[\"message\"][\"content\"] if response[\"message\"][\"content\"] is not None else None\n",
    "    \n",
    "    return content\n",
    "\n",
    "def item_texts(cluster: compresso.clustering.types.SparseCluster, metadata: pd.DataFrame, limit: int = 50) -> str:\n",
    "    rows = metadata.iloc[cluster.entity_indices] # select rows with items that are members of the cluster\n",
    "    if len(rows) > limit: # optionally sample maximum allowed number of items to save tokens\n",
    "        rows = rows.sample(limit)\n",
    "    return \"\\n\".join(rows[\"title\"].fillna(\"\").tolist()) # just return item titles, one per row\n",
    "\n",
    "\n",
    "print(\"Items texts for the first cluster in the graph:\\n\")\n",
    "texts = item_texts(cluster_graph.clusters[0], meta, limit=10)\n",
    "print(texts)\n",
    "\n",
    "print(\"\\nLLM label for the first cluster:\", label_cluster(texts))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36ef2d7d-2414-4ac2-bfdf-eab3ad0aa58a",
   "metadata": {},
   "source": [
    "Now we can apply the labeling function to the full cluster graph.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "38f4d084-a492-4db7-b88d-13284f410493",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "711f0b9b34b04666a7dc4cc847d72ada",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "label_clusters:   0%|          | 0/28 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_graph = cc.LabelClusters(\n",
    "            entity_metadata=meta,\n",
    "            text_extractor=item_texts,\n",
    "            label_fn=label_cluster,\n",
    "            cluster_scope=\"all\",\n",
    "            show_progress=True,\n",
    "        )(cluster_graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "759855df-45c0-46d0-83ca-a79ace45e46e",
   "metadata": {},
   "source": [
    "## Visualization\n",
    "\n",
    "We can also visualize clusters alongside a sample of their items.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1747165d-cea8-4126-9f1d-c64f8fda3afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Cluster</th>\n",
       "      <th>Items (sample)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Desktop & Handheld Calculators</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61oK13Rp7TL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71qw3HGfiML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71lI+RFqP9S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41hsyKd-fLS._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61la9N0vMFL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Organization Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61RmxAyqC3L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81potiMj8-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71DkQfqpbwL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71T2VbY8ehL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61AjZJ-MjaL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office & Packaging Supplies</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61BB-BPAhYL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51WTQtYVxOL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71ZB1Mze01S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61aqmo7dE2L._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61vBrItq3RL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Photo Printing Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81pYi2gl+cL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51enerMACML._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91+Rj9b03mL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51oIZ54ovVL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91Tn9Mgb35L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>HP Printer Ink</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61XHsW859NL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81JS6uIImBS._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81kMLX+wubL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71xYG2YuwES._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71dncPbANKL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Paper Trimmers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/51paHAalEbL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71lX1mSsl-L._AC_SL1300_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51k8FAUaoCL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81wQVvqTF-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71EWBa-lwGL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dry Erase & Marker Supplies</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/91s-kd7CylL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/613SjiVp0mL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61xx2zVVmoL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41FWEWOzPsL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51zyU7avVtS._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Binder Tab Dividers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/819H0tqgdBL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81ieZaz+KoL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/710Zcp6tvZL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61iT-EVk0xL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71djDMExKKL._AC_SL1300_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Notebook & Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/819q8ZVMBgL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71fetydzOVL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81tO6GeljtL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61pOLhpTS-S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/716P0g7Y9oL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pens & Pencils</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71x4Ptp8L1L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81A4M6aRn7L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71FDUzkPP2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41y9s4C3HlL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81d7KNLiDhL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pencil Sharpeners</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71+FzTjBAyL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91ZHCe0zeGL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81s1xTGne5L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61l4+SfUWVL._SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71XWvS7zSxL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Premium Colored Pencils</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/914pSkQa8ML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81lPuQqksOL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61l1DLbwYRL._AC_SL1152_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81aURyHzs1L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/818x00dCDKL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Label & File Organization</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/7127LSG1tvL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/A1cxoUluOzL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71oVfdyhXRL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/616-WicZXbL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71yTtHxNq4L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Index Card Sets</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61gg+vIKDRL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61BE6PdFyVL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71CfxqcFonL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61JLUEi33-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/710qCBNmjCL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Staplers & Staples</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/810vlUjvAdL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71VJgwsef4L._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/712yKtfRdPS._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81VxJgCqmfL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81UOjQo5fuL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Envelopes\\n\\n</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/91fTPHLoO7L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81dB4TWWYYL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61aJvkRa6qL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71uQVpXT0JL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/31nZcKoM4vL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wireless All‑In‑One Printers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61fMa7T9JNL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81tLMygr5jL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71Rpc42LauL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71L4MXAZ7WL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61Tg0wjXynL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Thermal Laminators & Pouches</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71QA8mWXcIL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61JwSEfHaTL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71XGMq0HJML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61Br8CyCZJL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61DxFVh-UuL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Printer Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/7146-DGmEuL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/713xihj+reL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71J0Ozq68sL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71RF9Km1CNL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71qXvg7rmCL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ergonomic Gaming Desk Mat</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71OVZpzECQL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91mu+TVDy9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61VRcd45uuL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71YgeuzEvjL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61gtenCSQaL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cordless Home Phone Systems</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81WX7bH5e8L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91dAEJPLTWL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81BAHFVmgEL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/714qxcFPhmL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/711xkGYCY2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Epson All‑In‑One Printing Solutions</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71iVQMFvuXL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81ilcfepO9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61GvC3npLeL._AC_SL1152_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91sCV5m5MvL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/810P-yhHV7L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tombow Mono Stationery Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71lzkM-if0S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81taok6zd-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51FAuAamjaL._AC_SL1001_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/615pG6mAkXL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71g-o9+qO2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Multi‑Compartment Desk Caddy</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61VvPVZPWdL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/A1awrH9cjEL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71JtoSfc+kL._AC_SL1080_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71eUGBCK0OL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81m+HLvDBoL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Electric Pencil Sharpeners</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71zLDb8iP2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/619OewZb9CL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/718aAcYXCgL._AC_SL1373_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61lCXYeebxL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61kZN6Y+r9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Paper Shredders</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61702KRcu9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61-Sz6WbH6L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81HM1ZlI23L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81uieoPhSzL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61ZNh1ammRL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Planner & Calendar Collection</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/41SdMRIYsaL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51FcpMWlNOL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71ox2lSMQQL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/31W8tgDMomL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71QdsjXVDsL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Chair Mats</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61D4cfIWfeL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/612f3a7Ap8L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81x3ibvvNxL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61sBgdn77ML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51YM4NbehYL._AC_SL1440_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from IPython.display import HTML\n",
    "\n",
    "# construct a dataframe with cluster label and 5 random sampled item images belonging to the cluster\n",
    "def visualize_clusters(cluster_graph):\n",
    "    data = [\n",
    "        (\n",
    "            cluster_graph.clusters[i].label,\n",
    "            meta.iloc[cluster_graph.clusters[i].entity_indices].image_url.sample(5).to_list()\n",
    "        ) for i in range(len(cluster_graph.clusters))\n",
    "    ]\n",
    "    \n",
    "    df = pd.DataFrame(data, columns=[\"Cluster\", \"image_urls\"])\n",
    "\n",
    "    def image_gallery(urls):\n",
    "        imgs = [\n",
    "            f'<img src=\"{url}\" style=\"height:80px; margin:4px; object-fit:contain;\">'\n",
    "            for url in urls\n",
    "        ]\n",
    "        return \"<div style='display:flex; flex-wrap:wrap; gap:6px;'>\" + \"\".join(imgs) + \"</div>\"\n",
    "\n",
    "    df_render = df.copy()\n",
    "    df_render[\"Items (sample)\"] = df_render[\"image_urls\"].map(image_gallery)\n",
    "    \n",
    "    html = df_render[[\"Cluster\", \"Items (sample)\"]].to_html(\n",
    "        escape=False,\n",
    "        index=False\n",
    "    )\n",
    "\n",
    "    return HTML(html)\n",
    "\n",
    "visualize_clusters(cluster_graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50be2702-7915-4aa4-b38f-9002a96c44a8",
   "metadata": {},
   "source": [
    "## Using clustering pipelines\n",
    "\n",
    "The same steps can be combined with `ClusteringPipeline`. Results should be similar, although labels may vary because they are generated by an LLM.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3cb2c206-e44a-4b9b-a27e-12d34d86260c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1c02e6daa51046cd9689773be30386d0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "build_srp_similarity_clusters: batches:   0%|          | 0/139 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "829004d2ecc847f7b7268f82cd9bc163",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "label_clusters:   0%|          | 0/28 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Cluster</th>\n",
       "      <th>Items (sample)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Office & Home Standard Calculators</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/41hsyKd-fLS._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71GjKVS44dL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51LQnvlWl5L._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81FaTTYSE4L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71ge49LSQ0L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Organization Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/91XaFlTseCL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41S9Jb-qfYL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61lhCity+NL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/715levebAXL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81l88-gMmkL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Stationery & Packing</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71pwuc5D+iL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61F-77PtSRL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41qJgS+fh9L._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41sSXFn6LtL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41QTfwroruL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Photo Printing Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/91+Rj9b03mL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51iW1yDgvJL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71kR-LJ8H1L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51enerMACML._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41xm+Heil6L._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>HP Printer Ink</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71Kq0BZpXdL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/717HcIgX-gL._AC_SL1484_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71FA-DoWzrL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71Lx7vGOvGS._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71uhraUK9BL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Paper Trimmers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61ZptbnKEBL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81Q3f+h2HvL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51M6PEttbcL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81wQVvqTF-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71lX1mSsl-L._AC_SL1300_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dry Erase & Whiteboard Supplies</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81X4xNzKHyL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81dovu7qYRL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71BF17X3OKL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/615uWvp7lbL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71g-zeNhqoL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Binder Tab Organizers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71xYVCbFvmL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91LWB2W5srL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/918Uyu4JQDL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81zuwE0PofL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81+qW408WgL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Notebook & Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/615D5GLQxNL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71V9cv-W9XL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91PS2AJyGhL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81qWI1ELHpL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71+E63cYH9S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pens & Pencils</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71+2R+wAKGL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81InT8NEzrL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61Kqzni4I7L._SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/4101O81FscL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81rWnV7TOjL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>School & Office Pencil Sharpeners</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61l4+SfUWVL._SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71ONRQIk5RL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71wuwtnK9ZL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71rI6x3LUES._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/710dkSChi5L._SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Premium Colored Pencils</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/91GaA2+V8NL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71B434n7jkL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91wpIY2y4QL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/914pSkQa8ML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/A1LYFRjWLNL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Labeling & Filing Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81KHLO926pL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61lspz0clHL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/719qTXHNKYL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61jBU0IxaZL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81+zHM71gpL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Index Card Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61-Rs6hVpiL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/517JZEtrmdL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61JLUEi33-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71QjuRP67UL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71PP7kQ0f3L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Staplers & Accessories</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61lvG1Jl9gL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/712yKtfRdPS._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/613glzBZXcL._AC_SL1307_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61ED7jQCO-L._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61hTrvFzw8L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Secure Mailing Envelopes</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81dB4TWWYYL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61oKSTdE+eL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81LqIYRZpNL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61ShsCvcj2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61mWHwBU+wL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ink & Toner Supplies</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61T1qHTlPCL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71qHo8yyHTL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61S+R5SLmrL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61cN07Ir0CL._AC_SL1300_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41VWdVh3cUL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Thermal Laminators & Pouches</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61dTcgN0svL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/8179l5xrWNL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61fIfK835gL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61gPhiBFzVL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71uKq+eEyGL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Printing Paper</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71d9zBNDC3L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71byAOqouuL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/714hidtaXUL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61AdgPrSqCL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81PsAPhbA4L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ergonomic Gaming Desk Mat</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/61py3enITkL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81yO22+IF0L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81SlOVw-68L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81vSI+Baa6S._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41OOnXR9tVL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cordless Home Phone Systems</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81+pnSPxKAL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61KYttzFkqL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81LKcwVYrSL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91Q0GI2S1IL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61CgM5jhAlL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office All‑In‑One Printers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/81J-loTxGnL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71aM+W15EzL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/41jf8La7ODL._AC_SL1000_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81vQ8BWOJ6L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/810bjlyWK9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Mono Stationery Essentials</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71m1hvuLXZL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/31pKdONKHCL._AC_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81taok6zd-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61Vcvge5fVL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/615pG6mAkXL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Desk Organizers</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71XhGca+AGL._AC_SL1200_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71eUGBCK0OL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/A1awrH9cjEL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81pq1DcmySL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91MZTyBY6FL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Electric Pencil Sharpeners</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/711LhgtWa9L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71zLDb8iP2L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71NYKAV12NL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51+TnBY4r0L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71N2bW+9E3L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Paper Shredder</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/718V8fl2DkL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81-+V1TXIKL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51v33DR6bwL._AC_SL1001_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81HM1ZlI23L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61OlstLyi-L._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Planner & Calendar Collection</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/71GL0MOOZPL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91wODR5kdxL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/71qkLzhRgpL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/91dUVn4OCqL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81BjvPItlfL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Office Chair Mats</td>\n",
       "      <td><div style='display:flex; flex-wrap:wrap; gap:6px;'><img src=\"https://m.media-amazon.com/images/I/A1VvHkzsNPL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/715iBNrqtGL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/61sBgdn77ML._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/51YM4NbehYL._AC_SL1440_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"><img src=\"https://m.media-amazon.com/images/I/81x3ibvvNxL._AC_SL1500_.jpg\" style=\"height:80px; margin:4px; object-fit:contain;\"></div></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline_cluster_graph = cc.ClusteringPipeline(\n",
    "    [\n",
    "        cc.SRPSimilarityClustering(\n",
    "            threshold=0.5,            # minimum semantic similarity between items inside a cluster\n",
    "            top_k=None,               # None = all pairs above threshold\n",
    "            min_cluster_size=20,      # smaller clusters are discarded \n",
    "            normalize_rows=True,      # centroids of the cluster will be normalized\n",
    "            min_local_density=None,   # optional cleanup\n",
    "            centroid_top_k=8,         # how many top features are included in centroid definition\n",
    "            batch_size=32,\n",
    "            show_progress=True,\n",
    "        ),\n",
    "        cc.LabelClusters(\n",
    "            entity_metadata=meta,\n",
    "            text_extractor=item_texts,\n",
    "            label_fn=label_cluster,\n",
    "            cluster_scope=\"all\",\n",
    "            show_progress=True,\n",
    "        ),\n",
    "    ]\n",
    ")(sparse_embeddings)\n",
    "        \n",
    "visualize_clusters(pipeline_cluster_graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4ff0d86-4c42-40d2-968d-b6aef33e6d9a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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