neo4jdocs/Preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/tomasonjo/blogs/blob/master/neo4jdocs/Preprocessing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NQUI2zNJwUH_",
    "outputId": "d9674bc8-d7f4-4498-ad7c-99f31178432c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Building wheels for collected packages: sentence-transformers, neo4j\n",
      "  Building wheel for sentence-transformers (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125925 sha256=22c7cda446ea999e1062dfd6d39c14b29be388660b2df015d8c434c21ba5f26a\n",
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      "Successfully built sentence-transformers neo4j\n",
      "Installing collected packages: tokenizers, sortedcontainers, sentencepiece, regex, outcome, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cublas-cu11, neo4j, exceptiongroup, async-generator, wsproto, trio, nvidia-cudnn-cu11, huggingface-hub, trio-websocket, transformers, torch, nltk, graphdatascience, torchvision, selenium, sentence-transformers\n",
      "Successfully installed async-generator-1.10 exceptiongroup-1.1.0 graphdatascience-1.5 huggingface-hub-0.11.1 neo4j-5.3.0 nltk-3.8 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 outcome-1.2.0 regex-2022.10.31 selenium-4.7.2 sentence-transformers-2.2.2 sentencepiece-0.1.97 sortedcontainers-2.4.0 tokenizers-0.13.2 torch-1.13.1 torchvision-0.14.1 transformers-4.25.1 trio-0.22.0 trio-websocket-0.9.2 wsproto-1.2.0\n"
     ]
    }
   ],
   "source": [
    "!pip install selenium==4.7.2 transformers==4.25.1 sentence-transformers===2.2.2 graphdatascience"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0oJUEEogIaU2",
    "outputId": "65b4394b-fb0d-48f3-de53-ef075ce7ba19"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from undetected-chromedriver==3.1.7) (2.28.1)\n",
      "Collecting websockets\n",
      "  Downloading websockets-10.4-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (106 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m106.7/106.7 kB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: certifi>=2021.10.8 in /opt/conda/lib/python3.7/site-packages (from selenium>=4.0.0->undetected-chromedriver==3.1.7) (2022.12.7)\n",
      "Requirement already satisfied: trio-websocket~=0.9 in /opt/conda/lib/python3.7/site-packages (from selenium>=4.0.0->undetected-chromedriver==3.1.7) (0.9.2)\n",
      "Requirement already satisfied: trio~=0.17 in /opt/conda/lib/python3.7/site-packages (from selenium>=4.0.0->undetected-chromedriver==3.1.7) (0.22.0)\n",
      "Requirement already satisfied: urllib3[socks]~=1.26 in /opt/conda/lib/python3.7/site-packages (from selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.26.13)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /opt/conda/lib/python3.7/site-packages (from requests->undetected-chromedriver==3.1.7) (2.1.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->undetected-chromedriver==3.1.7) (3.4)\n",
      "Requirement already satisfied: sniffio in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.3.0)\n",
      "Requirement already satisfied: async-generator>=1.9 in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.10)\n",
      "Requirement already satisfied: outcome in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.2.0)\n",
      "Requirement already satisfied: attrs>=19.2.0 in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (22.1.0)\n",
      "Requirement already satisfied: sortedcontainers in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (2.4.0)\n",
      "Requirement already satisfied: exceptiongroup>=1.0.0rc9 in /opt/conda/lib/python3.7/site-packages (from trio~=0.17->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.1.0)\n",
      "Requirement already satisfied: wsproto>=0.14 in /opt/conda/lib/python3.7/site-packages (from trio-websocket~=0.9->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.2.0)\n",
      "Requirement already satisfied: PySocks!=1.5.7,<2.0,>=1.5.6 in /opt/conda/lib/python3.7/site-packages (from urllib3[socks]~=1.26->selenium>=4.0.0->undetected-chromedriver==3.1.7) (1.7.1)\n",
      "Requirement already satisfied: h11<1,>=0.9.0 in /opt/conda/lib/python3.7/site-packages (from wsproto>=0.14->trio-websocket~=0.9->selenium>=4.0.0->undetected-chromedriver==3.1.7) (0.14.0)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from h11<1,>=0.9.0->wsproto>=0.14->trio-websocket~=0.9->selenium>=4.0.0->undetected-chromedriver==3.1.7) (4.4.0)\n",
      "Building wheels for collected packages: undetected-chromedriver\n",
      "  Building wheel for undetected-chromedriver (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for undetected-chromedriver: filename=undetected_chromedriver-3.1.7-py3-none-any.whl size=45427 sha256=65da74c863193515ab1c62bffb2ad6f14bb2897c7466601eafd61718789d0b2b\n",
      "  Stored in directory: /home/jupyter/.cache/pip/wheels/a9/03/11/ad845fc2d562b9194cc8940e980026205fc8c7168d9de0b254\n",
      "Successfully built undetected-chromedriver\n",
      "Installing collected packages: websockets, undetected-chromedriver\n",
      "Successfully installed undetected-chromedriver-3.1.7 websockets-10.4\n",
      "Collecting PyVirtualDisplay\n",
      "  Downloading PyVirtualDisplay-3.0-py3-none-any.whl (15 kB)\n",
      "Installing collected packages: PyVirtualDisplay\n",
      "Successfully installed PyVirtualDisplay-3.0\n"
     ]
    }
   ],
   "source": [
    "#!apt-get update\n",
    "#!apt install chromium-chromedriver\n",
    "#!apt install -y xvfb\n",
    "\n",
    "!pip install undetected-chromedriver==3.1.7\n",
    "!pip install PyVirtualDisplay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "41nEcbg0IrKP",
    "outputId": "17d237fc-dfad-4c1f-be13-9eb3bc3aac9d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "updating: chromedriver (deflated 51%)\n"
     ]
    }
   ],
   "source": [
    "# Only run this if you use Google Colab\n",
    "\n",
    "!zip -j /content/chromedriver_linux64.zip /usr/bin/chromedriver\n",
    "# replace python3.8 with your own version of python in case it's not the same\n",
    "patcher_src = (\n",
    "    \"/usr/local/lib/python3.8/dist-packages/undetected_chromedriver/patcher.py\"\n",
    ")\n",
    "with open(patcher_src, \"r\") as f:\n",
    "    contents = f.read()\n",
    "    contents = contents.replace(\n",
    "        \"return urlretrieve(u)[0]\",\n",
    "        \"return urlretrieve('file:///content/chromedriver_linux64.zip',\"\n",
    "        \"filename='/tmp/chromedriver_linux64.zip')[0]\",\n",
    "    )\n",
    "with open(patcher_src, \"w\") as f:\n",
    "    f.write(contents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NHPGfBMDWOJD",
    "outputId": "5c27f91e-158a-4e6a-8607-7a108755eac7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "# Only run this if you use Google Colab\n",
    "from google.colab import drive\n",
    "\n",
    "drive.mount(\"/content/drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "Gf1rXcDBIm1Y"
   },
   "outputs": [],
   "source": [
    "import undetected_chromedriver.v2 as uc\n",
    "from pyvirtualdisplay import Display\n",
    "\n",
    "display = Display(visible=0, size=(800, 600))\n",
    "display.start()\n",
    "\n",
    "options = uc.ChromeOptions()\n",
    "options.add_argument(\"--no-sandbox\")\n",
    "wd = uc.Chrome(options=options)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "TqBCRQ0G_uQH"
   },
   "outputs": [],
   "source": [
    "def extract_text_by_class(c):\n",
    "    global wd\n",
    "    try:\n",
    "        content = wd.find_element(By.CLASS_NAME, c)\n",
    "        return content.text\n",
    "    except:\n",
    "        return \"\"\n",
    "\n",
    "\n",
    "def extract_links_by_xpath(xpath):\n",
    "    global wd\n",
    "    links = set()\n",
    "    try:\n",
    "        a_elems = wd.find_elements(By.XPATH, xpath)\n",
    "        for elem in a_elems:\n",
    "            link = elem.get_attribute(\"href\")\n",
    "            if link == \"javascript:void(0)\":\n",
    "                continue\n",
    "            # Remove links to images and various files\n",
    "            if (\n",
    "                link.endswith(\".png\")\n",
    "                or link.endswith(\".json\")\n",
    "                or link.endswith(\".txt\")\n",
    "                or link.endswith(\".svg\")\n",
    "                or link.endswith(\".ipynb\")\n",
    "                or link.endswith(\".jpg\")\n",
    "                or link.endswith(\".pdf\")\n",
    "                or link.endswith(\".mp4\")\n",
    "                or \"mailto\" in link\n",
    "                or len(link) > 300\n",
    "            ):\n",
    "                continue\n",
    "            # Remove anchors\n",
    "            link = link.split(\"#\")[0]\n",
    "            # Remove parameters\n",
    "            link = link.split(\"?\")[0]\n",
    "            # Remove trailing forward slash\n",
    "            link = link.rstrip(\"/\")\n",
    "            links.add(link)\n",
    "        return list(links)\n",
    "    except:\n",
    "        return []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121,
     "referenced_widgets": [
      "cdac221488484f93abcba48cde665045",
      "67fede200e4f4535a1cef6c4311eae19",
      "8dd782bef5f0450d88530af6cf25c0d5",
      "14fd97d29c9f48f084514e18286c6e22",
      "8029dd24345843018c43461cbafdf294",
      "552a315399d4446e881594817dc16934"
     ]
    },
    "id": "B4TXbx1hOymw",
    "outputId": "2dd5c098-5ea5-4947-b5ab-f18f8b9eac12"
   },
   "outputs": [],
   "source": [
    "from transformers import AutoTokenizer, AutoModelForTokenClassification, AutoModel\n",
    "from transformers import pipeline\n",
    "import torch\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"yanekyuk/bert-uncased-keyword-extractor\")\n",
    "model = AutoModelForTokenClassification.from_pretrained(\n",
    "    \"yanekyuk/bert-uncased-keyword-extractor\"\n",
    ")\n",
    "\n",
    "nlp = pipeline(\"ner\", model=model, tokenizer=tokenizer)\n",
    "\n",
    "\n",
    "def extract_keywords(text):\n",
    "    \"\"\"\n",
    "    Extract keywords and construct them back from tokens\n",
    "    \"\"\"\n",
    "    result = list()\n",
    "    keyword = \"\"\n",
    "    for token in nlp(text):\n",
    "        if token[\"entity\"] == \"I-KEY\":\n",
    "            keyword += (\n",
    "                token[\"word\"][2:]\n",
    "                if token[\"word\"].startswith(\"##\")\n",
    "                else f\" {token['word']}\"\n",
    "            )\n",
    "        else:\n",
    "            if keyword:\n",
    "                result.append(keyword)\n",
    "            keyword = token[\"word\"]\n",
    "    # Add the last keyword\n",
    "    result.append(keyword)\n",
    "    return list(set(result))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "eFQ7hbz0VsZg",
    "outputId": "cc21f8c5-d411-455f-e375-ec7b7e1cc768"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cloud computing', 'broadcom', 'vmware']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extract_keywords(\n",
    "    \"\"\"\n",
    "Broadcom agreed to acquire cloud computing company VMware in a $61 billion (€57bn) cash-and stock deal.\n",
    "\"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260,
     "referenced_widgets": [
      "36fdfd8d2f364e8393b7ed63f711cf07",
      "96d93e56a5ae453da43f45869da7fc26",
      "2185805ea18c4ffb803106af734758a8",
      "7c6d508ec25c4238af96b3d72da9d2bb",
      "89331cd08a894248b48720a66fbab25e",
      "fe12d8fa2366441bb863be2e81c6c3d5",
      "873eb95e5cc44f2f9903622d48080674",
      "e9cb953cefcd4b41970e87d12d131553",
      "e4612000f0cd4481912287ed26eb1fb3",
      "100d076c02654d0ebaba2300c94ea578",
      "4fc5567700df4dd883e8b5b7d0584573",
      "4eee1845870b4fdabf3df9a8c0000e78",
      "271cd925fe19431eb5bb0f8d7b911437",
      "7a135d4ab29146a8bdab592b7ce6febd"
     ]
    },
    "id": "4VlKpQoeSdW3",
    "outputId": "7049f44e-e776-452e-ffbf-980ebcac57ff"
   },
   "outputs": [],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "model = SentenceTransformer(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
    "\n",
    "\n",
    "def generate_embeddings(text):\n",
    "    embeddings = model.encode(text)\n",
    "    return [float(x) for x in embeddings.tolist()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Z3hN7-ndYtPm",
    "outputId": "90fd4f5c-c289-40e4-8de0-c6015b0075b1"
   },
   "outputs": [
    {
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generate_embeddings(\n",
    "    \"\"\"\n",
    "Web APIs are a huge opportunity to access and integrate data from any sources with your graph. Most of them provide the data in JSON format.\n",
    "\n",
    "The Load JSON procedures retrieve data from URLs or maps and turn it into map value(s) for Cypher to consume. Cypher has support for deconstructing nested documents with dot syntax, slices, UNWIND etc. so it is easy to turn nested data into graphs.\n",
    "\n",
    "Sources with multiple JSON objects (JSONL,JSON Lines) in a stream, like the streaming Twitter format or the Yelp Kaggle dataset, are also supported,\n",
    "\"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "KhRhFpiew202",
    "outputId": "58aa06e3-1a09-4342-c1e4-b5ab13c68f06"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "https://neo4j.com/graphgists/categories/optimization\n",
      "https://neo4j.com/graphgists/project-management\n",
      "https://neo4j.com/graphgists/categories/general-business\n",
      "https://neo4j.com/graphgists/organization-learning\n",
      "https://neo4j.com/graphgists/categories/real-time-recommendations\n",
      "https://neo4j.com/graphgists/northwind-recommendation-engine\n",
      "https://neo4j.com/graphgists/categories/graphgist-challenge\n",
      "https://neo4j.com/graphgists/api-dependency-graph\n",
      "https://neo4j.com/graphgists/wikipedia-game\n",
      "https://neo4j.com/graphgists/categories/graph-based-search\n",
      "https://neo4j.com/graphgists/un-dia-en-el-hospital-4\n",
      "https://neo4j.com/graphgists/know-more-about-james-bond-movie\n",
      "https://neo4j.com/graphgists/categories/holidays\n",
      "https://neo4j.com/graphgists/santa-claus-is-coming-to-the-galaxy\n",
      "https://neo4j.com/graphgists/santas-shortest-weighted-path\n",
      "https://neo4j.com/graphgists/holiday-resorts\n",
      "https://neo4j.com/graphgists/mame-graph\n",
      "https://neo4j.com/graphgists/modelling-the-top5s-securities-of-the-stock-market\n",
      "https://neo4j.com/graphgists/degrees-offered-by-the-university-of-oviedo\n",
      "https://neo4j.com/graphgists/the-publication-graph\n",
      "https://neo4j.com/graphgists/categories/sports-and-recreation\n",
      "https://neo4j.com/graphgists/trek-amp-mountaineering-routing\n",
      "https://neo4j.com/graphgists/asterix-les-personnages\n",
      "https://neo4j.com/graphgists/nhl-team-ranking-model-using-the-stattleship-sports-api-and-neo4j\n",
      "https://neo4j.com/graphgists/nba-sneakers\n",
      "https://neo4j.com/graphgists/ranking-in-running-competition\n",
      "https://neo4j.com/graphgists/categories/graph-gist-how-tos\n",
      "https://neo4j.com/graphgists/uniqueness\n",
      "https://neo4j.com/graphgists/cypher-vs-sql\n",
      "https://neo4j.com/graphgists/how-to-compose-large-statements\n",
      "https://neo4j.com/graphgists/first-steps-with-cypher\n",
      "https://neo4j.com/graphgists/random-thoughts\n",
      "https://neo4j.com/graphgists/union-and-intersection\n",
      "https://neo4j.com/graphgists/utilizing-data-structures\n",
      "https://neo4j.com/graphgists/connected-artists-kurt-cobain-and-dave-grohl\n",
      "https://neo4j.com/graphgists/advanced-query-tuning-example\n",
      "https://neo4j.com/graphgists/examples-to-test-rendering-of-latex-formulas\n",
      "https://neo4j.com/graphgists/introduction-to-neo4j-2\n",
      "https://neo4j.com/graphgists/solving-the-party-expenses-problem\n",
      "https://neo4j.com/graphgists/calculating-the-clustering-coefficient-of-a-friend-network\n",
      "https://neo4j.com/graphgists/importing-csv-files-with-cypher\n",
      "https://neo4j.com/graphgists/boosting-recommendation-results\n",
      "https://neo4j.com/graphgists/getting-the-results-you-want\n",
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      "https://neo4j.com/graphgists/england-6-nations-2016-squad\n",
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      "https://neo4j.com/graphgists/climbdb-social-networkclimbing-database-2\n",
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      "https://neo4j.com/graphgists/managing-a-studbook-4\n",
      "https://neo4j.com/graphgists/exploring-a-conference\n",
      "https://neo4j.com/graphgists/graphconnect-europe-2017-schedule-graph\n",
      "https://www.neo4j.com\n",
      "https://neo4j.com/graphgists/categories/investigative-journalism\n",
      "https://neo4j.com/graphgists/neo4j-and-the-offshore-leaks-the-case-of-azerbaijan\n",
      "https://neo4j.com/graphgists/eurovision-votes\n",
      "https://graphgist.neo4j.com\n",
      "https://neo4j.com/graphgists/graphing-our-way-through-the-icij-offshore-jurisdiction-data\n",
      "https://neo4j.com/graphgists/categories/fraud-detection\n",
      "https://neo4j.com/graphgists/credit-card-fraud-detection\n",
      "https://neo4j.com/graphgists/bank-fraud-detection\n",
      "https://neo4j.com/docs/stable/syntax-collections.html\n",
      "https://neo4j.com/graphgists/personality-prediction-based-on-pattern-analysis-on-social-media-2\n",
      "https://neo4j.com/graphgists/media-politics-and-graphs\n",
      "https://neo4j.com/graphgists/graph-technology-landscape-graph\n",
      "https://neo4j.com/graphgists/finding-influencers-in-a-social-network\n",
      "Couldn't open https://neo4j.com/graphgists/finding-influencers-in-a-social-network\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "https://neo4j.com/graphgists/mouseportation\n",
      "https://neo4j.com/graphgists/nextbuild-2017-conference-schedule\n",
      "https://neo4j.com/graphgists/gene-co-expression-graph\n",
      "https://neo4j.com/graphgists/the-self-descriptive-neo4j-graph-database-part-1\n",
      "https://neo4j.com/graphgists/comparing-the-eating-habits-of-two-generations-in-the-us\n",
      "https://neo4j.com/graphgists/seattle-shakespeare-company-productions\n",
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      "https://neo4j.com/graphgists/the-self-descriptive-neo4j-graph-database-part-2\n",
      "https://neo4j.com/graphgists/scraping-wikipedia-and-loading-into-a-graphgist\n",
      "https://neo4j.com/graphgists/graph-de-la-brousse-en-folie\n",
      "https://neo4j.com/graphgists/get-closer-to-your-food-with-neo4j\n",
      "https://neo4j.com/graphgists/competency-management-a-matter-of-filtering-and-recommendation-engines\n",
      "https://neo4j.com/contrib/rneo4j\n",
      "https://neo4j.com/graphgists/a-march-madness-recommendation-engine\n",
      "https://neo4j.com/docs/stable/query-load-csv.html\n",
      "https://neo4j.com/docs/cypher-manual/current/clauses/listing-functions\n",
      "https://neo4j.com/docs/cypher-manual/current/introduction/transactions\n",
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      "https://neo4j.com/docs/browser-manual/4.4/operations/product-analytics\n",
      "https://neo4j.com/docs/cypher-manual/current/clauses/use\n",
      "https://neo4j.com/graphgists/beer-amp-breweries-graphgist\n",
      "https://neo4j.com/graphgists/interpreting-citation-patterns-in-academic-publications-a-research-aid\n",
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      "https://neo4j.com/graphgists/categories/network-and-it-operations\n",
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      "https://neo4j.com/graphgists/entrega-neo4j-repositorios-de-informacion\n",
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      "https://neo4j.com/graphgists/jqassistant-demo-guide\n",
      "https://guides.neo4j.com/jqa\n",
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      "https://neo4j.com/docs/stable/cypher-refcard\n",
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      "https://neo4j.com/graphgists/cypher-introduction-social-movie-database\n",
      "https://neo4j.com/graphgists/categories/identity-and-access-management\n",
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      "https://www.neo4j.com/developer\n",
      "https://neo4j.com/blog/data-modeling-basics\n",
      "https://neo4j.com/docs/developer-manual/current\n",
      "https://neo4j.com/docs/security-docs\n",
      "https://neo4j.com/labs/neo4j-helm/1.0.0/networking\n",
      "https://neo4j.com/docs/go-manual/current/client-applications\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/multi-data-center\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/multi-data-center/configuration\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/multi-data-center/load-balancing\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/multi-data-center/disaster-recovery\n",
      "https://neo4j.com/docs/operations-manual/5/clustering/deploy\n",
      "https://neo4j.com/docs/operations-manual/5/clustering/internals\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/lifecycle\n",
      "https://neo4j.com/docs/operations-manual/5/clustering/discovery\n",
      "https://neo4j.com/docs/operations-manual/5/clustering/intra-cluster-encryption\n",
      "https://neo4j.com/docs/operations-manual/5/clustering-advanced/multi-data-center/design\n",
      "https://neo4j.com/docs/go-manual/5/terminology\n",
      "https://neo4j.com/docs/go-manual/5/session-api\n",
      "https://neo4j.com/docs/go-manual/5/cypher-workflow\n",
      "https://neo4j.com/docs/go-manual/5/get-started\n",
      "https://neo4j.com/docs/go-manual/5\n",
      "https://graphacademy.neo4j.com/courses/app-go\n",
      "https://neo4j.com/docs/bloom-user-guide/current/bloom-tutorial/gds-integration\n",
      "https://neo4j.com/docs/bloom-user-guide/2.5/bloom-tutorial/edit-graph-data\n",
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      "https://neo4j.com/docs/bloom-user-guide/2.5/bloom-perspectives/database-scans\n",
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      "https://neo4j.com/docs/bloom-user-guide/2.5/bloom-visual-tour/card-list\n",
      "https://neo4j.com/developer/example-data\n",
      "https://dev.neo4j.com/developer\n",
      "https://neo4j.com/blog/analyzing-panama-papers-neo4j\n",
      "https://neo4j.com/labs/apoc/4.2/import\n",
      "https://neo4j.com/labs/apoc/4.2/import/html\n",
      "https://neo4j.com/labs/apoc/4.2/import/graphml\n",
      "https://neo4j.com/labs/apoc/4.2/export\n",
      "https://neo4j.com/labs/apoc/4.2/export/gephi\n",
      "https://neo4j.com/labs/apoc/4.2/export/graphml\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.export/apoc.export.graphml.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.export/apoc.export.graphml.data\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.export/apoc.export.graphml.all\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.export/apoc.export.cypherQuery\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.export/apoc.export.cypherGraph\n",
      "https://neo4j.com/labs/apoc/4.2/export/cypher\n",
      "https://neo4j.com/labs/apoc/4.2/export/json\n",
      "https://neo4j.com/labs/apoc/4.2/misc/static-values\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.static/apoc.static.set\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.static/apoc.static.get\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.static\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.spatial/apoc.spatial.sortByDistance\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.spatial/apoc.spatial.reverseGeocode\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.spatial/apoc.spatial.geocodeOnce\n",
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      "https://neo4j.com/labs/apoc/4.2/overview/apoc.spatial\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search/apoc.search.nodeReduced\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/parallel-node-search\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search/apoc.search.nodeAllReduced\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search/apoc.search.nodeAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search/apoc.search.node\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search/apoc.search.multiSearchReduced\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.search\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.scoring/apoc.scoring.pareto\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.scoring/apoc.scoring.existence\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.scoring\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.relationship.constraintExists\n",
      "https://neo4j.com/labs/apoc/4.2/indexes/schema-index-operations\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.nodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.properties.distinct\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.properties.distinctCount\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.relationships\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.node.constraintExists\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.node.indexExists\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema/apoc.schema.assert\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.schema\n",
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      "https://neo4j.com/labs/apoc/4.2/overview/apoc.rel/apoc.rel.id\n",
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      "https://neo4j.com/labs/apoc/4.2/overview/apoc.rel\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.to\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.setType\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.rename.typeProperty\n",
      "https://neo4j.com/labs/apoc/4.2/graph-updates/graph-refactoring/rename-label-type-property\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.rename.label\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.rename.nodeProperty\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.rename.type\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.normalizeAsBoolean\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.mergeRelationships\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.refactor/apoc.refactor.mergeNodes\n",
      "https://neo4j.com/labs/apoc/4.2/graph-updates/graph-refactoring/merge-nodes\n",
      "https://neo4j.com/labs/apoc/4.2/graph-updates/graph-refactoring/normalize-boolean\n",
      "https://neo4j.com/labs/apoc/4.2/graph-updates/graph-refactoring/property-value-label\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create/apoc.create.addLabels\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create/apoc.create.vPatternFull\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create/apoc.create.vRelationship\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create/apoc.create.virtualPath\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.create/apoc.create.uuid\n",
      "https://neo4j.com/labs/apoc/4.2/graph-updates/uuid\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.uuid/apoc.uuid.list\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.uuid/apoc.uuid.remove\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.uuid/apoc.uuid.removeAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.warmup\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.warmup/apoc.warmup.run\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.xml\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.xml/apoc.xml.parse\n",
      "https://neo4j.com/labs/apoc/4.2/config\n",
      "https://neo4j.com/labs/apoc/4.2/general-considerations\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.expand\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.elements\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.create\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/path-querying\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/relationship-querying\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/node-querying\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.node/apoc.node.id\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.node/apoc.node.degree.out\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.node/apoc.node.degree.in\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.node/apoc.node.degree\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.node\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.gcp.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.gcp.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.gcp.classify.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.gcp.classify.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.sentiment.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.sentiment.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.keyPhrases.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.keyPhrases.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.azure.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.sentiment.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.sentiment.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.keyPhrases.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.keyPhrases.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp/apoc.nlp.aws.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.nlp\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.neighbors/apoc.neighbors.tohop.count\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.neighbors/apoc.neighbors.tohop\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/neighborhood\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.neighbors/apoc.neighbors.byhop\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.neighbors/apoc.neighbors.byhop.count\n",
      "https://neo4j.com/labs/apoc/4.2/data-structures/map-functions\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.submap\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.sortedProperties\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.setValues\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.setPairs\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.setLists\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.setKey\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.setEntry\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.removeKeys\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.removeKey\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.mget\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.mergeList\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.merge\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.groupByMulti\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.groupBy\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.get\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.fromValues\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.fromPairs\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.fromNodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.fromLists\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.flatten\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.clean\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.map/apoc.map.values\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.sigmoidPrime\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical/sigmoid-hyperbolic-operations\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.cosh\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.coth\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.csch\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.maxByte\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.maxDouble\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical/math-functions\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.maxLong\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.maxInt\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.minByte\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.minDouble\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.minInt\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.minLong\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.round\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.sech\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.math/apoc.math.sigmoid\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical/exact-math-functions\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical/number-conversions\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical/bitwise-operations\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/expand-subgraph\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/expand-spanning-tree\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/expand-paths-config\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/expand-paths\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/path-expander\n",
      "https://neo4j.com/labs/apoc/4.2/graph-querying/expand-subgraph-nodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.subgraphNodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.subgraphAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.spanningTree\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.expandConfig\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.path/apoc.path.combine\n",
      "https://neo4j.com/labs/apoc/4.2/mathematical\n",
      "https://neo4j.com/labs/apoc/4.2/temporal/datetime-conversions\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.currentTimestamp\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.convertFormat\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.convert\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.add\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.expireIn\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.expire\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.parse\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.fromISO8601\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.format\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.fields\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.field\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.parseAsZonedDateTime\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.systemTimezone\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.toISO8601\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.date/apoc.date.toYears\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.diff\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.diff/apoc.diff.nodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.do\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.do/apoc.do.when\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.dv\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.dv/apoc.dv.query\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.dv/apoc.dv.queryAndLink\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.es\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.es/apoc.es.postRaw\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.es/apoc.es.post\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration/elasticsearch\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration/database-modeling\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration/load-jdbc\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration/mongo\n",
      "https://neo4j.com/labs/apoc/4.2/database-integration/bolt-neo4j\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.bolt/apoc.bolt.load\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.bolt/apoc.bolt.execute\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.bolt\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.bolt/apoc.bolt.load.fromLocal\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.cluster\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.cluster/apoc.cluster.graph\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.insert\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.insertAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.intersection\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.isEqualCollection\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.max\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.min\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.occurrences\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.pairWithOffset\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.partition\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.split\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.zipToRows\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.avg\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.combinations\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.contains\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.containsAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.containsAllSorted\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.containsDuplicates\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.containsSorted\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.different\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.disjunction\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.dropDuplicateNeighbors\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.duplicates\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.duplicatesWithCount\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.fill\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.flatten\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.frequencies\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.frequenciesAsMap\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.indexOf\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.elements\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.pairsMin\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.pairs\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sort\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sortMaps\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sortMulti\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sortNodes\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sortText\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.stdev\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.subtract\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sum\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.sumLongs\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.toSet\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.union\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.unionAll\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.coll/apoc.coll.zip\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.config\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.config/apoc.config.list\n",
      "https://neo4j.com/labs/apoc/4.2/database-introspection/config\n",
      "https://neo4j.com/labs/apoc/4.2/database-introspection/meta\n",
      "https://neo4j.com/labs/apoc/4.2/database-introspection\n",
      "https://neo4j.com/labs/apoc/4.2/background-operations/triggers\n",
      "https://neo4j.com/docs/api/java-driver/current/org/neo4j/driver/TransactionConfig.html\n",
      "https://neo4j.com/labs/apoc/4.2/overview/apoc.systemdb/apoc.systemdb.export.metadata\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.groupByMulti\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.groupBy\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.get\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.fromValues\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.fromPairs\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.fromNodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.fromLists\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.flatten\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.clean\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.setValues\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.sortedProperties\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.submap\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.unflatten\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.updateTree\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.map/apoc.map.values\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.regr\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.cosh\n",
      "https://neo4j.com/labs/apoc/4.1/mathematical/sigmoid-hyperbolic-operations\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.csch\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.coth\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.maxByte\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.math/apoc.math.maxDouble\n",
      "https://neo4j.com/labs/apoc/4.1/mathematical/math-functions\n",
      "https://neo4j.com/labs/apoc/4.1/mathematical\n",
      "https://neo4j.com/labs/apoc/4.1/mathematical/number-conversions\n",
      "https://neo4j.com/labs/apoc/4.1/mathematical/bitwise-operations\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/expand-subgraph-nodes\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/expand-paths-config\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.expandConfig\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.spanningTree\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/path-querying\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.slice\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.elements\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.create\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.combine\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.subgraphNodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.subgraphAll\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/expand-subgraph\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/expand-spanning-tree\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/neighborhood\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors/apoc.neighbors.byhop\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors/apoc.neighbors.athop.count\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors/apoc.neighbors.athop\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors/apoc.neighbors.tohop\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.neighbors/apoc.neighbors.tohop.count\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.gcp.classify.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.sentiment.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.sentiment.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.keyPhrases.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.keyPhrases.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.azure.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.sentiment.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.sentiment.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.keyPhrases.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.keyPhrases.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.aws.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.gcp.classify.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.gcp.entities.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nlp/apoc.nlp.gcp.entities.stream\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.id\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.labels\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.relationship.exists\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.relationship.types\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.relationships.exist\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nodes/apoc.nodes.relationships.exist\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.toInteger\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.format\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.parseFloat\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.parseInt\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.romanToArabic\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.path/apoc.path.expand\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/expand-paths\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/path-expander\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.toFloat\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.toExact\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.sub\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.mul\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.div\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.exact.add\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.number/apoc.number.arabicToRoman\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nodes/apoc.nodes.relationship.types\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.nodes/apoc.nodes.isDense\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/node-querying\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.degree.in\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.degree\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.node/apoc.node.degree.out\n",
      "https://neo4j.com/labs/apoc/4.1/graph-querying/parallel-node-search\n",
      "https://neo4j.com/labs/apoc/4.1/comparing-graphs\n",
      "https://neo4j.com/labs/apoc/4.1/comparing-graphs/fingerprinting\n",
      "https://neo4j.com/labs/apoc/4.1/comparing-graphs/node-difference\n",
      "https://neo4j.com/labs/apoc/4.1/cypher-execution\n",
      "https://neo4j.com/labs/apoc/4.1/cypher-execution/run-cypher-scripts\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runFile\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runFiles\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runMany\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runManyReadOnly\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runSchema\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runSchemaFile\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runSchemaFiles\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runTimeboxed\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runWrite\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runFirstColumn\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runFirstColumnMany\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.runFirstColumnSingle\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.data\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.data/apoc.data.domain\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.data/apoc.data.email\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.data/apoc.data.url\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.fromISO8601\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.parse\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.parseAsZonedDateTime\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.systemTimezone\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.toISO8601\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.date/apoc.date.toYears\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.diff\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.diff/apoc.diff.nodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.do\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.do/apoc.do.case\n",
      "https://neo4j.com/labs/apoc/4.1/cypher-execution/conditionals\n",
      "https://neo4j.com/labs/apoc/4.1/cypher-execution/running-cypher\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.run\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.parallel2\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.parallel\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.mapParallel2\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.mapParallel\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher/apoc.cypher.doIt\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.cypher\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.custom/apoc.custom.removeProcedure\n",
      "https://neo4j.com/labs/apoc/4.1/cypher-execution/cypher-based-procedures-functions\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.systemdb/apoc.systemdb.export.metadata\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.systemdb/apoc.systemdb.execute\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.systemdb\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.systemdb/apoc.systemdb.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.temporal\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.temporal/apoc.temporal.format\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.temporal/apoc.temporal.formatDuration\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.temporal/apoc.temporal.toZonedTemporal\n",
      "https://neo4j.com/labs/apoc/4.1/temporal/temporal-conversions\n",
      "https://neo4j.com/labs/apoc/4.1/temporal\n",
      "https://neo4j.com/labs/apoc/4.1/data-structures/collection-list-functions\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.elements\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.pairWithOffset\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.partition\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.split\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.zipToRows\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.avg\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.combinations\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.contains\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.containsAll\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.containsAllSorted\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.containsDuplicates\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.containsSorted\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.different\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.disjunction\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.dropDuplicateNeighbors\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.duplicates\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.duplicatesWithCount\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.fill\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.flatten\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.frequencies\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.frequenciesAsMap\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.indexOf\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.insert\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.insertAll\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.intersection\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.isEqualCollection\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.max\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.min\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.occurrences\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.sortMulti\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.sortNodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.sortText\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.stdev\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.subtract\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.sum\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.sumLongs\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.toSet\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.union\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.unionAll\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.coll/apoc.coll.zip\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.config\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.config/apoc.config.list\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.config/apoc.config.map\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.setJsonProperty\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toTree\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.fromJsonList\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.fromJsonMap\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.getJsonProperty\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.getJsonPropertyMap\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toBoolean\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toBooleanList\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toFloat\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toIntList\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.convert/apoc.convert.toInteger\n",
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      "https://neo4j.com/labs/apoc/4.1/graph-updates/ttl\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.generate/apoc.generate.ws\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.gephi\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.gephi/apoc.gephi.add\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.get\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.get/apoc.get.nodes\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.get/apoc.get.rels\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph/apoc.graph.fromPath\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph/apoc.graph.fromData\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph/apoc.graph.fromDB\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph/apoc.graph.fromCypher\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.graph/apoc.graph.from\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.util\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.util/apoc.util.md5\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.uuid/apoc.uuid.install\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.uuid/apoc.uuid.list\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.uuid/apoc.uuid.remove\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.uuid/apoc.uuid.removeAll\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.warmup\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.xml\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.xml/apoc.xml.import\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.xml/apoc.xml.parse\n",
      "https://neo4j.com/labs/apoc/4.1/config\n",
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      "https://neo4j.com/labs/apoc/4.1/import/graphml\n",
      "https://neo4j.com/labs/apoc/4.1/export\n",
      "https://neo4j.com/labs/apoc/4.1/export/csv\n",
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      "https://neo4j.com/labs/apoc/4.1/import/html\n",
      "https://neo4j.com/labs/apoc/4.1/import/web-apis\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.ttl/apoc.ttl.config\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.ttl/apoc.ttl.expireIn\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.trigger/apoc.trigger.nodesByLabel\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.trigger/apoc.trigger.resume\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.trigger/apoc.trigger.removeAll\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.directory.async.list\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.csvParams\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.driver\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.html\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.jdbc\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.jdbcParams\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.jdbcUpdate\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.load/apoc.load.xls\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.label\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.export/apoc.export.graphml.graph\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.export/apoc.export.graphml.all\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.export/apoc.export.cypherGraph\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.example/apoc.example.movies\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.example\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.es/apoc.es.postRaw\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.es\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.dv/apoc.dv.query\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.dv/apoc.dv.catalog.remove\n",
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      "https://neo4j.com/docs/operations-manual/current/tools/neo4j-admin/unbind\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.bolt\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.bolt/apoc.bolt.load\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.meta/apoc.meta.relTypeProperties\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.metrics\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.metrics/apoc.metrics.get\n",
      "https://neo4j.com/labs/apoc/4.1/overview/apoc.metrics/apoc.metrics.list\n",
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      "https://neo4j.com/labs/apoc/4.1/overview/apoc.mongodb/apoc.mongodb.insert\n",
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      "https://neo4j.com/docs/http-api/4.3/actions/execute-statements-in-an-open-transaction\n",
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      "https://neo4j.com/docs/operations-manual/4.3/monitoring/transaction-management\n",
      "https://neo4j.com/docs/operations-manual/4.3/monitoring/query-management\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/upgrade/upgrade-4.3/causal-cluster\n",
      "https://neo4j.com/docs/operations-manual/4.3/performance/statistics-execution-plans\n",
      "https://neo4j.com/docs/operations-manual/4.3/performance/linux-file-system-tuning\n",
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      "https://neo4j.com/docs/operations-manual/4.3/kubernetes/persistent-volumes\n",
      "https://neo4j.com/docs/operations-manual/4.3/kubernetes/quickstart-gke\n",
      "https://neo4j.com/docs/operations-manual/4.3/kubernetes/helm-charts-setup\n",
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      "https://neo4j.com/docs/operations-manual/4.3/installation/neo4j-browser\n",
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      "https://neo4j.com/docs/operations-manual/4.3/installation/windows\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-gcp\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-gcp/single-instance-vm\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-gcp/causal-cluster-vm\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/cloudVms\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-aws\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-aws/automation-aws\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-gcp/automation-gcp\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-azure\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-azure/automation-azure\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-azure/causal-cluster-azure\n",
      "https://neo4j.com/docs/operations-manual/4.3/cloud-deployments/neo4j-azure/single-instance-azure\n",
      "https://neo4j.com/docs/operations-manual/4.3/installation/linux/rpm\n",
      "https://neo4j.com/docs/operations-manual/4.3/installation\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/load-csv\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/schema\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/large-statements\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/results\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/patterns-in-practice\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro/patterns\n",
      "https://neo4j.com/docs/getting-started/4.3/cypher-intro\n",
      "https://neo4j.com/docs/getting-started/4.3/graphdb-concepts\n",
      "https://neo4j.com/docs/getting-started/4.3/get-started-with-neo4j\n",
      "https://neo4j.com/docs/getting-started/4.3\n",
      "https://neo4j.com/docs/operations-manual/4.3/configuration/set-initial-password\n",
      "https://neo4j.com/docs/operations-manual/4.3/configuration/connectors\n",
      "https://neo4j.com/docs/operations-manual/4.3/security/ssl-framework\n",
      "https://neo4j.com/docs/operations-manual/4.3/security/browser\n",
      "https://neo4j.com/docs/operations-manual/4.3/kubernetes/quickstart-docker-desktop\n",
      "https://helm.neo4j.com/neo4j\n",
      "https://neo4j.com/docs/operations-manual/4.3/docker/ref-settings\n",
      "https://neo4j.com/docs/operations-manual/4.3/tutorial\n",
      "https://neo4j.com/docs/operations-manual/4.3/tutorial/fabric-tutorial\n",
      "https://neo4j.com/docs/operations-manual/4.3/clustering-advanced\n",
      "https://neo4j.com/docs/operations-manual/4.3/clustering-advanced/embedded\n",
      "https://neo4j.com/docs/operations-manual/4.3/clustering-advanced/multi-data-center/disaster-recovery\n",
      "https://neo4j.com/docs/operations-manual/4.3/clustering-advanced/multi-data-center/design\n",
      "https://neo4j.com/docs/operations-manual/4.3/tutorial/local-causal-cluster\n",
      "https://neo4j.com/docs/operations-manual/4.3/tools\n",
      "https://neo4j.com/docs/operations-manual/4.3/tools/cli-commands\n",
      "https://neo4j.com/labs/apoc/4.3/installation\n",
      "https://neo4j.com/docs/operations-manual/4.3/clustering/intra-cluster-encryption\n",
      "https://neo4j.com/docs/operations-manual/4.3/backup-restore/modes\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/upgrade\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.1/causal-cluster\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/linux\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/linux/systemd\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/osx\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/windows\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/linux/tarball\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/linux/rpm\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/linux/debian\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/requirements\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/neo4j-browser\n",
      "https://neo4j.com/docs/operations-manual/4.1/installation/neo4j-desktop\n",
      "https://neo4j.com/docs/operations-manual/4.1/neo4j-admin-unbind\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.1/standalone\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.1/upgrade-checklist\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.1\n",
      "https://neo4j.com/docs/operations-manual/4.1/backup-restore/planning\n",
      "https://neo4j.com/docs/operations-manual/4.1/backup-restore/modes\n",
      "https://neo4j.com/docs/operations-manual/4.1/backup-restore/offline-backup\n",
      "https://neo4j.com/docs/operations-manual/4.1/backup-restore/restore-dump\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/understanding-upgrades-migration\n",
      "https://neo4j.com/docs/operations-manual/4.1/manage-databases\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.3/standalone\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/upgrade/upgrade-4.4/standalone\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/metrics/expose\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/metrics/enable\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/metrics/essential\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/metrics\n",
      "https://neo4j.com/docs/operations-manual/4.4/performance\n",
      "https://neo4j.com/docs/operations-manual/4.4/performance/statistics-execution-plans\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/metrics/reference\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/query-management\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/transaction-management\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/connection-management\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/background-jobs\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/causal-cluster\n",
      "https://neo4j.com/docs/operations-manual/4.4/monitoring/causal-cluster/procedures\n",
      "https://neo4j.com/docs/operations-manual/4.3/neo4j-admin-unbind\n",
      "https://neo4j.com/docs/operations-manual/4.2/neo4j-admin-unbind\n",
      "https://neo4j.com/docs/operations-manual/current/kubernetes\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-azure/automation-azure\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-azure/causal-cluster-azure\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-azure/single-instance-azure\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-azure\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-gcp/automation-gcp\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-gcp/causal-cluster-vm\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-gcp/single-instance-vm\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-gcp\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-aws/automation-aws\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/neo4j-aws\n",
      "https://neo4j.com/docs/operations-manual/4.1/cloud-deployments/cloudVms\n",
      "https://neo4j.com/docs/operations-manual/4.1/clustering-advanced\n",
      "https://neo4j.com/docs/operations-manual/4.1/tutorial/fabric-tutorial\n",
      "https://neo4j.com/docs/operations-manual/4.1/deprecated-security-procedures\n",
      "https://neo4j.com/docs/operations-manual/4.1/deprecated-security-procedures/community-edition\n",
      "https://neo4j.com/docs/operations-manual/4.1/deprecated-security-procedures/enterprise-edition\n",
      "https://neo4j.com/docs/java-reference/4.1\n",
      "https://neo4j.com/docs/java-reference/4.1/extending-neo4j\n",
      "https://neo4j.com/docs/java-reference/4.1/extending-neo4j/best-practices\n",
      "https://neo4j.com/docs/operations-manual/4.1/fabric/considerations\n",
      "https://neo4j.com/docs/http-api/4.1/discovery\n",
      "https://neo4j.com/docs/http-api/4.1/introduction\n",
      "https://neo4j.com/docs/http-api/4.1\n",
      "https://neo4j.com/docs/cypher-manual/4.1/query-tuning/query-options\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/upgrade/upgrade-4.1/causal-cluster\n",
      "https://neo4j.com/docs/operations-manual/4.1/monitoring/causal-cluster/procedures\n",
      "https://neo4j.com/docs/operations-manual/4.1/monitoring/transaction-management\n",
      "https://neo4j.com/docs/operations-manual/4.1/monitoring/query-management\n",
      "https://neo4j.com/docs/operations-manual/4.1/security/checklist\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/dbms/api/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/graphdb/schema/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/graphdb/config/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/backup/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/org/neo4j/configuration/helpers/package-summary.htmll\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/helpers/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/org/neo4j/graphdb/GraphDatabaseService.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/graphdb/Entity.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/org/neo4j/dbms/api/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/org/neo4j/graphdb/Entity.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/com/neo4j/backup/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs/org/neo4j/graphdb/Transaction.html\n",
      "https://neo4j.com/docs/java-reference/4.0/javadocs/org/neo4j/graphdb/schema/package-summary.html\n",
      "https://neo4j.com/docs/java-reference/3.5/javadocs\n",
      "https://neo4j.com/docs/upgrade-migration-guide/current/version-4/migration/drivers/compatibility\n",
      "https://neo4j.com/docs/operations-manual/3.5/clustering-advanced\n",
      "https://neo4j.com/docs/operations-manual/3.5/clustering-advanced/multi-clustering\n",
      "https://neo4j.com/docs/operations-manual/3.5/clustering-advanced/multi-clustering/introduction\n",
      "https://neo4j.com/docs/operations-manual/3.5/clustering-advanced/multi-data-center/disaster-recovery\n",
      "https://neo4j.com/docs/operations-manual/current/tutorial/local-causal-cluster\n",
      "https://neo4j.com/developer/kb/troubleshooting-connection-issues\n",
      "https://neo4j.com/developer/kb/tags/browser\n",
      "https://neo4j.com/developer/kb/tags/websocket\n",
      "https://neo4j.com/developer/kb/how-neo4j-browser-interacts-with-neo4j-server\n",
      "https://neo4j.com/developer/kb/tags/bolt\n",
      "https://neo4j.com/developer/kb/connecting-bolt-when-using-tunnelling-or-nat\n",
      "https://neo4j.com/developer/kb/tags/nat\n",
      "https://neo4j.com/developer/kb/tags/host\n",
      "https://neo4j.com/developer/kb/tags/url\n",
      "https://neo4j.com/developer/kb/list-of-restricted-ports-in-browsers\n",
      "https://neo4j.com/developer/kb/tags/ports\n",
      "https://neo4j.com/developer/kb/configure-neo4j-operate-on-privileged-ports\n",
      "https://neo4j.com/developer/kb/a-light-weight-approach-to-validating-network-port-connectivity\n",
      "https://neo4j.com/docs/operations-manual/current/clustering/high-availability\n",
      "https://neo4j.com/docs/operations-manual/current/clustering/causal-clustering\n",
      "https://neo4j.com/developer/kb/tags/chrome\n",
      "https://neo4j.com/developer/kb/tags/tunnel\n",
      "http://browser.neo4j.com\n",
      "Couldn't open http://browser.neo4j.com\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
      "https://neo4j.com/developer/kb/explanation-of-error-websocket-connection-failure\n",
      "https://neo4j.com/developer/kb/linkurious-bolt-configuration\n",
      "https://neo4j.com/developer/kb/tags/linkurious\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/eigenvector-centrality\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.8/introduction\n",
      "https://neo4j.com/docs/graph-data-science/1.8/management-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.8/management-ops/node-properties\n",
      "https://neo4j.com/docs/graph-data-science/1.8/production-deployment/feature-toggles\n",
      "https://neo4j.com/docs/graph-data-science/1.8/operations-reference/appendix-a\n",
      "https://neo4j.com/docs/graph-data-science/1.8/operations-reference/additional-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/one-hot-encoding\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/split-relationships\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/pregel-api\n",
      "https://neo4j.com/docs/graph-data-science/1.8/end-to-end-examples/end-to-end-examples\n",
      "https://neo4j.com/docs/graph-data-science/1.8/end-to-end-examples/fastrp-knn-example\n",
      "https://neo4j.com/docs/graph-data-science/1.8/production-deployment\n",
      "https://neo4j.com/docs/graph-data-science/1.8/operations-reference/algorithm-references\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/approximate-nearest-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/euclidean\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/overlap\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/jaccard\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/label-propagation\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/local-clustering-coefficient\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/k1coloring\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/modularity-optimization\n",
      "https://neo4j.com/docs/graph-data-science/1.8/installation/System-requirements\n",
      "https://neo4j.com/docs/graph-data-science/1.8/installation/additional-config-parameters\n",
      "https://neo4j.com/docs/graph-data-science/1.8/graph-catalog-export-ops\n",
      "https://neo4j.com/docs/cypher-manual/current/administration/databases\n",
      "https://neo4j.com/docs/cypher-manual/current/syntax/naming\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control\n",
      "https://neo4j.com/docs/cypher-manual/current/constraints/examples\n",
      "https://neo4j.com/docs/cypher-manual/current/aliases\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/ml-models/linkprediction\n",
      "https://neo4j.com/docs/graph-data-science/1.8/model-catalog/list\n",
      "https://neo4j.com/docs/graph-data-science/1.8/model-catalog\n",
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      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/graph-sage\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/ml-models/models-tuning\n",
      "https://neo4j.com/docs/graph-data-science/1.8/operations-reference/model-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.8/operations-reference/graph-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.8/alpha-algorithms/total-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.8/common-usage/logging\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-graph-info\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-graph-remove\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-product-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-wcc\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-node-sim\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-lpa\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-graph-list\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-cypher-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-named-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-memory-estimation\n",
      "https://neo4j.com/docs/graph-data-science/1.8/appendix-b/migration-algos-common\n",
      "https://neo4j.com/docs/cypher-manual/current/administration/security/administration\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/manage-users\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/privileges-reads\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/manage-roles\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/manage-servers\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/database-administration\n",
      "https://neo4j.com/docs/cypher-manual/current/access-control/manage-privileges\n",
      "https://neo4j.com/docs/graph-data-science/1.8/algorithms/auxiliary\n",
      "https://neo4j.com/docs/graph-data-science/1.8/common-usage/creating-graphs\n",
      "https://neo4j.com/docs/python-manual/4.2\n",
      "https://neo4j.com/docs/python-manual/4.2/cypher-workflow\n",
      "https://neo4j.com/docs/python-manual/4.2/get-started\n",
      "https://neo4j.com/docs/api/python-driver/4.2\n",
      "https://neo4j.com/docs/python-manual/4.2/client-applications\n",
      "https://neo4j.com/docs/api/python-driver/4.2/api.html\n",
      "https://neo4j.com/docs/python-manual/4.2/terminology\n",
      "https://neo4j.com/docs/python-manual/4.2/session-api\n",
      "https://neo4j.com/docs/dotnet-manual/4.4\n",
      "https://graphacademy.neo4j.com/courses/app-dotnet\n",
      "https://neo4j.com/docs/dotnet-manual/4.4/cypher-workflow\n",
      "https://neo4j.com/docs/dotnet-manual/4.4/terminology\n",
      "https://neo4j.com/docs/dotnet-manual/4.4/session-api\n",
      "https://neo4j.com/docs/dotnet-manual/4.4/get-started\n",
      "https://neo4j.com/docs/api/dotnet-driver/4.4\n",
      "https://neo4j.com/docs/dotnet-manual/4.4/client-applications\n",
      "https://neo4j.com/docs/go-manual/4.3\n",
      "https://neo4j.com/docs/go-manual/4.3/session-api\n",
      "https://neo4j.com/docs/go-manual/4.3/cypher-workflow\n",
      "https://neo4j.com/docs/cypher-manual/4.3/introduction/transactions\n",
      "https://neo4j.com/docs/cypher-manual/4.3/introduction/quering-updating-administering\n",
      "https://neo4j.com/docs/cypher-manual/4.3/introduction/uniqueness\n",
      "https://neo4j.com/docs/cypher-manual/4.3/syntax\n",
      "https://neo4j.com/docs/cypher-manual/4.3/syntax/spatial\n",
      "https://neo4j.com/docs/cypher-manual/4.3/query-tuning/indexes\n",
      "https://neo4j.com/docs/cypher-manual/4.3/syntax/temporal\n",
      "https://neo4j.com/docs/cypher-manual/4.3/syntax/lists\n",
      "https://neo4j.com/docs/cypher-manual/4.3/functions/list\n",
      "https://neo4j.com/docs/cypher-manual/4.3/functions/mathematical-numeric\n",
      "https://neo4j.com/docs/cypher-manual/4.3/syntax/comments\n",
      "https://neo4j.com/docs/go-manual/4.3/client-applications\n",
      "https://neo4j.com/docs/go-manual/4.3/get-started\n",
      "https://neo4j.com/docs/go-manual/4.3/terminology\n",
      "https://neo4j.com/docs/javascript-manual/4.4\n",
      "https://neo4j.com/docs/javascript-manual/4.4/cypher-workflow\n",
      "https://neo4j.com/docs/javascript-manual/4.4/session-api\n",
      "https://neo4j.com/docs/javascript-manual/4.4/terminology\n",
      "https://neo4j.com/docs/javascript-manual/4.4/get-started\n",
      "https://neo4j.com/docs/api/javascript-driver/4.4\n",
      "https://neo4j.com/docs/javascript-manual/4.4/client-applications\n",
      "https://neo4j.com/docs/dotnet-manual/4.3\n",
      "https://neo4j.com/docs/dotnet-manual/4.3/cypher-workflow\n",
      "https://neo4j.com/docs/dotnet-manual/4.3/session-api\n",
      "https://neo4j.com/docs/dotnet-manual/4.3/terminology\n",
      "https://neo4j.com/docs/dotnet-manual/4.3/get-started\n",
      "https://neo4j.com/docs/api/dotnet-driver/4.3\n",
      "https://neo4j.com/docs/dotnet-manual/4.3/client-applications\n",
      "https://neo4j.com/docs/javascript-manual/4.2\n",
      "https://neo4j.com/docs/javascript-manual/4.2/get-started\n",
      "https://neo4j.com/docs/api/javascript-driver/4.2\n",
      "https://neo4j.com/docs/javascript-manual/4.2/client-applications\n",
      "https://neo4j.com/docs/javascript-manual/4.2/terminology\n",
      "https://neo4j.com/docs/javascript-manual/4.2/session-api\n",
      "https://neo4j.com/docs/javascript-manual/4.2/cypher-workflow\n",
      "https://neo4j.com/docs/graph-data-science/1.4\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-a\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/dfs\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/bfs\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/random-walk\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/yen-s-k-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/a_star\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/cosine\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/jaccard\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/node-similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/knn\n",
      "https://neo4j.com/docs/graph-data-science/1.4/common-usage/running-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.4/common-usage/creating-graphs\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/graph-catalog-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/anonymous-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/node-properties\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/utility-functions\n",
      "https://neo4j.com/docs/graph-data-science/1.4/model-catalog/model-catalog\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/graph-sage\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/syntax\n",
      "https://neo4j.com/docs/graph-data-science/1.4/installation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/introduction\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/cypher-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/collapse-path\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/graph-generation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/auxiliary\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/node2vec\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/one-hot-encoding\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/pregel-api\n",
      "https://neo4j.com/docs/graph-data-science/1.4/production-deployment\n",
      "https://neo4j.com/docs/graph-data-science/1.4/production-deployment/transaction-handling\n",
      "https://neo4j.com/docs/graph-data-science/1.4/production-deployment/fabric\n",
      "https://neo4j.com/docs/graph-data-science/1.4/management-ops/native-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/label-propagation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.4/common-usage/memory-estimation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/common-usage\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/community\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/k1coloring\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/local-clustering-coefficient\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/wcc\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/modularity-optimization\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/strongly-connected-components\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/eigenvector-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/degree-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/harmonic-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/closeness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/article-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/fastrp\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/node-embeddings\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/total-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/same-community\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/resource-allocation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/preferential-attachment\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/common-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/adamic-adar\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/linkprediction\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/all-pairs-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/single-source-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/minimum-weight-spanning-tree\n",
      "https://neo4j.com/docs/graph-data-science/1.4/algorithms/pathfinding\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/approximate-nearest-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/euclidean\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/pearson\n",
      "https://neo4j.com/docs/graph-data-science/1.4/alpha-algorithms/overlap\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-algos-common\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-memory-estimation\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-named-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-cypher-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-graph-list\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-graph-info\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-graph-remove\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-product-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-node-sim\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-wcc\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.4/appendix-b/migration-lpa\n",
      "https://neo4j.com/graph-algorithms-book\n",
      "https://neo4j.com/data-science-sandbox\n",
      "https://go.neo4j.com/graph-embeddings-the-secret-ingredient-for-relationship-driven-ai-lp.html\n",
      "https://neo4j.com/graphacademy/neo4j-gds-certify\n",
      "https://neo4j.com/developer/graph-data-science\n",
      "https://neo4j.com/developer/neuler-no-code-graph-algorithms\n",
      "https://neo4j.com/graph-data-science-library\n",
      "https://neo4j.com/whitepapers/5-graph-data-science-basics-everyone-should-know\n",
      "https://neo4j.com/whitepapers/graph-data-science-use-cases-entity-resolution\n",
      "https://neo4j.com/whitepapers/graph-data-science-use-cases-recommendations\n",
      "https://graphacademy.neo4j.com/categories/data-scientist\n",
      "https://neo4j.com/case-studies\n",
      "https://neo4j.com/case-studies/novartis\n",
      "https://neo4j.com/case-studies/candiolo-cancer-institute-ircc\n",
      "https://neo4j.com/case-studies/orbitmi\n",
      "https://neo4j.com/case-studies/digitate\n",
      "https://neo4j.com/case-studies/dun-bradstreet\n",
      "https://neo4j.com/case-studies/wanderu\n",
      "https://neo4j.com/case-studies/lockheed-martin-space\n",
      "https://neo4j.com/case-studies/custom-medical-equipment-manufacturer\n",
      "https://neo4j.com/case-studies/hastens\n",
      "https://neo4j.com/case-studies/murrelektronik\n",
      "https://neo4j.com/case-studies/comcast\n",
      "https://neo4j.com/case-studies/fortune-500-financial-services\n",
      "https://neo4j.com/case-studies/ad-tech-agency\n",
      "https://neo4j.com/case-studies/e-spirit\n",
      "https://neo4j.com/case-studies/in-q-tel\n",
      "https://neo4j.com/case-studies/migraven\n",
      "https://neo4j.com/case-studies/orita\n",
      "https://neo4j.com/case-studies/fortune-200-hospitality-company\n",
      "https://neo4j.com/case-studies/notlost\n",
      "https://neo4j.com/case-studies/billes\n",
      "https://neo4j.com/case-studies/tourism-media\n",
      "https://neo4j.com/case-studies/current\n",
      "https://neo4j.com/case-studies/worldline\n",
      "https://neo4j.com/case-studies/transparency-one\n",
      "https://neo4j.com/case-studies/miroculus\n",
      "https://neo4j.com/case-studies/die-bayerische\n",
      "https://neo4j.com/case-studies/boston-scientific\n",
      "https://neo4j.com/case-studies/global-500-logistics\n",
      "https://neo4j.com/case-studies/cerved\n",
      "https://neo4j.com/case-studies/bflows\n",
      "https://neo4j.com/case-studies/wazoku\n",
      "https://neo4j.com/case-studies/scoutbee\n",
      "https://neo4j.com/case-studies/sopra-steria\n",
      "https://neo4j.com/case-studies/megree\n",
      "https://neo4j.com/case-studies/gousto\n",
      "https://neo4j.com/case-studies/fsmb\n",
      "https://neo4j.com/case-studies/albelli\n",
      "https://neo4j.com/case-studies/faceit\n",
      "https://neo4j.com/case-studies/perform-media\n",
      "https://neo4j.com/case-studies/us-health-insurer\n",
      "https://neo4j.com/case-studies/us-army\n",
      "https://neo4j.com/case-studies/quander\n",
      "https://neo4j.com/case-studies/zurich-insurance\n",
      "https://neo4j.com/case-studies/fortune-50-retailer\n",
      "https://neo4j.com/case-studies/newyork-presbyterian-hospital\n",
      "https://neo4j.com/case-studies/kerberos\n",
      "https://neo4j.com/case-studies/vanguard\n",
      "https://neo4j.com/case-studies/japanese-auto-manufacturer\n",
      "https://neo4j.com/case-studies/todo1\n",
      "https://neo4j.com/case-studies/department-for-education-uk\n",
      "https://neo4j.com/case-studies/cast-software\n",
      "https://neo4j.com/case-studies/caterpillar\n",
      "https://neo4j.com/case-studies/pitney-bowes\n",
      "https://neo4j.com/case-studies/telenor\n",
      "https://neo4j.com/case-studies/wine-data-system\n",
      "https://neo4j.com/case-studies/global-50-bank\n",
      "https://neo4j.com/case-studies/german-centre-diabetes-research-dzd\n",
      "https://neo4j.com/case-studies/cisco\n",
      "https://neo4j.com/case-studies/fortune-200-it-services-company\n",
      "https://neo4j.com/case-studies/bechtle\n",
      "https://neo4j.com/case-studies/mitre\n",
      "https://neo4j.com/case-studies/the-international-consortium-of-investigative-journalists-icij\n",
      "https://neo4j.com/case-studies/icij\n",
      "https://neo4j.com/case-studies/cocom\n",
      "https://neo4j.com/case-studies/ubs-case-study\n",
      "https://neo4j.com/case-studies/musimap\n",
      "https://neo4j.com/case-studies/nbc-news\n",
      "https://neo4j.com/case-studies/dooloo\n",
      "https://neo4j.com/whitepapers/graph-data-science-use-cases-supply-chain-analytics\n",
      "https://neo4j.com/whitepapers/graph-embeddings-whitepaper\n",
      "https://graphacademy.neo4j.com/courses/graph-data-science-fundamentals\n",
      "https://neo4j.com/developer/graph-algorithms\n",
      "https://neo4j.com/developer/graph-data-science/graph-embeddings\n",
      "https://neo4j.com/docs/graph-data-science/current/machine-learning/node-embeddings/fastrp\n",
      "https://neo4j.com/docs/graph-data-science/current/machine-learning/node-embeddings/node2vec\n",
      "https://neo4j.com/developer/graph-data-science/link-prediction/aws-sagemaker-autopilot-automl\n",
      "https://neo4j.com/developer/graph-data-science/link-prediction/scikit-learn\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/linkprediction\n",
      "https://neo4j.com/developer/graph-data-science/link-prediction\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/similarity\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/node-embeddings\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/dfs\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/pathfinding\n",
      "https://neo4j.com/docs/graph-data-science/2.2/algorithms/astar\n",
      "https://neo4j.com/developer/graph-data-science/centrality-graph-algorithms\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/eigenvector-centrality\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/harmonic-centrality\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/degree-centrality\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/closeness-centrality\n",
      "https://neo4j.com/developer/graph-data-science/graph-search-algorithms\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/bfs\n",
      "https://neo4j.com/developer/graph-data-science/community-detection-graph-algorithms\n",
      "https://neo4j.com/connections/graph-data-science\n",
      "https://neo4j.com/developer/graph-data-science/path-finding-graph-algorithms\n",
      "https://neo4j.com/docs/graph-data-science/current/alpha-algorithms/minimum-weight-spanning-tree\n",
      "https://neo4j.com/graph-data-science/current/alpha-algorithms/random-walk\n",
      "https://neo4j.com/docs/graph-data-science/current/alpha-algorithms/all-pairs-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/current/alpha-algorithms/yen-s-k-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/current/alpha-algorithms/shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/delta-single-source\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/astar\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/yens\n",
      "https://neo4j.com/docs/graph-data-science/current/algorithms/dijkstra-single-source\n",
      "https://neo4j.com/docs/graph-data-science/current/alpha-algorithms/a_star\n",
      "https://neo4j.com/developer/graph-search-algorithms\n",
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      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/adamic-adar\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/linkprediction\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/dfs\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/bfs\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/random-walk\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/yen-s-k-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/a_star\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/all-pairs-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/single-source-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/minimum-weight-spanning-tree\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/pathfinding\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/approximate-nearest-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/euclidean\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/overlap\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/pearson\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/cosine\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/jaccard\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/node-similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/triangle-counting-clustering-coefficient\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/strongly-connected-components\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/modularity-optimization\n",
      "https://neo4j.com/docs/graph-data-science/1.1/management-ops/cypher-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.1/management-ops/anonymous-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.1/management-ops/utility-functions\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/article-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/closeness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/degree-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/eigenvector-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.1/algorithms/syntax\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/one-hot-encoding\n",
      "https://neo4j.com/docs/graph-data-science/1.1/production-deployment\n",
      "https://neo4j.com/docs/graph-data-science/1.1/production-deployment/transaction-handling\n",
      "https://neo4j.com/docs/graph-data-science/1.1/appendix-a\n",
      "https://neo4j.com/docs/graph-data-science/1.1/appendix-b\n",
      "https://neo4j.com/docs/graph-data-science/1.1/alpha-algorithms/graph-generation\n",
      "https://neo4j.com/docs/graph-data-science/1.1/management-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.1/common-usage/running-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.1/common-usage/creating-graphs\n",
      "https://neo4j.com/docs/graph-data-science/1.1/common-usage\n",
      "https://neo4j.com/docs/graph-data-science/1.1/introduction\n",
      "https://neo4j.com/docs/cypher-cheat-sheet/4.4\n",
      "https://neo4j.com/docs/cypher-cheat-sheet/4.3\n",
      "https://neo4j.com/docs/graph-data-science/1.7\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/introduction\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/harmonic-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/closeness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/degree-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/syntax\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage/memory-estimation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/graph-catalog-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/anonymous-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-catalog-export-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-create\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-drop\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-exists\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-list\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-create-cypher\n",
      "https://neo4j.com/docs/graph-data-science/1.7/create-subgraph\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-catalog-node-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.7/graph-catalog-relationship-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/node-similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/jaccard\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/cosine\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/pearson\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/euclidean\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/overlap\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/approximate-nearest-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/pathfinding\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/random-walk\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/bfs\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/dfs\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/linkprediction\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/adamic-adar\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/common-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/preferential-attachment\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/resource-allocation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/same-community\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/total-neighbors\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/node-embeddings\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/graph-sage\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/fastrp\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage/running-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.7/production-deployment/transaction-handling\n",
      "https://neo4j.com/docs/graph-data-science/1.7/production-deployment\n",
      "https://neo4j.com/docs/graph-data-science/1.7/production-deployment/feature-toggles\n",
      "https://neo4j.com/docs/graph-data-science/1.7/production-deployment/fabric\n",
      "https://neo4j.com/docs/graph-data-science/1.7/operations-reference/appendix-a\n",
      "https://neo4j.com/docs/graph-data-science/1.7/operations-reference/model-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog/exists\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models/models-tuning\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models/pre-processing\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models/linkprediction\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog/list\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog/publish\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog/store\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog/drop\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models/node-classification\n",
      "https://neo4j.com/docs/graph-data-science/1.7/model-catalog\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/administration\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/create-cypher-db\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/utility-functions\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops/node-properties\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/all-pairs-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/System-requirements\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/additional-config-parameters\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/installation-causal-cluster\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/installation-docker\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/installation-enterprise-edition\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/neo4j-server\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/neo4j-desktop\n",
      "https://neo4j.com/docs/graph-data-science/1.7/installation/supported-neo4j-versions\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/single-source-shortest-path\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/minimum-weight-spanning-tree\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/yens\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/astar\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/dijkstra-single-source\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/dijkstra-source-target\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/ml-models/linkprediction-pipelines\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/auxiliary\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/one-hot-encoding\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/scale-properties\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/collapse-path\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/graph-generation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/alpha-algorithms/split-relationships\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/pregel-api\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/node2vec\n",
      "https://neo4j.com/docs/graph-data-science/1.7/operations-reference/algorithm-references\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/eigenvector-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/article-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/label-propagation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/wcc\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/local-clustering-coefficient\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/k1coloring\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/modularity-optimization\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/strongly-connected-components\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/sllpa\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/alpha/approx-max-k-cut\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/similarity\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/knn\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/community\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/influence-maximization/greedy\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/influence-maximization/celf\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/influence-maximization\n",
      "https://neo4j.com/docs/graph-data-science/1.7/algorithms/hits\n",
      "https://neo4j.com/docs/graph-data-science/1.7/operations-reference/additional-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage/monitoring-system\n",
      "https://neo4j.com/docs/graph-data-science/1.7/management-ops\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage/logging\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-cypher-projection\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-graph-list\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-graph-info\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-graph-remove\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-product-algos\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-louvain\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-node-sim\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-page-rank\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-wcc\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-triangle-count\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-betweenness-centrality\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-lpa\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-named-graph\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-memory-estimation\n",
      "https://neo4j.com/docs/graph-data-science/1.7/appendix-b/migration-algos-common\n",
      "https://neo4j.com/docs/graph-data-science/1.7/operations-reference/graph-operation-references\n",
      "https://neo4j.com/docs/graph-data-science/1.7/common-usage/creating-graphs\n",
      "https://neo4j.com/docs/python-manual/4.3\n",
      "https://neo4j.com/docs/python-manual/4.3/get-started\n",
      "https://neo4j.com/docs/python-manual/4.3/client-applications\n",
      "https://neo4j.com/docs/python-manual/4.3/cypher-workflow\n",
      "https://neo4j.com/docs/python-manual/4.3/session-api\n",
      "https://neo4j.com/docs/python-manual/4.3/terminology\n",
      "https://neo4j.com/docs/api/python-driver/4.3/api.html\n",
      "https://neo4j.com/docs/api/python-driver/4.3\n",
      "https://neo4j.com/docs/getting-started/4.2\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/patterns\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/patterns-in-practice\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/results\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/large-statements\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/schema\n",
      "https://neo4j.com/docs/getting-started/4.2/cypher-intro/load-csv\n",
      "https://neo4j.com/docs/cypher-manual/4.2/administration/constraints\n",
      "https://neo4j.com/docs/getting-started/4.2/graphdb-concepts\n",
      "https://neo4j.com/docs/getting-started/4.2/get-started-with-neo4j\n",
      "https://neo4j.com/docs/java-manual/4.3\n",
      "https://neo4j.com/docs/java-manual/4.3/cypher-workflow\n",
      "https://neo4j.com/docs/java-manual/4.3/client-applications\n",
      "https://neo4j.com/docs/java-manual/4.3/get-started\n",
      "https://neo4j.com/docs/api/java-driver/4.3\n",
      "https://neo4j.com/docs/java-manual/4.3/terminology\n",
      "https://neo4j.com/docs/java-manual/4.3/session-api\n",
      "https://neo4j.com/docs/api/java-driver/4.3/org/neo4j/driver/Value.html\n",
      "https://neo4j.com/docs/getting-started/4.4\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/getting-started-resources\n",
      "https://neo4j.com/developer-blog/neo4j-devtools-happy-new-year-new-data-importer-and-neo4j-browser-updates\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/tutorials/tutorials-overview\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/tutorials/guide-import-relational-and-etl\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/tutorials/guide-build-a-recommendation-engine\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/tutorials/guide-cypher-basics\n",
      "https://neo4j.com/graphacademy/online-training/online-training/introduction-to-neo4j-40\n",
      "https://neo4j.com/graphgist/beer-amp-breweries-graphgist\n",
      "https://neo4j.com/graphgist/northwind-recommendation-engine\n",
      "http://neo4j.com/blog/why-the-most-important-part-of-facebook-graph-search-is-graph\n",
      "https://neo4j.com/docs/cypher-manual/current/query-tuning/using\n",
      "https://neo4j.com/docs/getting-started/4.4/data-modeling/modeling-designs\n",
      "https://neo4j.com/docs/getting-started/4.4/data-modeling/relational-to-graph-modeling\n",
      "https://neo4j.com/docs/getting-started/4.4/get-started-with-neo4j/graph-database\n",
      "https://neo4j.com/docs/getting-started/4.4/data-modeling\n",
      "https://neo4j.com/docs/getting-started/4.4/data-modeling/guide-data-modeling\n",
      "http://neo4j.com/docs/getting-started/4.4/data-modeling/modeling-designs\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix/graphdb-concepts\n",
      "https://neo4j.com/docs/getting-started/4.4/appendix\n",
      "https://neo4j.com/docs/getting-started/4.4/graph-visualization/graph-visualization-tools\n",
      "https://neo4j.com/docs/getting-started/4.4/graph-visualization/graph-visualization\n",
      "https://neo4j.com/blog/charting-neo4j-3-0\n",
      "https://neo4j.com/blog/neo4j-bloom-everywhere-this-spring\n",
      "https://neo4j.com/developer-blog/15-tools-for-visualizing-your-neo4j-graph-database\n",
      "https://neo4j.com/bi-connector\n",
      "https://neo4j.com/docs/getting-started/4.4/integration-tools/integration\n",
      "https://neo4j.com/docs/getting-started/4.4/languages-guides/neo4j-perl\n",
      "https://neo4j.com/docs/getting-started/4.4/languages-guides/neo4j-erlang-elixir\n",
      "https://neo4j.com/docs/getting-started/4.4/languages-guides/neo4j-php\n",
      "https://neo4j.com/docs/getting-started/4.4/languages-guides/neo4j-ruby\n",
      "https://neo4j.com/developer/ruby-course\n",
      "http://neo4j.com/docs/stable/javadocs\n",
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      "https://neo4j.com/labs/apoc/4.4/overview/apoc.create/apoc.create.removeRelProperties\n",
      "https://neo4j.com/labs/apoc/4.4/overview/apoc.merge/apoc.merge.nodeWithStats\n",
      "https://neo4j.com/labs/apoc/4.4/overview/apoc.nodes/apoc.nodes.link\n"
     ]
    }
   ],
   "source": [
    "from selenium.webdriver.common.by import By\n",
    "\n",
    "entry_url = \"https://neo4j.com/docs\"\n",
    "data = dict()\n",
    "visit_list = [entry_url]\n",
    "already_visited = []\n",
    "\n",
    "while visit_list:\n",
    "    # Visit the URL\n",
    "    current_url = visit_list.pop()\n",
    "    if current_url in already_visited:\n",
    "        continue\n",
    "    print(current_url)\n",
    "    try:\n",
    "        wd.get(current_url)\n",
    "    except:\n",
    "        print(f\"Couldn't open {current_url}\")\n",
    "        already_visited.append(current_url)\n",
    "        display = Display(visible=0, size=(800, 600))\n",
    "        display.start()\n",
    "\n",
    "        options = uc.ChromeOptions()\n",
    "        options.add_argument(\"--no-sandbox\")\n",
    "        wd = uc.Chrome(options=options)\n",
    "        continue\n",
    "    # If redirect\n",
    "    try:\n",
    "        actual_url = wd.current_url.rstrip(\"/\").split(\"#\")[0].split(\"?\")[0]\n",
    "        if actual_url != current_url:\n",
    "            # Store the redirect information\n",
    "            data[current_url] = {\n",
    "                \"links\": [],\n",
    "                \"text\": None,\n",
    "                \"embeddings\": [],\n",
    "                \"keywords\": [],\n",
    "                \"redirects\": [actual_url],\n",
    "            }\n",
    "            already_visited.append(current_url)\n",
    "            # Content is being extracted from the actual url\n",
    "            current_url = actual_url\n",
    "    except:\n",
    "        pass\n",
    "    # Extract text from the content div\n",
    "    text = extract_text_by_class(\"content\")\n",
    "    # If nothing is found, try article div\n",
    "    if not text:\n",
    "        text = extract_text_by_class(\"article\")\n",
    "    # If nothing is found, try page div\n",
    "    if not text:\n",
    "        text = extract_text_by_class(\"page\")\n",
    "    if not text:\n",
    "        text = extract_text_by_class(\"single-user-story\")\n",
    "    # Check if 404\n",
    "    try:\n",
    "        if \"Sorry, page not found\" in wd.find_element(By.TAG_NAME, \"body\").text:\n",
    "            text = \"404\"\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "    # Generate paragraph embedding & extract keywords\n",
    "    if text:\n",
    "        embeddings = generate_embeddings(text)\n",
    "        keywords = extract_keywords(text)\n",
    "    else:\n",
    "        embeddings = []\n",
    "        keywords = []\n",
    "\n",
    "    # Extract links from the content div\n",
    "    links = extract_links_by_xpath(\"//div[@class='content']//a[@href]\")\n",
    "    # If nothing is found, try article div\n",
    "    if not links:\n",
    "        links = extract_links_by_xpath(\"//article[@class='article']//a[@href]\")\n",
    "    if not links:\n",
    "        links = extract_links_by_xpath(\"//article//a[@href]\")\n",
    "\n",
    "    # if not links and not text:\n",
    "    #    print(f\"Couldn't retrieve the data from {current_url}\")\n",
    "    # Store page information\n",
    "    data[current_url] = {\n",
    "        \"links\": [l for l in links if l != current_url],\n",
    "        \"text\": text,\n",
    "        \"embeddings\": embeddings,\n",
    "        \"keywords\": keywords,\n",
    "        \"redirects\": [],\n",
    "    }\n",
    "    # Crawling information\n",
    "    already_visited.append(current_url)\n",
    "    # Don't leave neo4j.com while crawling\n",
    "    # and avoid community and sandbox\n",
    "    visit_list.extend(\n",
    "        [\n",
    "            l\n",
    "            for l in list(links)\n",
    "            if (\"neo4j.com\" in l)\n",
    "            and (not l in already_visited)\n",
    "            and (not \"community.neo4j.com\" in l)\n",
    "            and (not \"sandbox.neo4j.com\" in l)\n",
    "        ]\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "cSAKbzRsNKVG"
   },
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "j = json.dumps(data)\n",
    "# open file for writing, \"w\"\n",
    "f = open(\"neo4j_docs.json\", \"w\")\n",
    "\n",
    "# write json object to file\n",
    "f.write(j)\n",
    "\n",
    "# close file\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_vCJTZZWNSrI"
   },
   "outputs": [],
   "source": [
    "# Import to Neo4j\n",
    "from graphdatascience import GraphDataScience\n",
    "\n",
    "host = \"bolt://44.200.120.93:7687\"\n",
    "user = \"neo4j\"\n",
    "password = \"customs-spans-misalinements\"\n",
    "\n",
    "gds = GraphDataScience(host, auth=(user, password))\n",
    "\n",
    "gds.run_cypher(\n",
    "    \"\"\"\n",
    "CREATE CONSTRAINT IF NOT EXISTS FOR (p:Page) REQUIRE p.url IS UNIQUE;\n",
    "\"\"\"\n",
    ")\n",
    "\n",
    "gds.run_cypher(\n",
    "    \"\"\"\n",
    "CREATE CONSTRAINT IF NOT EXISTS FOR (k:Keyword) REQUIRE k.name IS UNIQUE;\n",
    "\"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "UtSRIPAQtXKD"
   },
   "outputs": [],
   "source": [
    "import_query = \"\"\"\n",
    "\n",
    "UNWIND $data AS row\n",
    "MERGE (p:Page {url:row.url})\n",
    "SET p.embedding = row.embedding,\n",
    "    p.has_text = row.has_text,\n",
    "    p.is_404 = row.is_404\n",
    "FOREACH (l in row.links    | MERGE (p1:Page {url:l}) MERGE (p)-[:LINKS_TO]->(p1))\n",
    "FOREACH (k in row.keywords | MERGE (k1:Keyword {name:k}) MERGE (p)-[:HAS_KEYWORD]->(k1))\n",
    "FOREACH (r in row.redirects| MERGE (r1:Page {url:r}) MERGE (p)-[:REDIRECTS]->(r1))\n",
    "\n",
    "\"\"\"\n",
    "x = 1\n",
    "params = []\n",
    "for key in data:\n",
    "    params.append(\n",
    "        {\n",
    "            \"url\": key,\n",
    "            \"embedding\": data[key][\"embeddings\"],\n",
    "            \"keywords\": data[key][\"keywords\"],\n",
    "            \"links\": data[key][\"links\"],\n",
    "            \"has_text\": True if data[key][\"text\"] else False,\n",
    "            \"is_404\": True if data[key][\"text\"] == \"404\" else False,\n",
    "            \"redirects\": data[key][\"redirects\"],\n",
    "        }\n",
    "    )\n",
    "    # Batch per 500\n",
    "    if len(params) == 500:\n",
    "        gds.run_cypher(import_query, {\"data\": params})\n",
    "        params = []\n",
    "        # Logging\n",
    "        print(f\"Importing {x} batch\")\n",
    "        x += 1\n",
    "\n",
    "# Import the remainder\n",
    "gds.run_cypher(import_query, {\"data\": params})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "environment": {
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