diff --git a/data_scrape_protocols.ipynb b/data_scrape_protocols.ipynb
new file mode 100644
index 0000000..ba57510
--- /dev/null
+++ b/data_scrape_protocols.ipynb
@@ -0,0 +1,159 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install beautifulsoup4"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "GfJ1NTeA263q",
+ "outputId": "53671623-d791-427c-b7ed-3cdabfb6172b"
+ },
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+ "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.8/dist-packages (4.6.3)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os, requests\n",
+ "from bs4 import BeautifulSoup"
+ ],
+ "metadata": {
+ "id": "Ccp5Qdx72-Dk"
+ },
+ "execution_count": 127,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Scrape"
+ ],
+ "metadata": {
+ "id": "aNMFnKSJ2Ak7"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {
+ "id": "Gz2oTQLg12HJ"
+ },
+ "outputs": [],
+ "source": [
+ "class Scraper:\n",
+ " def __init__(self, parent_url):\n",
+ " self.parent_url = parent_url\n",
+ " self.all_urls = set()\n",
+ "\n",
+ " def get_all_urls(self, url):\n",
+ " response = requests.get(url)\n",
+ " soup = BeautifulSoup(response.content, 'html.parser')\n",
+ " links = soup.find_all('a')\n",
+ " urls = [link['href'] for link in links if link['href'].startswith(self.parent_url)]\n",
+ " for u in urls:\n",
+ " if u.startswith(self.parent_url) and u not in self.all_urls:\n",
+ " self.get_all_urls(u)\n",
+ " self.all_urls.update(urls)\n",
+ "\n",
+ " def scrape(self, url):\n",
+ " page = requests.get(url)\n",
+ " return BeautifulSoup(page.content, 'html.parser')\n",
+ "\n",
+ " def preprocess(self, soup):\n",
+ " corpus = \"\"\n",
+ " for s in soup.find_all(['header', 'title', 'h1', 'h2', 'h3', 'h4', 'h5', 'h6', 'p']):\n",
+ " corpus += str(s.text) + '\\n'\n",
+ " return corpus"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def save_txt(protocol, doc, url):\n",
+ " with open(f\"{protocol}-documentation/{'_'.join(url.split('/'))}.txt\", 'w') as f:\n",
+ " f.write(doc)"
+ ],
+ "metadata": {
+ "id": "xcEQYzVBjJ12"
+ },
+ "execution_count": 129,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "protocol = 'lido'\n",
+ "parent_url = \"https://docs.lido.fi/\"\n",
+ "os.makedirs(f\"{protocol}-documentation\", exist_ok=True)\n",
+ "\n",
+ "scraper = Scraper(parent_url)\n",
+ "scraper.get_all_urls(parent_url)\n",
+ "all_urls = scraper.all_urls\n",
+ "for u in all_urls:\n",
+ " soup = scraper.scrape(u)\n",
+ " doc = scraper.preprocess(soup)\n",
+ " save_txt(protocol, doc, u)"
+ ],
+ "metadata": {
+ "id": "JN_XBeltgoQk"
+ },
+ "execution_count": 130,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "all_urls"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "V-ZCtCFmkdIp",
+ "outputId": "66f36fc7-b9f3-4055-f1d9-933f2c821685"
+ },
+ "execution_count": 131,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "{'https://docs.lido.fi/contracts/lido-oracle/#add-calculation-of-staker-rewards-apr',\n",
+ " 'https://docs.lido.fi/guides/steth-integration-guide',\n",
+ " 'https://docs.lido.fi/token-guides/steth-on-aave-caveats'}"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 131
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
diff --git a/faiss_indexing.ipynb b/faiss_indexing.ipynb
new file mode 100644
index 0000000..7794077
--- /dev/null
+++ b/faiss_indexing.ipynb
@@ -0,0 +1,219 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "8-jL1OaHigT6"
+ },
+ "outputs": [],
+ "source": [
+ "!pip install langchain\n",
+ "!pip install faiss-gpu\n",
+ "!pip install openai"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os \n",
+ "import json\n",
+ "import pickle\n",
+ "import faiss\n",
+ "from langchain.embeddings.openai import OpenAIEmbeddings\n",
+ "from langchain.text_splitter import CharacterTextSplitter\n",
+ "from langchain.vectorstores.faiss import FAISS"
+ ],
+ "metadata": {
+ "id": "J1eMVndBi1Pm"
+ },
+ "execution_count": 1,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai_api_key = \"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\""
+ ],
+ "metadata": {
+ "id": "X06QitqDlCS3"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "embedding_function = OpenAIEmbeddings(openai_api_key=openai_api_key)"
+ ],
+ "metadata": {
+ "id": "4jPBBBT7k_b_"
+ },
+ "execution_count": 3,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### corpus --> chunks"
+ ],
+ "metadata": {
+ "id": "xvjXK9944TdS"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "dir_path = \"\"\n",
+ "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
+ "texts = []"
+ ],
+ "metadata": {
+ "id": "7yx-aTi84m01"
+ },
+ "execution_count": 61,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "for f_name in os.listdir(dir_path):\n",
+ " with open(f'{dir_path}/{f_name}') as f:\n",
+ " corpus = f.read()\n",
+ " texts.extend(text_splitter.split_text(corpus))"
+ ],
+ "metadata": {
+ "id": "n6ZnWkKxxhXZ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### corpus --> vectorDB"
+ ],
+ "metadata": {
+ "id": "Nm7Wpb1C48Eu"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "docsearch = FAISS.from_texts(texts, embedding_function)"
+ ],
+ "metadata": {
+ "id": "q_jeL3XG42jH"
+ },
+ "execution_count": 5,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Save the files"
+ ],
+ "metadata": {
+ "id": "iOj4TAIa4c8w"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "save_dir_path = 'faiss'\n",
+ "os.makedirs(save_dir_path, exist_ok=True)"
+ ],
+ "metadata": {
+ "id": "uhtow6q-5oMv"
+ },
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# save the index_to_id \n",
+ "with open(f'{save_dir_path}/index_to_docstore_id.json', 'w') as f:\n",
+ " json.dump(docsearch.index_to_docstore_id, f)\n",
+ "\n",
+ "# save the docstore\n",
+ "with open(f'{save_dir_path}/doctore.pkl', 'wb') as f:\n",
+ " pickle.dump(docsearch.docstore, f)\n",
+ "\n",
+ "# save the faiss index\n",
+ "faiss.write_index(docsearch.index, f'{save_dir_path}/index')"
+ ],
+ "metadata": {
+ "id": "lv7BHKcDjEFN"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Reinit FAISS"
+ ],
+ "metadata": {
+ "id": "LpZUTK_D4gPK"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "save_dir_path = 'faiss'"
+ ],
+ "metadata": {
+ "id": "ChNUp78aCa2W"
+ },
+ "execution_count": 8,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# read the index_to_id\n",
+ "with open(f'{save_dir_path}/index_to_docstore_id.json', 'r') as f:\n",
+ " index_to_docstore_id = json.load(f)\n",
+ "index_to_docstore_id = {int(k):v for (k,v) in index_to_docstore_id.items()}\n",
+ "\n",
+ "# read the docstore\n",
+ "with open(f'{save_dir_path}/doctore.pkl', 'rb') as f:\n",
+ " docstore = pickle.load(f)\n",
+ "\n",
+ "# read the faiss index\n",
+ "index = faiss.read_index(f'{save_dir_path}/index')"
+ ],
+ "metadata": {
+ "id": "6enReGBJ_zzc"
+ },
+ "execution_count": 9,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "docsearch = FAISS(embedding_function.embed_query, index, docstore, index_to_docstore_id)"
+ ],
+ "metadata": {
+ "id": "uWDKlWaX9Yvc"
+ },
+ "execution_count": 10,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file
diff --git a/nft-scraped_data/all_nft_cgk_urls(2).txt b/nft-scraped_data/all_nft_cgk_urls(2).txt
new file mode 100644
index 0000000..cd971f0
--- /dev/null
+++ b/nft-scraped_data/all_nft_cgk_urls(2).txt
@@ -0,0 +1,1518 @@
+https://www.coingecko.com/en/nft/valhalla
+https://www.coingecko.com/en/nft/cheerfulpirate
+https://www.coingecko.com/en/nft/goblintownhero
+https://www.coingecko.com/en/nft/moonrunners-official
+https://www.coingecko.com/en/nft/the-suites
+https://www.coingecko.com/en/nft/furballs-com-official
+https://www.coingecko.com/en/nft/bounty-baddies
+https://www.coingecko.com/en/nft/basedheads
+https://www.coingecko.com/en/nft/okay-bears
+https://www.coingecko.com/en/nft/neotokyo-citizens
+https://www.coingecko.com/en/nft/peaceful-groupies
+https://www.coingecko.com/en/nft/hip-kongz-official
+https://www.coingecko.com/en/nft/smowl
+https://www.coingecko.com/en/nft/nonfungiblefungi
+https://www.coingecko.com/en/nft/heni-damien-hirst-the-empresses
+https://www.coingecko.com/en/nft/sougen-genesis-collection
+https://www.coingecko.com/en/nft/savage-nation
+https://www.coingecko.com/en/nft/egopirate
+https://www.coingecko.com/en/nft/qzukinft
+https://www.coingecko.com/en/nft/atg-shield-age
+https://www.coingecko.com/en/nft/jungle-freaks-genesis
+https://www.coingecko.com/en/nft/the-possessed
+https://www.coingecko.com/en/nft/hedz-by-matt-furie
+https://www.coingecko.com/en/nft/bridgeworld-legions
+https://www.coingecko.com/en/nft/imagination-station-x-reddit-collectible-avatars
+https://www.coingecko.com/en/nft/roses2
+https://www.coingecko.com/en/nft/gear
+https://www.coingecko.com/en/nft/honey-genesis-bee
+https://www.coingecko.com/en/nft/toastpunk-og
+https://www.coingecko.com/en/nft/3landers
+https://www.coingecko.com/en/nft/we-are-all-going-to-die
+https://www.coingecko.com/en/nft/sneaky-vampire-syndicate
+https://www.coingecko.com/en/nft/plaguegame
+https://www.coingecko.com/en/nft/fragments-by-james-jean
+https://www.coingecko.com/en/nft/apa-gals
+https://www.coingecko.com/en/nft/ledger-market-pass-genesis-edition
+https://www.coingecko.com/en/nft/clay-friends
+https://www.coingecko.com/en/nft/the-ponzi
+https://www.coingecko.com/en/nft/angryapes-society-nft
+https://www.coingecko.com/en/nft/artvatars
+https://www.coingecko.com/en/nft/cel-mates-crime-reports
+https://www.coingecko.com/en/nft/bored-ape-kennel-club
+https://www.coingecko.com/en/nft/the-lizard-lab
+https://www.coingecko.com/en/nft/joseon-dynasty
+https://www.coingecko.com/en/nft/acrocalypse
+https://www.coingecko.com/en/nft/avalanche-hills-muscle-cars
+https://www.coingecko.com/en/nft/happyluckybees
+https://www.coingecko.com/en/nft/chop-campaign
+https://www.coingecko.com/en/nft/uwucrew
+https://www.coingecko.com/en/nft/avax-whales
+https://www.coingecko.com/en/nft/meta-legends
+https://www.coingecko.com/en/nft/forgotten-runes-wizards-cult
+https://www.coingecko.com/en/nft/loudpunx
+https://www.coingecko.com/en/nft/invisible-friends
+https://www.coingecko.com/en/nft/footium-football-clubs
+https://www.coingecko.com/en/nft/bsc-jungle-club
+https://www.coingecko.com/en/nft/metabumz-private-club
+https://www.coingecko.com/en/nft/monkeyleague-gen-zero
+https://www.coingecko.com/en/nft/oporcas
+https://www.coingecko.com/en/nft/worldwide-webb-land
+https://www.coingecko.com/en/nft/league-of-kingdoms-drago
+https://www.coingecko.com/en/nft/singularity-by-aiiv
+https://www.coingecko.com/en/nft/avalanche-network
+https://www.coingecko.com/en/nft/l2stateofmind
+https://www.coingecko.com/en/nft/nftclubarbitrum
+https://www.coingecko.com/en/nft/shamanic-roots
+https://www.coingecko.com/en/nft/ripperz
+https://www.coingecko.com/en/nft/live-like-a-cat-neko-no-youni-ikiru
+https://www.coingecko.com/en/nft/smolizards
+https://www.coingecko.com/en/nft/electropixelkongz
+https://www.coingecko.com/en/nft/cryptophunks
+https://www.coingecko.com/en/nft/tasty-bones-xyz
+https://www.coingecko.com/en/nft/halo-official
+https://www.coingecko.com/en/nft/wrestling-metaverse-originals
+https://www.coingecko.com/en/nft/sunflower-land-frogs-collection
+https://www.coingecko.com/en/nft/the-math-checks-out
+https://www.coingecko.com/en/nft/klay-kingdoms-kings
+https://www.coingecko.com/en/nft/crypto-raiders-mobs
+https://www.coingecko.com/en/nft/broadside
+https://www.coingecko.com/en/nft/boredbuddies
+https://www.coingecko.com/en/nft/zero-ape-club
+https://www.coingecko.com/en/nft/smol-brains
+https://www.coingecko.com/en/nft/sweet-stacks
+https://www.coingecko.com/en/nft/illuminatinft-by-truth-labs
+https://www.coingecko.com/en/nft/girlies-nft
+https://www.coingecko.com/en/nft/merge-vv
+https://www.coingecko.com/en/nft/chibism
+https://www.coingecko.com/en/nft/fluf-world
+https://www.coingecko.com/en/nft/cryptocrystal
+https://www.coingecko.com/en/nft/world-of-women-galaxy
+https://www.coingecko.com/en/nft/klayabstract
+https://www.coingecko.com/en/nft/long-neckie-ladies
+https://www.coingecko.com/en/nft/meta-angels-nft
+https://www.coingecko.com/en/nft/cryptodickbutts
+https://www.coingecko.com/en/nft/dolce-gabbana-dgfamily
+https://www.coingecko.com/en/nft/anybodies
+https://www.coingecko.com/en/nft/digidaigaku-heroes
+https://www.coingecko.com/en/nft/blueberrylab
+https://www.coingecko.com/en/nft/metakozo-official
+https://www.coingecko.com/en/nft/volted-dragons-sailors-club-vdsc
+https://www.coingecko.com/en/nft/aboard-exchange-space-puzzle
+https://www.coingecko.com/en/nft/party-degenerates
+https://www.coingecko.com/en/nft/babyskullz
+https://www.coingecko.com/en/nft/warriors-of-aradena
+https://www.coingecko.com/en/nft/bellygom-world-official
+https://www.coingecko.com/en/nft/getkicks-genesis-collection
+https://www.coingecko.com/en/nft/nyolings
+https://www.coingecko.com/en/nft/ice-poker-tournament-wearables
+https://www.coingecko.com/en/nft/coolman-s-universe
+https://www.coingecko.com/en/nft/jazdid-bab
+https://www.coingecko.com/en/nft/cyber-frogs
+https://www.coingecko.com/en/nft/salt-v4
+https://www.coingecko.com/en/nft/muhammad-ali-the-next-legends-gym-bags
+https://www.coingecko.com/en/nft/transdimensional-fox-federation
+https://www.coingecko.com/en/nft/big-bear-syndicate
+https://www.coingecko.com/en/nft/robonaut
+https://www.coingecko.com/en/nft/mg-land
+https://www.coingecko.com/en/nft/gods
+https://www.coingecko.com/en/nft/nft-sensei-lifetime-access
+https://www.coingecko.com/en/nft/cyber-samurai
+https://www.coingecko.com/en/nft/pirate-captain
+https://www.coingecko.com/en/nft/moodies
+https://www.coingecko.com/en/nft/cnp-gotouchi
+https://www.coingecko.com/en/nft/kenome
+https://www.coingecko.com/en/nft/distortion-genesis
+https://www.coingecko.com/en/nft/coalition-crew-2-0
+https://www.coingecko.com/en/nft/the-potatoz
+https://www.coingecko.com/en/nft/binance-nft-mystery-box-tower
+https://www.coingecko.com/en/nft/degenerate-trash-pandas
+https://www.coingecko.com/en/nft/genesis-genopets-habitats
+https://www.coingecko.com/en/nft/mirror-pass-genesis
+https://www.coingecko.com/en/nft/valhallareserve
+https://www.coingecko.com/en/nft/ape-hater-club
+https://www.coingecko.com/en/nft/justin-aversano-cognition
+https://www.coingecko.com/en/nft/the-captainz
+https://www.coingecko.com/en/nft/the-pendings
+https://www.coingecko.com/en/nft/frenly-pandas
+https://www.coingecko.com/en/nft/foxfam
+https://www.coingecko.com/en/nft/jadu-hoverboard
+https://www.coingecko.com/en/nft/casual-sloths-official
+https://www.coingecko.com/en/nft/anime-metaverse-soulmates
+https://www.coingecko.com/en/nft/earpitz
+https://www.coingecko.com/en/nft/playbux-early-bird-quest
+https://www.coingecko.com/en/nft/capsule-house
+https://www.coingecko.com/en/nft/solsteads-surreal-estate
+https://www.coingecko.com/en/nft/mongen
+https://www.coingecko.com/en/nft/poorsche-nft
+https://www.coingecko.com/en/nft/the-smurfs-society-access-crystals
+https://www.coingecko.com/en/nft/non-fungible-people-by-daz-3d
+https://www.coingecko.com/en/nft/pennymoon-nfts
+https://www.coingecko.com/en/nft/dogeumnfts
+https://www.coingecko.com/en/nft/who-is-banksy-vol-1
+https://www.coingecko.com/en/nft/io-imaginary-ones
+https://www.coingecko.com/en/nft/the-mekabots
+https://www.coingecko.com/en/nft/learn-and-earn-at-imtoken-v
+https://www.coingecko.com/en/nft/1984-worldwide
+https://www.coingecko.com/en/nft/particle-banksy-love-is-in-the-air
+https://www.coingecko.com/en/nft/adidas-for-prada-re-source
+https://www.coingecko.com/en/nft/hello-kitty-and-friends-world-eth
+https://www.coingecko.com/en/nft/the-weirdo-ghost-gang
+https://www.coingecko.com/en/nft/arbifan
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diff --git a/nft-scraped_data/all_nft_cgk_urls.txt b/nft-scraped_data/all_nft_cgk_urls.txt
new file mode 100644
index 0000000..29487ed
--- /dev/null
+++ b/nft-scraped_data/all_nft_cgk_urls.txt
@@ -0,0 +1,493 @@
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+https://www.coingecko.com/en/coins/eight-hours
+https://www.coingecko.com/en/coins/ethverse
+https://www.coingecko.com/en/coins/benddao
+https://www.coingecko.com/en/coins/bytenext
+https://www.coingecko.com/en/coins/dreams-quest
+https://www.coingecko.com/en/coins/doggy
+https://www.coingecko.com/en/coins/cryptoplanes
+https://www.coingecko.com/en/coins/ash
+https://www.coingecko.com/en/coins/hero-arena
+https://www.coingecko.com/en/coins/unicly-mooncats-collection
+https://www.coingecko.com/en/coins/hodl
+https://www.coingecko.com/en/coins/donkey
+https://www.coingecko.com/en/coins/mask-vault-nftx
+https://www.coingecko.com/en/coins/glyph-vault-nftx
+https://www.coingecko.com/en/coins/mech-master
+https://www.coingecko.com/en/coins/1million-nfts
+https://www.coingecko.com/en/coins/ninja-protocol
+https://www.coingecko.com/en/coins/gamecredits
+https://www.coingecko.com/en/coins/dexioprotocol-v1
+https://www.coingecko.com/en/coins/unique-fans
+https://www.coingecko.com/en/coins/wrapped-ecomi
+https://www.coingecko.com/en/coins/thetan-arena
+https://www.coingecko.com/en/coins/bgan-vault-nftx
+https://www.coingecko.com/en/coins/bakc-vault-nftx
+https://www.coingecko.com/en/coins/monster
+https://www.coingecko.com/en/coins/thetan-coin
+https://www.coingecko.com/en/coins/wizards-and-dragons
+https://www.coingecko.com/en/coins/overlord-game
+https://www.coingecko.com/en/coins/zuz-protocol
+https://www.coingecko.com/en/coins/peacockcoin-eth
+https://www.coingecko.com/en/coins/mooncat-vault-nftx
+https://www.coingecko.com/en/coins/wrapped-moon-cats
+https://www.coingecko.com/en/coins/uwu-vault-nftx
+https://www.coingecko.com/en/coins/happyland
+https://www.coingecko.com/en/coins/pixls-vault-nftx
+https://www.coingecko.com/en/coins/tokonft
+https://www.coingecko.com/en/coins/solo-vault-nftx
+https://www.coingecko.com/en/coins/eroverse
+https://www.coingecko.com/en/coins/whale-vault-nftx
+https://www.coingecko.com/en/coins/duck-vault-nftx
+https://www.coingecko.com/en/coins/pudgy-vault-nftx
+https://www.coingecko.com/en/coins/dinoegg
+https://www.coingecko.com/en/coins/purr-vault-nftx
+https://www.coingecko.com/en/coins/spunk-vault-nftx
+https://www.coingecko.com/en/coins/wizard-vault-nftx
+https://www.coingecko.com/en/coins/mobland
+https://www.coingecko.com/en/coins/magic-beasties
+https://www.coingecko.com/en/coins/trism
+https://www.coingecko.com/en/coins/unicorn-milk
+https://www.coingecko.com/en/coins/hdpunk-vault-nftx
+https://www.coingecko.com/en/coins/harambe
+https://www.coingecko.com/en/coins/waxe
+https://www.coingecko.com/en/coins/starmon-token
+https://www.coingecko.com/en/coins/phunk-vault-nftx
+https://www.coingecko.com/en/coins/fuji
+https://www.coingecko.com/en/coins/supremacy
+https://www.coingecko.com/en/coins/lootbox-io
+https://www.coingecko.com/en/coins/zoo-crypto-world
+https://www.coingecko.com/en/coins/kaby-arena
+https://www.coingecko.com/en/coins/dark-energy-crystals
+https://www.coingecko.com/en/coins/foxy-equilibrium
+https://www.coingecko.com/en/coins/bunicorn
+https://www.coingecko.com/en/coins/maidcoin
+https://www.coingecko.com/en/coins/loserchick-egg
+https://www.coingecko.com/en/coins/block-creatures
+https://www.coingecko.com/en/coins/nftblackmarket
+https://www.coingecko.com/en/coins/cryptocars
+https://www.coingecko.com/en/coins/gan-punks
+https://www.coingecko.com/en/coins/meme-ltd
+https://www.coingecko.com/en/coins/chads-vc
+https://www.coingecko.com/en/coins/chubbies
+https://www.coingecko.com/en/coins/hashmasks
+https://www.coingecko.com/en/coins/hifi-gaming-society
+https://www.coingecko.com/en/coins/bladewarrior
+https://www.coingecko.com/en/coins/milady-vault-nftx
+https://www.coingecko.com/en/coins/authencity
+https://www.coingecko.com/en/coins/dexioprotocol-v2
+https://www.coingecko.com/en/coins/monsterra-mag
+https://www.coingecko.com/en/coins/dino
+https://www.coingecko.com/en/coins/spider-tanks
+https://www.coingecko.com/en/coins/art-gobblers-goo
+https://www.coingecko.com/en/coins/jenny-dao-v2
+https://www.coingecko.com/en/coins/tokenplay
+https://www.coingecko.com/en/coins/primal
+https://www.coingecko.com/en/coins/binance-usd
+https://www.coingecko.com/en/coins/shikoku
+https://www.coingecko.com/en/coins/camelot-token
+https://www.coingecko.com/en/coins/baby-doge-coin
+https://www.coingecko.com/en/coins/liquity
+https://www.coingecko.com/en/coins/dejitaru-tsuka
+https://www.coingecko.com/en/coins/octopus-network
+https://www.coingecko.com/en/coins/murall
+https://www.coingecko.com/en/coins/kondux-v2
+https://www.coingecko.com/en/coins/xmon
+https://www.coingecko.com/en/coins/fetch-ai
+https://www.coingecko.com/en/coins/ufo-gaming
+https://www.coingecko.com/en/coins/the-sandbox
+https://www.coingecko.com/en/coins/jelly-esports
+https://www.coingecko.com/en/coins/hifluf
+https://www.coingecko.com/en/coins/hicoolcats
+https://www.coingecko.com/en/coins/himoonbirds
+https://www.coingecko.com/en/coins/himfers
+https://www.coingecko.com/en/coins/tradewix
+https://www.coingecko.com/en/coins/avatara-nox
+https://www.coingecko.com/en/coins/lobster
+https://www.coingecko.com/en/coins/liquicats
+https://www.coingecko.com/en/coins/ghostkids
+https://www.coingecko.com/en/coins/secret-skellies-society
+https://www.coingecko.com/en/coins/balto-token
+https://www.coingecko.com/en/coins/king-finance
+https://www.coingecko.com/en/coins/horny-hyenas
+https://www.coingecko.com/en/coins/prelax
+https://www.coingecko.com/en/coins/liberty-square-filth
+https://www.coingecko.com/en/coins/meeb-vault-nftx
+https://www.coingecko.com/en/coins/sqgl-vault-nftx
+https://www.coingecko.com/en/coins/step-hero-soul
+https://www.coingecko.com/en/coins/face-vault-nftx
+https://www.coingecko.com/en/coins/kitty-vault-nftx
+https://www.coingecko.com/en/coins/bayc-vault-nftx
+https://www.coingecko.com/en/coins/avastr-vault-nftx
+https://www.coingecko.com/en/coins/cool-vault-nftx
+https://www.coingecko.com/en/coins/punk-vault-nftx
+https://www.coingecko.com/en/coins/planet-sandbox
+https://www.coingecko.com/en/coins/chaincade
+https://www.coingecko.com/en/coins/waifu-vault-nftx
+https://www.coingecko.com/en/coins/binance-usd
+https://www.coingecko.com/en/coins/shikoku
+https://www.coingecko.com/en/coins/camelot-token
+https://www.coingecko.com/en/coins/baby-doge-coin
+https://www.coingecko.com/en/coins/liquity
+https://www.coingecko.com/en/coins/dejitaru-tsuka
+https://www.coingecko.com/en/coins/octopus-network
diff --git a/nft-scraped_data/all_nft_doc_urls(2).txt b/nft-scraped_data/all_nft_doc_urls(2).txt
new file mode 100644
index 0000000..ca2aced
--- /dev/null
+++ b/nft-scraped_data/all_nft_doc_urls(2).txt
@@ -0,0 +1,181 @@
+https://heni.com/blog
+https://docs.bridgeworld.treasure.lol/
+https://docs.treasure.lol
+https://www.redditinc.com/blog
+https://docs.klaykingdoms.com/
+https://blog.cryptoraiders.xyz/
+https://docs.smolverse.lol/
+https://partydegens.io/faq
+https://docs.madskullz.io
+https://apidocs.prod.recurforever.com
+https://blog.hellokittyfrens.xyz
+https://docs.weirdoghost.com/
+https://www.thealienboy.com/blog-feed.xml
+https://dydx.exchange/blog/introducing-hedgies
+https://docs.lens.xyz/docs/faq
+https://docs.lens.xyz
+https://docs.sunflower-land.com/support/privacy-policy
+https://docs.sunflower-land.com/
+https://docs.sunflower-land.com/getting-started/about
+https://docs.sunflower-land.com/
+https://docs.doodles.app/
+https://docs.doodles.app/space-doodles-documentation
+https://mcp3d.com/doc/?page=basic_influence
+https://mcp3d.com/doc/?page=asset_land
+https://mcp3d.com/doc/?page=asset_district
+https://mcp3d.com/doc/?page=asset_appliance
+https://mcp3d.com/doc/?page=asset_build
+https://mcp3d.com/doc/?page=asset_pack
+https://mcp3d.com/doc/?page=howto_welcome
+https://mcp3d.com/doc/?page=howto_start
+https://mcp3d.com/doc/?page=intro_what
+https://mcp3d.com/doc/?page=asset_pet
+https://mcp3d.com/doc/?page=asset_car
+https://mcp3d.com/doc/?page=howto_ways
+https://mcp3d.com/doc/?page=asset_citizen
+https://mcp3d.com/doc/?page=intro_story
+https://mcp3d.com/doc/
+https://mcp3d.com/doc/?page=intro_economics
+https://docs.ens.domains/
+https://docs.ens.domains/bug-bounty-program
+https://docs.ens.domains/
+https://docs.synthetix.io/integrations/ens/
+https://docs.ens.domains/
+https://docs.owloper.com
+https://blog.cryptoraiders.xyz/
+https://doc.chikn.farm/
+https://docs.gaiaprotocol.com
+https://docs.gaiaprotocol.com
+https://blog.planetix.com/
+https://www.monkeybaby.business/faq
+https://docs.gmstudio.art/
+https://docs.gmstudio.art/
+https://deeznftblog.com/
+https://docs.cyberbrokers.com
+https://docs.hel.io
+https://docs.hel.io/
+https://info.docs.hel.io/terms
+https://info.docs.hel.io/privacy
+https://helionsfaq.docs.hel.io/
+https://helions.docs.hel.io/
+https://blog.hel.io/
+https://docs.generativedungeon.com
+https://docs.sound.xyz
+https://doc.chikn.farm/
+https://docs.brightmoments.io/
+https://blog.cryptoraiders.xyz/
+https://blog.veefriends.com/
+https://blog.veefriends.com
+https://www.mugler.com/int/searchc?fdid=blog
+https://www.mugler.com/int/searchc?fdid=blog
+https://www.bullsandapesproject.com/blog
+https://www.bullsandapesproject.com/faqs
+https://blog.veefriends.com/
+https://blog.veefriends.com
+https://blog.planetix.com/
+https://docs.netvrk.co/roadmap
+https://docs.netvrk.co/
+https://www.realvision.com/faq
+https://www.realvision.com/faq
+https://www.realvision.com/blog
+https://doc.ogcrystals.com/dao/
+https://docs.angrypolarbears.com
+https://wearezinu.com/faq/
+https://docs.consortiumkey.com/
+https://www.redditinc.com/blog
+https://docs.galxe.com/
+https://blog.galxe.com/
+https://docs.gmstudio.art/
+https://docs.gmstudio.art/
+https://docs.atticc.xyz/early-adopter-pass-nft'
+https://docs.atticc.xyz/'
+https://heymint.xyz/blog/nft-terminology
+https://docs.proof.xyz
+https://docs.kryptoria.io/the-universe/tv-episodes
+https://docs.kryptoria.io/
+https://docs.kryptoria.io/
+https://docs.kryptoria.io/
+https://docs.kryptoria.io/the-universe/tv-episodes
+https://docs.byopills.com/
+https://docs.floki.com/floki-whitepaper/
+https://docs.theflokiinu.com/tokenomics/operations
+http://docs.floki.com
+https://docs.theflokiinu.com/legal/project-x
+https://docs.theflokiinu.com/
+https://docs.oncyber.io
+https://docs.oncyber.io/
+https://docs.oncyber.io/faq
+https://docs.did.id/developers/integration-guide
+https://blog.did.id/
+https://docs.did.id/
+https://docs.did.id/contribute-to-das/keeper
+https://docs.did.id/contribute-to-das/referral
+https://docs.did.id/we-are-hiring/position-list
+https://docs.did.id/contribute-to-das/registrar
+https://docs.did.id/register-das/charsets
+https://docs.did.id/developers/build-application
+https://www.redditinc.com/blog
+https://whitepaper.theorcs.io/additionally/faq
+https://docs.everdome.io
+https://doc.chikn.farm/
+https://metasoccer.com/blog
+https://www.redditinc.com/blog
+https://www.crosstheages.com/faq/
+http://docs.wolfer.finance/
+http://docs.wolfer.finance/
+http://docs.wolfer.finance/
+https://docs.galxe.com/
+https://blog.galxe.com/
+https://docs.frogfrens.co/whitepaper/
+https://api.hive.blog
+https://docs.madskullz.io
+https://blog.compass.art/
+https://docs.monkeykingdom.io
+https://docs.monkeykingdom.io/
+https://docs.curio.cards/
+https://gamee.gitbook.io/faqs
+https://www.redditinc.com/blog
+http://tim.blog/about
+https://tim.blog/cockpunch-license/
+https://tim.blog/privacy-policy/
+https://tim.blog/2022/11/18/the-legend-of-cockpunch/
+https://docs.metroverse.com/
+https://hexgo.com/#faq-section
+https://hexgo.com/#faq-section
+https://docs.netvrk.co/roadmap
+https://docs.netvrk.co/
+https://docs.bridgeworld.treasure.lol/
+https://docs.treasure.lol
+https://docs.impostors.gg/
+https://blog.naver.com/ageofzen
+https://docs.gmstudio.art/
+https://docs.gmstudio.art/
+https://docs.pixels.xyz/
+https://www.redditinc.com/blog
+https://docsend.com/view/f8gnhc4kiw5dizhb
+https://eggbook.edgyeggs.wtf/extras/faqs
+https://doc.chikn.farm/
+http://schema.org/BlogPosting
+https://turtles.so/documents/whitepaper
+https://docs.stylike.io/
+https://docs.pinksale.finance/important/pinksale-kyc
+https://docs.ordinals.com/
+https://docs.ordinals.com
depth_allowed: return
+ get_all_contents(url_on_page, parent_url, depth)
+
+
+
+# ------main------
+with open("all_doc_urls.txt", "r") as f:
+ data = f.read()
+ all_doc_urls = data.split("\n")
+
+depth_allowed = 10
+for url in all_doc_urls:
+ get_all_contents(url, url, depth=0)
\ No newline at end of file
diff --git a/protocols-scraped_data/selenium_scraper-doc_urls.py b/protocols-scraped_data/selenium_scraper-doc_urls.py
new file mode 100644
index 0000000..9749965
--- /dev/null
+++ b/protocols-scraped_data/selenium_scraper-doc_urls.py
@@ -0,0 +1,55 @@
+import re
+import time
+from selenium import webdriver
+from selenium.webdriver.chrome.options import Options
+from bs4 import BeautifulSoup
+
+def driversetup(DRIVER_PATH):
+ options = Options()
+ options.headless = True
+ options.add_argument("--window-size=1920,1200")
+
+ driver = webdriver.Chrome(options=options, executable_path=DRIVER_PATH)
+ return driver
+
+def pagesource(url, driver):
+ driver = driver
+ driver.get(url)
+ page_source = driver.page_source
+ # soup = BeautifulSoup(page_source)
+ driver.close()
+ return page_source #, soup
+
+# ------main------
+# patterns = ['faq', 'doc']
+
+with open("all_protocol_urls.txt", "r") as f:
+ data = f.read()
+ all_protocol_urls = data.split("\n")
+
+all_doc_urls, no_doc_urls, not_parsed_urls = [], [], []
+for url in all_protocol_urls:
+ driver = driversetup(DRIVER_PATH='/chromedriver')
+ try:
+ raw_html = pagesource(url=url, driver=driver)
+ urls_on_page = set(re.findall(r'(https?://[^\s]+)', raw_html))
+ urls_on_page = [u.split('''"''')[0] for u in urls_on_page]
+ urls_on_page = [u for u in urls_on_page if len(u)<55]
+ urls_on_page = [u for u in urls_on_page if 'doc' in u or 'blog' in u or 'faq' in u]
+ urls_on_page = [u for u in urls_on_page if '.png' not in u and '.jpg' not in u and '.jpeg' not in u]
+ all_doc_urls.extend(urls_on_page)
+ if len(urls_on_page)==0: no_doc_urls.append(url)
+
+ with open('all_doc_urls.txt','w') as f:
+ f.write('\n'.join(all_doc_urls))
+ with open('no_doc_urls.txt','w') as f:
+ f.write('\n'.join(no_doc_urls))
+
+ print(f"scraped--{url}")
+ except:
+ not_parsed_urls.append(url)
+ with open('not_parsed_urls.txt','w') as f:
+ f.write('\n'.join(not_parsed_urls))
+ pass
+
+ time.sleep(5)
\ No newline at end of file
diff --git a/sync_data_via_web.ipynb b/sync_data_via_web.ipynb
new file mode 100644
index 0000000..409db33
--- /dev/null
+++ b/sync_data_via_web.ipynb
@@ -0,0 +1,245 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install openai\n",
+ "!pip install beautifulsoup4\n",
+ "!pip install rank_bm25\n",
+ "!pip install langchain"
+ ],
+ "metadata": {
+ "id": "oQOWsNiMFQ_T"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os, requests\n",
+ "import openai\n",
+ "import requests\n",
+ "import json\n",
+ "import nltk\n",
+ "from bs4 import BeautifulSoup\n",
+ "from rank_bm25 import BM25Okapi\n",
+ "from langchain.llms import OpenAI\n",
+ "nltk.download('punkt')"
+ ],
+ "metadata": {
+ "id": "JrwjJn2e_scH",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "9e18e9af-e657-49b3-e60b-ce554ff7bb05"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
+ "[nltk_data] Package punkt is already up-to-date!\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 3
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai_api_key = \"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\"\n",
+ "llm = OpenAI(openai_api_key=openai_api_key, model_name=\"text-davinci-003\", temperature=0.9)"
+ ],
+ "metadata": {
+ "id": "e9ecgENliX0f"
+ },
+ "execution_count": 5,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Bing Search API"
+ ],
+ "metadata": {
+ "id": "zCNp66z4G69N"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def get_web_search(search_term, \\\n",
+ " subscription_key=\"df01e65a4da8434b841e8a81b34c9d25\", \\\n",
+ " search_url = \"https://api.bing.microsoft.com/v7.0/search\"):\n",
+ " headers = {\"Ocp-Apim-Subscription-Key\" : subscription_key}\n",
+ " params = {\"q\": search_term, \"textDecorations\": True, \"textFormat\": \"HTML\"}\n",
+ "\n",
+ " response = requests.get(search_url, headers=headers, params=params)\n",
+ " response.raise_for_status()\n",
+ " search_results = response.json()\n",
+ " return search_results"
+ ],
+ "metadata": {
+ "id": "HLj00GGc_rph"
+ },
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "url scrap"
+ ],
+ "metadata": {
+ "id": "l1pbuJoJW9tj"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def get_scraped_text(url):\n",
+ " corpus = \"\"\n",
+ " # Send an HTTP request to the URL of the webpage you want to access.\n",
+ " page = requests.get(url)\n",
+ "\n",
+ " soup = BeautifulSoup(page.content, 'html.parser')\n",
+ " text = soup.find_all('p')\n",
+ "\n",
+ " for t in text:\n",
+ " corpus += str(t)\n",
+ " return corpus"
+ ],
+ "metadata": {
+ "id": "b0sZRxC6PemS"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Retrieval"
+ ],
+ "metadata": {
+ "id": "hD0OVYsc_pMJ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "BM25"
+ ],
+ "metadata": {
+ "id": "cNZ7whO1cuZM"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def init_bm25(corpus):\n",
+ " tokenized_corpus = [doc.split(\" \") for doc in corpus]\n",
+ " bm25 = BM25Okapi(tokenized_corpus)\n",
+ " return bm25"
+ ],
+ "metadata": {
+ "id": "iT8mSvfH-IiN"
+ },
+ "execution_count": 8,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def get_topn(bm25, query, corpus, n=1):\n",
+ " tokenized_query = query.split(\" \")\n",
+ " topn = bm25.get_top_n(tokenized_query, corpus, n=n)\n",
+ " return topn "
+ ],
+ "metadata": {
+ "id": "g4Vz8lXs-dug"
+ },
+ "execution_count": 9,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Get the answer"
+ ],
+ "metadata": {
+ "id": "zZxiQs0Fi6eK"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "query = \"What is Ethereum protocol version 2.0?\"\n",
+ "contexts = \"\"\n",
+ "prompt_head = \\\n",
+ "\"\"\"\n",
+ "Below are few contexts which are scraped from the web. There might be some HTML tags present the contexts, as the extracted text isn't cleaned, please ignore them. \n",
+ "While responding the query please pay careful attention to the context, you may find some answers in there.\n",
+ "\"\"\"\n",
+ "search_results = get_web_search(query)\n",
+ "for (i, dct) in enumerate(search_results[\"webPages\"][\"value\"]):\n",
+ " raw_corpus = get_scraped_text(dct[\"url\"])\n",
+ " if raw_corpus.strip()=='': continue\n",
+ " # tokenize the corpus in sentences/paragraphs\n",
+ " corpus = nltk.tokenize.sent_tokenize(raw_corpus)\n",
+ " bm25 = init_bm25(corpus)\n",
+ " context = get_topn(bm25, query, corpus, n=1)\n",
+ " contexts += f\"\\nContext {i}: {context}\"\n",
+ " # break # if only one context needed\n",
+ "prompt = \\\n",
+ "f\"\"\"{prompt_head}\n",
+ "{contexts}\n",
+ "Query: {query}\n",
+ "Response:\n",
+ "\"\"\"\n",
+ "result_without_context = llm(query)\n",
+ "result_with_context = llm(prompt)"
+ ],
+ "metadata": {
+ "id": "8ida_AWNXbQA"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(f\"\"\"Query: {query}\n",
+ "Answer (without context): {result_without_context}\n",
+ "Answer (with context): {result_with_context}\"\"\")"
+ ],
+ "metadata": {
+ "id": "3esB8s1ViIgI"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file