diff --git a/src/gear/README.md b/src/gear/README.md
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+# This directory scrapes the weapons from the [Archives of Nethys](https://2e.aonprd.com/Weapons.aspx)
+
+## Steps to scrape the weapons
+1. Install the requirements from [the previous readme](../README.md)
+2. Generate .csv files from copy pasting the tables from [here](https://2e.aonprd.com/Weapons.aspx) and save them in this directory
+3. Set the number_of_weapons variable to the number of weapons in the database it is currently 83
+4. Run the [python file](scrape.py) or [Jupyter Notebook](scrape.ipynb)
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diff --git a/src/gear/scrape.ipynb b/src/gear/scrape.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Scrape data from aon2e and generate csvs to import in to sqlite"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Dependencies\n",
+    "import pandas as pd\n",
+    "from bs4 import BeautifulSoup as bs\n",
+    "import os\n",
+    "from splinter import Browser\n",
+    "\n",
+    "# Setting up Selenium\n",
+    "chrome_driver = os.path.join('..', 'chromedriver.exe')\n",
+    "executable_path = {'executable_path': chrome_driver}\n",
+    "browser = Browser('chrome', **executable_path, headless=False)\n",
+    "\n",
+    "# Pandas config\n",
+    "pd.set_option('display.max_columns', None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# url that contains all the links\n",
+    "url_weapon = 'https://2e.aonprd.com/Weapons.aspx?ID='\n",
+    "\n",
+    "# Number of weapons\n",
+    "number_of_weapons = 83\n",
+    "\n",
+    "# Empty lists to store the scraped values\n",
+    "name_list = []\n",
+    "description_list = []\n",
+    "\n",
+    "print(f'Beginning Data Retrieval')\n",
+    "print(f'------------------------')\n",
+    "\n",
+    "# Loop from 1 to the value in weapon_number\n",
+    "for weapon in range(1, number_of_weapons+1):\n",
+    "    \n",
+    "    url = url_weapon + str(weapon)\n",
+    "    browser.visit(url)\n",
+    "    html = browser.html\n",
+    "    soup = bs(html, 'html.parser')\n",
+    "\n",
+    "    # Select only the content section\n",
+    "    content = soup.find(id='ctl00_MainContent_DetailedOutput')\n",
+    "\n",
+    "    try:\n",
+    "        # Store the name and description\n",
+    "        name = content.find('a').text.strip()\n",
+    "        \n",
+    "    except:\n",
+    "        name = f'weapon: {weapon}'\n",
+    "\n",
+    "    try:\n",
+    "        description = content.find('hr').next.text.strip()\n",
+    "        \n",
+    "    except:\n",
+    "        description = content.find('hr').next.strip()\n",
+    "        \n",
+    "    print(f'Processing Weapon {weapon} of {number_of_weapons} | {name}')\n",
+    "\n",
+    "    # Append values to our empty lists\n",
+    "    name_list.append(name)      \n",
+    "    description_list.append(description)\n",
+    "\n",
+    "print(f'------------------------')\n",
+    "print(f'Data Retrieval Complete')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Directory of csv files which are taken from https://2e.aonprd.com/Weapons.aspx\n",
+    "melee = pd.read_csv('melee.csv')\n",
+    "ranged = pd.read_csv('ranged.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = {'Name': name_list, 'description': description_list}\n",
+    "scrape = pd.DataFrame(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "melee = melee.merge(scrape, how='left', on='Name')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ranged = ranged.merge(scrape, how='left', on='Name')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "melee.to_csv('melee.csv')\n",
+    "ranged.to_csv('ranged.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}