{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "op=Operation.Transactions, params=None\n",
      "[]\n"
     ]
    }
   ],
   "source": [
    "import difflib\n",
    "import dotenv\n",
    "import os\n",
    "\n",
    "from pfbudget.common.types import Operation\n",
    "from pfbudget.core.manager import Manager\n",
    "\n",
    "dotenv.load_dotenv()\n",
    "\n",
    "manager = Manager(os.environ.get(\"DEFAULT_DB\", \"\"), 2)\n",
    "transactions = manager.action(Operation.Transactions)\n",
    "if transactions is None:\n",
    "    transactions = []\n",
    "\n",
    "matches = []\n",
    "\n",
    "for t in transactions:\n",
    "    found = False\n",
    "    for m in matches:\n",
    "        if difflib.get_close_matches(t[\"description\"], [m[0]], cutoff=0.6):\n",
    "            m[1] += 1\n",
    "            found = True\n",
    "            break\n",
    "    if not found:\n",
    "        matches.append([t[\"description\"], 1])\n",
    "\n",
    "# matches = []\n",
    "print(sorted(matches, key=lambda m: m[1], reverse=True))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pf-notebooks-34EKrqJg-py3.10",
   "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": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}