{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Date    Low   High  Close   Open      Volume\n",
      "2023-03-15 383.71 389.49 389.28 385.89 172996933.0\n",
      "2023-03-14 387.05 393.45 391.73 390.50 149752357.0\n",
      "2023-03-13 380.65 390.39 385.36 381.81 157789967.0\n",
      "2023-03-10 384.32 393.16 385.91 390.99 189252996.0\n",
      "2023-03-09 390.53 401.48 391.56 399.74 111945322.0\n"
     ]
    }
   ],
   "source": [
    "# from pandas_datareader import data\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import urllib.request, json\n",
    "import os\n",
    "import alpha_advantage_api_key as aa_api_key\n",
    "import polygon_api_key as poly_api_key\n",
    "# import numpy as np\n",
    "import mplfinance as mpf\n",
    "from mplfinance.original_flavor import candlestick_ohlc\n",
    "\n",
    "#  import tensorflow as tf # This code has been tested with TensorFlow 1.6\n",
    "# from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "ROOTDIR = os.path.abspath(os.curdir)\n",
    "POLYGON_API_KEY = poly_api_key.POLYGON_API_KEY\n",
    "ALPHA_ADVANTAGE_API_KEY = aa_api_key.ALPHA_ADVANTAGE_API_KEY\n",
    "\n",
    "# Stock ticker\n",
    "ticker = 'SPY'\n",
    "\n",
    "# API Urls\n",
    "polygon_url_string = 'https://api.polygon.io/v2/aggs/ticker/%s/range/1/day/2023-01-09/2023-01-09?apiKey=%s'%(ticker, POLYGON_API_KEY)\n",
    "alpha_advantage_url_string = \"https://www.alphavantage.co/query?function=TIME_SERIES_DAILY_ADJUSTED&symbol=%s&outputsize=full&apikey=%s\"%(ticker, ALPHA_ADVANTAGE_API_KEY)\n",
    "\n",
    "# Save data to this file\n",
    "file_to_save = os.path.join(ROOTDIR, 'market_data', ticker)\n",
    "#file_to_save = '%s/StockPrediction-Gitlab/market_data/%s.csv'%(ROOTDIR, ticker)\n",
    "\n",
    "if not os.path.exists(file_to_save):\n",
    "    with urllib.request.urlopen(alpha_advantage_url_string) as url:\n",
    "        data = json.loads(url.read().decode())\n",
    "        # print(data)\n",
    "        # with open(\"sample.json\", \"w\") as outfile:\n",
    "        #     json.dump(data, outfile)\n",
    "        # extract stock market data\n",
    "        data = data['Time Series (Daily)']\n",
    "        df = pd.DataFrame(columns=['Date','Low','High','Close','Open', 'Volume'])\n",
    "        for k,v in data.items():\n",
    "            date = dt.datetime.strptime(k, '%Y-%m-%d')\n",
    "            data_row = [date.date(),float(v['3. low']),float(v['2. high']),\n",
    "                        float(v['4. close']),float(v['1. open']),float(v['6. volume'])]\n",
    "            df.loc[-1,:] = data_row\n",
    "            df.index = df.index + 1\n",
    "    # print('Data saved to : %s'%file_to_save)        \n",
    "    df.to_csv(file_to_save + '.csv')\n",
    "    df.to_json(file_to_save + '.json')\n",
    "\n",
    "    # If the data is already there, just load it from the CSV\n",
    "else:\n",
    "    print('File already exists.')\n",
    "    \n",
    "\n",
    "if not os.path.exists(file_to_save):\n",
    "    quit(\"File not found\")\n",
    "\n",
    "df = pd.read_csv(file_to_save + '.csv', index_col=0, parse_dates=True, skipinitialspace=False)\n",
    "\n",
    "# Sort DataFrame by date\n",
    "df = df.sort_values('Date')\n",
    "df_reverse = df.sort_values('Date', ascending=False)\n",
    "\n",
    "# Display 5 most recent days\n",
    "print(df_reverse.head().to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "plt.figure(figsize = (12,6))\n",
    "plt.plot(range(df.shape[0]),(df['Low']+df['High'])/2.0)\n",
    "plt.xticks(range(0,df.shape[0],500),df['Date'].loc[::500],rotation=45)\n",
    "plt.xlabel('Date',fontsize=18)\n",
    "plt.ylabel('Mid Price',fontsize=18)\n",
    "plt.title(ticker, fontsize=26)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# One Month Candlestick Chart\n",
    "current_date = dt.datetime.now()\n",
    "formatted_current_date = current_date.strftime('%Y-%m-%d')\n",
    "formatted_one_month_ago = (current_date - dt.timedelta(days=30)).strftime('%Y-%m-%d')\n",
    "\n",
    "# Candlestick using mplfinance NEW API\n",
    "df.index = pd.DatetimeIndex(df['Date'])\n",
    "tdf = df.loc[formatted_one_month_ago:formatted_current_date,:]\n",
    "mpf.plot(tdf, type='candlestick', style='charles', volume=True, title=ticker, figsize=(12,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Three Month Candlestick Chart\n",
    "formatted_three_month_ago = (current_date - dt.timedelta(days=90)).strftime('%Y-%m-%d')\n",
    "tdf = df.loc[formatted_three_month_ago:formatted_current_date,:]\n",
    "mpf.plot(tdf, type='candlestick', style='charles', volume=True, title=ticker, figsize=(12,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# One Year Candlestick Chart\n",
    "formatted_one_year_ago = (current_date - dt.timedelta(days=365)).strftime('%Y-%m-%d')\n",
    "tdf = df.loc[formatted_one_year_ago:formatted_current_date,:]\n",
    "mpf.plot(tdf, type='candlestick', style='charles', volume=True, title=ticker, figsize=(12,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "InvalidArgument",
     "evalue": "400 too many index entries for entity",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31m_InactiveRpcError\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\grpc_helpers.py:72\u001b[0m, in \u001b[0;36m_wrap_unary_errors.<locals>.error_remapped_callable\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     71\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m---> 72\u001b[0m     \u001b[39mreturn\u001b[39;00m callable_(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m     73\u001b[0m \u001b[39mexcept\u001b[39;00m grpc\u001b[39m.\u001b[39mRpcError \u001b[39mas\u001b[39;00m exc:\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\grpc\\_channel.py:946\u001b[0m, in \u001b[0;36m_UnaryUnaryMultiCallable.__call__\u001b[1;34m(self, request, timeout, metadata, credentials, wait_for_ready, compression)\u001b[0m\n\u001b[0;32m    944\u001b[0m state, call, \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_blocking(request, timeout, metadata, credentials,\n\u001b[0;32m    945\u001b[0m                               wait_for_ready, compression)\n\u001b[1;32m--> 946\u001b[0m \u001b[39mreturn\u001b[39;00m _end_unary_response_blocking(state, call, \u001b[39mFalse\u001b[39;49;00m, \u001b[39mNone\u001b[39;49;00m)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\grpc\\_channel.py:849\u001b[0m, in \u001b[0;36m_end_unary_response_blocking\u001b[1;34m(state, call, with_call, deadline)\u001b[0m\n\u001b[0;32m    848\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 849\u001b[0m     \u001b[39mraise\u001b[39;00m _InactiveRpcError(state)\n",
      "\u001b[1;31m_InactiveRpcError\u001b[0m: <_InactiveRpcError of RPC that terminated with:\n\tstatus = StatusCode.INVALID_ARGUMENT\n\tdetails = \"too many index entries for entity\"\n\tdebug_error_string = \"UNKNOWN:Error received from peer ipv4:172.217.14.234:443 {grpc_message:\"too many index entries for entity\", grpc_status:3, created_time:\"2023-03-02T17:20:23.669208825+00:00\"}\"\n>",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mInvalidArgument\u001b[0m                           Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[21], line 16\u001b[0m\n\u001b[0;32m     14\u001b[0m contents \u001b[39m=\u001b[39m json\u001b[39m.\u001b[39mloads(j\u001b[39m.\u001b[39mread())\n\u001b[0;32m     15\u001b[0m \u001b[39m# print(contents)\u001b[39;00m\n\u001b[1;32m---> 16\u001b[0m doc_ref\u001b[39m.\u001b[39;49mset(contents)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\cloud\\firestore_v1\\document.py:167\u001b[0m, in \u001b[0;36mDocumentReference.set\u001b[1;34m(self, document_data, merge, retry, timeout)\u001b[0m\n\u001b[0;32m    109\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Create / replace / merge a document in the Firestore database.\u001b[39;00m\n\u001b[0;32m    110\u001b[0m \n\u001b[0;32m    111\u001b[0m \u001b[39m- To \"upsert\" a document (create if it doesn't exist, replace completely\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    164\u001b[0m \u001b[39m    result contains an ``update_time`` field.\u001b[39;00m\n\u001b[0;32m    165\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m    166\u001b[0m batch, kwargs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_prep_set(document_data, merge, retry, timeout)\n\u001b[1;32m--> 167\u001b[0m write_results \u001b[39m=\u001b[39m batch\u001b[39m.\u001b[39;49mcommit(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m    168\u001b[0m \u001b[39mreturn\u001b[39;00m _first_write_result(write_results)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\cloud\\firestore_v1\\batch.py:59\u001b[0m, in \u001b[0;36mWriteBatch.commit\u001b[1;34m(self, retry, timeout)\u001b[0m\n\u001b[0;32m     43\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Commit the changes accumulated in this batch.\u001b[39;00m\n\u001b[0;32m     44\u001b[0m \n\u001b[0;32m     45\u001b[0m \u001b[39mArgs:\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[39m    write result contains an ``update_time`` field.\u001b[39;00m\n\u001b[0;32m     56\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m     57\u001b[0m request, kwargs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_prep_commit(retry, timeout)\n\u001b[1;32m---> 59\u001b[0m commit_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_client\u001b[39m.\u001b[39;49m_firestore_api\u001b[39m.\u001b[39;49mcommit(\n\u001b[0;32m     60\u001b[0m     request\u001b[39m=\u001b[39;49mrequest,\n\u001b[0;32m     61\u001b[0m     metadata\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_client\u001b[39m.\u001b[39;49m_rpc_metadata,\n\u001b[0;32m     62\u001b[0m     \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs,\n\u001b[0;32m     63\u001b[0m )\n\u001b[0;32m     65\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_write_pbs \u001b[39m=\u001b[39m []\n\u001b[0;32m     66\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mwrite_results \u001b[39m=\u001b[39m results \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(commit_response\u001b[39m.\u001b[39mwrite_results)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\cloud\\firestore_v1\\services\\firestore\\client.py:1124\u001b[0m, in \u001b[0;36mFirestoreClient.commit\u001b[1;34m(self, request, database, writes, retry, timeout, metadata)\u001b[0m\n\u001b[0;32m   1119\u001b[0m metadata \u001b[39m=\u001b[39m \u001b[39mtuple\u001b[39m(metadata) \u001b[39m+\u001b[39m (\n\u001b[0;32m   1120\u001b[0m     gapic_v1\u001b[39m.\u001b[39mrouting_header\u001b[39m.\u001b[39mto_grpc_metadata(((\u001b[39m\"\u001b[39m\u001b[39mdatabase\u001b[39m\u001b[39m\"\u001b[39m, request\u001b[39m.\u001b[39mdatabase),)),\n\u001b[0;32m   1121\u001b[0m )\n\u001b[0;32m   1123\u001b[0m \u001b[39m# Send the request.\u001b[39;00m\n\u001b[1;32m-> 1124\u001b[0m response \u001b[39m=\u001b[39m rpc(\n\u001b[0;32m   1125\u001b[0m     request,\n\u001b[0;32m   1126\u001b[0m     retry\u001b[39m=\u001b[39;49mretry,\n\u001b[0;32m   1127\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[0;32m   1128\u001b[0m     metadata\u001b[39m=\u001b[39;49mmetadata,\n\u001b[0;32m   1129\u001b[0m )\n\u001b[0;32m   1131\u001b[0m \u001b[39m# Done; return the response.\u001b[39;00m\n\u001b[0;32m   1132\u001b[0m \u001b[39mreturn\u001b[39;00m response\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\gapic_v1\\method.py:113\u001b[0m, in \u001b[0;36m_GapicCallable.__call__\u001b[1;34m(self, timeout, retry, *args, **kwargs)\u001b[0m\n\u001b[0;32m    110\u001b[0m     metadata\u001b[39m.\u001b[39mextend(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_metadata)\n\u001b[0;32m    111\u001b[0m     kwargs[\u001b[39m\"\u001b[39m\u001b[39mmetadata\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m metadata\n\u001b[1;32m--> 113\u001b[0m \u001b[39mreturn\u001b[39;00m wrapped_func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\retry.py:349\u001b[0m, in \u001b[0;36mRetry.__call__.<locals>.retry_wrapped_func\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    345\u001b[0m target \u001b[39m=\u001b[39m functools\u001b[39m.\u001b[39mpartial(func, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m    346\u001b[0m sleep_generator \u001b[39m=\u001b[39m exponential_sleep_generator(\n\u001b[0;32m    347\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_initial, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_maximum, multiplier\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_multiplier\n\u001b[0;32m    348\u001b[0m )\n\u001b[1;32m--> 349\u001b[0m \u001b[39mreturn\u001b[39;00m retry_target(\n\u001b[0;32m    350\u001b[0m     target,\n\u001b[0;32m    351\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_predicate,\n\u001b[0;32m    352\u001b[0m     sleep_generator,\n\u001b[0;32m    353\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_timeout,\n\u001b[0;32m    354\u001b[0m     on_error\u001b[39m=\u001b[39;49mon_error,\n\u001b[0;32m    355\u001b[0m )\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\retry.py:191\u001b[0m, in \u001b[0;36mretry_target\u001b[1;34m(target, predicate, sleep_generator, timeout, on_error, **kwargs)\u001b[0m\n\u001b[0;32m    189\u001b[0m \u001b[39mfor\u001b[39;00m sleep \u001b[39min\u001b[39;00m sleep_generator:\n\u001b[0;32m    190\u001b[0m     \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 191\u001b[0m         \u001b[39mreturn\u001b[39;00m target()\n\u001b[0;32m    193\u001b[0m     \u001b[39m# pylint: disable=broad-except\u001b[39;00m\n\u001b[0;32m    194\u001b[0m     \u001b[39m# This function explicitly must deal with broad exceptions.\u001b[39;00m\n\u001b[0;32m    195\u001b[0m     \u001b[39mexcept\u001b[39;00m \u001b[39mException\u001b[39;00m \u001b[39mas\u001b[39;00m exc:\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\timeout.py:120\u001b[0m, in \u001b[0;36mTimeToDeadlineTimeout.__call__.<locals>.func_with_timeout\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    117\u001b[0m     \u001b[39m# Avoid setting negative timeout\u001b[39;00m\n\u001b[0;32m    118\u001b[0m     kwargs[\u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39mmax\u001b[39m(\u001b[39m0\u001b[39m, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_timeout \u001b[39m-\u001b[39m time_since_first_attempt)\n\u001b[1;32m--> 120\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\z\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\google\\api_core\\grpc_helpers.py:74\u001b[0m, in \u001b[0;36m_wrap_unary_errors.<locals>.error_remapped_callable\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     72\u001b[0m     \u001b[39mreturn\u001b[39;00m callable_(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m     73\u001b[0m \u001b[39mexcept\u001b[39;00m grpc\u001b[39m.\u001b[39mRpcError \u001b[39mas\u001b[39;00m exc:\n\u001b[1;32m---> 74\u001b[0m     \u001b[39mraise\u001b[39;00m exceptions\u001b[39m.\u001b[39mfrom_grpc_error(exc) \u001b[39mfrom\u001b[39;00m \u001b[39mexc\u001b[39;00m\n",
      "\u001b[1;31mInvalidArgument\u001b[0m: 400 too many index entries for entity"
     ]
    }
   ],
   "source": [
    "import firebase_admin\n",
    "from firebase_admin import credentials\n",
    "from firebase_admin import firestore\n",
    "\n",
    "# cred = credentials.Certificate(\"serviceAccountKey.json\")\n",
    "# firebase_admin.initialize_app(cred)\n",
    "db = firestore.client() # connecting to firestore\n",
    "collection = db.collection('daily')  # create collection\n",
    "\n",
    "# ADD TO DATABASE\n",
    "doc_ref = db.collection('daily').document(ticker)\n",
    "json_file_path = file_to_save + '.json'\n",
    "with open(json_file_path, 'r') as j:\n",
    "    contents = json.loads(j.read())\n",
    "    # print(contents)\n",
    "    doc_ref.set(contents)"
   ]
  }
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