{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c0bfb3b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import modules.api as api\n",
    "import pandas as pd\n",
    "from datetime import datetime, timezone, timedelta\n",
    "import math\n",
    "import requests\n",
    "import json\n",
    "from dataclasses import dataclass\n",
    "\n",
    "from py_clob_client.clob_types import OrderArgs, OrderType, PostOrdersArgs, PartialCreateOrderOptions\n",
    "from py_clob_client.order_builder.constants import BUY, SELL\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7d7dc787",
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_round_down(dt, interval_mins=5) -> int: # returns timestamp in seconds\n",
    "    interval_secs = interval_mins * 60\n",
    "    seconds = dt.timestamp()\n",
    "    rounded_seconds = math.floor(seconds / interval_secs) * interval_secs\n",
    "    \n",
    "    return rounded_seconds\n",
    "\n",
    "def get_mkt_details_by_slug(slug: str) -> dict[str, str, str]: # {'Up' : 123, 'Down': 456, 'isActive': True, 'MinTickSize': 0.01, 'isNegRisk': False}\n",
    "    r = requests.get(f\"https://gamma-api.polymarket.com/events/slug/{slug}\")\n",
    "    market = r.json()['markets'][0]\n",
    "    token_ids = json.loads(market.get(\"clobTokenIds\", \"[]\"))\n",
    "    outcomes = json.loads(market.get(\"outcomes\", \"[]\"))\n",
    "    d = dict(zip(outcomes, token_ids))\n",
    "    d['isActive'] = market['negRisk']\n",
    "    d['MinTickSize'] = market['orderPriceMinTickSize']\n",
    "    d['isNegRisk'] = market['negRisk']\n",
    "    d['ConditionId'] = market['conditionId']\n",
    "\n",
    "    return d, market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c3e07e21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-03-29 05:05:00')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slug_prefix = 'btc-updown-5m-'\n",
    "slug_time_id = time_round_down(dt=datetime.now(timezone.utc))\n",
    "slug_full = slug_prefix + str(slug_time_id)\n",
    "market_details, market = get_mkt_details_by_slug(slug_full)\n",
    "pd.to_datetime(slug_time_id, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ba43ffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Up': '100363012413042717231742069495969784533240629092182259086983062365921258452690',\n",
       " 'Down': '33447700958945117801119737006959954665425600820162218508565813029801829841900',\n",
       " 'isActive': False,\n",
       " 'MinTickSize': 0.01,\n",
       " 'isNegRisk': False,\n",
       " 'ConditionId': '0x7e64102ae25311ab43ed27d0fe2c614dd9deefdd1324012b91f0814b530cb7db'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "market_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5d356d3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating client...\n",
      "You've made 44 trades\n",
      "client created successfully!\n"
     ]
    }
   ],
   "source": [
    "client = api.create_client()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bebb53eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'price': '0.01', 'side': 'SELL'}\n"
     ]
    }
   ],
   "source": [
    "last = client.get_last_trade_price(market_details['Up'])\n",
    "print(last)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bae5e6a9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "52c0c38a",
   "metadata": {},
   "outputs": [
    {
     "ename": "PolyApiException",
     "evalue": "PolyApiException[status_code=403, error_message={'error': 'Trading restricted in your region, please refer to available regions - https://docs.polymarket.com/developers/CLOB/geoblock'}]",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mPolyApiException\u001b[39m                          Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m response = \u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpost_orders\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\n\u001b[32m      2\u001b[39m \u001b[43m    \u001b[49m\u001b[43mPostOrdersArgs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m      3\u001b[39m \u001b[43m        \u001b[49m\u001b[43morder\u001b[49m\u001b[43m=\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate_order\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m      4\u001b[39m \u001b[43m            \u001b[49m\u001b[43morder_args\u001b[49m\u001b[43m=\u001b[49m\u001b[43mOrderArgs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m      5\u001b[39m \u001b[43m                \u001b[49m\u001b[43mtoken_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mUp\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m      6\u001b[39m \u001b[43m                \u001b[49m\u001b[43mprice\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.20\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m      7\u001b[39m \u001b[43m                \u001b[49m\u001b[43msize\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m10\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m      8\u001b[39m \u001b[43m                \u001b[49m\u001b[43mside\u001b[49m\u001b[43m=\u001b[49m\u001b[43mBUY\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m      9\u001b[39m \u001b[43m            \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     10\u001b[39m \u001b[43m            \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPartialCreateOrderOptions\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m     11\u001b[39m \u001b[43m                \u001b[49m\u001b[43mtick_size\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mMinTickSize\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     12\u001b[39m \u001b[43m                \u001b[49m\u001b[43mneg_risk\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43misNegRisk\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[32m     13\u001b[39m \u001b[43m            \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     14\u001b[39m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     15\u001b[39m \u001b[43m        \u001b[49m\u001b[43morderType\u001b[49m\u001b[43m=\u001b[49m\u001b[43mOrderType\u001b[49m\u001b[43m.\u001b[49m\u001b[43mGTC\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     16\u001b[39m \u001b[43m        \u001b[49m\u001b[43mpostOnly\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m     17\u001b[39m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     18\u001b[39m \u001b[43m    \u001b[49m\u001b[43mPostOrdersArgs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m     19\u001b[39m \u001b[43m        \u001b[49m\u001b[43morder\u001b[49m\u001b[43m=\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate_order\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m     20\u001b[39m \u001b[43m            \u001b[49m\u001b[43morder_args\u001b[49m\u001b[43m=\u001b[49m\u001b[43mOrderArgs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m     21\u001b[39m \u001b[43m                \u001b[49m\u001b[43mtoken_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mDown\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     22\u001b[39m \u001b[43m                \u001b[49m\u001b[43mprice\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.10\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m     23\u001b[39m \u001b[43m                \u001b[49m\u001b[43msize\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m10\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m     24\u001b[39m \u001b[43m                \u001b[49m\u001b[43mside\u001b[49m\u001b[43m=\u001b[49m\u001b[43mBUY\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     25\u001b[39m \u001b[43m            \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     26\u001b[39m \u001b[43m            \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPartialCreateOrderOptions\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m     27\u001b[39m \u001b[43m                \u001b[49m\u001b[43mtick_size\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mMinTickSize\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     28\u001b[39m \u001b[43m                \u001b[49m\u001b[43mneg_risk\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmarket_details\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43misNegRisk\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[32m     29\u001b[39m \u001b[43m            \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     30\u001b[39m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     31\u001b[39m \u001b[43m        \u001b[49m\u001b[43morderType\u001b[49m\u001b[43m=\u001b[49m\u001b[43mOrderType\u001b[49m\u001b[43m.\u001b[49m\u001b[43mGTC\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     32\u001b[39m \u001b[43m        \u001b[49m\u001b[43mpostOnly\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m     33\u001b[39m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m     34\u001b[39m \u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m     36\u001b[39m \u001b[38;5;28mprint\u001b[39m(response)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/py_clob_client/client.py:617\u001b[39m, in \u001b[36mClobClient.post_orders\u001b[39m\u001b[34m(self, args)\u001b[39m\n\u001b[32m    611\u001b[39m         \u001b[38;5;28;01mreturn\u001b[39;00m post(\n\u001b[32m    612\u001b[39m             \u001b[33m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[33m\"\u001b[39m.format(\u001b[38;5;28mself\u001b[39m.host, POST_ORDERS),\n\u001b[32m    613\u001b[39m             headers=builder_headers,\n\u001b[32m    614\u001b[39m             data=request_args.serialized_body,\n\u001b[32m    615\u001b[39m         )\n\u001b[32m    616\u001b[39m \u001b[38;5;66;03m# send exact serialized bytes\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m617\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpost\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m    618\u001b[39m \u001b[43m    \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{}\u001b[39;49;00m\u001b[38;5;132;43;01m{}\u001b[39;49;00m\u001b[33;43m\"\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mformat\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mhost\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mPOST_ORDERS\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    619\u001b[39m \u001b[43m    \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m=\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    620\u001b[39m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrequest_args\u001b[49m\u001b[43m.\u001b[49m\u001b[43mserialized_body\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    621\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/py_clob_client/http_helpers/helpers.py:69\u001b[39m, in \u001b[36mpost\u001b[39m\u001b[34m(endpoint, headers, data)\u001b[39m\n\u001b[32m     68\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(endpoint, headers=\u001b[38;5;28;01mNone\u001b[39;00m, data=\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[32m---> \u001b[39m\u001b[32m69\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mendpoint\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mPOST\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/py_313/lib/python3.13/site-packages/py_clob_client/http_helpers/helpers.py:57\u001b[39m, in \u001b[36mrequest\u001b[39m\u001b[34m(endpoint, method, headers, data)\u001b[39m\n\u001b[32m     49\u001b[39m     resp = _http_client.request(\n\u001b[32m     50\u001b[39m         method=method,\n\u001b[32m     51\u001b[39m         url=endpoint,\n\u001b[32m     52\u001b[39m         headers=headers,\n\u001b[32m     53\u001b[39m         json=data,\n\u001b[32m     54\u001b[39m     )\n\u001b[32m     56\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m resp.status_code != \u001b[32m200\u001b[39m:\n\u001b[32m---> \u001b[39m\u001b[32m57\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m PolyApiException(resp)\n\u001b[32m     59\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m     60\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m resp.json()\n",
      "\u001b[31mPolyApiException\u001b[39m: PolyApiException[status_code=403, error_message={'error': 'Trading restricted in your region, please refer to available regions - https://docs.polymarket.com/developers/CLOB/geoblock'}]"
     ]
    }
   ],
   "source": [
    "response = client.post_orders([\n",
    "    PostOrdersArgs(\n",
    "        order=client.create_order(\n",
    "            order_args=OrderArgs(\n",
    "                token_id=market_details['Up'],\n",
    "                price=0.20,\n",
    "                size=10,\n",
    "                side=BUY,\n",
    "            ),\n",
    "            options=PartialCreateOrderOptions(\n",
    "                tick_size=str(market_details['MinTickSize']),\n",
    "                neg_risk=market_details['isNegRisk']\n",
    "            ),\n",
    "        ),\n",
    "        orderType=OrderType.GTC,\n",
    "        postOnly=False,\n",
    "    ),\n",
    "    PostOrdersArgs(\n",
    "        order=client.create_order(\n",
    "            order_args=OrderArgs(\n",
    "                token_id=market_details['Down'],\n",
    "                price=0.10,\n",
    "                size=10,\n",
    "                side=BUY,\n",
    "            ),\n",
    "            options=PartialCreateOrderOptions(\n",
    "                tick_size=str(market_details['MinTickSize']),\n",
    "                neg_risk=market_details['isNegRisk']\n",
    "            ),\n",
    "        ),\n",
    "        orderType=OrderType.GTC,\n",
    "        postOnly=True,\n",
    "    ),\n",
    "])\n",
    "\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52a7229b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb5f066a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b3ccf83",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "75d45cd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = [{'asset_id': '97987758532314346863331680319607711694838937984814950023901315671390566048932', 'price': '0.37', 'size': '429.41', 'side': 'BUY', 'hash': '999d5b73d83a840c0df7dc2d817ae55a242845d5', 'best_bid': '0.37', 'best_ask': '0.38'}, {'asset_id': '92959981857766705879127008770062050214089835506649207585188324269480756219695', 'price': '0.63', 'size': '429.41', 'side': 'SELL', 'hash': 'ead5af5a55f8b125b1e50f1c80a783c3c2d33187', 'best_bid': '0.62', 'best_ask': '0.63'}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "f608378f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "asset_id",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "price",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "size",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "side",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "hash",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "best_bid",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "best_ask",
         "rawType": "object",
         "type": "string"
        }
       ],
       "ref": "310c4763-20db-4051-931a-ef52e1b6513b",
       "rows": [
        [
         "0",
         "97987758532314346863331680319607711694838937984814950023901315671390566048932",
         "0.37",
         "429.41",
         "BUY",
         "999d5b73d83a840c0df7dc2d817ae55a242845d5",
         "0.37",
         "0.38"
        ],
        [
         "1",
         "92959981857766705879127008770062050214089835506649207585188324269480756219695",
         "0.63",
         "429.41",
         "SELL",
         "ead5af5a55f8b125b1e50f1c80a783c3c2d33187",
         "0.62",
         "0.63"
        ]
       ],
       "shape": {
        "columns": 7,
        "rows": 2
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asset_id</th>\n",
       "      <th>price</th>\n",
       "      <th>size</th>\n",
       "      <th>side</th>\n",
       "      <th>hash</th>\n",
       "      <th>best_bid</th>\n",
       "      <th>best_ask</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9798775853231434686333168031960771169483893798...</td>\n",
       "      <td>0.37</td>\n",
       "      <td>429.41</td>\n",
       "      <td>BUY</td>\n",
       "      <td>999d5b73d83a840c0df7dc2d817ae55a242845d5</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9295998185776670587912700877006205021408983550...</td>\n",
       "      <td>0.63</td>\n",
       "      <td>429.41</td>\n",
       "      <td>SELL</td>\n",
       "      <td>ead5af5a55f8b125b1e50f1c80a783c3c2d33187</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            asset_id price    size  side  \\\n",
       "0  9798775853231434686333168031960771169483893798...  0.37  429.41   BUY   \n",
       "1  9295998185776670587912700877006205021408983550...  0.63  429.41  SELL   \n",
       "\n",
       "                                       hash best_bid best_ask  \n",
       "0  999d5b73d83a840c0df7dc2d817ae55a242845d5     0.37     0.38  \n",
       "1  ead5af5a55f8b125b1e50f1c80a783c3c2d33187     0.62     0.63  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fe32a82",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7603be6c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c099da9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 1774585800\n",
    "end = 1774585800 + 60*5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b631306d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-03-27 04:35:00')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(start, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "685d7dd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "300"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "end - start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "bdd681cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_timestamp(total_seconds):\n",
    "    minutes, seconds = divmod(total_seconds, 60)\n",
    "    print(f\"{minutes} minutes and {seconds} seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "7ba83cea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 minutes and 0 seconds\n"
     ]
    }
   ],
   "source": [
    "format_timestamp(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "4e211e0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1774586619"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(datetime.now().timestamp())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5dabe016",
   "metadata": {},
   "outputs": [],
   "source": [
    "1774585800"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "8a65ba6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-03-27 03:20:00')"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(1774581600, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "83f63c10",
   "metadata": {},
   "outputs": [],
   "source": [
    "sdt = '2026-03-27T03:20:00Z'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "1f907a71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1774581600"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(datetime.strptime(sdt, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=timezone.utc).timestamp())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "fe7c0c12",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = {\"connection_id\":\"a4-i0ecArPECFLQ=\",\"payload\":{\"full_accuracy_value\":\"65779051825748830000000\",\"symbol\":\"btc/usd\",\"timestamp\":1774627572000,\"value\":65779.05182574883},\"timestamp\":1774627573524,\"topic\":\"crypto_prices_chainlink\",\"type\":\"update\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "a98ace05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'connection_id': 'a4-i0ecArPECFLQ=',\n",
       " 'payload': {'full_accuracy_value': '65779051825748830000000',\n",
       "  'symbol': 'btc/usd',\n",
       "  'timestamp': 1774627572000,\n",
       "  'value': 65779.05182574883},\n",
       " 'timestamp': 1774627573524,\n",
       " 'topic': 'crypto_prices_chainlink',\n",
       " 'type': 'update'}"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "d2278853",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2026-03-27 16:06:13.524000')"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(d['timestamp'], unit='ms')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "008cb5c9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6c647b7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1b8d116",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f1e3a83",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py_313",
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  "language_info": {
   "codemirror_mode": {
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