README.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TSETMC Website API\n",
    "Fetches all Bourse and FaraBours data (suitable for screening the total market)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>11000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-11000-1403/11/24</td>\n",
       "      <td>ضهرم1100</td>\n",
       "      <td>12701</td>\n",
       "      <td>1</td>\n",
       "      <td>19620</td>\n",
       "      <td>1</td>\n",
       "      <td>16844</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>14000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-14000-1404/01/27</td>\n",
       "      <td>ضهرم0114</td>\n",
       "      <td>8073</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>24000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/01/27</td>\n",
       "      <td>ضهرم0120</td>\n",
       "      <td>6400</td>\n",
       "      <td>20</td>\n",
       "      <td>11999</td>\n",
       "      <td>4</td>\n",
       "      <td>51</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>26000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-26000-1404/01/27</td>\n",
       "      <td>ضهرم0121</td>\n",
       "      <td>1870</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>24000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/02/31</td>\n",
       "      <td>ضهرم2016</td>\n",
       "      <td>1000</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240922  20250212         11000                47   \n",
       "1               28470   20241123  20250416         14000               110   \n",
       "2               28470   20241123  20250416         24000               110   \n",
       "3               28470   20241123  20250416         26000               110   \n",
       "4               28470   20241221  20250521         24000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...             0           0  اختيارخ اهرم-11000-1403/11/24  ضهرم1100   \n",
       "1  ...             0           0  اختيارخ اهرم-14000-1404/01/27  ضهرم0114   \n",
       "2  ...             0           0  اختيارخ اهرم-24000-1404/01/27  ضهرم0120   \n",
       "3  ...             0           0  اختيارخ اهرم-26000-1404/01/27  ضهرم0121   \n",
       "4  ...             0           0  اختيارخ اهرم-24000-1404/02/31  ضهرم2016   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0      12701           1      19620           1                     16844   \n",
       "1       8073           8          0           0                         6   \n",
       "2       6400          20      11999           4                        51   \n",
       "3       1870           1          0           0                         2   \n",
       "4       1000          20          0           0                         0   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
       "1        call  \n",
       "2        call  \n",
       "3        call  \n",
       "4        call  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "contract_size                                        1000\n",
      "ua_tse_code                             17914401175772326\n",
      "ua_ticker                                            اهرم\n",
      "ua_close_price                                      28270\n",
      "ua_last_price                                       28010\n",
      "ua_yesterday_price                                  28470\n",
      "begin_date                                       20240922\n",
      "end_date                                         20250212\n",
      "strike_price                                        11000\n",
      "days_to_maturity                                       47\n",
      "tse_code                                70188540003947248\n",
      "last_price                                          17900\n",
      "open_positions                                      16844\n",
      "close_price                                         17900\n",
      "yesterday_price                                     17900\n",
      "notional_value                                        0.0\n",
      "trades_value                                          0.0\n",
      "trades_volume                                           0\n",
      "trades_num                                              0\n",
      "name                        اختيارخ اهرم-11000-1403/11/24\n",
      "ticker                                           ضهرم1100\n",
      "bid_price                                           12701\n",
      "bid_volume                                              1\n",
      "ask_price                                           19620\n",
      "ask_volume                                              1\n",
      "yesterday_open_positions                            16844\n",
      "option_type                                          call\n",
      "Name: 0, dtype: object\n"
     ]
    }
   ],
   "source": [
    "from tseopt import get_all_options_data\n",
    "\n",
    "entire_option_market_data = get_all_options_data()\n",
    "\n",
    "display(entire_option_market_data.head(5))\n",
    "print(entire_option_market_data.iloc[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Screen Market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total_trade_value: 511 B Toman\n",
      "\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ticker</th>\n",
       "      <th>trades_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ضخود1136</td>\n",
       "      <td>121.7 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ضهرم1110</td>\n",
       "      <td>38.33 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ضخود1137</td>\n",
       "      <td>27.49 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ضخود1138</td>\n",
       "      <td>16.96 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ضستا1038</td>\n",
       "      <td>14.08 B Toman</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "     ticker   trades_value\n",
       "0  ضخود1136  121.7 B Toman\n",
       "1  ضهرم1110  38.33 B Toman\n",
       "2  ضخود1137  27.49 B Toman\n",
       "3  ضخود1138  16.96 B Toman\n",
       "4  ضستا1038  14.08 B Toman"
      ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ticker</th>\n",
       "      <th>trades_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>طخود1137</td>\n",
       "      <td>22.17 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>طهرم1110</td>\n",
       "      <td>11.55 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>طخود1138</td>\n",
       "      <td>4.85 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>طستا1040</td>\n",
       "      <td>1.8 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>طخود1135</td>\n",
       "      <td>1.02 B Toman</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ticker   trades_value\n",
       "0  طخود1137  22.17 B Toman\n",
       "1  طهرم1110  11.55 B Toman\n",
       "2  طخود1138   4.85 B Toman\n",
       "3  طستا1040    1.8 B Toman\n",
       "4  طخود1135   1.02 B Toman"
      ]
     },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>call</th>\n",
       "      <th>put</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>خودرو</td>\n",
       "      <td>194.02 B Toman</td>\n",
       "      <td>28.98 B Toman</td>\n",
       "      <td>223.0 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>اهرم</td>\n",
       "      <td>100.44 B Toman</td>\n",
       "      <td>15.42 B Toman</td>\n",
       "      <td>115.86 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>شستا</td>\n",
       "      <td>101.09 B Toman</td>\n",
       "      <td>2.79 B Toman</td>\n",
       "      <td>103.87 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ذوب</td>\n",
       "      <td>19.99 B Toman</td>\n",
       "      <td>0.07 B Toman</td>\n",
       "      <td>20.06 B Toman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>شپنا</td>\n",
       "      <td>7.44 B Toman</td>\n",
       "      <td>0.0 B Toman</td>\n",
       "      <td>7.44 B Toman</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ua_ticker            call            put           total\n",
       "0     خودرو  194.02 B Toman  28.98 B Toman   223.0 B Toman\n",
       "1      اهرم  100.44 B Toman  15.42 B Toman  115.86 B Toman\n",
       "2      شستا  101.09 B Toman   2.79 B Toman  103.87 B Toman\n",
       "3       ذوب   19.99 B Toman   0.07 B Toman   20.06 B Toman\n",
       "4      شپنا    7.44 B Toman    0.0 B Toman    7.44 B Toman"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tseopt.use_case.screen_market import OptionMarket, convert_to_billion_toman\n",
    "\n",
    "option_market = OptionMarket(entire_option_market_data=entire_option_market_data)\n",
    "\n",
    "print(f\"total_trade_value: {option_market.total_trade_value / 1e10:.0f} B Toman\", end=\"\\n\\n\")\n",
    "\n",
    "most_trade_value_calls = pd.DataFrame(option_market.most_trade_value.get(\"call\"))\n",
    "most_trade_value_calls['ticker'] = most_trade_value_calls['ticker'].astype(str)\n",
    "most_trade_value_calls[\"trades_value\"] = convert_to_billion_toman(most_trade_value_calls[\"trades_value\"])\n",
    "\n",
    "\n",
    "most_trade_value_puts = pd.DataFrame(option_market.most_trade_value.get(\"put\"))\n",
    "most_trade_value_puts['ticker'] = most_trade_value_puts['ticker'].astype(str)\n",
    "most_trade_value_puts[\"trades_value\"] = convert_to_billion_toman(most_trade_value_puts[\"trades_value\"])\n",
    "\n",
    "\n",
    "most_trade_value_by_underlying_asset = pd.DataFrame(option_market.most_trade_value_by_underlying_asset)\n",
    "most_trade_value_by_underlying_asset[[\"call\", \"put\", \"total\"]] =convert_to_billion_toman(most_trade_value_by_underlying_asset[[\"call\", \"put\", \"total\"]])\n",
    "\n",
    "\n",
    "display(most_trade_value_calls)\n",
    "display(most_trade_value_puts)\n",
    "display(most_trade_value_by_underlying_asset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Options Chains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Underlying Asset Information:\n",
      "         ua_tse_code ua_ticker\n",
      "0  65883838195688438     خودرو\n",
      "1  17914401175772326      اهرم\n",
      "2   2400322364771558      شستا\n",
      "3  71483646978964608       ذوب\n",
      "4   7745894403636165      شپنا\n"
     ]
    },
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>11000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-11000-1403/11/24</td>\n",
       "      <td>ضهرم1100</td>\n",
       "      <td>12701</td>\n",
       "      <td>1</td>\n",
       "      <td>19620</td>\n",
       "      <td>1</td>\n",
       "      <td>16844</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>14000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-14000-1404/01/27</td>\n",
       "      <td>ضهرم0114</td>\n",
       "      <td>8073</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>24000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/01/27</td>\n",
       "      <td>ضهرم0120</td>\n",
       "      <td>6400</td>\n",
       "      <td>20</td>\n",
       "      <td>11999</td>\n",
       "      <td>4</td>\n",
       "      <td>51</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>26000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-26000-1404/01/27</td>\n",
       "      <td>ضهرم0121</td>\n",
       "      <td>1870</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>24000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/02/31</td>\n",
       "      <td>ضهرم2016</td>\n",
       "      <td>1000</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>28000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-28000-1404/01/27</td>\n",
       "      <td>طهرم0122</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250312</td>\n",
       "      <td>30000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1403/12/22</td>\n",
       "      <td>طهرم1245</td>\n",
       "      <td>1029</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>28000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-28000-1404/02/31</td>\n",
       "      <td>طهرم2018</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>30000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1404/02/31</td>\n",
       "      <td>طهرم2019</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250212</td>\n",
       "      <td>34000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1403/11/24</td>\n",
       "      <td>طهرم1113</td>\n",
       "      <td>2099</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>138 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      contract_size        ua_tse_code ua_ticker  ua_close_price  \\\n",
       "0              1000  17914401175772326      اهرم           28270   \n",
       "1              1000  17914401175772326      اهرم           28270   \n",
       "2              1000  17914401175772326      اهرم           28270   \n",
       "3              1000  17914401175772326      اهرم           28270   \n",
       "4              1000  17914401175772326      اهرم           28270   \n",
       "...             ...                ...       ...             ...   \n",
       "1321           1000  17914401175772326      اهرم           28270   \n",
       "1322           1000  17914401175772326      اهرم           28270   \n",
       "1323           1000  17914401175772326      اهرم           28270   \n",
       "1324           1000  17914401175772326      اهرم           28270   \n",
       "1325           1000  17914401175772326      اهرم           28270   \n",
       "\n",
       "      ua_last_price  ua_yesterday_price begin_date  end_date  strike_price  \\\n",
       "0             28010               28470   20240922  20250212         11000   \n",
       "1             28010               28470   20241123  20250416         14000   \n",
       "2             28010               28470   20241123  20250416         24000   \n",
       "3             28010               28470   20241123  20250416         26000   \n",
       "4             28010               28470   20241221  20250521         24000   \n",
       "...             ...                 ...        ...       ...           ...   \n",
       "1321          28010               28470   20241123  20250416         28000   \n",
       "1322          28010               28470   20241215  20250312         30000   \n",
       "1323          28010               28470   20241221  20250521         28000   \n",
       "1324          28010               28470   20241221  20250521         30000   \n",
       "1325          28010               28470   20241223  20250212         34000   \n",
       "\n",
       "      days_to_maturity  ... trades_volume  trades_num  \\\n",
       "0                   47  ...             0           0   \n",
       "1                  110  ...             0           0   \n",
       "2                  110  ...             0           0   \n",
       "3                  110  ...             0           0   \n",
       "4                  145  ...             0           0   \n",
       "...                ...  ...           ...         ...   \n",
       "1321               110  ...             0           0   \n",
       "1322                75  ...             0           0   \n",
       "1323               145  ...             0           0   \n",
       "1324               145  ...             0           0   \n",
       "1325                47  ...             0           0   \n",
       "\n",
       "                               name    ticker  bid_price  bid_volume  \\\n",
       "0     اختيارخ اهرم-11000-1403/11/24  ضهرم1100      12701           1   \n",
       "1     اختيارخ اهرم-14000-1404/01/27  ضهرم0114       8073           8   \n",
       "2     اختيارخ اهرم-24000-1404/01/27  ضهرم0120       6400          20   \n",
       "3     اختيارخ اهرم-26000-1404/01/27  ضهرم0121       1870           1   \n",
       "4     اختيارخ اهرم-24000-1404/02/31  ضهرم2016       1000          20   \n",
       "...                             ...       ...        ...         ...   \n",
       "1321  اختيارف اهرم-28000-1404/01/27  طهرم0122          2          20   \n",
       "1322  اختيارف اهرم-30000-1403/12/22  طهرم1245       1029          22   \n",
       "1323  اختيارف اهرم-28000-1404/02/31  طهرم2018          1         100   \n",
       "1324  اختيارف اهرم-30000-1404/02/31  طهرم2019          1         100   \n",
       "1325  اختيارف اهرم-34000-1403/11/24  طهرم1113       2099          22   \n",
       "\n",
       "      ask_price  ask_volume  yesterday_open_positions option_type  \n",
       "0         19620           1                     16844        call  \n",
       "1             0           0                         6        call  \n",
       "2         11999           4                        51        call  \n",
       "3             0           0                         2        call  \n",
       "4             0           0                         0        call  \n",
       "...         ...         ...                       ...         ...  \n",
       "1321          0           0                         0         put  \n",
       "1322          0           0                         0         put  \n",
       "1323          0           0                         0         put  \n",
       "1324          0           0                         0         put  \n",
       "1325          0           0                         0         put  \n",
       "\n",
       "[138 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tseopt.use_case.options_chains import Chains\n",
    "\n",
    "chains = Chains(entire_option_market_data)\n",
    "\n",
    "# Display underlying asset information to help select ua_tse_codes\n",
    "print(\"Underlying Asset Information:\")\n",
    "print(chains.underlying_asset_info.head(5))\n",
    "\n",
    "ua_tse_code = \"17914401175772326\" # اهرم\n",
    "\n",
    "# Option types can be \"call\", \"put\", or \"both\"\n",
    "options = chains.options(ua_tse_code=ua_tse_code, option_type=\"both\")\n",
    "date_chain = chains.make_date_chains(ua_tse_code=ua_tse_code, option_type=\"both\") \n",
    "strike_price_chain = chains.make_strike_price_chains(ua_tse_code=ua_tse_code, option_type=\"call\")\n",
    "display(options)\n",
    "\n",
    "# strike_price_chain and date_chain are generators.\n",
    "# If you're not familiar with generators (and if you're wondering what the heck they are!), \n",
    "# uncomment the lines below to convert them to lists\n",
    "\n",
    "# strike_price_chain = list(strike_price_chain)\n",
    "# date_chain = list(date_chain)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date:  1403/10/26\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\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>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>10000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>اختيارخ اهرم-10000-1403/10/26</td>\n",
       "      <td>ضهرم1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18699</td>\n",
       "      <td>21</td>\n",
       "      <td>6047</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>10000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-10000-1403/10/26</td>\n",
       "      <td>طهرم1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>11000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-11000-1403/10/26</td>\n",
       "      <td>طهرم1001</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>11000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-11000-1403/10/26</td>\n",
       "      <td>ضهرم1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11109</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>12000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-12000-1403/10/26</td>\n",
       "      <td>ضهرم1002</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17999</td>\n",
       "      <td>10</td>\n",
       "      <td>3383</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>12000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-12000-1403/10/26</td>\n",
       "      <td>طهرم1002</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>13000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-13000-1403/10/26</td>\n",
       "      <td>طهرم1003</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>13000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-13000-1403/10/26</td>\n",
       "      <td>ضهرم1003</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>17000</td>\n",
       "      <td>41</td>\n",
       "      <td>1049</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>14000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-14000-1403/10/26</td>\n",
       "      <td>ضهرم1004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17999</td>\n",
       "      <td>6</td>\n",
       "      <td>4421</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>14000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارف اهرم-14000-1403/10/26</td>\n",
       "      <td>طهرم1004</td>\n",
       "      <td>30</td>\n",
       "      <td>79</td>\n",
       "      <td>53</td>\n",
       "      <td>31</td>\n",
       "      <td>92809</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>15000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>401</td>\n",
       "      <td>7</td>\n",
       "      <td>اختيارخ اهرم-15000-1403/10/26</td>\n",
       "      <td>ضهرم1005</td>\n",
       "      <td>1400</td>\n",
       "      <td>40</td>\n",
       "      <td>13550</td>\n",
       "      <td>6</td>\n",
       "      <td>10289</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>15000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>418</td>\n",
       "      <td>20</td>\n",
       "      <td>اختيارف اهرم-15000-1403/10/26</td>\n",
       "      <td>طهرم1005</td>\n",
       "      <td>31</td>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>30</td>\n",
       "      <td>14030</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>16000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>5616</td>\n",
       "      <td>35</td>\n",
       "      <td>اختيارف اهرم-16000-1403/10/26</td>\n",
       "      <td>طهرم1006</td>\n",
       "      <td>50</td>\n",
       "      <td>1000</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>313138</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>16000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>5879</td>\n",
       "      <td>160</td>\n",
       "      <td>اختيارخ اهرم-16000-1403/10/26</td>\n",
       "      <td>ضهرم1006</td>\n",
       "      <td>12000</td>\n",
       "      <td>66</td>\n",
       "      <td>13331</td>\n",
       "      <td>201</td>\n",
       "      <td>79450</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>18000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>9086</td>\n",
       "      <td>264</td>\n",
       "      <td>اختيارخ اهرم-18000-1403/10/26</td>\n",
       "      <td>ضهرم1007</td>\n",
       "      <td>10000</td>\n",
       "      <td>99</td>\n",
       "      <td>10199</td>\n",
       "      <td>3</td>\n",
       "      <td>226441</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>18000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>12044</td>\n",
       "      <td>93</td>\n",
       "      <td>اختيارف اهرم-18000-1403/10/26</td>\n",
       "      <td>طهرم1007</td>\n",
       "      <td>71</td>\n",
       "      <td>440</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>210708</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>20000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>9900</td>\n",
       "      <td>229</td>\n",
       "      <td>اختيارخ اهرم-20000-1403/10/26</td>\n",
       "      <td>ضهرم1008</td>\n",
       "      <td>7999</td>\n",
       "      <td>70</td>\n",
       "      <td>8000</td>\n",
       "      <td>11</td>\n",
       "      <td>129842</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>20000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>16291</td>\n",
       "      <td>105</td>\n",
       "      <td>اختيارف اهرم-20000-1403/10/26</td>\n",
       "      <td>طهرم1008</td>\n",
       "      <td>72</td>\n",
       "      <td>319</td>\n",
       "      <td>83</td>\n",
       "      <td>8</td>\n",
       "      <td>305236</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>22000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>50622</td>\n",
       "      <td>241</td>\n",
       "      <td>اختيارف اهرم-22000-1403/10/26</td>\n",
       "      <td>طهرم1009</td>\n",
       "      <td>135</td>\n",
       "      <td>11237</td>\n",
       "      <td>154</td>\n",
       "      <td>252</td>\n",
       "      <td>449684</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>22000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>10493</td>\n",
       "      <td>275</td>\n",
       "      <td>اختيارخ اهرم-22000-1403/10/26</td>\n",
       "      <td>ضهرم1009</td>\n",
       "      <td>5501</td>\n",
       "      <td>18</td>\n",
       "      <td>5990</td>\n",
       "      <td>7</td>\n",
       "      <td>128712</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>24000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>15773</td>\n",
       "      <td>304</td>\n",
       "      <td>اختيارخ اهرم-24000-1403/10/26</td>\n",
       "      <td>ضهرم1010</td>\n",
       "      <td>3401</td>\n",
       "      <td>39</td>\n",
       "      <td>4312</td>\n",
       "      <td>12</td>\n",
       "      <td>190180</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>24000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>25860</td>\n",
       "      <td>248</td>\n",
       "      <td>اختيارف اهرم-24000-1403/10/26</td>\n",
       "      <td>طهرم1010</td>\n",
       "      <td>130</td>\n",
       "      <td>877</td>\n",
       "      <td>140</td>\n",
       "      <td>9</td>\n",
       "      <td>337723</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>26000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>18463</td>\n",
       "      <td>181</td>\n",
       "      <td>اختيارف اهرم-26000-1403/10/26</td>\n",
       "      <td>طهرم1011</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>318</td>\n",
       "      <td>1</td>\n",
       "      <td>135015</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240824</td>\n",
       "      <td>20250115</td>\n",
       "      <td>26000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>13498</td>\n",
       "      <td>338</td>\n",
       "      <td>اختيارخ اهرم-26000-1403/10/26</td>\n",
       "      <td>ضهرم1011</td>\n",
       "      <td>2400</td>\n",
       "      <td>500</td>\n",
       "      <td>2800</td>\n",
       "      <td>5</td>\n",
       "      <td>244499</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250115</td>\n",
       "      <td>28000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>3293</td>\n",
       "      <td>52</td>\n",
       "      <td>اختيارخ اهرم-28000-1403/10/26</td>\n",
       "      <td>ضهرم1012</td>\n",
       "      <td>1300</td>\n",
       "      <td>130</td>\n",
       "      <td>1930</td>\n",
       "      <td>60</td>\n",
       "      <td>73485</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250115</td>\n",
       "      <td>28000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>1770</td>\n",
       "      <td>32</td>\n",
       "      <td>اختيارف اهرم-28000-1403/10/26</td>\n",
       "      <td>طهرم1012</td>\n",
       "      <td>1500</td>\n",
       "      <td>1000</td>\n",
       "      <td>1619</td>\n",
       "      <td>7</td>\n",
       "      <td>22062</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250115</td>\n",
       "      <td>30000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1403/10/26</td>\n",
       "      <td>طهرم1013</td>\n",
       "      <td>2500</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250115</td>\n",
       "      <td>30000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>2171</td>\n",
       "      <td>39</td>\n",
       "      <td>اختيارخ اهرم-30000-1403/10/26</td>\n",
       "      <td>ضهرم1013</td>\n",
       "      <td>921</td>\n",
       "      <td>300</td>\n",
       "      <td>1000</td>\n",
       "      <td>46</td>\n",
       "      <td>57344</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250115</td>\n",
       "      <td>34000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "      <td>اختيارخ اهرم-34000-1403/10/26</td>\n",
       "      <td>ضهرم1014</td>\n",
       "      <td>251</td>\n",
       "      <td>10</td>\n",
       "      <td>345</td>\n",
       "      <td>89</td>\n",
       "      <td>3564</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250115</td>\n",
       "      <td>34000</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1403/10/26</td>\n",
       "      <td>طهرم1014</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0            1000  17914401175772326      اهرم           28270          28010   \n",
       "1            1000  17914401175772326      اهرم           28270          28010   \n",
       "2            1000  17914401175772326      اهرم           28270          28010   \n",
       "3            1000  17914401175772326      اهرم           28270          28010   \n",
       "4            1000  17914401175772326      اهرم           28270          28010   \n",
       "5            1000  17914401175772326      اهرم           28270          28010   \n",
       "6            1000  17914401175772326      اهرم           28270          28010   \n",
       "7            1000  17914401175772326      اهرم           28270          28010   \n",
       "8            1000  17914401175772326      اهرم           28270          28010   \n",
       "9            1000  17914401175772326      اهرم           28270          28010   \n",
       "10           1000  17914401175772326      اهرم           28270          28010   \n",
       "11           1000  17914401175772326      اهرم           28270          28010   \n",
       "12           1000  17914401175772326      اهرم           28270          28010   \n",
       "13           1000  17914401175772326      اهرم           28270          28010   \n",
       "14           1000  17914401175772326      اهرم           28270          28010   \n",
       "15           1000  17914401175772326      اهرم           28270          28010   \n",
       "16           1000  17914401175772326      اهرم           28270          28010   \n",
       "17           1000  17914401175772326      اهرم           28270          28010   \n",
       "18           1000  17914401175772326      اهرم           28270          28010   \n",
       "19           1000  17914401175772326      اهرم           28270          28010   \n",
       "20           1000  17914401175772326      اهرم           28270          28010   \n",
       "21           1000  17914401175772326      اهرم           28270          28010   \n",
       "22           1000  17914401175772326      اهرم           28270          28010   \n",
       "23           1000  17914401175772326      اهرم           28270          28010   \n",
       "24           1000  17914401175772326      اهرم           28270          28010   \n",
       "25           1000  17914401175772326      اهرم           28270          28010   \n",
       "26           1000  17914401175772326      اهرم           28270          28010   \n",
       "27           1000  17914401175772326      اهرم           28270          28010   \n",
       "28           1000  17914401175772326      اهرم           28270          28010   \n",
       "29           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "    ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0                28470   20240824  20250115         10000                19   \n",
       "1                28470   20240824  20250115         10000                19   \n",
       "2                28470   20240824  20250115         11000                19   \n",
       "3                28470   20240824  20250115         11000                19   \n",
       "4                28470   20240824  20250115         12000                19   \n",
       "5                28470   20240824  20250115         12000                19   \n",
       "6                28470   20240824  20250115         13000                19   \n",
       "7                28470   20240824  20250115         13000                19   \n",
       "8                28470   20240824  20250115         14000                19   \n",
       "9                28470   20240824  20250115         14000                19   \n",
       "10               28470   20240824  20250115         15000                19   \n",
       "11               28470   20240824  20250115         15000                19   \n",
       "12               28470   20240824  20250115         16000                19   \n",
       "13               28470   20240824  20250115         16000                19   \n",
       "14               28470   20240824  20250115         18000                19   \n",
       "15               28470   20240824  20250115         18000                19   \n",
       "16               28470   20240824  20250115         20000                19   \n",
       "17               28470   20240824  20250115         20000                19   \n",
       "18               28470   20240824  20250115         22000                19   \n",
       "19               28470   20240824  20250115         22000                19   \n",
       "20               28470   20240824  20250115         24000                19   \n",
       "21               28470   20240824  20250115         24000                19   \n",
       "22               28470   20240824  20250115         26000                19   \n",
       "23               28470   20240824  20250115         26000                19   \n",
       "24               28470   20241215  20250115         28000                19   \n",
       "25               28470   20241215  20250115         28000                19   \n",
       "26               28470   20241215  20250115         30000                19   \n",
       "27               28470   20241215  20250115         30000                19   \n",
       "28               28470   20241223  20250115         34000                19   \n",
       "29               28470   20241223  20250115         34000                19   \n",
       "\n",
       "    ... trades_volume  trades_num                           name    ticker  \\\n",
       "0   ...            19           5  اختيارخ اهرم-10000-1403/10/26  ضهرم1000   \n",
       "1   ...             0           0  اختيارف اهرم-10000-1403/10/26  طهرم1000   \n",
       "2   ...             0           0  اختيارف اهرم-11000-1403/10/26  طهرم1001   \n",
       "3   ...             4           1  اختيارخ اهرم-11000-1403/10/26  ضهرم1001   \n",
       "4   ...            11           2  اختيارخ اهرم-12000-1403/10/26  ضهرم1002   \n",
       "5   ...             0           0  اختيارف اهرم-12000-1403/10/26  طهرم1002   \n",
       "6   ...             0           0  اختيارف اهرم-13000-1403/10/26  طهرم1003   \n",
       "7   ...            15           2  اختيارخ اهرم-13000-1403/10/26  ضهرم1003   \n",
       "8   ...             0           0  اختيارخ اهرم-14000-1403/10/26  ضهرم1004   \n",
       "9   ...            11           1  اختيارف اهرم-14000-1403/10/26  طهرم1004   \n",
       "10  ...           401           7  اختيارخ اهرم-15000-1403/10/26  ضهرم1005   \n",
       "11  ...           418          20  اختيارف اهرم-15000-1403/10/26  طهرم1005   \n",
       "12  ...          5616          35  اختيارف اهرم-16000-1403/10/26  طهرم1006   \n",
       "13  ...          5879         160  اختيارخ اهرم-16000-1403/10/26  ضهرم1006   \n",
       "14  ...          9086         264  اختيارخ اهرم-18000-1403/10/26  ضهرم1007   \n",
       "15  ...         12044          93  اختيارف اهرم-18000-1403/10/26  طهرم1007   \n",
       "16  ...          9900         229  اختيارخ اهرم-20000-1403/10/26  ضهرم1008   \n",
       "17  ...         16291         105  اختيارف اهرم-20000-1403/10/26  طهرم1008   \n",
       "18  ...         50622         241  اختيارف اهرم-22000-1403/10/26  طهرم1009   \n",
       "19  ...         10493         275  اختيارخ اهرم-22000-1403/10/26  ضهرم1009   \n",
       "20  ...         15773         304  اختيارخ اهرم-24000-1403/10/26  ضهرم1010   \n",
       "21  ...         25860         248  اختيارف اهرم-24000-1403/10/26  طهرم1010   \n",
       "22  ...         18463         181  اختيارف اهرم-26000-1403/10/26  طهرم1011   \n",
       "23  ...         13498         338  اختيارخ اهرم-26000-1403/10/26  ضهرم1011   \n",
       "24  ...          3293          52  اختيارخ اهرم-28000-1403/10/26  ضهرم1012   \n",
       "25  ...          1770          32  اختيارف اهرم-28000-1403/10/26  طهرم1012   \n",
       "26  ...             0           0  اختيارف اهرم-30000-1403/10/26  طهرم1013   \n",
       "27  ...          2171          39  اختيارخ اهرم-30000-1403/10/26  ضهرم1013   \n",
       "28  ...            62           5  اختيارخ اهرم-34000-1403/10/26  ضهرم1014   \n",
       "29  ...             0           0  اختيارف اهرم-34000-1403/10/26  طهرم1014   \n",
       "\n",
       "    bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0           0           0      18699          21                      6047   \n",
       "1           0           0          0           0                         0   \n",
       "2           1        1000          0           0                         0   \n",
       "3           0           0          0           0                     11109   \n",
       "4           0           0      17999          10                      3383   \n",
       "5           1        1000          0           0                        50   \n",
       "6           1        1000          0           0                         0   \n",
       "7           1        1000      17000          41                      1049   \n",
       "8           0           0      17999           6                      4421   \n",
       "9          30          79         53          31                     92809   \n",
       "10       1400          40      13550           6                     10289   \n",
       "11         31         100         49          30                     14030   \n",
       "12         50        1000         63          12                    313138   \n",
       "13      12000          66      13331         201                     79450   \n",
       "14      10000          99      10199           3                    226441   \n",
       "15         71         440         86           2                    210708   \n",
       "16       7999          70       8000          11                    129842   \n",
       "17         72         319         83           8                    305236   \n",
       "18        135       11237        154         252                    449684   \n",
       "19       5501          18       5990           7                    128712   \n",
       "20       3401          39       4312          12                    190180   \n",
       "21        130         877        140           9                    337723   \n",
       "22        180         100        318           1                    135015   \n",
       "23       2400         500       2800           5                    244499   \n",
       "24       1300         130       1930          60                     73485   \n",
       "25       1500        1000       1619           7                     22062   \n",
       "26       2500          10          0           0                         9   \n",
       "27        921         300       1000          46                     57344   \n",
       "28        251          10        345          89                      3564   \n",
       "29          0           0          0           0                         0   \n",
       "\n",
       "   option_type  \n",
       "0         call  \n",
       "1          put  \n",
       "2          put  \n",
       "3         call  \n",
       "4         call  \n",
       "5          put  \n",
       "6          put  \n",
       "7         call  \n",
       "8         call  \n",
       "9          put  \n",
       "10        call  \n",
       "11         put  \n",
       "12         put  \n",
       "13        call  \n",
       "14        call  \n",
       "15         put  \n",
       "16        call  \n",
       "17         put  \n",
       "18         put  \n",
       "19        call  \n",
       "20        call  \n",
       "21         put  \n",
       "22         put  \n",
       "23        call  \n",
       "24        call  \n",
       "25         put  \n",
       "26         put  \n",
       "27        call  \n",
       "28        call  \n",
       "29         put  \n",
       "\n",
       "[30 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "Date:  1403/11/24\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>11000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-11000-1403/11/24</td>\n",
       "      <td>ضهرم1100</td>\n",
       "      <td>12701</td>\n",
       "      <td>1</td>\n",
       "      <td>19620</td>\n",
       "      <td>1</td>\n",
       "      <td>16844</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>11000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-11000-1403/11/24</td>\n",
       "      <td>طهرم1100</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>12000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-12000-1403/11/24</td>\n",
       "      <td>ضهرم1101</td>\n",
       "      <td>16000</td>\n",
       "      <td>25</td>\n",
       "      <td>17000</td>\n",
       "      <td>95</td>\n",
       "      <td>1268</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>12000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-12000-1403/11/24</td>\n",
       "      <td>طهرم1101</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>13000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-13000-1403/11/24</td>\n",
       "      <td>طهرم1102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>13000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-13000-1403/11/24</td>\n",
       "      <td>ضهرم1102</td>\n",
       "      <td>13300</td>\n",
       "      <td>101</td>\n",
       "      <td>17700</td>\n",
       "      <td>1</td>\n",
       "      <td>1164</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>14000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-14000-1403/11/24</td>\n",
       "      <td>ضهرم1103</td>\n",
       "      <td>9039</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>557</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>14000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-14000-1403/11/24</td>\n",
       "      <td>طهرم1103</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>15000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-15000-1403/11/24</td>\n",
       "      <td>طهرم1104</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1000</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>15000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-15000-1403/11/24</td>\n",
       "      <td>ضهرم1104</td>\n",
       "      <td>8200</td>\n",
       "      <td>2</td>\n",
       "      <td>14995</td>\n",
       "      <td>2</td>\n",
       "      <td>1765</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>16000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>68</td>\n",
       "      <td>18</td>\n",
       "      <td>اختيارخ اهرم-16000-1403/11/24</td>\n",
       "      <td>ضهرم1105</td>\n",
       "      <td>12500</td>\n",
       "      <td>50</td>\n",
       "      <td>13600</td>\n",
       "      <td>1</td>\n",
       "      <td>9594</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>16000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-16000-1403/11/24</td>\n",
       "      <td>طهرم1105</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>18000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>8718</td>\n",
       "      <td>145</td>\n",
       "      <td>اختيارف اهرم-18000-1403/11/24</td>\n",
       "      <td>طهرم1106</td>\n",
       "      <td>180</td>\n",
       "      <td>500</td>\n",
       "      <td>222</td>\n",
       "      <td>577</td>\n",
       "      <td>27114</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>18000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>2259</td>\n",
       "      <td>103</td>\n",
       "      <td>اختيارخ اهرم-18000-1403/11/24</td>\n",
       "      <td>ضهرم1106</td>\n",
       "      <td>10810</td>\n",
       "      <td>46</td>\n",
       "      <td>11450</td>\n",
       "      <td>5</td>\n",
       "      <td>38958</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>20000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>3267</td>\n",
       "      <td>97</td>\n",
       "      <td>اختيارخ اهرم-20000-1403/11/24</td>\n",
       "      <td>ضهرم1107</td>\n",
       "      <td>9260</td>\n",
       "      <td>5</td>\n",
       "      <td>9498</td>\n",
       "      <td>23</td>\n",
       "      <td>11171</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>20000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>155</td>\n",
       "      <td>5</td>\n",
       "      <td>اختيارف اهرم-20000-1403/11/24</td>\n",
       "      <td>طهرم1107</td>\n",
       "      <td>133</td>\n",
       "      <td>10</td>\n",
       "      <td>290</td>\n",
       "      <td>100</td>\n",
       "      <td>806</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>22000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>106</td>\n",
       "      <td>8</td>\n",
       "      <td>اختيارخ اهرم-22000-1403/11/24</td>\n",
       "      <td>ضهرم1108</td>\n",
       "      <td>7538</td>\n",
       "      <td>1</td>\n",
       "      <td>8099</td>\n",
       "      <td>40</td>\n",
       "      <td>13086</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>22000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>2872</td>\n",
       "      <td>124</td>\n",
       "      <td>اختيارف اهرم-22000-1403/11/24</td>\n",
       "      <td>طهرم1108</td>\n",
       "      <td>426</td>\n",
       "      <td>61</td>\n",
       "      <td>450</td>\n",
       "      <td>10</td>\n",
       "      <td>9115</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>24000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>5226</td>\n",
       "      <td>209</td>\n",
       "      <td>اختيارف اهرم-24000-1403/11/24</td>\n",
       "      <td>طهرم1109</td>\n",
       "      <td>790</td>\n",
       "      <td>30</td>\n",
       "      <td>880</td>\n",
       "      <td>269</td>\n",
       "      <td>6318</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>24000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>1910</td>\n",
       "      <td>151</td>\n",
       "      <td>اختيارخ اهرم-24000-1403/11/24</td>\n",
       "      <td>ضهرم1109</td>\n",
       "      <td>5950</td>\n",
       "      <td>1</td>\n",
       "      <td>6300</td>\n",
       "      <td>61</td>\n",
       "      <td>8662</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>26000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>82492</td>\n",
       "      <td>3172</td>\n",
       "      <td>اختيارخ اهرم-26000-1403/11/24</td>\n",
       "      <td>ضهرم1110</td>\n",
       "      <td>4581</td>\n",
       "      <td>104</td>\n",
       "      <td>4610</td>\n",
       "      <td>56</td>\n",
       "      <td>75788</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
       "      <td>20250212</td>\n",
       "      <td>26000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>61901</td>\n",
       "      <td>1571</td>\n",
       "      <td>اختيارف اهرم-26000-1403/11/24</td>\n",
       "      <td>طهرم1110</td>\n",
       "      <td>1787</td>\n",
       "      <td>1</td>\n",
       "      <td>1788</td>\n",
       "      <td>6</td>\n",
       "      <td>51719</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250212</td>\n",
       "      <td>28000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>2190</td>\n",
       "      <td>125</td>\n",
       "      <td>اختيارخ اهرم-28000-1403/11/24</td>\n",
       "      <td>ضهرم1111</td>\n",
       "      <td>3352</td>\n",
       "      <td>509</td>\n",
       "      <td>3686</td>\n",
       "      <td>30</td>\n",
       "      <td>2209</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250212</td>\n",
       "      <td>28000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>1102</td>\n",
       "      <td>9</td>\n",
       "      <td>اختيارف اهرم-28000-1403/11/24</td>\n",
       "      <td>طهرم1111</td>\n",
       "      <td>2450</td>\n",
       "      <td>950</td>\n",
       "      <td>5000</td>\n",
       "      <td>1</td>\n",
       "      <td>1075</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250212</td>\n",
       "      <td>30000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>1636</td>\n",
       "      <td>108</td>\n",
       "      <td>اختيارف اهرم-30000-1403/11/24</td>\n",
       "      <td>طهرم1112</td>\n",
       "      <td>3830</td>\n",
       "      <td>49</td>\n",
       "      <td>3999</td>\n",
       "      <td>60</td>\n",
       "      <td>5392</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250212</td>\n",
       "      <td>30000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>4079</td>\n",
       "      <td>143</td>\n",
       "      <td>اختيارخ اهرم-30000-1403/11/24</td>\n",
       "      <td>ضهرم1112</td>\n",
       "      <td>2311</td>\n",
       "      <td>81</td>\n",
       "      <td>2449</td>\n",
       "      <td>8</td>\n",
       "      <td>3557</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250212</td>\n",
       "      <td>34000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>6833</td>\n",
       "      <td>101</td>\n",
       "      <td>اختيارخ اهرم-34000-1403/11/24</td>\n",
       "      <td>ضهرم1113</td>\n",
       "      <td>900</td>\n",
       "      <td>200</td>\n",
       "      <td>984</td>\n",
       "      <td>100</td>\n",
       "      <td>6709</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250212</td>\n",
       "      <td>34000</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1403/11/24</td>\n",
       "      <td>طهرم1113</td>\n",
       "      <td>2099</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0            1000  17914401175772326      اهرم           28270          28010   \n",
       "1            1000  17914401175772326      اهرم           28270          28010   \n",
       "2            1000  17914401175772326      اهرم           28270          28010   \n",
       "3            1000  17914401175772326      اهرم           28270          28010   \n",
       "4            1000  17914401175772326      اهرم           28270          28010   \n",
       "5            1000  17914401175772326      اهرم           28270          28010   \n",
       "6            1000  17914401175772326      اهرم           28270          28010   \n",
       "7            1000  17914401175772326      اهرم           28270          28010   \n",
       "8            1000  17914401175772326      اهرم           28270          28010   \n",
       "9            1000  17914401175772326      اهرم           28270          28010   \n",
       "10           1000  17914401175772326      اهرم           28270          28010   \n",
       "11           1000  17914401175772326      اهرم           28270          28010   \n",
       "12           1000  17914401175772326      اهرم           28270          28010   \n",
       "13           1000  17914401175772326      اهرم           28270          28010   \n",
       "14           1000  17914401175772326      اهرم           28270          28010   \n",
       "15           1000  17914401175772326      اهرم           28270          28010   \n",
       "16           1000  17914401175772326      اهرم           28270          28010   \n",
       "17           1000  17914401175772326      اهرم           28270          28010   \n",
       "18           1000  17914401175772326      اهرم           28270          28010   \n",
       "19           1000  17914401175772326      اهرم           28270          28010   \n",
       "20           1000  17914401175772326      اهرم           28270          28010   \n",
       "21           1000  17914401175772326      اهرم           28270          28010   \n",
       "22           1000  17914401175772326      اهرم           28270          28010   \n",
       "23           1000  17914401175772326      اهرم           28270          28010   \n",
       "24           1000  17914401175772326      اهرم           28270          28010   \n",
       "25           1000  17914401175772326      اهرم           28270          28010   \n",
       "26           1000  17914401175772326      اهرم           28270          28010   \n",
       "27           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "    ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0                28470   20240922  20250212         11000                47   \n",
       "1                28470   20240922  20250212         11000                47   \n",
       "2                28470   20240922  20250212         12000                47   \n",
       "3                28470   20240922  20250212         12000                47   \n",
       "4                28470   20240922  20250212         13000                47   \n",
       "5                28470   20240922  20250212         13000                47   \n",
       "6                28470   20240922  20250212         14000                47   \n",
       "7                28470   20240922  20250212         14000                47   \n",
       "8                28470   20240922  20250212         15000                47   \n",
       "9                28470   20240922  20250212         15000                47   \n",
       "10               28470   20240922  20250212         16000                47   \n",
       "11               28470   20240922  20250212         16000                47   \n",
       "12               28470   20240922  20250212         18000                47   \n",
       "13               28470   20240922  20250212         18000                47   \n",
       "14               28470   20240922  20250212         20000                47   \n",
       "15               28470   20240922  20250212         20000                47   \n",
       "16               28470   20240922  20250212         22000                47   \n",
       "17               28470   20240922  20250212         22000                47   \n",
       "18               28470   20240922  20250212         24000                47   \n",
       "19               28470   20240922  20250212         24000                47   \n",
       "20               28470   20240922  20250212         26000                47   \n",
       "21               28470   20240922  20250212         26000                47   \n",
       "22               28470   20241215  20250212         28000                47   \n",
       "23               28470   20241215  20250212         28000                47   \n",
       "24               28470   20241215  20250212         30000                47   \n",
       "25               28470   20241215  20250212         30000                47   \n",
       "26               28470   20241223  20250212         34000                47   \n",
       "27               28470   20241223  20250212         34000                47   \n",
       "\n",
       "    ... trades_volume  trades_num                           name    ticker  \\\n",
       "0   ...             0           0  اختيارخ اهرم-11000-1403/11/24  ضهرم1100   \n",
       "1   ...             0           0  اختيارف اهرم-11000-1403/11/24  طهرم1100   \n",
       "2   ...             6           2  اختيارخ اهرم-12000-1403/11/24  ضهرم1101   \n",
       "3   ...             0           0  اختيارف اهرم-12000-1403/11/24  طهرم1101   \n",
       "4   ...             0           0  اختيارف اهرم-13000-1403/11/24  طهرم1102   \n",
       "5   ...             2           2  اختيارخ اهرم-13000-1403/11/24  ضهرم1102   \n",
       "6   ...             1           1  اختيارخ اهرم-14000-1403/11/24  ضهرم1103   \n",
       "7   ...             0           0  اختيارف اهرم-14000-1403/11/24  طهرم1103   \n",
       "8   ...             0           0  اختيارف اهرم-15000-1403/11/24  طهرم1104   \n",
       "9   ...            10           2  اختيارخ اهرم-15000-1403/11/24  ضهرم1104   \n",
       "10  ...            68          18  اختيارخ اهرم-16000-1403/11/24  ضهرم1105   \n",
       "11  ...             0           0  اختيارف اهرم-16000-1403/11/24  طهرم1105   \n",
       "12  ...          8718         145  اختيارف اهرم-18000-1403/11/24  طهرم1106   \n",
       "13  ...          2259         103  اختيارخ اهرم-18000-1403/11/24  ضهرم1106   \n",
       "14  ...          3267          97  اختيارخ اهرم-20000-1403/11/24  ضهرم1107   \n",
       "15  ...           155           5  اختيارف اهرم-20000-1403/11/24  طهرم1107   \n",
       "16  ...           106           8  اختيارخ اهرم-22000-1403/11/24  ضهرم1108   \n",
       "17  ...          2872         124  اختيارف اهرم-22000-1403/11/24  طهرم1108   \n",
       "18  ...          5226         209  اختيارف اهرم-24000-1403/11/24  طهرم1109   \n",
       "19  ...          1910         151  اختيارخ اهرم-24000-1403/11/24  ضهرم1109   \n",
       "20  ...         82492        3172  اختيارخ اهرم-26000-1403/11/24  ضهرم1110   \n",
       "21  ...         61901        1571  اختيارف اهرم-26000-1403/11/24  طهرم1110   \n",
       "22  ...          2190         125  اختيارخ اهرم-28000-1403/11/24  ضهرم1111   \n",
       "23  ...          1102           9  اختيارف اهرم-28000-1403/11/24  طهرم1111   \n",
       "24  ...          1636         108  اختيارف اهرم-30000-1403/11/24  طهرم1112   \n",
       "25  ...          4079         143  اختيارخ اهرم-30000-1403/11/24  ضهرم1112   \n",
       "26  ...          6833         101  اختيارخ اهرم-34000-1403/11/24  ضهرم1113   \n",
       "27  ...             0           0  اختيارف اهرم-34000-1403/11/24  طهرم1113   \n",
       "\n",
       "    bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       12701           1      19620           1                     16844   \n",
       "1           1        1000          0           0                         0   \n",
       "2       16000          25      17000          95                      1268   \n",
       "3           1        1000          0           0                         0   \n",
       "4           0           0          0           0                         0   \n",
       "5       13300         101      17700           1                      1164   \n",
       "6        9039          30          0           0                       557   \n",
       "7           1        1000          0           0                         0   \n",
       "8           0           0          0           0                      1000   \n",
       "9        8200           2      14995           2                      1765   \n",
       "10      12500          50      13600           1                      9594   \n",
       "11         10          15          0           0                        76   \n",
       "12        180         500        222         577                     27114   \n",
       "13      10810          46      11450           5                     38958   \n",
       "14       9260           5       9498          23                     11171   \n",
       "15        133          10        290         100                       806   \n",
       "16       7538           1       8099          40                     13086   \n",
       "17        426          61        450          10                      9115   \n",
       "18        790          30        880         269                      6318   \n",
       "19       5950           1       6300          61                      8662   \n",
       "20       4581         104       4610          56                     75788   \n",
       "21       1787           1       1788           6                     51719   \n",
       "22       3352         509       3686          30                      2209   \n",
       "23       2450         950       5000           1                      1075   \n",
       "24       3830          49       3999          60                      5392   \n",
       "25       2311          81       2449           8                      3557   \n",
       "26        900         200        984         100                      6709   \n",
       "27       2099          22          0           0                         0   \n",
       "\n",
       "   option_type  \n",
       "0         call  \n",
       "1          put  \n",
       "2         call  \n",
       "3          put  \n",
       "4          put  \n",
       "5         call  \n",
       "6         call  \n",
       "7          put  \n",
       "8          put  \n",
       "9         call  \n",
       "10        call  \n",
       "11         put  \n",
       "12         put  \n",
       "13        call  \n",
       "14        call  \n",
       "15         put  \n",
       "16        call  \n",
       "17         put  \n",
       "18         put  \n",
       "19        call  \n",
       "20        call  \n",
       "21         put  \n",
       "22        call  \n",
       "23         put  \n",
       "24         put  \n",
       "25        call  \n",
       "26        call  \n",
       "27         put  \n",
       "\n",
       "[28 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "Date:  1403/12/22\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>1000</td>\n",
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       "      <td>اهرم</td>\n",
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       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-11000-1403/12/22</td>\n",
       "      <td>ضهرم1233</td>\n",
       "      <td>14000</td>\n",
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       "      <td>20000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>11000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-11000-1403/12/22</td>\n",
       "      <td>طهرم1233</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>12000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-12000-1403/12/22</td>\n",
       "      <td>طهرم1234</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>12000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-12000-1403/12/22</td>\n",
       "      <td>ضهرم1234</td>\n",
       "      <td>10000</td>\n",
       "      <td>41</td>\n",
       "      <td>20110</td>\n",
       "      <td>5</td>\n",
       "      <td>881</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>13000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-13000-1403/12/22</td>\n",
       "      <td>ضهرم1235</td>\n",
       "      <td>13800</td>\n",
       "      <td>2</td>\n",
       "      <td>18340</td>\n",
       "      <td>5</td>\n",
       "      <td>8083</td>\n",
       "      <td>call</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>13000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-13000-1403/12/22</td>\n",
       "      <td>طهرم1235</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>14000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-14000-1403/12/22</td>\n",
       "      <td>طهرم1236</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>14000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-14000-1403/12/22</td>\n",
       "      <td>ضهرم1236</td>\n",
       "      <td>8009</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>352</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>15000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-15000-1403/12/22</td>\n",
       "      <td>ضهرم1237</td>\n",
       "      <td>11000</td>\n",
       "      <td>3</td>\n",
       "      <td>16000</td>\n",
       "      <td>30</td>\n",
       "      <td>392</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>15000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-15000-1403/12/22</td>\n",
       "      <td>طهرم1237</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>16000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-16000-1403/12/22</td>\n",
       "      <td>ضهرم1238</td>\n",
       "      <td>13200</td>\n",
       "      <td>2</td>\n",
       "      <td>15000</td>\n",
       "      <td>23</td>\n",
       "      <td>879</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>16000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-16000-1403/12/22</td>\n",
       "      <td>طهرم1238</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>18000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-18000-1403/12/22</td>\n",
       "      <td>طهرم1239</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>18000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>167</td>\n",
       "      <td>11</td>\n",
       "      <td>اختيارخ اهرم-18000-1403/12/22</td>\n",
       "      <td>ضهرم1239</td>\n",
       "      <td>10050</td>\n",
       "      <td>5</td>\n",
       "      <td>12345</td>\n",
       "      <td>1</td>\n",
       "      <td>4407</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>20000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>اختيارخ اهرم-20000-1403/12/22</td>\n",
       "      <td>ضهرم1240</td>\n",
       "      <td>9550</td>\n",
       "      <td>20</td>\n",
       "      <td>10600</td>\n",
       "      <td>1</td>\n",
       "      <td>2906</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>20000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-20000-1403/12/22</td>\n",
       "      <td>طهرم1240</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>22000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-22000-1403/12/22</td>\n",
       "      <td>ضهرم1241</td>\n",
       "      <td>7600</td>\n",
       "      <td>5</td>\n",
       "      <td>9771</td>\n",
       "      <td>5</td>\n",
       "      <td>156</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>22000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-22000-1403/12/22</td>\n",
       "      <td>طهرم1241</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>24000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-24000-1403/12/22</td>\n",
       "      <td>طهرم1242</td>\n",
       "      <td>43</td>\n",
       "      <td>1003</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>24000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>13236</td>\n",
       "      <td>90</td>\n",
       "      <td>اختيارخ اهرم-24000-1403/12/22</td>\n",
       "      <td>ضهرم1242</td>\n",
       "      <td>6350</td>\n",
       "      <td>98</td>\n",
       "      <td>6900</td>\n",
       "      <td>250</td>\n",
       "      <td>14001</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>26000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-26000-1403/12/22</td>\n",
       "      <td>طهرم1243</td>\n",
       "      <td>601</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241019</td>\n",
       "      <td>20250312</td>\n",
       "      <td>26000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>428</td>\n",
       "      <td>39</td>\n",
       "      <td>اختيارخ اهرم-26000-1403/12/22</td>\n",
       "      <td>ضهرم1243</td>\n",
       "      <td>5103</td>\n",
       "      <td>24</td>\n",
       "      <td>6490</td>\n",
       "      <td>44</td>\n",
       "      <td>4590</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250312</td>\n",
       "      <td>28000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>1142</td>\n",
       "      <td>34</td>\n",
       "      <td>اختيارخ اهرم-28000-1403/12/22</td>\n",
       "      <td>ضهرم1244</td>\n",
       "      <td>3830</td>\n",
       "      <td>10</td>\n",
       "      <td>4010</td>\n",
       "      <td>905</td>\n",
       "      <td>4367</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250312</td>\n",
       "      <td>28000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-28000-1403/12/22</td>\n",
       "      <td>طهرم1244</td>\n",
       "      <td>509</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250312</td>\n",
       "      <td>30000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1403/12/22</td>\n",
       "      <td>طهرم1245</td>\n",
       "      <td>1029</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241215</td>\n",
       "      <td>20250312</td>\n",
       "      <td>30000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "      <td>اختيارخ اهرم-30000-1403/12/22</td>\n",
       "      <td>ضهرم1245</td>\n",
       "      <td>3051</td>\n",
       "      <td>38</td>\n",
       "      <td>6000</td>\n",
       "      <td>50</td>\n",
       "      <td>315</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250312</td>\n",
       "      <td>34000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-34000-1403/12/22</td>\n",
       "      <td>ضهرم1246</td>\n",
       "      <td>302</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2400</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250312</td>\n",
       "      <td>34000</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1403/12/22</td>\n",
       "      <td>طهرم1246</td>\n",
       "      <td>2099</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0            1000  17914401175772326      اهرم           28270          28010   \n",
       "1            1000  17914401175772326      اهرم           28270          28010   \n",
       "2            1000  17914401175772326      اهرم           28270          28010   \n",
       "3            1000  17914401175772326      اهرم           28270          28010   \n",
       "4            1000  17914401175772326      اهرم           28270          28010   \n",
       "5            1000  17914401175772326      اهرم           28270          28010   \n",
       "6            1000  17914401175772326      اهرم           28270          28010   \n",
       "7            1000  17914401175772326      اهرم           28270          28010   \n",
       "8            1000  17914401175772326      اهرم           28270          28010   \n",
       "9            1000  17914401175772326      اهرم           28270          28010   \n",
       "10           1000  17914401175772326      اهرم           28270          28010   \n",
       "11           1000  17914401175772326      اهرم           28270          28010   \n",
       "12           1000  17914401175772326      اهرم           28270          28010   \n",
       "13           1000  17914401175772326      اهرم           28270          28010   \n",
       "14           1000  17914401175772326      اهرم           28270          28010   \n",
       "15           1000  17914401175772326      اهرم           28270          28010   \n",
       "16           1000  17914401175772326      اهرم           28270          28010   \n",
       "17           1000  17914401175772326      اهرم           28270          28010   \n",
       "18           1000  17914401175772326      اهرم           28270          28010   \n",
       "19           1000  17914401175772326      اهرم           28270          28010   \n",
       "20           1000  17914401175772326      اهرم           28270          28010   \n",
       "21           1000  17914401175772326      اهرم           28270          28010   \n",
       "22           1000  17914401175772326      اهرم           28270          28010   \n",
       "23           1000  17914401175772326      اهرم           28270          28010   \n",
       "24           1000  17914401175772326      اهرم           28270          28010   \n",
       "25           1000  17914401175772326      اهرم           28270          28010   \n",
       "26           1000  17914401175772326      اهرم           28270          28010   \n",
       "27           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "    ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0                28470   20241019  20250312         11000                75   \n",
       "1                28470   20241019  20250312         11000                75   \n",
       "2                28470   20241019  20250312         12000                75   \n",
       "3                28470   20241019  20250312         12000                75   \n",
       "4                28470   20241019  20250312         13000                75   \n",
       "5                28470   20241019  20250312         13000                75   \n",
       "6                28470   20241019  20250312         14000                75   \n",
       "7                28470   20241019  20250312         14000                75   \n",
       "8                28470   20241019  20250312         15000                75   \n",
       "9                28470   20241019  20250312         15000                75   \n",
       "10               28470   20241019  20250312         16000                75   \n",
       "11               28470   20241019  20250312         16000                75   \n",
       "12               28470   20241019  20250312         18000                75   \n",
       "13               28470   20241019  20250312         18000                75   \n",
       "14               28470   20241019  20250312         20000                75   \n",
       "15               28470   20241019  20250312         20000                75   \n",
       "16               28470   20241019  20250312         22000                75   \n",
       "17               28470   20241019  20250312         22000                75   \n",
       "18               28470   20241019  20250312         24000                75   \n",
       "19               28470   20241019  20250312         24000                75   \n",
       "20               28470   20241019  20250312         26000                75   \n",
       "21               28470   20241019  20250312         26000                75   \n",
       "22               28470   20241215  20250312         28000                75   \n",
       "23               28470   20241215  20250312         28000                75   \n",
       "24               28470   20241215  20250312         30000                75   \n",
       "25               28470   20241215  20250312         30000                75   \n",
       "26               28470   20241223  20250312         34000                75   \n",
       "27               28470   20241223  20250312         34000                75   \n",
       "\n",
       "    ... trades_volume  trades_num                           name    ticker  \\\n",
       "0   ...             0           0  اختيارخ اهرم-11000-1403/12/22  ضهرم1233   \n",
       "1   ...             0           0  اختيارف اهرم-11000-1403/12/22  طهرم1233   \n",
       "2   ...             0           0  اختيارف اهرم-12000-1403/12/22  طهرم1234   \n",
       "3   ...             6           1  اختيارخ اهرم-12000-1403/12/22  ضهرم1234   \n",
       "4   ...             0           0  اختيارخ اهرم-13000-1403/12/22  ضهرم1235   \n",
       "5   ...             0           0  اختيارف اهرم-13000-1403/12/22  طهرم1235   \n",
       "6   ...             0           0  اختيارف اهرم-14000-1403/12/22  طهرم1236   \n",
       "7   ...             6           2  اختيارخ اهرم-14000-1403/12/22  ضهرم1236   \n",
       "8   ...             0           0  اختيارخ اهرم-15000-1403/12/22  ضهرم1237   \n",
       "9   ...             0           0  اختيارف اهرم-15000-1403/12/22  طهرم1237   \n",
       "10  ...            30           1  اختيارخ اهرم-16000-1403/12/22  ضهرم1238   \n",
       "11  ...             0           0  اختيارف اهرم-16000-1403/12/22  طهرم1238   \n",
       "12  ...             0           0  اختيارف اهرم-18000-1403/12/22  طهرم1239   \n",
       "13  ...           167          11  اختيارخ اهرم-18000-1403/12/22  ضهرم1239   \n",
       "14  ...            64           3  اختيارخ اهرم-20000-1403/12/22  ضهرم1240   \n",
       "15  ...             0           0  اختيارف اهرم-20000-1403/12/22  طهرم1240   \n",
       "16  ...             1           1  اختيارخ اهرم-22000-1403/12/22  ضهرم1241   \n",
       "17  ...             0           0  اختيارف اهرم-22000-1403/12/22  طهرم1241   \n",
       "18  ...             0           0  اختيارف اهرم-24000-1403/12/22  طهرم1242   \n",
       "19  ...         13236          90  اختيارخ اهرم-24000-1403/12/22  ضهرم1242   \n",
       "20  ...             0           0  اختيارف اهرم-26000-1403/12/22  طهرم1243   \n",
       "21  ...           428          39  اختيارخ اهرم-26000-1403/12/22  ضهرم1243   \n",
       "22  ...          1142          34  اختيارخ اهرم-28000-1403/12/22  ضهرم1244   \n",
       "23  ...             0           0  اختيارف اهرم-28000-1403/12/22  طهرم1244   \n",
       "24  ...             0           0  اختيارف اهرم-30000-1403/12/22  طهرم1245   \n",
       "25  ...            43           5  اختيارخ اهرم-30000-1403/12/22  ضهرم1245   \n",
       "26  ...             0           0  اختيارخ اهرم-34000-1403/12/22  ضهرم1246   \n",
       "27  ...             0           0  اختيارف اهرم-34000-1403/12/22  طهرم1246   \n",
       "\n",
       "    bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       14000           1      20000           4                      1085   \n",
       "1           1        1000          0           0                         0   \n",
       "2           1        2000          0           0                         0   \n",
       "3       10000          41      20110           5                       881   \n",
       "4       13800           2      18340           5                      8083   \n",
       "5           0           0          0           0                         0   \n",
       "6           1        1000          0           0                         0   \n",
       "7        8009          40          0           0                       352   \n",
       "8       11000           3      16000          30                       392   \n",
       "9           1         100          0           0                         0   \n",
       "10      13200           2      15000          23                       879   \n",
       "11          1         100          0           0                         0   \n",
       "12          1         100          0           0                         0   \n",
       "13      10050           5      12345           1                      4407   \n",
       "14       9550          20      10600           1                      2906   \n",
       "15          1          25          0           0                         0   \n",
       "16       7600           5       9771           5                       156   \n",
       "17        250         100          0           0                         0   \n",
       "18         43        1003          0           0                         0   \n",
       "19       6350          98       6900         250                     14001   \n",
       "20        601         100          0           0                         0   \n",
       "21       5103          24       6490          44                      4590   \n",
       "22       3830          10       4010         905                      4367   \n",
       "23        509          34          0           0                         0   \n",
       "24       1029          22          0           0                         0   \n",
       "25       3051          38       6000          50                       315   \n",
       "26        302           2          0           0                      2400   \n",
       "27       2099          22          0           0                         0   \n",
       "\n",
       "   option_type  \n",
       "0         call  \n",
       "1          put  \n",
       "2          put  \n",
       "3         call  \n",
       "4         call  \n",
       "5          put  \n",
       "6          put  \n",
       "7         call  \n",
       "8         call  \n",
       "9          put  \n",
       "10        call  \n",
       "11         put  \n",
       "12         put  \n",
       "13        call  \n",
       "14        call  \n",
       "15         put  \n",
       "16        call  \n",
       "17         put  \n",
       "18         put  \n",
       "19        call  \n",
       "20         put  \n",
       "21        call  \n",
       "22        call  \n",
       "23         put  \n",
       "24         put  \n",
       "25        call  \n",
       "26        call  \n",
       "27         put  \n",
       "\n",
       "[28 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "Date:  1404/01/27\n"
     ]
    },
    {
     "data": {
      "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>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>11000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-11000-1404/01/27</td>\n",
       "      <td>ضهرم0111</td>\n",
       "      <td>12050</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>194</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>11000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-11000-1404/01/27</td>\n",
       "      <td>طهرم0111</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>12000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-12000-1404/01/27</td>\n",
       "      <td>طهرم0112</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>12000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-12000-1404/01/27</td>\n",
       "      <td>ضهرم0112</td>\n",
       "      <td>10100</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>13000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-13000-1404/01/27</td>\n",
       "      <td>ضهرم0113</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>13000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-13000-1404/01/27</td>\n",
       "      <td>طهرم0113</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>14000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-14000-1404/01/27</td>\n",
       "      <td>طهرم0114</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>14000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-14000-1404/01/27</td>\n",
       "      <td>ضهرم0114</td>\n",
       "      <td>8073</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>15000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-15000-1404/01/27</td>\n",
       "      <td>طهرم0115</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>15000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-15000-1404/01/27</td>\n",
       "      <td>ضهرم0115</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>16000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-16000-1404/01/27</td>\n",
       "      <td>ضهرم0116</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>16000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-16000-1404/01/27</td>\n",
       "      <td>طهرم0116</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>18000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-18000-1404/01/27</td>\n",
       "      <td>طهرم0117</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>18000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-18000-1404/01/27</td>\n",
       "      <td>ضهرم0117</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>20000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-20000-1404/01/27</td>\n",
       "      <td>ضهرم0118</td>\n",
       "      <td>5000</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3016</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>20000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-20000-1404/01/27</td>\n",
       "      <td>طهرم0118</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>22000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-22000-1404/01/27</td>\n",
       "      <td>ضهرم0119</td>\n",
       "      <td>4110</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>123</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>22000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-22000-1404/01/27</td>\n",
       "      <td>طهرم0119</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>24000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-24000-1404/01/27</td>\n",
       "      <td>طهرم0120</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>24000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/01/27</td>\n",
       "      <td>ضهرم0120</td>\n",
       "      <td>6400</td>\n",
       "      <td>20</td>\n",
       "      <td>11999</td>\n",
       "      <td>4</td>\n",
       "      <td>51</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>26000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-26000-1404/01/27</td>\n",
       "      <td>طهرم0121</td>\n",
       "      <td>6</td>\n",
       "      <td>1500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>26000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-26000-1404/01/27</td>\n",
       "      <td>ضهرم0121</td>\n",
       "      <td>1870</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>28000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-28000-1404/01/27</td>\n",
       "      <td>ضهرم0122</td>\n",
       "      <td>5012</td>\n",
       "      <td>5</td>\n",
       "      <td>10000</td>\n",
       "      <td>1</td>\n",
       "      <td>535</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241123</td>\n",
       "      <td>20250416</td>\n",
       "      <td>28000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-28000-1404/01/27</td>\n",
       "      <td>طهرم0122</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250416</td>\n",
       "      <td>30000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1404/01/27</td>\n",
       "      <td>طهرم0123</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250416</td>\n",
       "      <td>30000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-30000-1404/01/27</td>\n",
       "      <td>ضهرم0123</td>\n",
       "      <td>90</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250416</td>\n",
       "      <td>34000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-34000-1404/01/27</td>\n",
       "      <td>ضهرم0124</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241223</td>\n",
       "      <td>20250416</td>\n",
       "      <td>34000</td>\n",
       "      <td>110</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1404/01/27</td>\n",
       "      <td>طهرم0124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0            1000  17914401175772326      اهرم           28270          28010   \n",
       "1            1000  17914401175772326      اهرم           28270          28010   \n",
       "2            1000  17914401175772326      اهرم           28270          28010   \n",
       "3            1000  17914401175772326      اهرم           28270          28010   \n",
       "4            1000  17914401175772326      اهرم           28270          28010   \n",
       "5            1000  17914401175772326      اهرم           28270          28010   \n",
       "6            1000  17914401175772326      اهرم           28270          28010   \n",
       "7            1000  17914401175772326      اهرم           28270          28010   \n",
       "8            1000  17914401175772326      اهرم           28270          28010   \n",
       "9            1000  17914401175772326      اهرم           28270          28010   \n",
       "10           1000  17914401175772326      اهرم           28270          28010   \n",
       "11           1000  17914401175772326      اهرم           28270          28010   \n",
       "12           1000  17914401175772326      اهرم           28270          28010   \n",
       "13           1000  17914401175772326      اهرم           28270          28010   \n",
       "14           1000  17914401175772326      اهرم           28270          28010   \n",
       "15           1000  17914401175772326      اهرم           28270          28010   \n",
       "16           1000  17914401175772326      اهرم           28270          28010   \n",
       "17           1000  17914401175772326      اهرم           28270          28010   \n",
       "18           1000  17914401175772326      اهرم           28270          28010   \n",
       "19           1000  17914401175772326      اهرم           28270          28010   \n",
       "20           1000  17914401175772326      اهرم           28270          28010   \n",
       "21           1000  17914401175772326      اهرم           28270          28010   \n",
       "22           1000  17914401175772326      اهرم           28270          28010   \n",
       "23           1000  17914401175772326      اهرم           28270          28010   \n",
       "24           1000  17914401175772326      اهرم           28270          28010   \n",
       "25           1000  17914401175772326      اهرم           28270          28010   \n",
       "26           1000  17914401175772326      اهرم           28270          28010   \n",
       "27           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "    ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0                28470   20241123  20250416         11000               110   \n",
       "1                28470   20241123  20250416         11000               110   \n",
       "2                28470   20241123  20250416         12000               110   \n",
       "3                28470   20241123  20250416         12000               110   \n",
       "4                28470   20241123  20250416         13000               110   \n",
       "5                28470   20241123  20250416         13000               110   \n",
       "6                28470   20241123  20250416         14000               110   \n",
       "7                28470   20241123  20250416         14000               110   \n",
       "8                28470   20241123  20250416         15000               110   \n",
       "9                28470   20241123  20250416         15000               110   \n",
       "10               28470   20241123  20250416         16000               110   \n",
       "11               28470   20241123  20250416         16000               110   \n",
       "12               28470   20241123  20250416         18000               110   \n",
       "13               28470   20241123  20250416         18000               110   \n",
       "14               28470   20241123  20250416         20000               110   \n",
       "15               28470   20241123  20250416         20000               110   \n",
       "16               28470   20241123  20250416         22000               110   \n",
       "17               28470   20241123  20250416         22000               110   \n",
       "18               28470   20241123  20250416         24000               110   \n",
       "19               28470   20241123  20250416         24000               110   \n",
       "20               28470   20241123  20250416         26000               110   \n",
       "21               28470   20241123  20250416         26000               110   \n",
       "22               28470   20241123  20250416         28000               110   \n",
       "23               28470   20241123  20250416         28000               110   \n",
       "24               28470   20241223  20250416         30000               110   \n",
       "25               28470   20241223  20250416         30000               110   \n",
       "26               28470   20241223  20250416         34000               110   \n",
       "27               28470   20241223  20250416         34000               110   \n",
       "\n",
       "    ... trades_volume  trades_num                           name    ticker  \\\n",
       "0   ...             0           0  اختيارخ اهرم-11000-1404/01/27  ضهرم0111   \n",
       "1   ...             0           0  اختيارف اهرم-11000-1404/01/27  طهرم0111   \n",
       "2   ...             0           0  اختيارف اهرم-12000-1404/01/27  طهرم0112   \n",
       "3   ...             8           1  اختيارخ اهرم-12000-1404/01/27  ضهرم0112   \n",
       "4   ...             0           0  اختيارخ اهرم-13000-1404/01/27  ضهرم0113   \n",
       "5   ...             0           0  اختيارف اهرم-13000-1404/01/27  طهرم0113   \n",
       "6   ...             0           0  اختيارف اهرم-14000-1404/01/27  طهرم0114   \n",
       "7   ...             0           0  اختيارخ اهرم-14000-1404/01/27  ضهرم0114   \n",
       "8   ...             0           0  اختيارف اهرم-15000-1404/01/27  طهرم0115   \n",
       "9   ...             0           0  اختيارخ اهرم-15000-1404/01/27  ضهرم0115   \n",
       "10  ...            10           1  اختيارخ اهرم-16000-1404/01/27  ضهرم0116   \n",
       "11  ...             0           0  اختيارف اهرم-16000-1404/01/27  طهرم0116   \n",
       "12  ...             0           0  اختيارف اهرم-18000-1404/01/27  طهرم0117   \n",
       "13  ...             0           0  اختيارخ اهرم-18000-1404/01/27  ضهرم0117   \n",
       "14  ...             0           0  اختيارخ اهرم-20000-1404/01/27  ضهرم0118   \n",
       "15  ...             0           0  اختيارف اهرم-20000-1404/01/27  طهرم0118   \n",
       "16  ...             0           0  اختيارخ اهرم-22000-1404/01/27  ضهرم0119   \n",
       "17  ...             0           0  اختيارف اهرم-22000-1404/01/27  طهرم0119   \n",
       "18  ...             0           0  اختيارف اهرم-24000-1404/01/27  طهرم0120   \n",
       "19  ...             0           0  اختيارخ اهرم-24000-1404/01/27  ضهرم0120   \n",
       "20  ...             0           0  اختيارف اهرم-26000-1404/01/27  طهرم0121   \n",
       "21  ...             0           0  اختيارخ اهرم-26000-1404/01/27  ضهرم0121   \n",
       "22  ...             1           1  اختيارخ اهرم-28000-1404/01/27  ضهرم0122   \n",
       "23  ...             0           0  اختيارف اهرم-28000-1404/01/27  طهرم0122   \n",
       "24  ...             0           0  اختيارف اهرم-30000-1404/01/27  طهرم0123   \n",
       "25  ...             0           0  اختيارخ اهرم-30000-1404/01/27  ضهرم0123   \n",
       "26  ...             0           0  اختيارخ اهرم-34000-1404/01/27  ضهرم0124   \n",
       "27  ...             0           0  اختيارف اهرم-34000-1404/01/27  طهرم0124   \n",
       "\n",
       "    bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       12050           2          0           0                       194   \n",
       "1           1        2000          0           0                         0   \n",
       "2           1        2000          0           0                         0   \n",
       "3       10100           3          0           0                         8   \n",
       "4          11          10          0           0                        58   \n",
       "5           1        1000          0           0                         0   \n",
       "6           1        1000          0           0                         0   \n",
       "7        8073           8          0           0                         6   \n",
       "8           1         100          0           0                         0   \n",
       "9           1         100          0           0                         0   \n",
       "10       2000           1          0           0                        25   \n",
       "11          1         100          0           0                         0   \n",
       "12          1         100          0           0                         0   \n",
       "13          1         100          0           0                         0   \n",
       "14       5000          50          0           0                      3016   \n",
       "15          2          10          0           0                         0   \n",
       "16       4110           2          0           0                       123   \n",
       "17          2          10          0           0                         0   \n",
       "18          4          10          0           0                         0   \n",
       "19       6400          20      11999           4                        51   \n",
       "20          6        1500          0           0                         0   \n",
       "21       1870           1          0           0                         2   \n",
       "22       5012           5      10000           1                       535   \n",
       "23          2          20          0           0                         0   \n",
       "24          1         100          0           0                         0   \n",
       "25         90          10          0           0                         0   \n",
       "26          1        1000          0           0                         0   \n",
       "27          0           0          0           0                         1   \n",
       "\n",
       "   option_type  \n",
       "0         call  \n",
       "1          put  \n",
       "2          put  \n",
       "3         call  \n",
       "4         call  \n",
       "5          put  \n",
       "6          put  \n",
       "7         call  \n",
       "8          put  \n",
       "9         call  \n",
       "10        call  \n",
       "11         put  \n",
       "12         put  \n",
       "13        call  \n",
       "14        call  \n",
       "15         put  \n",
       "16        call  \n",
       "17         put  \n",
       "18         put  \n",
       "19        call  \n",
       "20         put  \n",
       "21        call  \n",
       "22        call  \n",
       "23         put  \n",
       "24         put  \n",
       "25        call  \n",
       "26        call  \n",
       "27         put  \n",
       "\n",
       "[28 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "Date:  1404/02/31\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
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       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
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       "      <td>145</td>\n",
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       "      <td>اختيارخ اهرم-15000-1404/02/31</td>\n",
       "      <td>ضهرم2011</td>\n",
       "      <td>9001</td>\n",
       "      <td>10</td>\n",
       "      <td>17500</td>\n",
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       "      <td>call</td>\n",
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       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>15000</td>\n",
       "      <td>145</td>\n",
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       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-15000-1404/02/31</td>\n",
       "      <td>طهرم2011</td>\n",
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       "      <td>put</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>16000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-16000-1404/02/31</td>\n",
       "      <td>طهرم2012</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>16000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-16000-1404/02/31</td>\n",
       "      <td>ضهرم2012</td>\n",
       "      <td>8001</td>\n",
       "      <td>10</td>\n",
       "      <td>16000</td>\n",
       "      <td>14</td>\n",
       "      <td>136</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>18000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-18000-1404/02/31</td>\n",
       "      <td>طهرم2013</td>\n",
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       "      <td>100</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>18000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-18000-1404/02/31</td>\n",
       "      <td>ضهرم2013</td>\n",
       "      <td>9556</td>\n",
       "      <td>10</td>\n",
       "      <td>15700</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>20000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-20000-1404/02/31</td>\n",
       "      <td>ضهرم2014</td>\n",
       "      <td>5000</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>20000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-20000-1404/02/31</td>\n",
       "      <td>طهرم2014</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>22000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-22000-1404/02/31</td>\n",
       "      <td>طهرم2015</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>22000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-22000-1404/02/31</td>\n",
       "      <td>ضهرم2015</td>\n",
       "      <td>3000</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>24000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-24000-1404/02/31</td>\n",
       "      <td>ضهرم2016</td>\n",
       "      <td>1000</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>24000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-24000-1404/02/31</td>\n",
       "      <td>طهرم2016</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>26000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-26000-1404/02/31</td>\n",
       "      <td>ضهرم2017</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>26000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-26000-1404/02/31</td>\n",
       "      <td>طهرم2017</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>28000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-28000-1404/02/31</td>\n",
       "      <td>ضهرم2018</td>\n",
       "      <td>400</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>28000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-28000-1404/02/31</td>\n",
       "      <td>طهرم2018</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>30000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-30000-1404/02/31</td>\n",
       "      <td>ضهرم2019</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>30000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-30000-1404/02/31</td>\n",
       "      <td>طهرم2019</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>34000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>اختيارخ اهرم-34000-1404/02/31</td>\n",
       "      <td>ضهرم2020</td>\n",
       "      <td>1350</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>34000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-34000-1404/02/31</td>\n",
       "      <td>طهرم2020</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>38000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-38000-1404/02/31</td>\n",
       "      <td>طهرم2021</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>38000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>اختيارخ اهرم-38000-1404/02/31</td>\n",
       "      <td>ضهرم2021</td>\n",
       "      <td>905</td>\n",
       "      <td>13</td>\n",
       "      <td>14990</td>\n",
       "      <td>47</td>\n",
       "      <td>34</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>42000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>اختيارخ اهرم-42000-1404/02/31</td>\n",
       "      <td>ضهرم2022</td>\n",
       "      <td>1050</td>\n",
       "      <td>5</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>42000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>اختيارف اهرم-42000-1404/02/31</td>\n",
       "      <td>طهرم2022</td>\n",
       "      <td>2000</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>put</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0            1000  17914401175772326      اهرم           28270          28010   \n",
       "1            1000  17914401175772326      اهرم           28270          28010   \n",
       "2            1000  17914401175772326      اهرم           28270          28010   \n",
       "3            1000  17914401175772326      اهرم           28270          28010   \n",
       "4            1000  17914401175772326      اهرم           28270          28010   \n",
       "5            1000  17914401175772326      اهرم           28270          28010   \n",
       "6            1000  17914401175772326      اهرم           28270          28010   \n",
       "7            1000  17914401175772326      اهرم           28270          28010   \n",
       "8            1000  17914401175772326      اهرم           28270          28010   \n",
       "9            1000  17914401175772326      اهرم           28270          28010   \n",
       "10           1000  17914401175772326      اهرم           28270          28010   \n",
       "11           1000  17914401175772326      اهرم           28270          28010   \n",
       "12           1000  17914401175772326      اهرم           28270          28010   \n",
       "13           1000  17914401175772326      اهرم           28270          28010   \n",
       "14           1000  17914401175772326      اهرم           28270          28010   \n",
       "15           1000  17914401175772326      اهرم           28270          28010   \n",
       "16           1000  17914401175772326      اهرم           28270          28010   \n",
       "17           1000  17914401175772326      اهرم           28270          28010   \n",
       "18           1000  17914401175772326      اهرم           28270          28010   \n",
       "19           1000  17914401175772326      اهرم           28270          28010   \n",
       "20           1000  17914401175772326      اهرم           28270          28010   \n",
       "21           1000  17914401175772326      اهرم           28270          28010   \n",
       "22           1000  17914401175772326      اهرم           28270          28010   \n",
       "23           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "    ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0                28470   20241221  20250521         15000               145   \n",
       "1                28470   20241221  20250521         15000               145   \n",
       "2                28470   20241221  20250521         16000               145   \n",
       "3                28470   20241221  20250521         16000               145   \n",
       "4                28470   20241221  20250521         18000               145   \n",
       "5                28470   20241221  20250521         18000               145   \n",
       "6                28470   20241221  20250521         20000               145   \n",
       "7                28470   20241221  20250521         20000               145   \n",
       "8                28470   20241221  20250521         22000               145   \n",
       "9                28470   20241221  20250521         22000               145   \n",
       "10               28470   20241221  20250521         24000               145   \n",
       "11               28470   20241221  20250521         24000               145   \n",
       "12               28470   20241221  20250521         26000               145   \n",
       "13               28470   20241221  20250521         26000               145   \n",
       "14               28470   20241221  20250521         28000               145   \n",
       "15               28470   20241221  20250521         28000               145   \n",
       "16               28470   20241221  20250521         30000               145   \n",
       "17               28470   20241221  20250521         30000               145   \n",
       "18               28470   20241221  20250521         34000               145   \n",
       "19               28470   20241221  20250521         34000               145   \n",
       "20               28470   20241221  20250521         38000               145   \n",
       "21               28470   20241221  20250521         38000               145   \n",
       "22               28470   20241221  20250521         42000               145   \n",
       "23               28470   20241221  20250521         42000               145   \n",
       "\n",
       "    ... trades_volume  trades_num                           name    ticker  \\\n",
       "0   ...             0           0  اختيارخ اهرم-15000-1404/02/31  ضهرم2011   \n",
       "1   ...             0           0  اختيارف اهرم-15000-1404/02/31  طهرم2011   \n",
       "2   ...             0           0  اختيارف اهرم-16000-1404/02/31  طهرم2012   \n",
       "3   ...             0           0  اختيارخ اهرم-16000-1404/02/31  ضهرم2012   \n",
       "4   ...             0           0  اختيارف اهرم-18000-1404/02/31  طهرم2013   \n",
       "5   ...             0           0  اختيارخ اهرم-18000-1404/02/31  ضهرم2013   \n",
       "6   ...             0           0  اختيارخ اهرم-20000-1404/02/31  ضهرم2014   \n",
       "7   ...             0           0  اختيارف اهرم-20000-1404/02/31  طهرم2014   \n",
       "8   ...             0           0  اختيارف اهرم-22000-1404/02/31  طهرم2015   \n",
       "9   ...             0           0  اختيارخ اهرم-22000-1404/02/31  ضهرم2015   \n",
       "10  ...             0           0  اختيارخ اهرم-24000-1404/02/31  ضهرم2016   \n",
       "11  ...             0           0  اختيارف اهرم-24000-1404/02/31  طهرم2016   \n",
       "12  ...             0           0  اختيارخ اهرم-26000-1404/02/31  ضهرم2017   \n",
       "13  ...             0           0  اختيارف اهرم-26000-1404/02/31  طهرم2017   \n",
       "14  ...             0           0  اختيارخ اهرم-28000-1404/02/31  ضهرم2018   \n",
       "15  ...             0           0  اختيارف اهرم-28000-1404/02/31  طهرم2018   \n",
       "16  ...             0           0  اختيارخ اهرم-30000-1404/02/31  ضهرم2019   \n",
       "17  ...             0           0  اختيارف اهرم-30000-1404/02/31  طهرم2019   \n",
       "18  ...             1           1  اختيارخ اهرم-34000-1404/02/31  ضهرم2020   \n",
       "19  ...             0           0  اختيارف اهرم-34000-1404/02/31  طهرم2020   \n",
       "20  ...             0           0  اختيارف اهرم-38000-1404/02/31  طهرم2021   \n",
       "21  ...             4           4  اختيارخ اهرم-38000-1404/02/31  ضهرم2021   \n",
       "22  ...            49           7  اختيارخ اهرم-42000-1404/02/31  ضهرم2022   \n",
       "23  ...             0           0  اختيارف اهرم-42000-1404/02/31  طهرم2022   \n",
       "\n",
       "    bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0        9001          10      17500           5                       309   \n",
       "1           1         100          0           0                         0   \n",
       "2           1         100          0           0                         0   \n",
       "3        8001          10      16000          14                       136   \n",
       "4           1         100          0           0                         0   \n",
       "5        9556          10      15700         100                         0   \n",
       "6        5000           5          0           0                         0   \n",
       "7           1         100          0           0                         0   \n",
       "8           1         100          0           0                         0   \n",
       "9        3000           5          0           0                         0   \n",
       "10       1000          20          0           0                         0   \n",
       "11          1         100          0           0                         0   \n",
       "12        100         100          0           0                         0   \n",
       "13          1         100          0           0                         0   \n",
       "14        400          50          0           0                         0   \n",
       "15          1         100          0           0                         0   \n",
       "16        100         100          0           0                         0   \n",
       "17          1         100          0           0                         0   \n",
       "18       1350          14          0           0                        12   \n",
       "19          1         100          0           0                         0   \n",
       "20          1         100          0           0                         0   \n",
       "21        905          13      14990          47                        34   \n",
       "22       1050           5       2500           5                       100   \n",
       "23       2000          10          0           0                         0   \n",
       "\n",
       "   option_type  \n",
       "0         call  \n",
       "1          put  \n",
       "2          put  \n",
       "3         call  \n",
       "4          put  \n",
       "5         call  \n",
       "6         call  \n",
       "7          put  \n",
       "8          put  \n",
       "9         call  \n",
       "10        call  \n",
       "11         put  \n",
       "12        call  \n",
       "13         put  \n",
       "14        call  \n",
       "15         put  \n",
       "16        call  \n",
       "17         put  \n",
       "18        call  \n",
       "19         put  \n",
       "20         put  \n",
       "21        call  \n",
       "22        call  \n",
       "23         put  \n",
       "\n",
       "[24 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for chain in date_chain:\n",
    "    name = chain.loc[0, \"name\"]\n",
    "    jalali_date = name.split(\"-\")[2]\n",
    "    print(\"Date: \", jalali_date)\n",
    "    display(chain)\n",
    "    print(\"\\n\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Strike Price:  10000\n"
     ]
    },
    {
     "data": {
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      ],
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         10000                19   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...            19           5  اختيارخ اهرم-10000-1403/10/26  ضهرم1000   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0          0           0      18699          21                      6047   \n",
       "\n",
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       "\n",
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         11000                19   \n",
       "1               28470   20240922  20250212         11000                47   \n",
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       "\n",
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       "2      14000           1      20000           4                      1085   \n",
       "3      12050           2          0           0                       194   \n",
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
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       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         12000                19   \n",
       "1               28470   20240922  20250212         12000                47   \n",
       "2               28470   20241019  20250312         12000                75   \n",
       "3               28470   20241123  20250416         12000               110   \n",
       "\n",
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       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
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       "1      16000          25      17000          95                      1268   \n",
       "2      10000          41      20110           5                       881   \n",
       "3      10100           3          0           0                         8   \n",
       "\n",
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       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20240922</td>\n",
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       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>اختيارخ اهرم-13000-1403/11/24</td>\n",
       "      <td>ضهرم1102</td>\n",
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       "      <td>0</td>\n",
       "      <td>اختيارخ اهرم-13000-1404/01/27</td>\n",
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       "<p>4 rows × 27 columns</p>\n",
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      ],
      "text/plain": [
       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         13000                19   \n",
       "1               28470   20240922  20250212         13000                47   \n",
       "2               28470   20241019  20250312         13000                75   \n",
       "3               28470   20241123  20250416         13000               110   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...            15           2  اختيارخ اهرم-13000-1403/10/26  ضهرم1003   \n",
       "1  ...             2           2  اختيارخ اهرم-13000-1403/11/24  ضهرم1102   \n",
       "2  ...             0           0  اختيارخ اهرم-13000-1403/12/22  ضهرم1235   \n",
       "3  ...             0           0  اختيارخ اهرم-13000-1404/01/27  ضهرم0113   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0          1        1000      17000          41                      1049   \n",
       "1      13300         101      17700           1                      1164   \n",
       "2      13800           2      18340           5                      8083   \n",
       "3         11          10          0           0                        58   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
       "1        call  \n",
       "2        call  \n",
       "3        call  \n",
       "\n",
       "[4 rows x 27 columns]"
      ]
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      "\n",
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      "Strike Price:  14000\n"
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         14000                19   \n",
       "1               28470   20240922  20250212         14000                47   \n",
       "2               28470   20241019  20250312         14000                75   \n",
       "3               28470   20241123  20250416         14000               110   \n",
       "\n",
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       "2       8009          40          0           0                       352   \n",
       "3       8073           8          0           0                         6   \n",
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      "Strike Price:  15000\n"
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      "text/plain": [
       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         15000                19   \n",
       "1               28470   20240922  20250212         15000                47   \n",
       "2               28470   20241019  20250312         15000                75   \n",
       "3               28470   20241123  20250416         15000               110   \n",
       "4               28470   20241221  20250521         15000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...           401           7  اختيارخ اهرم-15000-1403/10/26  ضهرم1005   \n",
       "1  ...            10           2  اختيارخ اهرم-15000-1403/11/24  ضهرم1104   \n",
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       "3  ...             0           0  اختيارخ اهرم-15000-1404/01/27  ضهرم0115   \n",
       "4  ...             0           0  اختيارخ اهرم-15000-1404/02/31  ضهرم2011   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       1400          40      13550           6                     10289   \n",
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       "\n",
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       "4  ...             0           0  اختيارخ اهرم-18000-1404/02/31  ضهرم2013   \n",
       "\n",
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       "3          1         100          0           0                         0   \n",
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       "\n",
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       "      <td>7999</td>\n",
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       "      <td>28010</td>\n",
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       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>3267</td>\n",
       "      <td>97</td>\n",
       "      <td>اختيارخ اهرم-20000-1403/11/24</td>\n",
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       "      <td>64</td>\n",
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       "      <td>28270</td>\n",
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         20000                19   \n",
       "1               28470   20240922  20250212         20000                47   \n",
       "2               28470   20241019  20250312         20000                75   \n",
       "3               28470   20241123  20250416         20000               110   \n",
       "4               28470   20241221  20250521         20000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...          9900         229  اختيارخ اهرم-20000-1403/10/26  ضهرم1008   \n",
       "1  ...          3267          97  اختيارخ اهرم-20000-1403/11/24  ضهرم1107   \n",
       "2  ...            64           3  اختيارخ اهرم-20000-1403/12/22  ضهرم1240   \n",
       "3  ...             0           0  اختيارخ اهرم-20000-1404/01/27  ضهرم0118   \n",
       "4  ...             0           0  اختيارخ اهرم-20000-1404/02/31  ضهرم2014   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       7999          70       8000          11                    129842   \n",
       "1       9260           5       9498          23                     11171   \n",
       "2       9550          20      10600           1                      2906   \n",
       "3       5000          50          0           0                      3016   \n",
       "4       5000           5          0           0                         0   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
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       "2        call  \n",
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       "4        call  \n",
       "\n",
       "[5 rows x 27 columns]"
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     "text": [
      "\n",
      "\n",
      "\n",
      "Strike Price:  22000\n"
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
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       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
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       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         22000                19   \n",
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       "\n",
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       "4  ...             0           0  اختيارخ اهرم-22000-1404/02/31  ضهرم2015   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       5501          18       5990           7                    128712   \n",
       "1       7538           1       8099          40                     13086   \n",
       "2       7600           5       9771           5                       156   \n",
       "3       4110           2          0           0                       123   \n",
       "4       3000           5          0           0                         0   \n",
       "\n",
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       "\n",
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         24000                19   \n",
       "1               28470   20240922  20250212         24000                47   \n",
       "2               28470   20241019  20250312         24000                75   \n",
       "3               28470   20241123  20250416         24000               110   \n",
       "4               28470   20241221  20250521         24000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...         15773         304  اختيارخ اهرم-24000-1403/10/26  ضهرم1010   \n",
       "1  ...          1910         151  اختيارخ اهرم-24000-1403/11/24  ضهرم1109   \n",
       "2  ...         13236          90  اختيارخ اهرم-24000-1403/12/22  ضهرم1242   \n",
       "3  ...             0           0  اختيارخ اهرم-24000-1404/01/27  ضهرم0120   \n",
       "4  ...             0           0  اختيارخ اهرم-24000-1404/02/31  ضهرم2016   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       3401          39       4312          12                    190180   \n",
       "1       5950           1       6300          61                      8662   \n",
       "2       6350          98       6900         250                     14001   \n",
       "3       6400          20      11999           4                        51   \n",
       "4       1000          20          0           0                         0   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
       "1        call  \n",
       "2        call  \n",
       "3        call  \n",
       "4        call  \n",
       "\n",
       "[5 rows x 27 columns]"
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     "text": [
      "\n",
      "\n",
      "\n",
      "Strike Price:  26000\n"
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
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       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20240824  20250115         26000                19   \n",
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       "\n",
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       "4  ...             0           0  اختيارخ اهرم-26000-1404/02/31  ضهرم2017   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       2400         500       2800           5                    244499   \n",
       "1       4581         104       4610          56                     75788   \n",
       "2       5103          24       6490          44                      4590   \n",
       "3       1870           1          0           0                         2   \n",
       "4        100         100          0           0                         0   \n",
       "\n",
       "  option_type  \n",
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       "\n",
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      "Strike Price:  28000\n"
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       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "1           1000  17914401175772326      اهرم           28270          28010   \n",
       "2           1000  17914401175772326      اهرم           28270          28010   \n",
       "3           1000  17914401175772326      اهرم           28270          28010   \n",
       "4           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20241215  20250115         28000                19   \n",
       "1               28470   20241215  20250212         28000                47   \n",
       "2               28470   20241215  20250312         28000                75   \n",
       "3               28470   20241123  20250416         28000               110   \n",
       "4               28470   20241221  20250521         28000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...          3293          52  اختيارخ اهرم-28000-1403/10/26  ضهرم1012   \n",
       "1  ...          2190         125  اختيارخ اهرم-28000-1403/11/24  ضهرم1111   \n",
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       "3  ...             1           1  اختيارخ اهرم-28000-1404/01/27  ضهرم0122   \n",
       "4  ...             0           0  اختيارخ اهرم-28000-1404/02/31  ضهرم2018   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       1300         130       1930          60                     73485   \n",
       "1       3352         509       3686          30                      2209   \n",
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       "\n",
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       "4  ...             1           1  اختيارخ اهرم-34000-1404/02/31  ضهرم2020   \n",
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       "      <td>47</td>\n",
       "      <td>34</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20241221  20250521         38000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...             4           4  اختيارخ اهرم-38000-1404/02/31  ضهرم2021   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0        905          13      14990          47                        34   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
       "\n",
       "[1 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "Strike Price:  42000\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>contract_size</th>\n",
       "      <th>ua_tse_code</th>\n",
       "      <th>ua_ticker</th>\n",
       "      <th>ua_close_price</th>\n",
       "      <th>ua_last_price</th>\n",
       "      <th>ua_yesterday_price</th>\n",
       "      <th>begin_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>strike_price</th>\n",
       "      <th>days_to_maturity</th>\n",
       "      <th>...</th>\n",
       "      <th>trades_volume</th>\n",
       "      <th>trades_num</th>\n",
       "      <th>name</th>\n",
       "      <th>ticker</th>\n",
       "      <th>bid_price</th>\n",
       "      <th>bid_volume</th>\n",
       "      <th>ask_price</th>\n",
       "      <th>ask_volume</th>\n",
       "      <th>yesterday_open_positions</th>\n",
       "      <th>option_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>17914401175772326</td>\n",
       "      <td>اهرم</td>\n",
       "      <td>28270</td>\n",
       "      <td>28010</td>\n",
       "      <td>28470</td>\n",
       "      <td>20241221</td>\n",
       "      <td>20250521</td>\n",
       "      <td>42000</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>اختيارخ اهرم-42000-1404/02/31</td>\n",
       "      <td>ضهرم2022</td>\n",
       "      <td>1050</td>\n",
       "      <td>5</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>call</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   contract_size        ua_tse_code ua_ticker  ua_close_price  ua_last_price  \\\n",
       "0           1000  17914401175772326      اهرم           28270          28010   \n",
       "\n",
       "   ua_yesterday_price begin_date  end_date  strike_price  days_to_maturity  \\\n",
       "0               28470   20241221  20250521         42000               145   \n",
       "\n",
       "   ... trades_volume  trades_num                           name    ticker  \\\n",
       "0  ...            49           7  اختيارخ اهرم-42000-1404/02/31  ضهرم2022   \n",
       "\n",
       "   bid_price  bid_volume  ask_price  ask_volume  yesterday_open_positions  \\\n",
       "0       1050           5       2500           5                       100   \n",
       "\n",
       "  option_type  \n",
       "0        call  \n",
       "\n",
       "[1 rows x 27 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for chain in strike_price_chain:\n",
    "    print(\"Strike Price: \", chain.loc[0, \"strike_price\"])\n",
    "    display(chain)\n",
    "    print(\"\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tadbir API\n",
    "Provides low latency and more detailed data (such as initial margin and order book). This may be suitable for obtaining data for actual trading."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>BasisVolume</th>\n",
       "      <th>ClosingPrice</th>\n",
       "      <th>CompanyName</th>\n",
       "      <th>BestBuyPrice</th>\n",
       "      <th>BestBuyQuantity</th>\n",
       "      <th>BestSellPrice</th>\n",
       "      <th>BestSellQuantity</th>\n",
       "      <th>NoBestBuy</th>\n",
       "      <th>NoBestSell</th>\n",
       "      <th>FirstTradedPrice</th>\n",
       "      <th>...</th>\n",
       "      <th>TotalTradeValue</th>\n",
       "      <th>TradeDate</th>\n",
       "      <th>varSign</th>\n",
       "      <th>ClosingPriceVar</th>\n",
       "      <th>ClosingPriceVarPercent</th>\n",
       "      <th>LastTradedPriceVar</th>\n",
       "      <th>LastTradedPriceVarPercent</th>\n",
       "      <th>tse_code</th>\n",
       "      <th>SectorCodeId</th>\n",
       "      <th>cs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>12503.0</td>\n",
       "      <td>اختیارخ اهرم-16000-1403/11/24</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>50</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12011.0</td>\n",
       "      <td>...</td>\n",
       "      <td>850184000.0</td>\n",
       "      <td>1403/10/5 12:28</td>\n",
       "      <td>1</td>\n",
       "      <td>-1056.0</td>\n",
       "      <td>-7.79</td>\n",
       "      <td>-957.0</td>\n",
       "      <td>-7.06</td>\n",
       "      <td>18154069997422059</td>\n",
       "      <td>None</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>9335.0</td>\n",
       "      <td>اختیارخ توان-16000-14031002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1403/10/2 12:29</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14732757416991570</td>\n",
       "      <td>None</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>اختیارخ وبملت-1800-1403/11/24</td>\n",
       "      <td>100.0</td>\n",
       "      <td>30</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1403/10/2 11:50</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48841241645050970</td>\n",
       "      <td>None</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>اختیارخ شستا-850-1403/08/09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1403/8/9 12:29</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18794200601794224</td>\n",
       "      <td>None</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>اختیارخ خودرو-4000-1403/03/09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1403/3/9 10:29</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>414085078149021</td>\n",
       "      <td>None</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   BasisVolume  ClosingPrice                    CompanyName  BestBuyPrice  \\\n",
       "0          1.0       12503.0  اختیارخ اهرم-16000-1403/11/24       12500.0   \n",
       "1          1.0        9335.0    اختیارخ توان-16000-14031002           0.0   \n",
       "2          1.0        1700.0  اختیارخ وبملت-1800-1403/11/24         100.0   \n",
       "3          1.0          98.0    اختیارخ شستا-850-1403/08/09           0.0   \n",
       "4          1.0           1.0  اختیارخ خودرو-4000-1403/03/09           0.0   \n",
       "\n",
       "   BestBuyQuantity  BestSellPrice  BestSellQuantity  NoBestBuy  NoBestSell  \\\n",
       "0               50        13600.0                 1          1           1   \n",
       "1                0            0.0                 0          0           0   \n",
       "2               30        11000.0                30          1           1   \n",
       "3                0            0.0                 0          0           0   \n",
       "4                0            0.0                 0          0           0   \n",
       "\n",
       "   FirstTradedPrice  ...  TotalTradeValue        TradeDate  varSign  \\\n",
       "0           12011.0  ...      850184000.0  1403/10/5 12:28        1   \n",
       "1               0.0  ...              0.0  1403/10/2 12:29       -1   \n",
       "2               0.0  ...              0.0  1403/10/2 11:50        0   \n",
       "3               0.0  ...              0.0   1403/8/9 12:29        0   \n",
       "4               0.0  ...              0.0   1403/3/9 10:29        0   \n",
       "\n",
       "   ClosingPriceVar  ClosingPriceVarPercent  LastTradedPriceVar  \\\n",
       "0          -1056.0                   -7.79              -957.0   \n",
       "1              0.0                    0.00                 0.0   \n",
       "2              0.0                    0.00                 0.0   \n",
       "3              0.0                    0.00                 0.0   \n",
       "4              0.0                    0.00                 0.0   \n",
       "\n",
       "  LastTradedPriceVarPercent           tse_code  SectorCodeId    cs  \n",
       "0                     -7.06  18154069997422059          None  1000  \n",
       "1                      0.00  14732757416991570          None  1000  \n",
       "2                      0.00  48841241645050970          None  1000  \n",
       "3                      0.00  18794200601794224          None  1000  \n",
       "4                      0.00    414085078149021          None  1000  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'BaseVolume': 1,\n",
      " 'CP12': 0,\n",
      " 'ClosingPrice': 12503.0,\n",
      " 'CompanyTitle': 'اختیارخ اهرم-16000-1403/11/24',\n",
      " 'GroupStateID': 8,\n",
      " 'HighAllowedPrice': 500000.0,\n",
      " 'HighPrice': 13498.0,\n",
      " 'InstrumentCode': '18154069997422059',\n",
      " 'IsCautionAgreement': False,\n",
      " 'IsSepahAgreement': False,\n",
      " 'LastTradedPrice': 12602.0,\n",
      " 'LotSize': 1,\n",
      " 'LowAllowedPrice': 1.0,\n",
      " 'LowPercent': 100,\n",
      " 'LowPrice': 12011.0,\n",
      " 'MarketType': 'MarketType.BuyOption',\n",
      " 'MaxPercent': 3588,\n",
      " 'MaxQuantityOrder': 1000,\n",
      " 'MinQuantityOrder': 1,\n",
      " 'NSCCode': 'IRO9AHRM2501',\n",
      " 'RefPrice': 13559.0,\n",
      " 'Symbol': 'ضهرم1105',\n",
      " 'SymbolStateId': 1,\n",
      " 'TickSize': 1.0,\n",
      " 'TotalNumberOfSharesTraded': 68,\n",
      " 'TotalNumberOfTrades': 18,\n",
      " 'TotalTradeValue': 850184000.0,\n",
      " 'TradeDate': '1403/10/05 - 12:28:40',\n",
      " 'UA_LastTradedPrice': 28010.0,\n",
      " 'UA_isin': 'IRT1AHRM0001',\n",
      " 'YesterdayPrice': 13559.0,\n",
      " 'contractSize': 1000,\n",
      " 'contractStartDate': '1403/07/01',\n",
      " 'cpv': -1056.0,\n",
      " 'cpvp': -7.79,\n",
      " 'crn': 'ریال',\n",
      " 'crp': 1,\n",
      " 'exerciseDate': '1403/11/24',\n",
      " 'gc': '3A',\n",
      " 'initial_margin': 5660000.0,\n",
      " 'iso': True,\n",
      " 'lpv': -957.0,\n",
      " 'lpvp': -7.06,\n",
      " 'mbop': 0,\n",
      " 'mcaop': 112000,\n",
      " 'mcop': 112000,\n",
      " 'mmop': 2250000,\n",
      " 'openPositionNum': 9594,\n",
      " 'pv': 0.0,\n",
      " 'rm': 18163000.0,\n",
      " 'strikePrice': 16000.0,\n",
      " 'th': 461110.0,\n",
      " 'tl': 0.0,\n",
      " 'vs': 1}\n"
     ]
    },
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BestBuyPrice</th>\n",
       "      <th>BestSellPrice</th>\n",
       "      <th>BestSellQuantity</th>\n",
       "      <th>BestBuyQuantity</th>\n",
       "      <th>NoBestBuy</th>\n",
       "      <th>NoBestSell</th>\n",
       "      <th>NSCCode</th>\n",
       "      <th>Place</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12500.0</td>\n",
       "      <td>13600.0</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>IRO9AHRM2501</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12195.0</td>\n",
       "      <td>13700.0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>IRO9AHRM2501</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12021.0</td>\n",
       "      <td>13800.0</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>IRO9AHRM2501</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12011.0</td>\n",
       "      <td>15800.0</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>IRO9AHRM2501</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12010.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>IRO9AHRM2501</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BestBuyPrice  BestSellPrice  BestSellQuantity  BestBuyQuantity  NoBestBuy  \\\n",
       "0       12500.0        13600.0                 1               50          1   \n",
       "1       12195.0        13700.0                10               20          1   \n",
       "2       12021.0        13800.0                13                2          1   \n",
       "3       12011.0        15800.0                12                3          2   \n",
       "4       12010.0            0.0                 0                1          1   \n",
       "\n",
       "   NoBestSell       NSCCode  Place  \n",
       "0           1  IRO9AHRM2501      1  \n",
       "1           1  IRO9AHRM2501      2  \n",
       "2           2  IRO9AHRM2501      3  \n",
       "3           1  IRO9AHRM2501      4  \n",
       "4           0  IRO9AHRM2501      5  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tseopt import tadbir_api\n",
    "\n",
    "from pprint import pprint\n",
    "\n",
    "isin_list = [\"IRO9AHRM2501\", \"IROATVAF0621\", \"IRO9BMLT2771\", \"IRO9TAMN8991\", \"IRO9IKCO81M1\"]\n",
    "\n",
    "bulk_data = tadbir_api.get_last_bulk_data(isin_list=isin_list)\n",
    "detail_data = tadbir_api.get_detail_data(isin_list[0])\n",
    "symbol_info = detail_data.get(\"symbol_info\")\n",
    "order_book = pd.DataFrame(detail_data.get(\"order_book\"))\n",
    "\n",
    "display(bulk_data)\n",
    "\n",
    "pprint(symbol_info)\n",
    "display(order_book)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mercantile Exchange\n",
    "Fetches all data which mercantile exchange website provides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[30], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m md \u001b[38;5;241m=\u001b[39m make_a_mercantile_data_object()\n\u001b[0;32m      5\u001b[0m md\u001b[38;5;241m.\u001b[39mupdate_data(timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m)\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mmd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgavahi\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[0;32m      7\u001b[0m \u001b[38;5;28mprint\u001b[39m(md\u001b[38;5;241m.\u001b[39msandoq[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m      8\u001b[0m \u001b[38;5;28mprint\u001b[39m(md\u001b[38;5;241m.\u001b[39msalaf[\u001b[38;5;241m0\u001b[39m])\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "from tseopt import make_a_mercantile_data_object\n",
    "\n",
    "\n",
    "md = make_a_mercantile_data_object()\n",
    "md.update_data(timeout=20)\n",
    "print(md.gavahi[0])\n",
    "print(md.sandoq[0])\n",
    "print(md.salaf[0])\n",
    "print(md.cdc[0])\n",
    "print(md.all_market)\n",
    "print(md.future_date_time)\n",
    "print(md.future[0])\n",
    "print(md.markets_info[0])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Gavahi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>YesterdayPrice</th>\n",
       "      <th>FinalPrice</th>\n",
       "      <th>LastPrice</th>\n",
       "      <th>PriceChange</th>\n",
       "      <th>FirstPrice</th>\n",
       "      <th>MinPrice</th>\n",
       "      <th>...</th>\n",
       "      <th>Buy_CountI</th>\n",
       "      <th>Buy_CountN</th>\n",
       "      <th>Buy_I_Volume</th>\n",
       "      <th>Buy_N_Volume</th>\n",
       "      <th>Sell_CountI</th>\n",
       "      <th>Sell_CountN</th>\n",
       "      <th>Sell_I_Volume</th>\n",
       "      <th>Sell_N_Volume</th>\n",
       "      <th>ModifyDate</th>\n",
       "      <th>ModifyTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16255851958781005</td>\n",
       "      <td>IRK1K01103C4</td>\n",
       "      <td>سكه0312پ01</td>\n",
       "      <td>تمام سكه طرح جديد0312 رفاه</td>\n",
       "      <td>5418557.0</td>\n",
       "      <td>5433681.0</td>\n",
       "      <td>5450001.0</td>\n",
       "      <td>31444.0</td>\n",
       "      <td>5469000.0</td>\n",
       "      <td>5411114.0</td>\n",
       "      <td>...</td>\n",
       "      <td>318</td>\n",
       "      <td>0</td>\n",
       "      <td>261600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>244</td>\n",
       "      <td>2</td>\n",
       "      <td>111800.0</td>\n",
       "      <td>149800.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>31447590411939048</td>\n",
       "      <td>IRK1K01704C9</td>\n",
       "      <td>سكه0412پ03</td>\n",
       "      <td>تمام سكه طرح جديد0412 سامان</td>\n",
       "      <td>5414691.0</td>\n",
       "      <td>5437168.0</td>\n",
       "      <td>5447500.0</td>\n",
       "      <td>32809.0</td>\n",
       "      <td>5470000.0</td>\n",
       "      <td>5410106.0</td>\n",
       "      <td>...</td>\n",
       "      <td>113</td>\n",
       "      <td>0</td>\n",
       "      <td>54500.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "      <td>23400.0</td>\n",
       "      <td>31100.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>71448561759885455</td>\n",
       "      <td>IRK1K01403A2</td>\n",
       "      <td>سكه0310پ04</td>\n",
       "      <td>تمام سكه طرح جديد 0310 صادرات</td>\n",
       "      <td>5409779.0</td>\n",
       "      <td>5423933.0</td>\n",
       "      <td>5440000.0</td>\n",
       "      <td>30221.0</td>\n",
       "      <td>5475985.0</td>\n",
       "      <td>5378001.0</td>\n",
       "      <td>...</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>36200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>30300.0</td>\n",
       "      <td>5900.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62180931969029505</td>\n",
       "      <td>IRK1K01604B3</td>\n",
       "      <td>سكه0411پ05</td>\n",
       "      <td>تمام سكه طرح جديد0411 آينده</td>\n",
       "      <td>5416522.0</td>\n",
       "      <td>5440231.0</td>\n",
       "      <td>5430060.0</td>\n",
       "      <td>13538.0</td>\n",
       "      <td>5479999.0</td>\n",
       "      <td>5410000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>15100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>11700.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>14:59:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>66776904822812259</td>\n",
       "      <td>IRK1A11504A7</td>\n",
       "      <td>زعف0410پ09</td>\n",
       "      <td>زعفران0410نگين نوين(پ)</td>\n",
       "      <td>839881.0</td>\n",
       "      <td>850878.0</td>\n",
       "      <td>860000.0</td>\n",
       "      <td>20119.0</td>\n",
       "      <td>848000.0</td>\n",
       "      <td>844900.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2082.0</td>\n",
       "      <td>148158.0</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>148368.0</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ID          Code      Symbol                           Name  \\\n",
       "0  16255851958781005  IRK1K01103C4  سكه0312پ01     تمام سكه طرح جديد0312 رفاه   \n",
       "1  31447590411939048  IRK1K01704C9  سكه0412پ03    تمام سكه طرح جديد0412 سامان   \n",
       "2  71448561759885455  IRK1K01403A2  سكه0310پ04  تمام سكه طرح جديد 0310 صادرات   \n",
       "3  62180931969029505  IRK1K01604B3  سكه0411پ05    تمام سكه طرح جديد0411 آينده   \n",
       "4  66776904822812259  IRK1A11504A7  زعف0410پ09         زعفران0410نگين نوين(پ)   \n",
       "\n",
       "   YesterdayPrice  FinalPrice  LastPrice  PriceChange  FirstPrice   MinPrice  \\\n",
       "0       5418557.0   5433681.0  5450001.0      31444.0   5469000.0  5411114.0   \n",
       "1       5414691.0   5437168.0  5447500.0      32809.0   5470000.0  5410106.0   \n",
       "2       5409779.0   5423933.0  5440000.0      30221.0   5475985.0  5378001.0   \n",
       "3       5416522.0   5440231.0  5430060.0      13538.0   5479999.0  5410000.0   \n",
       "4        839881.0    850878.0   860000.0      20119.0    848000.0   844900.0   \n",
       "\n",
       "   ...  Buy_CountI  Buy_CountN  Buy_I_Volume  Buy_N_Volume  Sell_CountI  \\\n",
       "0  ...         318           0      261600.0           0.0          244   \n",
       "1  ...         113           0       54500.0           0.0           59   \n",
       "2  ...          56           0       36200.0           0.0           61   \n",
       "3  ...          40           0       15100.0           0.0           43   \n",
       "4  ...           2           1        2082.0      148158.0           35   \n",
       "\n",
       "   Sell_CountN  Sell_I_Volume  Sell_N_Volume           ModifyDate  ModifyTime  \n",
       "0            2       111800.0       149800.0  0001-01-01T00:00:00    15:00:43  \n",
       "1            2        23400.0        31100.0  0001-01-01T00:00:00    15:00:43  \n",
       "2            1        30300.0         5900.0  0001-01-01T00:00:00    15:00:43  \n",
       "3            1        11700.0         3400.0  0001-01-01T00:00:00    14:59:43  \n",
       "4            1       148368.0         1872.0  0001-01-01T00:00:00    15:00:43  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.gavahi).head(5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sandoq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>YesterdayPrice</th>\n",
       "      <th>FinalPrice</th>\n",
       "      <th>LastPrice</th>\n",
       "      <th>PriceChange</th>\n",
       "      <th>FirstPrice</th>\n",
       "      <th>MinPrice</th>\n",
       "      <th>...</th>\n",
       "      <th>Buy_CountI</th>\n",
       "      <th>Buy_CountN</th>\n",
       "      <th>Buy_I_Volume</th>\n",
       "      <th>Buy_N_Volume</th>\n",
       "      <th>Sell_CountI</th>\n",
       "      <th>Sell_CountN</th>\n",
       "      <th>Sell_I_Volume</th>\n",
       "      <th>Sell_N_Volume</th>\n",
       "      <th>ModifyDate</th>\n",
       "      <th>ModifyTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34144395039913458</td>\n",
       "      <td>IRTKMOFD0006</td>\n",
       "      <td>عيار</td>\n",
       "      <td>صندوق طلاي عيار مفيد</td>\n",
       "      <td>143032.0</td>\n",
       "      <td>143578.0</td>\n",
       "      <td>143060.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>145050.0</td>\n",
       "      <td>142550.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16242</td>\n",
       "      <td>28</td>\n",
       "      <td>66713016.0</td>\n",
       "      <td>2605838.0</td>\n",
       "      <td>5222</td>\n",
       "      <td>9</td>\n",
       "      <td>43757955.0</td>\n",
       "      <td>25560899.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>46700660505281786</td>\n",
       "      <td>IRTKLOTF0009</td>\n",
       "      <td>طلا</td>\n",
       "      <td>صندوق س.پشتوانه طلاي لوتوس</td>\n",
       "      <td>369794.0</td>\n",
       "      <td>372572.0</td>\n",
       "      <td>372151.0</td>\n",
       "      <td>2357.0</td>\n",
       "      <td>376000.0</td>\n",
       "      <td>370980.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5909</td>\n",
       "      <td>23</td>\n",
       "      <td>7641743.0</td>\n",
       "      <td>3100170.0</td>\n",
       "      <td>3187</td>\n",
       "      <td>4</td>\n",
       "      <td>10600161.0</td>\n",
       "      <td>141752.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25559236668122210</td>\n",
       "      <td>IRTKROBA0008</td>\n",
       "      <td>كهربا</td>\n",
       "      <td>صندوق س.پشتوانه سكه طلا كهربا</td>\n",
       "      <td>49434.0</td>\n",
       "      <td>49754.0</td>\n",
       "      <td>49710.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>50001.0</td>\n",
       "      <td>49510.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3651</td>\n",
       "      <td>10</td>\n",
       "      <td>37362483.0</td>\n",
       "      <td>3488438.0</td>\n",
       "      <td>1674</td>\n",
       "      <td>4</td>\n",
       "      <td>38927847.0</td>\n",
       "      <td>1923074.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32469128621155736</td>\n",
       "      <td>IRTKZARA0006</td>\n",
       "      <td>مثقال</td>\n",
       "      <td>صندوق س.پشتوانه طلاي زرين آگاه</td>\n",
       "      <td>41028.0</td>\n",
       "      <td>41248.0</td>\n",
       "      <td>41159.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>41400.0</td>\n",
       "      <td>41131.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2582</td>\n",
       "      <td>7</td>\n",
       "      <td>18274295.0</td>\n",
       "      <td>3113621.0</td>\n",
       "      <td>927</td>\n",
       "      <td>5</td>\n",
       "      <td>19892926.0</td>\n",
       "      <td>1494990.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>58514988269776425</td>\n",
       "      <td>IRTKGANJ0004</td>\n",
       "      <td>گنج</td>\n",
       "      <td>صندوق س. طلا كيميا زرين كاردان</td>\n",
       "      <td>44677.0</td>\n",
       "      <td>44876.0</td>\n",
       "      <td>44830.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>45065.0</td>\n",
       "      <td>44740.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2050</td>\n",
       "      <td>7</td>\n",
       "      <td>16181066.0</td>\n",
       "      <td>327418.0</td>\n",
       "      <td>925</td>\n",
       "      <td>2</td>\n",
       "      <td>16087234.0</td>\n",
       "      <td>421250.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>15:00:43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ID          Code Symbol                            Name  \\\n",
       "0  34144395039913458  IRTKMOFD0006   عيار            صندوق طلاي عيار مفيد   \n",
       "1  46700660505281786  IRTKLOTF0009    طلا      صندوق س.پشتوانه طلاي لوتوس   \n",
       "2  25559236668122210  IRTKROBA0008  كهربا   صندوق س.پشتوانه سكه طلا كهربا   \n",
       "3  32469128621155736  IRTKZARA0006  مثقال  صندوق س.پشتوانه طلاي زرين آگاه   \n",
       "4  58514988269776425  IRTKGANJ0004    گنج  صندوق س. طلا كيميا زرين كاردان   \n",
       "\n",
       "   YesterdayPrice  FinalPrice  LastPrice  PriceChange  FirstPrice  MinPrice  \\\n",
       "0        143032.0    143578.0   143060.0         28.0    145050.0  142550.0   \n",
       "1        369794.0    372572.0   372151.0       2357.0    376000.0  370980.0   \n",
       "2         49434.0     49754.0    49710.0        276.0     50001.0   49510.0   \n",
       "3         41028.0     41248.0    41159.0        131.0     41400.0   41131.0   \n",
       "4         44677.0     44876.0    44830.0        153.0     45065.0   44740.0   \n",
       "\n",
       "   ...  Buy_CountI  Buy_CountN  Buy_I_Volume  Buy_N_Volume  Sell_CountI  \\\n",
       "0  ...       16242          28    66713016.0     2605838.0         5222   \n",
       "1  ...        5909          23     7641743.0     3100170.0         3187   \n",
       "2  ...        3651          10    37362483.0     3488438.0         1674   \n",
       "3  ...        2582           7    18274295.0     3113621.0          927   \n",
       "4  ...        2050           7    16181066.0      327418.0          925   \n",
       "\n",
       "   Sell_CountN  Sell_I_Volume  Sell_N_Volume           ModifyDate  ModifyTime  \n",
       "0            9     43757955.0     25560899.0  0001-01-01T00:00:00    15:00:43  \n",
       "1            4     10600161.0       141752.0  0001-01-01T00:00:00    15:00:43  \n",
       "2            4     38927847.0      1923074.0  0001-01-01T00:00:00    15:00:43  \n",
       "3            5     19892926.0      1494990.0  0001-01-01T00:00:00    15:00:43  \n",
       "4            2     16087234.0       421250.0  0001-01-01T00:00:00    15:00:43  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.sandoq).head(5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Salaf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>YesterdayPrice</th>\n",
       "      <th>FinalPrice</th>\n",
       "      <th>LastPrice</th>\n",
       "      <th>PriceChange</th>\n",
       "      <th>FirstPrice</th>\n",
       "      <th>MinPrice</th>\n",
       "      <th>...</th>\n",
       "      <th>Buy_CountI</th>\n",
       "      <th>Buy_CountN</th>\n",
       "      <th>Buy_I_Volume</th>\n",
       "      <th>Buy_N_Volume</th>\n",
       "      <th>Sell_CountI</th>\n",
       "      <th>Sell_CountN</th>\n",
       "      <th>Sell_I_Volume</th>\n",
       "      <th>Sell_N_Volume</th>\n",
       "      <th>ModifyDate</th>\n",
       "      <th>ModifyTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28119534882897713</td>\n",
       "      <td>IRBKKER104B8</td>\n",
       "      <td>عكرمان1</td>\n",
       "      <td>سلف كي ام سي كرمان موتور</td>\n",
       "      <td>1829039.0</td>\n",
       "      <td>1824000.0</td>\n",
       "      <td>1824000.0</td>\n",
       "      <td>-5039.0</td>\n",
       "      <td>1824000.0</td>\n",
       "      <td>1824000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3109.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3109.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>08:59:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37997914552081987</td>\n",
       "      <td>IRBKKER204B6</td>\n",
       "      <td>عكرمان2</td>\n",
       "      <td>خودرو كي ام سي كرمان موتور</td>\n",
       "      <td>1745848.0</td>\n",
       "      <td>1754980.0</td>\n",
       "      <td>1754980.0</td>\n",
       "      <td>9132.0</td>\n",
       "      <td>1754980.0</td>\n",
       "      <td>1754980.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>11:33:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30180206509447855</td>\n",
       "      <td>IRBKBTRY0518</td>\n",
       "      <td>عباتري</td>\n",
       "      <td>سلف موازي باتري55 آمپر كرمان</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>09:27:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13191051508594726</td>\n",
       "      <td>IRBKSNG504A5</td>\n",
       "      <td>عسنگ5</td>\n",
       "      <td>سلف موازي استاندارد آهن مركزي</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>09:12:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6366366216425323</td>\n",
       "      <td>IRBKSAEB0579</td>\n",
       "      <td>عصائب</td>\n",
       "      <td>سلف موازي ميلگرد صائب تبريز</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0001-01-01T00:00:00</td>\n",
       "      <td>08:59:06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  ID          Code   Symbol                           Name  \\\n",
       "0  28119534882897713  IRBKKER104B8  عكرمان1       سلف كي ام سي كرمان موتور   \n",
       "1  37997914552081987  IRBKKER204B6  عكرمان2     خودرو كي ام سي كرمان موتور   \n",
       "2  30180206509447855  IRBKBTRY0518   عباتري   سلف موازي باتري55 آمپر كرمان   \n",
       "3  13191051508594726  IRBKSNG504A5    عسنگ5  سلف موازي استاندارد آهن مركزي   \n",
       "4   6366366216425323  IRBKSAEB0579    عصائب    سلف موازي ميلگرد صائب تبريز   \n",
       "\n",
       "   YesterdayPrice  FinalPrice  LastPrice  PriceChange  FirstPrice   MinPrice  \\\n",
       "0       1829039.0   1824000.0  1824000.0      -5039.0   1824000.0  1824000.0   \n",
       "1       1745848.0   1754980.0  1754980.0       9132.0   1754980.0  1754980.0   \n",
       "2             0.0         0.0        0.0          0.0         0.0        0.0   \n",
       "3             0.0         0.0        0.0          0.0         0.0        0.0   \n",
       "4             0.0         0.0        0.0          0.0         0.0        0.0   \n",
       "\n",
       "   ...  Buy_CountI  Buy_CountN  Buy_I_Volume  Buy_N_Volume  Sell_CountI  \\\n",
       "0  ...           0           1           0.0        3109.0            1   \n",
       "1  ...           1           0           4.0           0.0            0   \n",
       "2  ...           0           0           0.0           0.0            0   \n",
       "3  ...           0           0           0.0           0.0            0   \n",
       "4  ...           0           0           0.0           0.0            0   \n",
       "\n",
       "   Sell_CountN  Sell_I_Volume  Sell_N_Volume           ModifyDate  ModifyTime  \n",
       "0            0         3109.0            0.0  0001-01-01T00:00:00    08:59:06  \n",
       "1            1            0.0            4.0  0001-01-01T00:00:00    11:33:35  \n",
       "2            0            0.0            0.0  0001-01-01T00:00:00    09:27:16  \n",
       "3            0            0.0            0.0  0001-01-01T00:00:00    09:12:16  \n",
       "4            0            0.0            0.0  0001-01-01T00:00:00    08:59:06  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.salaf).head(5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Future"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ContractID</th>\n",
       "      <th>LastTradingDate</th>\n",
       "      <th>ContractCode</th>\n",
       "      <th>ContractDescription</th>\n",
       "      <th>ContractSize</th>\n",
       "      <th>ContractSizeUnitFaDesc</th>\n",
       "      <th>ContractSizeUnitEnDesc</th>\n",
       "      <th>ContractCurrencyFaDesc</th>\n",
       "      <th>ContractCurrencyEnDesc</th>\n",
       "      <th>ContractCurrencyDecimalPlaces</th>\n",
       "      <th>...</th>\n",
       "      <th>LegalBuyerCount</th>\n",
       "      <th>LegalSellerCount</th>\n",
       "      <th>NaturalBuyerCount</th>\n",
       "      <th>NaturalSellerCount</th>\n",
       "      <th>TodayLiveSettlement</th>\n",
       "      <th>TradeCount</th>\n",
       "      <th>TradeVolume</th>\n",
       "      <th>PersianOrdersDateTime</th>\n",
       "      <th>PersianLastSettlementPriceDate</th>\n",
       "      <th>PesrsianLastTradingDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>278</td>\n",
       "      <td>2025-01-08T00:00:00</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>قرارداد آتی صندوق طلای لوتوس تحویل دی ماه 1403</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>واحد</td>\n",
       "      <td>-</td>\n",
       "      <td>ریال</td>\n",
       "      <td>Rials</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>3.838865e+05</td>\n",
       "      <td>136</td>\n",
       "      <td>257</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>284</td>\n",
       "      <td>2025-04-15T00:00:00</td>\n",
       "      <td>ETCFA04</td>\n",
       "      <td>قرارداد آتی صندوق طلای لوتوس تحویل فروردین ماه...</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>واحد</td>\n",
       "      <td>-</td>\n",
       "      <td>ریال</td>\n",
       "      <td>Rials</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>49</td>\n",
       "      <td>4.440096e+05</td>\n",
       "      <td>219</td>\n",
       "      <td>312</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>285</td>\n",
       "      <td>2025-03-02T00:00:00</td>\n",
       "      <td>KBES03</td>\n",
       "      <td>قرارداد آتی صندوق طلای کهربا تحویل اسفند ماه 1...</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>واحد</td>\n",
       "      <td>-</td>\n",
       "      <td>ریال</td>\n",
       "      <td>Rials</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>24</td>\n",
       "      <td>5.433274e+04</td>\n",
       "      <td>143</td>\n",
       "      <td>357</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>288</td>\n",
       "      <td>2024-12-25T00:00:00</td>\n",
       "      <td>SAFDY03</td>\n",
       "      <td>قرارداد آتی زعفران نگین تحویل دی ماه 1403</td>\n",
       "      <td>100.0</td>\n",
       "      <td>گرم</td>\n",
       "      <td>-</td>\n",
       "      <td>ریال</td>\n",
       "      <td>Rials</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>8.138720e+05</td>\n",
       "      <td>787</td>\n",
       "      <td>6867</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>289</td>\n",
       "      <td>2025-02-17T00:00:00</td>\n",
       "      <td>GB29BA03</td>\n",
       "      <td>قرارداد آتی شمش طلای خام 995 تحویل بهمن ماه 1403</td>\n",
       "      <td>1.0</td>\n",
       "      <td>گرم</td>\n",
       "      <td>-</td>\n",
       "      <td>ریال</td>\n",
       "      <td>Rials</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>7.437707e+07</td>\n",
       "      <td>86</td>\n",
       "      <td>193</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 75 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ContractID      LastTradingDate ContractCode  \\\n",
       "0         278  2025-01-08T00:00:00      ETCDY03   \n",
       "1         284  2025-04-15T00:00:00      ETCFA04   \n",
       "2         285  2025-03-02T00:00:00       KBES03   \n",
       "3         288  2024-12-25T00:00:00      SAFDY03   \n",
       "4         289  2025-02-17T00:00:00     GB29BA03   \n",
       "\n",
       "                                 ContractDescription  ContractSize  \\\n",
       "0     قرارداد آتی صندوق طلای لوتوس تحویل دی ماه 1403        1000.0   \n",
       "1  قرارداد آتی صندوق طلای لوتوس تحویل فروردین ماه...        1000.0   \n",
       "2  قرارداد آتی صندوق طلای کهربا تحویل اسفند ماه 1...        1000.0   \n",
       "3          قرارداد آتی زعفران نگین تحویل دی ماه 1403         100.0   \n",
       "4  قرارداد آتی شمش طلای خام 995 تحویل بهمن ماه 1403            1.0   \n",
       "\n",
       "  ContractSizeUnitFaDesc ContractSizeUnitEnDesc ContractCurrencyFaDesc  \\\n",
       "0                   واحد                      -                   ریال   \n",
       "1                   واحد                      -                   ریال   \n",
       "2                   واحد                      -                   ریال   \n",
       "3                    گرم                      -                   ریال   \n",
       "4                    گرم                      -                   ریال   \n",
       "\n",
       "  ContractCurrencyEnDesc ContractCurrencyDecimalPlaces  ...  LegalBuyerCount  \\\n",
       "0                  Rials                          None  ...                2   \n",
       "1                  Rials                          None  ...                0   \n",
       "2                  Rials                          None  ...                1   \n",
       "3                  Rials                          None  ...                1   \n",
       "4                  Rials                          None  ...                0   \n",
       "\n",
       "  LegalSellerCount NaturalBuyerCount  NaturalSellerCount  TodayLiveSettlement  \\\n",
       "0                0                31                  45         3.838865e+05   \n",
       "1                0                56                  49         4.440096e+05   \n",
       "2                1                34                  24         5.433274e+04   \n",
       "3                3                35                  40         8.138720e+05   \n",
       "4                2                19                  12         7.437707e+07   \n",
       "\n",
       "   TradeCount  TradeVolume  PersianOrdersDateTime  \\\n",
       "0         136          257                   None   \n",
       "1         219          312                   None   \n",
       "2         143          357                   None   \n",
       "3         787         6867                   None   \n",
       "4          86          193                   None   \n",
       "\n",
       "   PersianLastSettlementPriceDate  PesrsianLastTradingDate  \n",
       "0                            None                     None  \n",
       "1                            None                     None  \n",
       "2                            None                     None  \n",
       "3                            None                     None  \n",
       "4                            None                     None  \n",
       "\n",
       "[5 rows x 75 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.future).head(5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CDC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>ContractID</th>\n",
       "      <th>ContractCode</th>\n",
       "      <th>ContractDescription</th>\n",
       "      <th>LastTradingPersianDate</th>\n",
       "      <th>ContractSize</th>\n",
       "      <th>ContractSizeUnitFaDesc</th>\n",
       "      <th>TotalAssetChangesColor</th>\n",
       "      <th>ContractCurrencyFaDesc</th>\n",
       "      <th>LastSettlementPrice</th>\n",
       "      <th>AskPrice1</th>\n",
       "      <th>...</th>\n",
       "      <th>OrdersPersianDateTime</th>\n",
       "      <th>OrdersDateTime</th>\n",
       "      <th>OrdersCounter</th>\n",
       "      <th>CommodityID</th>\n",
       "      <th>CommodityName</th>\n",
       "      <th>CommodityColor</th>\n",
       "      <th>CommodityColor1</th>\n",
       "      <th>TradesCounter</th>\n",
       "      <th>IsOrdersHighLight</th>\n",
       "      <th>IsTradesHighLight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>43</td>\n",
       "      <td>CD1SIB0001</td>\n",
       "      <td>گواهی سپرده پیوسته شمش نقره 999.9</td>\n",
       "      <td>1410/12/01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>ضریب تبدیل نماد به گروه انبار</td>\n",
       "      <td>Red</td>\n",
       "      <td>ریال</td>\n",
       "      <td>949924.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16:59:51</td>\n",
       "      <td>2024-12-24T16:59:51.027</td>\n",
       "      <td>-1</td>\n",
       "      <td>21</td>\n",
       "      <td>شمش نقره</td>\n",
       "      <td>#F0F0F0</td>\n",
       "      <td>#E3E3E3</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>CD1GOC0001</td>\n",
       "      <td>گواهی سپرده پیوسته تمام سکه بهار آزادی طرح جدید</td>\n",
       "      <td>1410/12/01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>ضریب تبدیل نماد به گروه انبار</td>\n",
       "      <td>Green</td>\n",
       "      <td>ریال</td>\n",
       "      <td>549533647.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16:59:28</td>\n",
       "      <td>2024-12-24T16:59:28.647</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>سکه طلا</td>\n",
       "      <td>#64ffffce</td>\n",
       "      <td>#ffefef15</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>CD1GOB0001</td>\n",
       "      <td>گواهی سپرده پیوسته شمش طلای +995</td>\n",
       "      <td>1410/12/01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>ضریب تبدیل نماد به گروه انبار</td>\n",
       "      <td>Green</td>\n",
       "      <td>ریال</td>\n",
       "      <td>6752365.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16:59:58</td>\n",
       "      <td>2024-12-24T16:59:58.913</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>شمش طلا</td>\n",
       "      <td>#fdf5e6</td>\n",
       "      <td>#fdf5e6</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ContractID ContractCode                              ContractDescription  \\\n",
       "0          43   CD1SIB0001                گواهی سپرده پیوسته شمش نقره 999.9   \n",
       "1          42   CD1GOC0001  گواهی سپرده پیوسته تمام سکه بهار آزادی طرح جدید   \n",
       "2          41   CD1GOB0001                 گواهی سپرده پیوسته شمش طلای +995   \n",
       "\n",
       "  LastTradingPersianDate  ContractSize         ContractSizeUnitFaDesc  \\\n",
       "0             1410/12/01           1.0  ضریب تبدیل نماد به گروه انبار   \n",
       "1             1410/12/01           1.0  ضریب تبدیل نماد به گروه انبار   \n",
       "2             1410/12/01          10.0  ضریب تبدیل نماد به گروه انبار   \n",
       "\n",
       "  TotalAssetChangesColor ContractCurrencyFaDesc  LastSettlementPrice  \\\n",
       "0                    Red                   ریال             949924.0   \n",
       "1                  Green                   ریال          549533647.0   \n",
       "2                  Green                   ریال            6752365.0   \n",
       "\n",
       "   AskPrice1  ...  OrdersPersianDateTime           OrdersDateTime  \\\n",
       "0        0.0  ...               16:59:51  2024-12-24T16:59:51.027   \n",
       "1        0.0  ...               16:59:28  2024-12-24T16:59:28.647   \n",
       "2        0.0  ...               16:59:58  2024-12-24T16:59:58.913   \n",
       "\n",
       "   OrdersCounter  CommodityID  CommodityName  CommodityColor  CommodityColor1  \\\n",
       "0             -1           21       شمش نقره        #F0F0F0          #E3E3E3    \n",
       "1             -1            4        سکه طلا       #64ffffce        #ffefef15   \n",
       "2             -1            2        شمش طلا         #fdf5e6          #fdf5e6   \n",
       "\n",
       "   TradesCounter  IsOrdersHighLight  IsTradesHighLight  \n",
       "0             -1              False              False  \n",
       "1             -1              False              False  \n",
       "2             -1              False              False  \n",
       "\n",
       "[3 rows x 69 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.cdc).head(5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### markets_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_StrikeLevel</th>\n",
       "      <th>_StrikePrice</th>\n",
       "      <th>_LastUpdate</th>\n",
       "      <th>_PutContractVisibility</th>\n",
       "      <th>_ContractCategory</th>\n",
       "      <th>_CommodityGroup</th>\n",
       "      <th>_ContractSubGroup</th>\n",
       "      <th>_CallContractID</th>\n",
       "      <th>_CallContractCode</th>\n",
       "      <th>_CallContractDescription</th>\n",
       "      <th>...</th>\n",
       "      <th>PutTradesVolume</th>\n",
       "      <th>PutTradesVolumeVisibility</th>\n",
       "      <th>PutTradesValue</th>\n",
       "      <th>PutTradesValueCurrencyFaDesc</th>\n",
       "      <th>PutTradesValueCurrencyEnDesc</th>\n",
       "      <th>PutOpenInterests</th>\n",
       "      <th>PutOpenInterestsChanges</th>\n",
       "      <th>PutOpenInterestsChangesPercent</th>\n",
       "      <th>PutOpenInterestsChangesVisibility</th>\n",
       "      <th>PutOpenInterestsChangesColor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>2024-12-02T17:00:03.41</td>\n",
       "      <td>Visible</td>\n",
       "      <td>DY03\\t\\t\\tتاریخ سررسید: 1403/10/16</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>1001126</td>\n",
       "      <td>FEDY03C30</td>\n",
       "      <td>قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Collapsed</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td>0</td>\n",
       "      <td>330000.0</td>\n",
       "      <td>2024-12-02T17:00:03.41</td>\n",
       "      <td>Visible</td>\n",
       "      <td>DY03\\t\\t\\tتاریخ سررسید: 1403/10/16</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>1001127</td>\n",
       "      <td>FEDY03C33</td>\n",
       "      <td>قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>Gray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>360000.0</td>\n",
       "      <td>2024-12-02T17:00:03.41</td>\n",
       "      <td>Visible</td>\n",
       "      <td>DY03\\t\\t\\tتاریخ سررسید: 1403/10/16</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>ETCDY03</td>\n",
       "      <td>1001128</td>\n",
       "      <td>FEDY03C36</td>\n",
       "      <td>قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>Gray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1</td>\n",
       "      <td>4600000.0</td>\n",
       "      <td>2024-12-02T17:00:03.413</td>\n",
       "      <td>Visible</td>\n",
       "      <td>BA03\\t\\t\\tتاریخ سررسید: 1403/11/27</td>\n",
       "      <td>CDC</td>\n",
       "      <td>CDCBA03</td>\n",
       "      <td>1001150</td>\n",
       "      <td>GBBA03C460</td>\n",
       "      <td>قرارداد اختیار معامله خرید شمش طلا سررسید بهمن...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>Gray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4800000.0</td>\n",
       "      <td>2024-12-02T17:00:03.413</td>\n",
       "      <td>Visible</td>\n",
       "      <td>BA03\\t\\t\\tتاریخ سررسید: 1403/11/27</td>\n",
       "      <td>CDC</td>\n",
       "      <td>CDCBA03</td>\n",
       "      <td>1001152</td>\n",
       "      <td>GBBA03C480</td>\n",
       "      <td>قرارداد اختیار معامله خرید شمش طلا سررسید بهمن...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Collapsed</td>\n",
       "      <td>Gray</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 302 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   _StrikeLevel  _StrikePrice              _LastUpdate _PutContractVisibility  \\\n",
       "0            -1      300000.0   2024-12-02T17:00:03.41                Visible   \n",
       "1             0      330000.0   2024-12-02T17:00:03.41                Visible   \n",
       "2             1      360000.0   2024-12-02T17:00:03.41                Visible   \n",
       "3            -1     4600000.0  2024-12-02T17:00:03.413                Visible   \n",
       "4             0     4800000.0  2024-12-02T17:00:03.413                Visible   \n",
       "\n",
       "                    _ContractCategory _CommodityGroup _ContractSubGroup  \\\n",
       "0  DY03\\t\\t\\tتاریخ سررسید: 1403/10/16         ETCDY03           ETCDY03   \n",
       "1  DY03\\t\\t\\tتاریخ سررسید: 1403/10/16         ETCDY03           ETCDY03   \n",
       "2  DY03\\t\\t\\tتاریخ سررسید: 1403/10/16         ETCDY03           ETCDY03   \n",
       "3  BA03\\t\\t\\tتاریخ سررسید: 1403/11/27             CDC           CDCBA03   \n",
       "4  BA03\\t\\t\\tتاریخ سررسید: 1403/11/27             CDC           CDCBA03   \n",
       "\n",
       "   _CallContractID _CallContractCode  \\\n",
       "0          1001126         FEDY03C30   \n",
       "1          1001127         FEDY03C33   \n",
       "2          1001128         FEDY03C36   \n",
       "3          1001150        GBBA03C460   \n",
       "4          1001152        GBBA03C480   \n",
       "\n",
       "                            _CallContractDescription  ... PutTradesVolume  \\\n",
       "0  قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...  ...             NaN   \n",
       "1  قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...  ...             NaN   \n",
       "2  قرارداد اختیار معامله خرید مبتنی بر قرارداد آت...  ...             NaN   \n",
       "3  قرارداد اختیار معامله خرید شمش طلا سررسید بهمن...  ...             NaN   \n",
       "4  قرارداد اختیار معامله خرید شمش طلا سررسید بهمن...  ...             NaN   \n",
       "\n",
       "   PutTradesVolumeVisibility PutTradesValue PutTradesValueCurrencyFaDesc  \\\n",
       "0                  Collapsed            NaN                                \n",
       "1                  Collapsed            NaN                                \n",
       "2                  Collapsed            NaN                                \n",
       "3                  Collapsed            NaN                                \n",
       "4                  Collapsed            NaN                                \n",
       "\n",
       "  PutTradesValueCurrencyEnDesc  PutOpenInterests PutOpenInterestsChanges  \\\n",
       "0                                            NaN                     NaN   \n",
       "1                                            NaN                     NaN   \n",
       "2                                            NaN                     NaN   \n",
       "3                                            NaN                     NaN   \n",
       "4                                            NaN                     NaN   \n",
       "\n",
       "  PutOpenInterestsChangesPercent PutOpenInterestsChangesVisibility  \\\n",
       "0                            0.0                         Collapsed   \n",
       "1                            0.0                         Collapsed   \n",
       "2                            0.0                         Collapsed   \n",
       "3                            0.0                         Collapsed   \n",
       "4                            0.0                         Collapsed   \n",
       "\n",
       "  PutOpenInterestsChangesColor  \n",
       "0                         Gray  \n",
       "1                         Gray  \n",
       "2                         Gray  \n",
       "3                         Gray  \n",
       "4                         Gray  \n",
       "\n",
       "[5 rows x 302 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.DataFrame(md.markets_info).head(5))\n"
   ]
  }
 ],
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