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lwhile/sell_put_performance_instant.ipynb

Created December 23, 2021 10:41
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sell_put_performance_instant.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "1915f324",
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "617a2262",
"metadata": {},
"outputs": [],
"source": [
"INIT_USD = 30000\n",
"\n",
"deliveries = {}\n",
"trades = {}\n",
"\n",
"deliveries_csv = list(csv.reader(open('./data/delivery.csv')))\n",
"trades_csv = list(csv.reader(open('./data/option_trade_sell_put.csv')))\n",
"\n",
"for dyc in deliveries_csv:\n",
" date = dyc[0]\n",
" if date not in deliveries:\n",
" deliveries[date] = dyc[1]\n",
"\n",
"for tdc in trades_csv:\n",
" date = tdc[0]\n",
" if date == 'date':\n",
" continue\n",
" if date not in trades:\n",
" trades[date] = [tdc]\n",
" else:\n",
" trades[date].append(tdc)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "22ed0bfd",
"metadata": {},
"outputs": [],
"source": [
"def visual_data(result):\n",
" df = pd.DataFrame(result, columns=['date', 'btc_price','usd_balance_atm', 'usd_balance_80'])\n",
" print(df)\n",
"\n",
" df_date = df.loc[:, 'date']\n",
" df_deli_price = df.loc[:, 'btc_price']\n",
" df_btc_balance_atm = df.loc[:, 'usd_balance_atm']\n",
" df_btc_balance_80 = df.loc[:, 'usd_balance_80']\n",
"\n",
" fig, ax = plt.subplots()\n",
" fig.set_size_inches(23, 7)\n",
"\n",
" xticks = list(range(0, len(df_date), 2))\n",
" xlabels = [df_date[x] for x in xticks]\n",
"\n",
" ax.set_xticks(xticks)\n",
" ax.set_xticklabels(xlabels, rotation=40)\n",
" ax.set_ylabel('Account Btc Balance', size=18)\n",
"\n",
" ax.plot(df_date, df_btc_balance_atm)\n",
" ax.plot(df_date, df_btc_balance_80)\n",
" plt.legend(['usd_balance_atm','usd_balance_80'], loc='upper left')\n",
"\n",
" ax2 = ax.twinx()\n",
" ax2.set_xticks(xticks)\n",
" ax2.set_xticklabels(xlabels, rotation=40)\n",
" ax2.set_ylabel('BTC price', size=18)\n",
" ax2.plot(df_date, df_deli_price, color='r', linestyle='-.')\n",
" plt.legend(['btc_price'])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a775ec8f",
"metadata": {},
"outputs": [],
"source": [
"def cal(tail=None, show_active=False):\n",
" if show_active: print('To start this investment\\n')\n",
" if not tail:\n",
" tail = 3\n",
"\n",
" acc_balance_usd = INIT_USD\n",
" acc_balance_btc = 0\n",
" strike_price_last_sell = 0\n",
" acc_balance_total = 0\n",
" instrument_last_sell = None\n",
" result = []\n",
"\n",
" for date in trades:\n",
" trade = trades[date][len(trades[date]) - tail]\n",
" # trade = trades[date][len(trades[date]) - tail] if (len(trades[date]) - tail) >= 0 else trades[date][len(trades[date]) - 1]\n",
" date, instr, strike_price, deli_price, mark_price = trade[0], trade[1], float(trade[2]), \\\n",
" float(trade[4]), float(trade[5])\n",
" if show_active: print(date)\n",
"\n",
" if strike_price_last_sell != 0:\n",
" if deli_price < strike_price_last_sell:\n",
" acc_balance_btc += last_sell_quantity\n",
" acc_balance_usd -= strike_price_last_sell * last_sell_quantity\n",
" if show_active: print('\\tExercise {} with delivery price {}, usd balance:{}, btc balance:{}'.format(\n",
" instrument_last_sell, deli_price, acc_balance_usd, acc_balance_btc))\n",
" else:\n",
" if show_active: print('\\tNot Exercised this week')\n",
"\n",
" instrument_last_sell = instr\n",
" strike_price_last_sell= strike_price\n",
" last_sell_quantity = acc_balance_usd / strike_price\n",
" usd_gained = last_sell_quantity * mark_price * deli_price\n",
" acc_balance_usd += usd_gained\n",
" acc_balance_total = acc_balance_usd + acc_balance_btc * deli_price\n",
" if show_active: print('\\tBTC price: {}, Sell {}, quantity:{}, gain usd: {}, usd balance:{}, btc balance:{}, total balance:{}\\n'.format(\n",
" deli_price, instr, last_sell_quantity, usd_gained, acc_balance_usd, acc_balance_btc, acc_balance_total\n",
" ))\n",
" result.append([date, deli_price, acc_balance_total])\n",
" if show_active: print('Close this investment\\n')\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e93ae5ed",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"To start this investment\n",
"\n",
"2021-05-21\n",
"\tBTC price: 39780.87, Sell BTC-28MAY21-35000-P, quantity:0.8571428571428571, gain usd: 1402.0731260418856, usd balance:31402.073126041887, btc balance:0, total balance:31402.073126041887\n",
"\n",
"2021-05-28\n",
"\tNot Exercised this week\n",
"\tBTC price: 36828.41, Sell BTC-4JUN21-31000-P, quantity:1.012970100840061, gain usd: 376.92942222324746, usd balance:31779.002548265133, btc balance:0, total balance:31779.002548265133\n",
"\n",
"2021-06-04\n",
"\tNot Exercised this week\n",
"\tBTC price: 36666.82, Sell BTC-11JUN21-31000-P, quantity:1.0251291144601655, gain usd: 1434.2339687548883, usd balance:33213.23651702002, btc balance:0, total balance:33213.23651702002\n",
"\n",
"2021-06-11\n",
"\tNot Exercised this week\n",
"\tBTC price: 37013.28, Sell BTC-18JUN21-31000-P, quantity:1.0713947263554846, gain usd: 358.2277949128341, usd balance:33571.464311932854, btc balance:0, total balance:33571.464311932854\n",
"\n",
"2021-06-18\n",
"\tNot Exercised this week\n",
"\tBTC price: 37737.4, Sell BTC-25JUN21-32000-P, quantity:1.0491082597479018, gain usd: 397.1948550313526, usd balance:33968.65916696421, btc balance:0, total balance:33968.65916696421\n",
"\n",
"2021-06-25\n",
"\tNot Exercised this week\n",
"\tBTC price: 34140.41, Sell BTC-2JUL21-29000-P, quantity:1.1713330747229036, gain usd: 321.3987534190842, usd balance:34290.05792038329, btc balance:0, total balance:34290.05792038329\n",
"\n",
"2021-07-02\n",
"\tNot Exercised this week\n",
"\tBTC price: 33258.02, Sell BTC-9JUL21-28000-P, quantity:1.2246449257279746, gain usd: 417.9865302596202, usd balance:34708.04445064291, btc balance:0, total balance:34708.04445064291\n",
"\n",
"2021-07-09\n",
"\tNot Exercised this week\n",
"\tBTC price: 32880.64, Sell BTC-16JUL21-31000-P, quantity:1.1196143371175133, gain usd: 985.7760324455445, usd balance:35693.82048308846, btc balance:0, total balance:35693.82048308846\n",
"\n",
"2021-07-16\n",
"\tNot Exercised this week\n",
"\tBTC price: 31660.24, Sell BTC-23JUL21-26000-P, quantity:1.372839249349556, gain usd: 176.1478207592101, usd balance:35869.968303847665, btc balance:0, total balance:35869.968303847665\n",
"\n",
"2021-07-23\n",
"\tNot Exercised this week\n",
"\tBTC price: 32452.6, Sell BTC-30JUL21-27000-P, quantity:1.3285173445869505, gain usd: 189.32538313492768, usd balance:36059.29368698259, btc balance:0, total balance:36059.29368698259\n",
"\n",
"2021-07-30\n",
"\tNot Exercised this week\n",
"\tBTC price: 39811.18, Sell BTC-6AUG21-33000-P, quantity:1.092705869302503, gain usd: 231.90607236119226, usd balance:36291.199759343785, btc balance:0, total balance:36291.199759343785\n",
"\n",
"2021-08-06\n",
"\tNot Exercised this week\n",
"\tBTC price: 40866.9, Sell BTC-13AUG21-34000-P, quantity:1.0673882282159937, gain usd: 236.6758159474528, usd balance:36527.87557529124, btc balance:0, total balance:36527.87557529124\n",
"\n",
"2021-08-13\n",
"\tNot Exercised this week\n",
"\tBTC price: 46170.27, Sell BTC-20AUG21-39000-P, quantity:0.9366121942382369, gain usd: 429.1974304545123, usd balance:36957.073005745755, btc balance:0, total balance:36957.073005745755\n",
"\n",
"2021-08-20\n",
"\tNot Exercised this week\n",
"\tBTC price: 46891.42, Sell BTC-27AUG21-42000-P, quantity:0.8799303096606133, gain usd: 480.17947794934184, usd balance:37437.2524836951, btc balance:0, total balance:37437.2524836951\n",
"\n",
"2021-08-27\n",
"\tNot Exercised this week\n",
"\tBTC price: 47353.13, Sell BTC-3SEP21-40000-P, quantity:0.9359313120923775, gain usd: 306.7465693481094, usd balance:37743.999053043204, btc balance:0, total balance:37743.999053043204\n",
"\n",
"2021-09-03\n",
"\tNot Exercised this week\n",
"\tBTC price: 49389.78, Sell BTC-10SEP21-44000-P, quantity:0.8578181602964364, gain usd: 385.63954741260665, usd balance:38129.63860045581, btc balance:0, total balance:38129.63860045581\n",
"\n",
"2021-09-10\n",
"\tNot Exercised this week\n",
"\tBTC price: 46154.47, Sell BTC-17SEP21-43000-P, quantity:0.886735781405949, gain usd: 575.2538763621435, usd balance:38704.89247681795, btc balance:0, total balance:38704.89247681795\n",
"\n",
"2021-09-17\n",
"\tNot Exercised this week\n",
"\tBTC price: 47867.53, Sell BTC-24SEP21-40000-P, quantity:0.9676223119204488, gain usd: 157.7673158296489, usd balance:38862.659792647595, btc balance:0, total balance:38862.659792647595\n",
"\n",
"2021-09-24\n",
"\tNot Exercised this week\n",
"\tBTC price: 44850.13, Sell BTC-1OCT21-38000-P, quantity:1.022701573490726, gain usd: 283.21747868959847, usd balance:39145.877271337195, btc balance:0, total balance:39145.877271337195\n",
"\n",
"2021-10-01\n",
"\tNot Exercised this week\n",
"\tBTC price: 44749.47, Sell BTC-8OCT21-38000-P, quantity:1.0301546650351894, gain usd: 397.31698624906244, usd balance:39543.194257586256, btc balance:0, total balance:39543.194257586256\n",
"\n",
"2021-10-08\n",
"\tNot Exercised this week\n",
"\tBTC price: 54589.28, Sell BTC-15OCT21-46000-P, quantity:0.8596346577736143, gain usd: 199.12840172021438, usd balance:39742.32265930647, btc balance:0, total balance:39742.32265930647\n",
"\n",
"2021-10-15\n",
"\tNot Exercised this week\n",
"\tBTC price: 59303.15, Sell BTC-22OCT21-50000-P, quantity:0.7948464531861293, gain usd: 651.1429872570236, usd balance:40393.46564656349, btc balance:0, total balance:40393.46564656349\n",
"\n",
"2021-10-22\n",
"\tNot Exercised this week\n",
"\tBTC price: 63152.23, Sell BTC-29OCT21-56000-P, quantity:0.7213118865457766, gain usd: 558.284956376616, usd balance:40951.750602940105, btc balance:0, total balance:40951.750602940105\n",
"\n",
"2021-10-29\n",
"\tNot Exercised this week\n",
"\tBTC price: 60553.83, Sell BTC-5NOV21-54000-P, quantity:0.7583657519062983, gain usd: 278.4197363995285, usd balance:41230.17033933963, btc balance:0, total balance:41230.17033933963\n",
"\n",
"2021-11-05\n",
"\tNot Exercised this week\n",
"\tBTC price: 62328.68, Sell BTC-12NOV21-52000-P, quantity:0.7928878911411468, gain usd: 201.48097087640343, usd balance:41431.65131021603, btc balance:0, total balance:41431.65131021603\n",
"\n",
"2021-11-12\n",
"\tNot Exercised this week\n",
"\tBTC price: 64431.97, Sell BTC-19NOV21-54000-P, quantity:0.7672528020410376, gain usd: 164.4678236799075, usd balance:41596.11913389594, btc balance:0, total balance:41596.11913389594\n",
"\n",
"2021-11-19\n",
"\tNot Exercised this week\n",
"\tBTC price: 55998.32, Sell BTC-26NOV21-50000-P, quantity:0.8319223826779188, gain usd: 460.9491056043415, usd balance:42057.06823950028, btc balance:0, total balance:42057.06823950028\n",
"\n",
"2021-11-26\n",
"\tNot Exercised this week\n",
"\tBTC price: 57066.07, Sell BTC-3DEC21-48000-P, quantity:0.8761889216562558, gain usd: 162.38763808590585, usd balance:42219.45587758619, btc balance:0, total balance:42219.45587758619\n",
"\n",
"2021-12-03\n",
"\tNot Exercised this week\n",
"\tBTC price: 56820.11, Sell BTC-10DEC21-48000-P, quantity:0.8795719974497123, gain usd: 287.35642758410614, usd balance:42506.81230517029, btc balance:0, total balance:42506.81230517029\n",
"\n",
"2021-12-10\n",
"\tExercise BTC-10DEC21-48000-P with delivery price 47836.13, usd balance:287.3564275841054, btc balance:0.8795719974497123\n",
"\tBTC price: 47836.13, Sell BTC-17DEC21-40000-P, quantity:0.007183910689602635, gain usd: 2.0669889411250395, usd balance:289.42341652523044, btc balance:0.8795719974497123, total balance:42364.74383088933\n",
"\n",
"2021-12-17\n",
"\tNot Exercised this week\n",
"\tBTC price: 46957.18, Sell BTC-24DEC21-42000-P, quantity:0.0068910337267912005, gain usd: 2.4843835948043433, usd balance:291.9078001200348, btc balance:0.8795719974497123, total balance:41594.12840732571\n",
"\n",
"Close this investment\n",
"\n",
" date btc_price usd_balance_atm usd_balance_80\n",
"0 2021-05-21 39780.87 30391.280047 31402.073126\n",
"1 2021-05-28 36828.41 28728.813719 31779.002548\n",
"2 2021-06-04 36666.82 28611.594276 33213.236517\n",
"3 2021-06-11 37013.28 28889.293692 33571.464312\n",
"4 2021-06-18 37737.40 29459.939479 33968.659167\n",
"5 2021-06-25 34140.41 26683.075956 34290.057920\n",
"6 2021-07-02 33258.02 25994.132001 34708.044451\n",
"7 2021-07-09 32880.64 25699.743272 35693.820483\n",
"8 2021-07-16 31660.24 24746.740086 35869.968304\n",
"9 2021-07-23 32452.60 25365.930451 36059.293687\n",
"10 2021-07-30 39811.18 31114.447226 36291.199759\n",
"11 2021-08-06 40866.90 31939.572074 36527.875575\n",
"12 2021-08-13 46170.27 36082.844471 36957.073006\n",
"13 2021-08-20 46891.42 36646.718174 37437.252484\n",
"14 2021-08-27 47353.13 37007.784959 37743.999053\n",
"15 2021-09-03 49389.78 38599.429827 38129.638600\n",
"16 2021-09-10 46154.47 36071.134048 38704.892477\n",
"17 2021-09-17 47867.53 37409.927154 38862.659793\n",
"18 2021-09-24 44850.13 35051.780424 39145.877271\n",
"19 2021-10-01 44749.47 34973.111774 39543.194258\n",
"20 2021-10-08 54589.28 42663.229200 39742.322659\n",
"21 2021-10-15 59303.15 46347.265548 40393.465647\n",
"22 2021-10-22 63152.23 49355.441706 40951.750603\n",
"23 2021-10-29 60553.83 47324.710961 41230.170339\n",
"24 2021-11-05 62328.68 48711.811713 41431.651310\n",
"25 2021-11-12 64431.97 50355.598587 41596.119134\n",
"26 2021-11-19 55998.32 43764.437522 42057.068240\n",
"27 2021-11-26 57066.07 44598.917523 42219.455878\n",
"28 2021-12-03 56820.11 44406.692095 42506.812305\n",
"29 2021-12-10 47836.13 37385.430897 42364.743831\n",
"30 2021-12-17 46957.18 36698.503998 41594.128407\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1656x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"result_80 = cal(1, show_active=True) # ~80%\n",
"result_atm = cal(3)\n",
"\n",
"results = []\n",
"for i in range(0, len(result_atm)):\n",
" r = result_atm[i]\n",
" r.append(result_80[i][2])\n",
" results.append(r)\n",
"\n",
"visual_data(results)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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