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Financial Markets Data Visualization using Matplotlib
https://pypi.org/project/mplfinance/
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Feature Request: Combination of Candle Stick Chart With Option Chain Pyramid #595

Open DrChandrakant opened 1 year ago

DrChandrakant commented 1 year ago

Many Traders Looking For This Feature Where Option Chain Pyramid Need To Plot On Candle Stick Chart download

I Attempted This With Small Piece of Code. Please Take a Look.

Call = vb['call']
Put = vb['put']
width = 0.4
fig, axlist = mpf.plot(df,type='candle', returnfig=True, tight_layout=True, volume=True, style="yahoo",)
size = 0.0012 * max(df['Close'])
pyramid = fig.add_axes(axlist[0].get_position())
pyramid.set_axis_off()
pyramid.set_xlim(right=1.2*max(Call.values))

pyramid.barh( Call.keys().values, Call.values,height=0.02*size, color='red', alpha=0.20)
pyramid.barh( Put.keys().values+width, Put.values,height=0.02*size, color='green', alpha=0.20)
pyramid.invert_xaxis()
mpl.show()
DanielGoldfarb commented 1 year ago

Looks interesting. I'm not entirely sure how to understand it. Can you post some data, and add the code to read it in and run it through the above code, so that we can reproduce and play with it?

DrChandrakant commented 1 year ago

@DanielGoldfarb Following Is Option Chain Data

cOI | cCHNG IN OI | cVOLUME | cIV | cLTP | cCHNG | cBid Q | cBid P | cAsk Q | cAsk P | cTotalBuy | cTotalSell | cSpot | STRIKE PRICE | pSpot | pTotalSell | pTotalBuy | pBid Q | pBid P | pAsk P | pAsk Q | pCHNG | pLTP | pIV | pVOLUME | pCHNG IN OI | pOI -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 599.15 | 700.00 | 525 | 7525 | 7525 | 3368.6 | 2745 | 0 | 7700 | 4375 | 4375 | 0.10 | 2.50 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 579.10 | 680.25 | 525 | 7525 | 7525 | 3368.6 | 2765 | 0 | 525 | 4200 | 4200 | 0.10 | 2.90 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 559.60 | 660.50 | 525 | 7525 | 7525 | 3368.6 | 2785 | 0 | 700 | 4375 | 175 | 0.40 | 3.00 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 539.70 | 639.20 | 525 | 7525 | 7525 | 3368.6 | 2805 | 0 | 1050 | 4200 | 4200 | 0.10 | 1.75 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 521.30 | 620.90 | 525 | 7525 | 7525 | 3368.6 | 2825 | 0 | 525 | 8400 | 8400 | 0.10 | 3.50 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 499.75 | 601.20 | 525 | 7525 | 7525 | 3368.6 | 2845 | 0 | 525 | 4200 | 4200 | 0.10 | 3.70 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 481.50 | 581.30 | 525 | 7525 | 7525 | 3368.6 | 2865 | 0 | 525 | 4200 | 4200 | 0.10 | 3.95 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 372.95 | 561.70 | 525 | 7525 | 7525 | 3368.6 | 2885 | 0 | 525 | 4200 | 4200 | 0.10 | 4.35 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 442.40 | 541.75 | 525 | 7525 | 7525 | 3368.6 | 2905 | 0 | 525 | 7000 | 7000 | 0.25 | 4.25 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 428.55 | 527.45 | 525 | 7525 | 7525 | 3368.6 | 2920 | 0 | 0 | 0 | 0 | 0.00 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 1 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 418.80 | 521.00 | 525 | 7525 | 7525 | 3368.6 | 2925 | 0 | 9625 | 7875 | 350 | 0.50 | 2.20 | 175 | 0.40 | 2.20 | 30.09 | 2 | 0 | 18 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 404.70 | 504.50 | 525 | 7525 | 7525 | 3368.6 | 2940 | 0 | 350 | 14000 | 7000 | 0.30 | 2.05 | 350 | 0.00 | 0.00 | 0.00 | 0 | 0 | 2 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 399.65 | 503.75 | 525 | 7525 | 7525 | 3368.6 | 2945 | 0 | 525 | 11200 | 7000 | 0.35 | 6.35 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 391.20 | 488.35 | 525 | 7525 | 7525 | 3368.6 | 2960 | 0 | 0 | 18200 | 7000 | 0.40 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 383.25 | 483.30 | 525 | 7525 | 7525 | 3368.6 | 2965 | 0 | 7525 | 7000 | 7000 | 0.35 | 5.90 | 7000 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 369.05 | 471.65 | 525 | 7525 | 7525 | 3368.6 | 2980 | 0 | 0 | 14000 | 7000 | 0.40 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 367.65 | 466.70 | 525 | 7525 | 7525 | 3368.6 | 2985 | 0 | 875 | 7000 | 7000 | 0.40 | 9.25 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 3 | 0 | 1 | 23.91 | 392.00 | 40.00 | 175 | 382.25 | 403.75 | 175 | 7175 | 7175 | 3368.6 | 3000 | 0 | 14000 | 34125 | 525 | 2.05 | 2.45 | 175 | -1.90 | 2.05 | 25.38 | 96 | -67 | 1249 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 344.50 | 450.40 | 525 | 7525 | 7525 | 3368.6 | 3005 | 0 | 1050 | 21700 | 525 | 1.05 | 13.05 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 3 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 329.15 | 436.95 | 525 | 7525 | 7525 | 3368.6 | 3020 | 0 | 7000 | 26600 | 7000 | 0.90 | 14.55 | 7000 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 324.70 | 423.10 | 525 | 7525 | 7525 | 3368.6 | 3025 | 0 | 8750 | 19950 | 2800 | 1.00 | 5.65 | 350 | 0.00 | 0.00 | 0.00 | 0 | 0 | 8 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 309.65 | 413.60 | 7000 | 7525 | 7000 | 3368.6 | 3040 | 0 | 0 | 22400 | 7000 | 0.90 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 304.50 | 406.25 | 525 | 7525 | 7525 | 3368.6 | 3045 | 0 | 175 | 15925 | 525 | 1.05 | 8.80 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 290.65 | 387.35 | 525 | 7525 | 7525 | 3368.6 | 3060 | 0 | 7175 | 22400 | 7000 | 0.90 | 5.00 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 1 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 285.65 | 402.50 | 7000 | 7525 | 7000 | 3368.6 | 3065 | 0 | 0 | 19600 | 8400 | 1.15 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 270.60 | 368.45 | 525 | 7525 | 7525 | 3368.6 | 3080 | 0 | 14525 | 28175 | 175 | 2.10 | 6.10 | 175 | -3.05 | 3.05 | 22.29 | 2 | 0 | 11 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 259.75 | 361.70 | 525 | 7525 | 7525 | 3368.6 | 3085 | 0 | 14525 | 16275 | 875 | 1.80 | 4.30 | 350 | 0.05 | 10.10 | 28.72 | 1 | 0 | 8 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 700 | 250.95 | 346.25 | 525 | 7700 | 7525 | 3368.6 | 3100 | 0 | 22400 | 37100 | 1050 | 3.65 | 3.70 | 700 | -4.35 | 3.65 | 21.82 | 931 | 24 | 1109 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 246.15 | 342.15 | 525 | 7175 | 7525 | 3368.6 | 3105 | 0 | 14875 | 19775 | 175 | 3.45 | 3.95 | 525 | -4.00 | 4.15 | 22.08 | 8 | 2 | 11 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 7000 | 229.25 | 327.00 | 525 | 7000 | 7525 | 3368.6 | 3120 | 0 | 24675 | 30275 | 350 | 4.20 | 4.40 | 700 | -5.15 | 4.15 | 21.12 | 57 | 4 | 51 42 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 235.55 | 323.40 | 525 | 8225 | 7525 | 3368.6 | 3125 | 0 | 20125 | 35875 | 175 | 4.30 | 4.50 | 175 | -5.10 | 4.40 | 21.01 | 43 | -8 | 152 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 205.80 | 307.80 | 525 | 7700 | 7525 | 3368.6 | 3140 | 0 | 24325 | 39200 | 525 | 4.95 | 5.15 | 700 | -5.45 | 5.00 | 20.62 | 113 | -10 | 37 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 700 | 210.40 | 303.00 | 525 | 7700 | 7525 | 3368.6 | 3145 | 0 | 18375 | 28700 | 175 | 5.10 | 5.30 | 1225 | -3.75 | 5.40 | 20.70 | 31 | -3 | 15 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 190.25 | 288.60 | 525 | 7525 | 7525 | 3368.6 | 3160 | 0 | 25025 | 37450 | 350 | 5.95 | 6.00 | 525 | -6.05 | 5.85 | 20.07 | 155 | -7 | 96 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 185.65 | 284.10 | 525 | 7175 | 7525 | 3368.6 | 3165 | 0 | 18900 | 31325 | 175 | 6.15 | 6.30 | 1225 | -5.20 | 6.35 | 20.13 | 41 | -21 | 44 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 170.75 | 269.85 | 525 | 7175 | 7525 | 3368.6 | 3180 | 0 | 25375 | 36575 | 350 | 7.15 | 7.25 | 350 | -6.20 | 7.00 | 19.65 | 195 | -38 | 83 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 159.00 | 266.50 | 525 | 7175 | 7525 | 3368.6 | 3185 | 0 | 19075 | 30625 | 175 | 7.35 | 7.55 | 175 | -6.30 | 7.35 | 19.47 | 79 | -36 | 49 46 | -8 | 25 | 28.04 | 218.00 | 36.20 | 175 | 196.75 | 202.40 | 175 | 14000 | 14700 | 3368.6 | 3200 | 0 | 37975 | 47425 | 175 | 8.60 | 8.75 | 525 | -7.20 | 8.65 | 19.12 | 2696 | -1219 | 1368 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 176.65 | 248.00 | 525 | 8225 | 7525 | 3368.6 | 3205 | 0 | 24150 | 34650 | 175 | 8.95 | 9.20 | 1050 | -7.25 | 9.05 | 19.13 | 138 | -48 | 77 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 166.30 | 223.65 | 525 | 350 | 8050 | 3368.6 | 3220 | 0 | 28875 | 37625 | 175 | 10.55 | 10.70 | 700 | -7.60 | 10.50 | 18.83 | 171 | -44 | 126 7 | 0 | 0 | 0.00 | 0.00 | 0.00 | 700 | 172.05 | 195.55 | 525 | 1750 | 8050 | 3368.6 | 3225 | 0 | 25550 | 33075 | 175 | 10.90 | 11.25 | 2275 | -8.65 | 11.00 | 18.72 | 205 | -80 | 82 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 350 | 133.20 | 197.70 | 350 | 1050 | 7875 | 3368.6 | 3240 | 0 | 26950 | 37975 | 525 | 12.80 | 13.05 | 525 | -8.30 | 12.65 | 18.38 | 262 | -5 | 116 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0.00 | 228.00 | 7000 | 0 | 7000 | 3368.6 | 3245 | 0 | 0 | 13300 | 1750 | 5.20 | 0.00 | 0 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 3 | -4 | 7 | 24.21 | 163.00 | 38.40 | 175 | 143.45 | 154.95 | 175 | 700 | 1050 | 3368.6 | 3260 | 0 | 32725 | 41300 | 175 | 15.65 | 15.90 | 525 | -9.30 | 15.30 | 17.95 | 510 | -10 | 273 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 102.55 | 195.65 | 7000 | 700 | 7000 | 3368.6 | 3265 | 0 | 25375 | 32900 | 175 | 16.30 | 16.65 | 350 | -10.65 | 15.70 | 17.70 | 47 | -7 | 62 5 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 127.65 | 134.30 | 175 | 525 | 7700 | 3368.6 | 3280 | 0 | 27825 | 35875 | 175 | 19.15 | 19.45 | 875 | -8.90 | 19.25 | 17.70 | 390 | 47 | 393 4 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 122.00 | 143.30 | 525 | 1575 | 8925 | 3368.6 | 3285 | 0 | 26075 | 34475 | 175 | 19.90 | 20.35 | 350 | -11.35 | 19.20 | 17.36 | 168 | 3 | 280 411 | -17 | 553 | 18.29 | 116.20 | 16.50 | 525 | 114.65 | 116.20 | 175 | 18025 | 21525 | 3368.6 | 3300 | 0 | 52500 | 46375 | 350 | 23.55 | 23.80 | 175 | -11.00 | 23.65 | 17.41 | 3848 | 978 | 3017 19 | 0 | 1 | 18.77 | 115.80 | 16.00 | 175 | 107.85 | 115.10 | 175 | 8750 | 15575 | 3368.6 | 3305 | 0 | 25900 | 31500 | 175 | 24.25 | 24.80 | 175 | -12.15 | 23.90 | 17.21 | 107 | -5 | 109 74 | -37 | 149 | 17.76 | 102.55 | 16.50 | 175 | 99.95 | 101.90 | 525 | 18200 | 18900 | 3368.6 | 3320 | 0 | 30975 | 39200 | 350 | 28.30 | 28.65 | 175 | -12.45 | 27.75 | 17.01 | 396 | 0 | 231 83 | -13 | 45 | 17.36 | 98.00 | 15.65 | 175 | 94.65 | 99.80 | 175 | 9450 | 9800 | 3368.6 | 3325 | 0 | 26075 | 34125 | 350 | 29.35 | 29.90 | 175 | -12.80 | 29.15 | 16.95 | 173 | 17 | 159 210 | -130 | 523 | 17.48 | 88.65 | 14.65 | 175 | 86.05 | 87.25 | 175 | 12950 | 15050 | 3368.6 | 3340 | 0 | 30275 | 40600 | 175 | 34.15 | 34.70 | 350 | -13.90 | 34.15 | 16.82 | 784 | 19 | 463 94 | -42 | 238 | 17.24 | 84.80 | 13.50 | 525 | 83.20 | 84.40 | 525 | 12425 | 10675 | 3368.6 | 3345 | 0 | 28000 | 33250 | 525 | 35.50 | 36.05 | 175 | -14.40 | 35.70 | 16.68 | 394 | -77 | 139 307 | -168 | 1289 | 17.28 | 73.75 | 11.05 | 175 | 73.10 | 74.10 | 350 | 15925 | 24675 | 3368.6 | 3360 | 0 | 35175 | 43050 | 175 | 41.15 | 41.50 | 175 | -15.60 | 41.35 | 16.47 | 1254 | -48 | 392 94 | -29 | 207 | 17.26 | 73.05 | 12.90 | 175 | 70.55 | 71.75 | 175 | 13475 | 12775 | 3368.6 | 3365 | 0 | 28350 | 34650 | 350 | 42.80 | 43.25 | 175 | -16.25 | 43.05 | 16.27 | 606 | 10 | 139 388 | -17 | 1856 | 16.62 | 61.40 | 8.50 | 175 | 61.45 | 62.10 | 175 | 18025 | 31500 | 3368.6 | 3380 | 0 | 31850 | 28000 | 525 | 49.25 | 49.90 | 175 | -18.40 | 49.00 | 16.26 | 1404 | 30 | 225 188 | -7 | 975 | 16.77 | 60.65 | 10.00 | 525 | 59.15 | 60.05 | 175 | 15050 | 17150 | 3368.6 | 3385 | 0 | 26075 | 22050 | 175 | 51.20 | 51.85 | 525 | -20.05 | 50.95 | 16.05 | 626 | 33 | 81 2554 | 2 | 7895 | 16.67 | 52.05 | 8.05 | 175 | 51.30 | 51.70 | 175 | 49000 | 110600 | 3368.6 | 3400 | 0 | 26775 | 43750 | 175 | 58.70 | 59.40 | 175 | -20.00 | 58.85 | 16.12 | 2671 | 87 | 2459 117 | -4 | 572 | 16.57 | 49.70 | 7.65 | 350 | 49.10 | 49.70 | 700 | 24325 | 21000 | 3368.6 | 3405 | 0 | 17850 | 9800 | 350 | 60.80 | 61.75 | 350 | -14.35 | 61.65 | 15.98 | 131 | 25 | 57 535 | 9 | 1801 | 16.39 | 42.55 | 6.25 | 175 | 42.25 | 42.60 | 350 | 34650 | 42525 | 3368.6 | 3420 | 0 | 27475 | 25025 | 175 | 69.35 | 70.60 | 175 | -19.60 | 68.30 | 16.15 | 137 | 5 | 210 242 | -56 | 753 | 16.39 | 41.15 | 6.35 | 350 | 40.45 | 41.05 | 1225 | 25025 | 29225 | 3368.6 | 3425 | 0 | 15575 | 9100 | 700 | 70.90 | 75.60 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 62 573 | -54 | 1303 | 16.41 | 35.50 | 5.20 | 350 | 34.55 | 35.10 | 875 | 33950 | 39025 | 3368.6 | 3440 | 0 | 16625 | 10675 | 175 | 81.35 | 82.80 | 175 | -15.05 | 80.85 | 15.99 | 100 | 10 | 128 190 | 23 | 327 | 16.54 | 33.90 | 4.95 | 350 | 33.10 | 33.50 | 175 | 28350 | 19775 | 3368.6 | 3445 | 0 | 14350 | 7525 | 175 | 82.20 | 90.30 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 52 719 | 61 | 1108 | 16.50 | 28.60 | 3.70 | 175 | 28.20 | 28.50 | 525 | 39200 | 30450 | 3368.6 | 3460 | 0 | 16100 | 9625 | 350 | 94.75 | 96.30 | 175 | -18.65 | 94.45 | 16.10 | 38 | -2 | 167 173 | 55 | 183 | 16.56 | 27.80 | 4.70 | 175 | 27.05 | 27.40 | 525 | 26075 | 26075 | 3368.6 | 3465 | 0 | 7350 | 700 | 350 | 96.15 | 104.65 | 175 | 17.95 | 95.00 | 15.11 | 2 | 1 | 4 354 | -53 | 591 | 16.59 | 23.55 | 3.00 | 175 | 23.05 | 23.35 | 350 | 40775 | 35525 | 3368.6 | 3480 | 0 | 15400 | 8050 | 175 | 107.45 | 113.05 | 350 | -43.40 | 91.60 | 9.07 | 8 | -4 | 154 137 | 0 | 57 | 16.52 | 22.20 | 2.75 | 175 | 22.10 | 22.45 | 175 | 33600 | 24675 | 3368.6 | 3485 | 0 | 13825 | 7700 | 700 | 106.95 | 119.50 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 132 3336 | -269 | 4491 | 16.70 | 19.45 | 2.45 | 175 | 19.00 | 19.10 | 350 | 59150 | 137025 | 3368.6 | 3500 | 0 | 16275 | 12775 | 350 | 124.65 | 126.35 | 175 | -32.20 | 116.60 | 13.06 | 123 | -18 | 1000 44 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 18.00 | 30.70 | 175 | 9625 | 7525 | 3368.6 | 3505 | 0 | 7000 | 7525 | 175 | 103.70 | 175.80 | 7000 | -18.10 | 116.65 | 10.90 | 3 | 1 | 8 343 | -33 | 313 | 17.02 | 15.85 | 1.80 | 175 | 15.40 | 15.55 | 350 | 43925 | 32025 | 3368.6 | 3520 | 0 | 11725 | 5250 | 175 | 139.15 | 146.40 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 39 225 | -9 | 118 | 16.98 | 15.10 | 1.75 | 1400 | 14.65 | 14.95 | 175 | 38675 | 27125 | 3368.6 | 3525 | 0 | 8750 | 525 | 350 | 139.70 | 168.35 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 22 1304 | 5 | 507 | 17.24 | 12.70 | 0.80 | 525 | 12.60 | 12.85 | 525 | 48300 | 30975 | 3368.6 | 3540 | 0 | 13650 | 15750 | 1400 | 155.50 | 163.95 | 175 | -42.00 | 142.00 | 0.00 | 2 | 0 | 278 45 | 9 | 81 | 17.37 | 12.40 | 1.75 | 175 | 12.00 | 12.25 | 350 | 27300 | 14875 | 3368.6 | 3545 | 0 | 12425 | 0 | 0 | 0.00 | 194.20 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 16 695 | -25 | 613 | 17.55 | 10.70 | 0.95 | 2625 | 10.20 | 10.45 | 525 | 50225 | 53550 | 3368.6 | 3560 | 0 | 14175 | 6650 | 175 | 171.05 | 179.20 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 117 56 | 25 | 138 | 17.58 | 10.05 | 0.80 | 350 | 9.80 | 9.95 | 525 | 30975 | 19775 | 3368.6 | 3565 | 0 | 7525 | 0 | 0 | 0.00 | 222.00 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 339 | 171 | 430 | 17.70 | 8.65 | 0.55 | 2100 | 8.25 | 8.45 | 350 | 44100 | 29225 | 3368.6 | 3580 | 0 | 7875 | 8050 | 875 | 173.45 | 234.95 | 875 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 65 | 43 | 77 | 17.84 | 8.20 | 0.85 | 1925 | 7.95 | 8.15 | 175 | 33250 | 19075 | 3368.6 | 3585 | 0 | 7525 | 875 | 875 | 139.80 | 248.45 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 2988 | 100 | 2724 | 18.04 | 7.10 | 0.45 | 700 | 6.85 | 6.95 | 525 | 64050 | 97300 | 3368.6 | 3600 | 0 | 15225 | 15575 | 350 | 211.40 | 216.20 | 175 | -31.95 | 206.05 | 10.58 | 107 | -99 | 466 11 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 6.50 | 6.95 | 175 | 9975 | 7175 | 3368.6 | 3605 | 0 | 7525 | 7175 | 175 | 162.55 | 262.00 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 50 | -6 | 58 | 18.34 | 5.80 | 0.40 | 350 | 5.55 | 5.70 | 1225 | 37275 | 22750 | 3368.6 | 3620 | 0 | 7525 | 7700 | 525 | 177.65 | 281.15 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 6 | 0 | 1 | 25.89 | 18.25 | 12.95 | 700 | 5.25 | 6.60 | 700 | 17500 | 17500 | 3368.6 | 3625 | 0 | 8225 | 7175 | 175 | 182.30 | 258.55 | 1050 | 0.00 | 0.00 | 0.00 | 0 | 0 | 38 283 | 12 | 366 | 18.53 | 4.65 | 0.30 | 2100 | 4.50 | 4.65 | 1925 | 34825 | 25025 | 3368.6 | 3640 | 0 | 7525 | 7175 | 175 | 197.80 | 300.00 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 15 | 15 | 20 | 18.85 | 4.70 | -50.20 | 175 | 4.35 | 4.55 | 350 | 23800 | 15400 | 3368.6 | 3645 | 0 | 7525 | 7175 | 175 | 202.65 | 304.70 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 348 | -2 | 417 | 18.75 | 3.80 | 0.15 | 700 | 3.75 | 3.85 | 700 | 38150 | 26775 | 3368.6 | 3660 | 0 | 7000 | 7700 | 525 | 216.60 | 321.00 | 7000 | 0.00 | 0.00 | 0.00 | 0 | 0 | 1 16 | 3 | 17 | 19.17 | 3.90 | 0.45 | 175 | 3.60 | 3.75 | 1050 | 26425 | 18375 | 3368.6 | 3665 | 0 | 7525 | 7175 | 175 | 222.65 | 324.05 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 128 | 58 | 206 | 19.30 | 3.30 | 0.05 | 1575 | 3.15 | 3.30 | 700 | 27300 | 20300 | 3368.6 | 3680 | 0 | 7525 | 7175 | 175 | 237.80 | 338.65 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 7 | 0 | 6 | 19.26 | 3.05 | -0.80 | 1050 | 0.65 | 4.00 | 175 | 23450 | 14700 | 3368.6 | 3685 | 0 | 7525 | 7175 | 175 | 242.60 | 344.20 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 1607 | -98 | 539 | 19.35 | 2.55 | 0.25 | 525 | 2.55 | 2.65 | 875 | 46200 | 31850 | 3368.6 | 3700 | 0 | 7175 | 7700 | 175 | 302.90 | 310.30 | 175 | -40.20 | 299.55 | 0.00 | 1 | 0 | 48 1 | 0 | 1 | 18.77 | 2.00 | -8.35 | 175 | 1.75 | 5.75 | 7000 | 15750 | 15400 | 3368.6 | 3705 | 0 | 7525 | 7525 | 525 | 262.60 | 366.80 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 350 | 1.45 | 5.95 | 7000 | 16975 | 11025 | 3368.6 | 3720 | 0 | 7175 | 7000 | 7000 | 276.65 | 338.70 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 2 42 | 0 | 3 | 20.40 | 2.00 | 0.80 | 175 | 1.60 | 2.00 | 175 | 27825 | 22400 | 3368.6 | 3740 | 0 | 7525 | 7525 | 525 | 297.50 | 398.10 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 0.75 | 3.60 | 350 | 19425 | 9450 | 3368.6 | 3760 | 0 | 7525 | 7525 | 525 | 317.60 | 419.10 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 7000 | 0.80 | 8.85 | 7000 | 19250 | 9625 | 3368.6 | 3780 | 0 | 7525 | 7525 | 525 | 337.55 | 436.15 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 1496 | -94 | 385 | 22.73 | 1.80 | 0.05 | 2450 | 1.75 | 1.80 | 700 | 70350 | 38500 | 3368.6 | 3800 | 0 | 8400 | 9275 | 525 | 379.05 | 436.05 | 175 | 0.00 | 0.00 | 0.00 | 0 | 0 | 151 77 | 0 | 6 | 22.84 | 1.45 | -0.05 | 175 | 1.25 | 1.80 | 350 | 53375 | 14350 | 3368.6 | 3820 | 0 | 8750 | 8750 | 525 | 382.95 | 455.40 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 76 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 0.65 | 3.95 | 525 | 19775 | 8750 | 3368.6 | 3840 | 0 | 7525 | 7525 | 525 | 397.65 | 499.30 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 0.45 | 3.95 | 525 | 18900 | 8400 | 3368.6 | 3860 | 0 | 7525 | 7525 | 525 | 417.50 | 519.35 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 1 | 0 | 0 | 0.00 | 0.00 | 0.00 | 525 | 0.45 | 3.40 | 525 | 18900 | 8400 | 3368.6 | 3880 | 0 | 7525 | 7525 | 525 | 437.55 | 538.70 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 284 | 1 | 36 | 25.46 | 1.20 | 0.05 | 8225 | 1.20 | 1.35 | 1925 | 58975 | 22575 | 3368.6 | 3900 | 0 | 8050 | 8050 | 525 | 464.30 | 548.30 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 45 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 11200 | 0.10 | 8.50 | 350 | 11200 | 350 | 3368.6 | 3920 | 0 | 7525 | 7525 | 525 | 477.50 | 584.35 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 0 | 0 | 0 | 0.00 | 0.00 | 0.00 | 175 | 0.15 | 7.20 | 525 | 11375 | 875 | 3368.6 | 3940 | 0 | 7525 | 7525 | 525 | 497.55 | 603.05 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0 2 | 0 | 0 | 0.00 | 0.00 | 0.00 | 350 | 1.20 | 1.80 | 700 | 18550 | 8050 | 3368.6 | 3960 | 0 | 7525 | 7525 | 525 | 517.65 | 617.80 | 525 | 0.00 | 0.00 | 0.00 | 0 | 0 | 0

I Looking For Max 4 Strick Where Maximum Calls And Puts Placed

max_call = pd.DataFrame(option_chain['cOI'].nlargest(4))
max_put = pd.DataFrame(option_chain['pOI'].nlargest(4))

I Used Last Commented Code To Plot It and My Complete Chart Git

if Max Call OI Bar Below Last Candle May Short Cover Pull Stock Stock Up Similary We Can Visualized Option Support And Resistance On Chart

DrChandrakant commented 1 year ago

I Dont Know How To Post ipynb File So I Just Copy Past