└── renkotrading.ipynb /renkotrading.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": { 7 | "collapsed": false 8 | }, 9 | "outputs": [ 10 | { 11 | "name": "stdout", 12 | "output_type": "stream", 13 | "text": [ 14 | "Populating the interactive namespace from numpy and matplotlib\n" 15 | ] 16 | } 17 | ], 18 | "source": [ 19 | "import numpy as np\n", 20 | "import matplotlib.pyplot as plt\n", 21 | "import seaborn as sns\n", 22 | "sns.set_style(\"darkgrid\")\n", 23 | "%pylab inline\n", 24 | "import datetime, time\n", 25 | "import requests\n", 26 | "import numpy as np" 27 | ] 28 | }, 29 | { 30 | "cell_type": "markdown", 31 | "metadata": {}, 32 | "source": [ 33 | "## Config" 34 | ] 35 | }, 36 | { 37 | "cell_type": "code", 38 | "execution_count": 2, 39 | "metadata": { 40 | "collapsed": true 41 | }, 42 | "outputs": [], 43 | "source": [ 44 | "symbol = \"BTCUSDT\"\n", 45 | "period = 200\n", 46 | "interval = \"6h\"\n", 47 | "delta = 0.05" 48 | ] 49 | }, 50 | { 51 | "cell_type": "markdown", 52 | "metadata": {}, 53 | "source": [ 54 | "## Data retrieval " 55 | ] 56 | }, 57 | { 58 | "cell_type": "code", 59 | "execution_count": 3, 60 | "metadata": { 61 | "collapsed": false 62 | }, 63 | "outputs": [ 64 | { 65 | "name": "stdout", 66 | "output_type": "stream", 67 | "text": [ 68 | "1512243921996 1514835921996\n", 69 | "2017-12-02 2018-01-01\n", 70 | "1514835923615 1517427923615\n", 71 | "2018-01-01 2018-01-31\n", 72 | "1517427924081 1520019924081\n", 73 | "2018-01-31 2018-03-02\n", 74 | "1520019924615 1522608324615\n", 75 | "2018-03-02 2018-04-01\n", 76 | "1522608325090 1525200325090\n", 77 | "2018-04-01 2018-05-01\n", 78 | "1525200325612 1527792325612\n", 79 | "2018-05-01 2018-05-31\n", 80 | "1527792326115 1530384326115\n", 81 | "2018-05-31 2018-06-30\n" 82 | ] 83 | } 84 | ], 85 | "source": [ 86 | "y_data = []\n", 87 | "start_prices = []\n", 88 | "amplitude = []\n", 89 | "days = list(np.arange(period,-30,-30))\n", 90 | "for i, day in enumerate(days):\n", 91 | " if i == len(days)-1:\n", 92 | " continue\n", 93 | " start = datetime.datetime.now() - datetime.timedelta(days=float(day))\n", 94 | " start = int(time.mktime(start.timetuple())*1e3 + start.microsecond/1e3)\n", 95 | " end = datetime.datetime.now() - datetime.timedelta(days=float(days[i+1]))\n", 96 | " end = int(time.mktime(end.timetuple())*1e3 + end.microsecond/1e3)\n", 97 | " print(start,end)\n", 98 | " print(datetime.datetime.fromtimestamp(int(str(start)[:-3])).strftime('%Y-%m-%d'),\n", 99 | " datetime.datetime.fromtimestamp(int(str(end)[:-3])).strftime('%Y-%m-%d')) \n", 100 | " r = requests.get(\"https://api.binance.com/api/v1/klines?symbol={}&interval={}&startTime={}&endTime={}\".format(\n", 101 | " symbol, interval, start, end))\n", 102 | " r = r.json()\n", 103 | " for array in r:\n", 104 | " y_data.append(np.average([float(array[2]), float(array[3])]))\n", 105 | " start_prices.append(float(array[1]))\n", 106 | " amplitude.append(float(array[2])-float(array[3]))\n", 107 | "x_data = np.array(list(range(len(y_data))))" 108 | ] 109 | }, 110 | { 111 | "cell_type": "markdown", 112 | "metadata": {}, 113 | "source": [ 114 | "## Pseudo-renko" 115 | ] 116 | }, 117 | { 118 | "cell_type": "code", 119 | "execution_count": 6, 120 | "metadata": { 121 | "collapsed": false 122 | }, 123 | "outputs": [], 124 | "source": [ 125 | "pre = y_data[0] # first datapoint\n", 126 | "increment = 0\n", 127 | "\n", 128 | "x_positive = []\n", 129 | "y_positive = []\n", 130 | "x_negative = []\n", 131 | "y_negative = []\n", 132 | "\n", 133 | "# generate delta% change points\n", 134 | "for i, point in enumerate(y_data):\n", 135 | " increment += point-pre\n", 136 | " increment_perc = increment/pre\n", 137 | " pre = point\n", 138 | " if increment_perc > delta:\n", 139 | " x_positive.append(i)\n", 140 | " y_positive.append(point)\n", 141 | " increment = 0\n", 142 | " if increment_perc < -delta:\n", 143 | " x_negative.append(i)\n", 144 | " y_negative.append(point)\n", 145 | " increment = 0" 146 | ] 147 | }, 148 | { 149 | "cell_type": "code", 150 | "execution_count": 7, 151 | "metadata": { 152 | "collapsed": false 153 | }, 154 | "outputs": [ 155 | { 156 | "data": { 157 | "text/plain": [ 158 | "" 159 | ] 160 | }, 161 | "execution_count": 7, 162 | "metadata": {}, 163 | "output_type": "execute_result" 164 | }, 165 | { 166 | "data": { 167 | "image/png": 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kxxMAAAAAAClE8ISs0FXx1Psn3b3iKc98fsbEYhW57IrEpAgn2wEAAAAAkBIE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2LJ9pvJUBSRuMKKJ6Ii0ieHi0fnqHjKthnuv058Of255mi1k3QCrAYRciyBGpsBFRb9gmY8AUht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\nA2f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168 | "text/plain": [ 169 | "" 170 | ] 171 | }, 172 | "metadata": {}, 173 | "output_type": "display_data" 174 | } 175 | ], 176 | "source": [ 177 | "plt.figure(figsize=(20,12))\n", 178 | "plt.plot(x_data, y_data, \"-\")\n", 179 | "plt.plot(x_positive, y_positive, \"o\", color=\"green\", label=\"price went up {}%\".format(delta*100))\n", 180 | "plt.plot(x_negative, y_negative, \"o\", color=\"red\", label=\"price went down {}%\".format(delta*100))\n", 181 | "plt.ylabel(\"Dollars ($)\", fontsize=12, fontweight=600)\n", 182 | "plt.xlabel(\"Days ago\", fontsize=12, fontweight=600)\n", 183 | "plt.legend(fontsize=12)" 184 | ] 185 | }, 186 | { 187 | "cell_type": "code", 188 | "execution_count": 9, 189 | "metadata": { 190 | "collapsed": false 191 | }, 192 | "outputs": [ 193 | { 194 | "data": { 195 | "text/plain": [ 196 | "" 197 | ] 198 | }, 199 | "execution_count": 9, 200 | "metadata": {}, 201 | "output_type": "execute_result" 202 | }, 203 | { 204 | "data": { 205 | "image/png": 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UxeVqfGqWvyouPuAXbzg8PEQlJWXeLgMn8OOPP2jkyGH6299e0sSJl0mSnnji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206 | "text/plain": [ 207 | "" 208 | ] 209 | }, 210 | "metadata": {}, 211 | "output_type": "display_data" 212 | } 213 | ], 214 | "source": [ 215 | "# regular plot\n", 216 | "plt.figure(figsize=(20,12))\n", 217 | "x_positive_regular = []\n", 218 | "x_negative_regular = []\n", 219 | "y_data_regular = []\n", 220 | "nextprice_positive_regular = []\n", 221 | "nextprice_negative_regular = []\n", 222 | "amplitude_positive_regular = []\n", 223 | "amplitude_negative_regular = []\n", 224 | "counter = 0\n", 225 | "for i in x_data:\n", 226 | " if i in x_positive:\n", 227 | " x_positive_regular.append(counter)\n", 228 | " y_data_regular.append(y_positive[np.argwhere(np.array(x_positive)==i)[0][0]])\n", 229 | " nextprice_positive_regular.append(start_prices[i+1])\n", 230 | " amplitude_positive_regular.append(amplitude[i])\n", 231 | " counter += 1\n", 232 | " elif i in x_negative:\n", 233 | " x_negative_regular.append(counter)\n", 234 | " y_data_regular.append(y_negative[np.argwhere(np.array(x_negative)==i)[0][0]])\n", 235 | " nextprice_negative_regular.append(start_prices[i+1])\n", 236 | " amplitude_negative_regular.append(amplitude[i])\n", 237 | " counter += 1\n", 238 | "x_data_regular = list(range(counter))\n", 239 | "\n", 240 | "plt.plot(x_data_regular, y_data_regular, '-', color=\"black\", label=\"trendline\")\n", 241 | "plt.plot(x_positive_regular, y_positive, \"o\", color=\"green\", label=\"price went up {}%\".format(delta*100))\n", 242 | "plt.plot(x_negative_regular, y_negative, \"o\", color=\"red\", label=\"price went down {}%\".format(delta*100))\n", 243 | "plt.ylabel(\"Dollars ($)\", fontsize=12, fontweight=600)\n", 244 | "plt.xlabel(\"Equally-spaced Renko points\", fontsize=12, fontweight=600)\n", 245 | "\n", 246 | "plt.plot(x_positive_regular, nextprice_positive_regular, \"o\", label=\"next price\")\n", 247 | "\n", 248 | "plt.legend(fontsize=12)" 249 | ] 250 | }, 251 | { 252 | "cell_type": "markdown", 253 | "metadata": {}, 254 | "source": [ 255 | "## Trading algo" 256 | ] 257 | }, 258 | { 259 | "cell_type": "code", 260 | "execution_count": 10, 261 | "metadata": { 262 | "collapsed": true 263 | }, 264 | "outputs": [], 265 | "source": [ 266 | "# params\n", 267 | "budget = 100 # dolars\n", 268 | "min_steps = 1" 269 | ] 270 | }, 271 | { 272 | "cell_type": "markdown", 273 | "metadata": {}, 274 | "source": [ 275 | "### baseline (holding)" 276 | ] 277 | }, 278 | { 279 | "cell_type": "code", 280 | "execution_count": 11, 281 | "metadata": { 282 | "collapsed": false 283 | }, 284 | "outputs": [ 285 | { 286 | "name": "stdout", 287 | "output_type": "stream", 288 | "text": [ 289 | "61.7450093646\n", 290 | "0.00913617468366\n" 291 | ] 292 | } 293 | ], 294 | "source": [ 295 | "init_holding = budget/y_data[0] #btc\n", 296 | "end_holding = init_holding*y_data[-1] #euro\n", 297 | "print(end_holding)\n", 298 | "print(init_holding)" 299 | ] 300 | }, 301 | { 302 | "cell_type": "markdown", 303 | "metadata": {}, 304 | "source": [ 305 | "### renko" 306 | ] 307 | }, 308 | { 309 | "cell_type": "code", 310 | "execution_count": 13, 311 | "metadata": { 312 | "collapsed": false 313 | }, 314 | "outputs": [ 315 | { 316 | "name": "stdout", 317 | "output_type": "stream", 318 | "text": [ 319 | "USD final:\t 140.22 $\n", 320 | "Gain respect baseline:\t 227.0 %\n" 321 | ] 322 | } 323 | ], 324 | "source": [ 325 | "usd = 0\n", 326 | "btc = budget/y_data[0]\n", 327 | "#print(usd,btc)\n", 328 | "uptrend = 0\n", 329 | "downtrend = 0\n", 330 | "cur_price = y_data[0]\n", 331 | "buy_x = []\n", 332 | "buy_y = []\n", 333 | "sell_x = []\n", 334 | "sell_y = []\n", 335 | "y_data_regular = []\n", 336 | "holding_value = []\n", 337 | "algo_value = []\n", 338 | "buy_sell_steps = 0\n", 339 | "usd_progression = []\n", 340 | "hold_progression = []\n", 341 | "amplitude_progression = []\n", 342 | "N_amp = 12\n", 343 | "amplitude_threshold = 100000000\n", 344 | "for point in x_data_regular:\n", 345 | " \n", 346 | " # assign trend\n", 347 | " if point in x_positive_regular:\n", 348 | " uptrend += 1\n", 349 | " downtrend = 0\n", 350 | " cur_price = y_positive[np.argwhere(np.array(x_positive_regular)==point)[0][0]]\n", 351 | " cur_amplitude = amplitude_positive_regular[np.argwhere(np.array(x_positive_regular)==point)[0][0]]\n", 352 | " next_price = nextprice_positive_regular[np.argwhere(np.array(x_positive_regular)==point)[0][0]]\n", 353 | " y_data_regular.append(cur_price)\n", 354 | " \n", 355 | " elif point in x_negative_regular:\n", 356 | " downtrend += 1\n", 357 | " uptrend = 0\n", 358 | " cur_price = y_negative[np.argwhere(np.array(x_negative_regular)==point)[0][0]]\n", 359 | " cur_amplitude = amplitude_negative_regular[np.argwhere(np.array(x_negative_regular)==point)[0][0]]\n", 360 | " next_price = nextprice_negative_regular[np.argwhere(np.array(x_negative_regular)==point)[0][0]]\n", 361 | " y_data_regular.append(cur_price)\n", 362 | " \n", 363 | " \n", 364 | "\n", 365 | " # buy\n", 366 | " amplitude_progression.append(cur_amplitude)\n", 367 | " last_amp = np.convolve(amplitude_progression, np.ones((N_amp,))/N_amp, mode='valid')[-1]\n", 368 | " if uptrend == min_steps:\n", 369 | " # uptrend = 0\n", 370 | " # downtrend = 0\n", 371 | " #print(\"uptrend\", cur_price)\n", 372 | " buy_sell_steps +=1\n", 373 | " if usd > 0 and last_amp < amplitude_threshold:\n", 374 | " btc = (usd*0.999)/next_price\n", 375 | " usd = 0\n", 376 | " #print(\"{}\\t{}\\t{}\".format(round(cur_price,2), round(btc,4), round(usd,2)))\n", 377 | " hold_progression.append((budget/y_data[0])*next_price)\n", 378 | " usd_progression.append(btc*next_price)\n", 379 | " buy_x.append(point)\n", 380 | " buy_y.append(next_price)\n", 381 | " \n", 382 | " # sell\n", 383 | " elif downtrend == min_steps:\n", 384 | " buy_sell_steps +=1\n", 385 | " if btc > 0 and last_amp < amplitude_threshold:\n", 386 | " usd = (btc*0.999)*next_price\n", 387 | " btc = 0\n", 388 | " #print(\"{}\\t{}\\t{}\".format(round(cur_price,2), round(btc,4), round(usd,2)))\n", 389 | " hold_progression.append((budget/y_data[0])*next_price)\n", 390 | " usd_progression.append(usd)\n", 391 | " sell_x.append(point)\n", 392 | " sell_y.append(next_price)\n", 393 | " else:\n", 394 | " hold_progression.append((budget/y_data[0])*next_price)\n", 395 | " \n", 396 | " if btc > 0:\n", 397 | " usd_progression.append(btc*next_price)\n", 398 | " elif usd > 0:\n", 399 | " usd_progression.append(usd)\n", 400 | " \n", 401 | " # algo value\n", 402 | " if usd > 0:\n", 403 | " algo_value.append(usd)\n", 404 | " elif btc > 0:\n", 405 | " algo_value.append(btc*next_price)\n", 406 | " \n", 407 | " # holding value\n", 408 | " holding_value.append(init_holding*next_price)\n", 409 | " \n", 410 | "end_usd = max(usd, btc*next_price)\n", 411 | "print(\"USD final:\\t {} $\".format(round(end_usd,2)))\n", 412 | "print(\"Gain respect baseline:\\t {} %\".format(round((end_usd/end_holding)*100)))" 413 | ] 414 | }, 415 | { 416 | "cell_type": "code", 417 | "execution_count": 20, 418 | "metadata": { 419 | "collapsed": false 420 | }, 421 | "outputs": [], 422 | "source": [ 423 | "# moving average amplitude\n", 424 | "amp_raw = [t/20 for t in amplitude_progression] # I reduce amplitude arbitrarily to fit in the plot scale\n", 425 | "amp = np.convolve(amp_raw, np.ones((N_amp,))/N_amp, mode='full')" 426 | ] 427 | }, 428 | { 429 | "cell_type": "code", 430 | "execution_count": 21, 431 | "metadata": { 432 | "collapsed": false 433 | }, 434 | "outputs": [ 435 | { 436 | "data": { 437 | "text/plain": [ 438 | "" 439 | ] 440 | }, 441 | "execution_count": 21, 442 | "metadata": {}, 443 | "output_type": "execute_result" 444 | }, 445 | { 446 | "data": { 447 | "image/png": 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+eMLkLse99J993PH6Vl78/lwy4iP79Fwy8ul7mgwWXWsyWHStyWDRtSaDZbRe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ijpw+cIJzMNTkyz82pQw6GkSgoXS798BAWXaNVeor0teLv3s6ShuHYUz6WDTG17etGXcILluKoX\nbTT1ZJo61oM6OUC0/NqEkl28BVfV0QZPQeOTi45tPp7eQ6jR8VhCaRUKb34nua9+KrZLqeSmbIez\nqixUMreaeTSVmsIAFwcloSRSY/aNUVcUxO/Rsh2KEGnRNxZBVeBQZ4hf/+pRbirPJdd39ffrsbDF\n6b4xXDf2d6XFrJt9YzguqAo8sKWUuuIAuV6dkckIXzncg+O4eJZp6uaFREKpVJLCQoj0mTMrYRjG\n7wC/c91jF647LFGE25/muMQsRocus9ntor30iYzdwy7dvuCkN2VqGHVyQBpypyjRS0i90oXt256R\ne3h6W3AVFatiD9HqvQQP/CXK1PCiprMB6P3HUawJIlVLaOytqNh5VYtqSK73HQXAui6hhObDLtyc\n0R1K3o59uKpOtObujN0jk9xgKdGae/Cf/Q4Td3xyVe6yyqblHmO9nBpKgrJDSaTM7Bvj5hmTFoVY\n7Vo6R3DjEz9dN9Y3z6tdLd4YnogueT0xUdRx4fWLQ7x8zsF2uUZ0mUqrLwyMU+DXKQl6MnofIcT6\nMt82l0JiZW6Jb3sKc5e9vZS+kMRcek+/wmYg2HBXxu5hle4k0PUa2GHQZh+ZrQ3JhLfFsPNnNKcu\nzVRC6TB28U243lwiVXvJwcXTc4DIpscXd73p/kl3LCmuWLlf6v2jPH3HcFUP1iyfL6t0O56eA0uK\naz7e9n1EN9x2Te+m1Waq8Snyf/K76H3HsCr2ZDscsULUFwd59cLQ9BQ8IRYyMhGlbywiDbnFmtJc\nW4h3xrTRP31i26wTQdO1/szTTezakEfYcjjYPswffPcUUcdFU5RlKa2+MDghE96EEGk332+SI0A7\n0BF/342/n3hpA1qAvwNWbtfXNcTpPEDE1dlgLK45cjKiZTtRHAt96Mycx+jD8QlvxZJQSoWdF2tO\nrS4isZIU10G/fJhofKqbVbF7yX2UPN37sYoal9x83c6rXtTHrV8+GksmzZLctEq2oY31oEwNLym2\n2ajjveiDb6/acreEyKbHcRWdnNf+GL23ZVHX0HtbCLT87aLPFytPQ0kQ23HpHJFBrSI5Zl+sIbck\nlMRakihv/sjd9bOWnGViXVEU/B6Ne7eU8szTTfh0lds2Zr60OjbhbVzK3YQQaTfnDiXTNP8a+GsA\nwzCc+GMNyxSXmEXZ8BHOebZS5s9cM73Ezhm9/wRW2a5Zj9GGz+Hq/ukSLpEcN1CCq/vRMjTpTRs6\ngxq5Mp1QQvMRrbx18X2UHAvPpYOEt757ybE5eTVoE31gTYGe5CQV10HvPz7n/RO7lvTB0wtOJUyV\npyM2TTFS+0Bar7vctOFzgIOn9yCFL7yPkaeex0p8fSRB722h8JvvAdcB3Zfy+WJlqi+O/Qy5ODRB\ngzRnFUmQhJJYqzI5bXSh9T01BTywpYSDHSM4rouawZ1D/WMRxsK2THgTQqRdsnvdHwQeymQgYn7n\nW35Io3WGUV9m+6DbBfU4nlz0gbn7KOnDZ7EKN4MipRIpURTsDE568/QeAriaUAKi1XvRBk8taheP\nPnASNTpGtHrpO+Kmy/3GepI+Rxu5EEuQXd8/KXHNDE5683bsww6WZ6w0cbl4uveD66JAbGpdirvV\nvB37UFwbBTfWoD0NUwNF9tUVBwBok8bcIklm3xiVeT4KAtJ7RYh0uquhmKGJKGfiSdtMuTAY+9Pi\n5lL5I4IQIr2SzQicBPoNw6gGMAyj2jCMzxiG8a+GYfxW5sITAG3HX+Hm/R9FU1xuGdtH2/FXMncz\nRY015p7nSbo2fA67aEvmYljD7LyajJW8eXoP4/iLcQrqpx+LVO1FifdRSvl63Yn+SUtPKM1sSJ4s\n/XKiIffsvX+cYDlOoCQ26S2dHBtv58tEN96/6htZR6v3guaNvaNoKe/kcgIlV99R9bTvBBPZkePV\nKc/1clEac4skmX1jsjtJiAy4oy42NGV/W/rL92eanvAmu1KFEGmWbELpL4DjwK/G3/8B8GHgceCv\nDMP4WAZiE3ET51/BgwWAisPE+QwmlIiVEmkDb8fKXK4XnYg1lS7emtEY1ionrwZtNDM7lPTeFqKV\nt16TBLEqduNqvunm2qnw9OzHKtyEk1Ox5NgS/aNS+dg9fUdx9eDcyUtFwSrZhp7mhJLedxQ1HFr1\n/ZMArMpmRp76Ko7qJVL/SMrlaooVnn57YteHpNxtDWkoCdIuCSWRhImITcfwpCSUhMiAkhwvN5Xn\n8sbFoYze58LABEUBD0VBb0bvI4RYf5JNKN0af/1DwzB2ADsBB5gkNv3tQxmITcQFN9+Hi4rrQhSd\n4Ob7Mno/q3QnanQcLdR2w5o+fC52jOxQWhQ7vwY1PIISSe/WZmVqGH3kPNHKW65diPdRSrlUybHx\n9LyVlt1JAE5OBa6ioV7pTvocve8Y0fJdoGpzHmOVbEcfPA2OnY4wgViZl4tCpDaz/8+Wi7XhNqwN\nzahjl1I+V+9vxc6tws6vm27GL9aG+uIgbUMTOK678MFiSVp7RvnigQ5ae0azHcqinO0fwwW2SkJJ\niIy4q6GI4z2jXJmyMnaPWENu2Z0khEi/ZBNKie7L54FEQ5M/ARL1DzelMyhxrfpd99GrlNCu1nDi\n/mep35XhhFLZTiDWmPt6WvxJpV0kE94Ww8nQpDdP72GAWXeQRKv3og+8nVIfJX3wFGpkNG0JJVQd\nJ7cq+f5RdgR94O05y90SrNJtKHYYLXQxDUHGeDv2YVXswfUXpe2a2WaVNcV2ctmRlM7T+1qxynYR\nrn8Yb9drEJ3MUIRiuTWUBJmMOvRdCS98sFi01p5RPvq1Y3z2tTY+9vXWVZlUMvtivVeMcmnmK0Qm\n7K0vxnbhYEdmyt5iE94mpCG3ECIjkk0oJcYyhYFtgAscAhK1JrJ/MoMi4Ukq3EE6yx7KeDIJwCre\niqt60AdO3rCmDZ/DVTTsGX16RPLseC8hLc0JJb33EK6iEZ0lAROtTvRReivp6yV2NKWjIXeCnVeN\nluQOJX3wNIodXjihVBKf9DaQnrI3ZWoY/fLRNVHuNpNVvhvFDqMPnUn6HCU8ih66iFW+m0j9Iyh2\nGG/36xmMUiynmZPeROa0dI4QtV0cwLIdWjpHsh1Sys70jVHg16nI82U7FCHWpJ1V+eT6NN64mJmE\n0uUrYcYjtvRPEkJkRLIJpb746z8Hfj7+tgmUxd/ObOHvOtfXfgJdcVAqdizPDTUvdlHjrJPe9OGz\nsWSSJjnExbDz4zuU0txHydPbglW6AzyBG9aiFXvifZSSL3vz9LyJnV+Hk5u+qYJOfi1qkjuU9L5j\nAEQrZp/wlmAXb8FVdbTB9Ex683a+ioK75hJK0fIm4OrnNRmJ///Rsl1Eq+7A8eTgbXspI/GJ5dcQ\nf2JxUSa9ZVRd0dXvyZqq0lxbmMVoFudMf6wht7LKhxQIsVLpqsIddUXsbxvCzUAZ8nRDbil5E0Jk\nQLIJpZeJ9Ur6bWAL0GWa5jkgMVM7+T97i5SNdbYCkF+za9nuaZXtRO8/Cdf9YJMJb0vjBkpxNV96\ndyg5Fp7LR4nO1TA51T5KroOn5wCRNO5OArBzq1HHL4MdXfBYve8ojr9oukRwTpoPu3Bz2hpzezv2\n4fgKFtwZtdo4+XU4vgL0vtakz0kca5U3xb6Gau/F2/7jG74niNWpKOChwK/TJjuUMmoyenW4xXv3\nbKCpKj+L0aTOsh3ODYxL/yQhMmxvfRF9YxHOD6T/e/LVCW9S8iaESL9kE0r/hVh5mwKEgN+IP/4U\nYBNLOIlMGThF2PVQtnHbst3SKt2BOjmAOtF39UE7ihZqw5IJb4unKNj5tcn3EkqCPngaxZqYdwJX\nKn2UfOY3UcMjODmVaYsRYhPuFNdBHV+4ObSn71isfC+Jv4hbJdvQB9KwQ8l18XTsI1J7/7yNwFcl\nRcEq24XefzzpU/T+49i51biBEgAidY+gjV1CSyF5p/e2oL7+v9B7W1IOWWSWoiixxtyyQymjjnSF\nyPPpbCwKcCEDTxQz7eLQBFHblQlvQmTY3vpiAPa3pb/o48LAOMVBD4UBT9qvLYQQSSWUTNNsM01z\nB1AKlJim+f34479tmqbHNM3/kskg17v80TN0aBvR9eX7QWCVxcrrZjbm1kJtKI4lO5SWyMmrRh1N\n3w6lxJP1OXcokXwfJb23hbyf/h4AwSOfTWsiIFHupy1U7hedQBs6g1U+f7lbglW6HW2sB2Vqab1J\nfOa/oE30rdn+YFZ5ojF3ck2Y9b5WrPKruyLDdQ8B4Euy7E3vbaHw2+9D3fenFL7wPkkqrUD1JUEu\nDkmj9Uw60h1iT3U+920u4VDnCGPhzE1xygSzLzaRVBJKQmRWeZ6PLaU5vNGW/j5KFwYn2FQqu5OE\nEJmR7A4lAEzTHALKDMNY1FYZwzC+YBhGn2EYJ2Y89heGYZw2DKPVMIxvGYZRGH+83jCMScMwjsZf\nPruYe64FVZGLDOZsXtZ7WqXxhNKMxtzacKyyUSa8LY2dV5vWkjdP7yHsYAVOXs2cxyTbR8nb9hI4\n8Sc8jpV8mVwS7LxqANQFGnN7+o+juA5WRXJlZ1ZJ7NvRUsrerkmkHf3cmkx+RMuaUJwo+uDpBY+d\nbshd1jT9mJtTTrR8d6zsLQme7v1gT6HggB1J69eSSI+G4iAjk1FGJhYuQxWpGxgL0zE8yc01Bdy3\nuQTLcTnQnpmmu5li9o3j11U2Ft3Yn08IkV5764s42hViPJK+xLPrulwcnGCzNOQWQmRI0gklwzDu\nNgzjKHAJOB5/7KuGYfzEMIxkm608Czx+3WMvAjtN02wi1ovpP85YO2+a5p74y0eTjXUtGR26RBnD\nhItuWtb7u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PXSvHVJ3u69QsR25+yflHDf5hK+fbyXw50h7qjP7rCLfzzYydu9V/izJ7ZR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\niSJz6CmgenAUd6f77o5I7hhcZgOuhuponFUrMYec2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g6KFUx1KCKJ3Ed24q4rT+l0t2bh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ebSzm8k1GRwHAsfJNdIsLr3ruLw+a7dQMuQlryVJsm785bB/7pq/RLS58HSNbUDcWjc6FAPB1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\nzMzMzMzMbCguKJmZmZmZmZmZ2VC+BMYvxmqK9TsmAAAAAElFTkSuQmCC\n", 448 | "text/plain": [ 449 | "" 450 | ] 451 | }, 452 | "metadata": {}, 453 | "output_type": "display_data" 454 | } 455 | ], 456 | "source": [ 457 | "plt.figure(figsize=(20,12))\n", 458 | "plt.plot(usd_progression, \".-\", label=\"renkoTrading\")\n", 459 | "plt.plot(hold_progression, \".-\", label=\"holding\")\n", 460 | "plt.plot(amp, \"--\", label=\"volatility\")\n", 461 | "plt.legend(fontsize=18)\n", 462 | "plt.title(symbol, fontsize=16, fontweight=600)\n", 463 | "plt.xlabel(\"Renko points (>5% variation on price)\", fontsize=16, fontweight=600)\n", 464 | "plt.ylabel(\"USDT for every {} USDT invested\".format(budget), fontsize=16, fontweight=600)" 465 | ] 466 | }, 467 | { 468 | "cell_type": "code", 469 | "execution_count": 22, 470 | "metadata": { 471 | "collapsed": false 472 | }, 473 | "outputs": [ 474 | { 475 | "data": { 476 | "text/plain": [ 477 | "" 478 | ] 479 | }, 480 | "execution_count": 22, 481 | "metadata": {}, 482 | "output_type": "execute_result" 483 | }, 484 | { 485 | "data": { 486 | "image/png": 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g9fo0OUnHEwAAAACgdhE8AfPw+fI7r7m5dDV4PF46ngAAAAAANY3gCZjH9u1J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\nkiRJkqRGmHiSJEmSJElSI/4Jk+yRpZj1UzQAAAAASUVORK5CYII=\n", 487 | "text/plain": [ 488 | "" 489 | ] 490 | }, 491 | "metadata": {}, 492 | "output_type": "display_data" 493 | } 494 | ], 495 | "source": [ 496 | "plt.figure(figsize=(20,12))\n", 497 | "plt.plot(x_data_regular, y_data_regular, '-', color=\"grey\")\n", 498 | "plt.plot(x_positive_regular, y_positive, \"o\", color=\"green\", markersize=4)\n", 499 | "plt.plot(x_negative_regular, y_negative, \"o\", color=\"red\", markersize=4)\n", 500 | "plt.plot(buy_x, buy_y, \"o\", color=\"blue\", markersize=10, label=\"buy BTC\")\n", 501 | "plt.plot(sell_x, sell_y, \"o\", color=\"black\", markersize=10, label=\"sell BTC\")\n", 502 | "plt.legend(fontsize=12)\n", 503 | "plt.xlabel(\"Renko points\", fontsize=12, fontweight=600)\n", 504 | "plt.ylabel(\"Dollars ($)\", fontsize=12, fontweight=600)" 505 | ] 506 | } 507 | ], 508 | "metadata": { 509 | "kernelspec": { 510 | "display_name": "Python 3", 511 | "language": "python", 512 | "name": "python3" 513 | }, 514 | "language_info": { 515 | "codemirror_mode": { 516 | "name": "ipython", 517 | "version": 3 518 | }, 519 | "file_extension": ".py", 520 | "mimetype": "text/x-python", 521 | "name": "python", 522 | "nbconvert_exporter": "python", 523 | "pygments_lexer": "ipython3", 524 | "version": "3.5.2" 525 | } 526 | }, 527 | "nbformat": 4, 528 | "nbformat_minor": 2 529 | } 530 | --------------------------------------------------------------------------------