Skip to content

Instantly share code, notes, and snippets.

@nagishin
Created October 5, 2018 14:22
Show Gist options
  • Save nagishin/e862286ae8313390ee1845d94b4a3070 to your computer and use it in GitHub Desktop.
Save nagishin/e862286ae8313390ee1845d94b4a3070 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# -*- coding: utf-8 -*-\n",
"import time, requests\n",
"from collections import OrderedDict\n",
"import pandas as pd\n",
"from chart_creator import ChartCreator as cc\n",
"from IPython.display import Image, display_png\n",
"\n",
"file_path = \"data/image/chart1.png\" # チャート画像ファイルパス\n",
"count = 200 # ローソクバー件数\n",
"period = 60 # 時間足(分指定)\n",
"# OHLCVデータ取得\n",
"to_time = int(time.time()) # 取得終了時刻(現在のUnixTime)\n",
"from_time = to_time - (count - 1) * period * 60 # 取得開始時刻(件数分遡ったUnixTime)\n",
"param = {\"period\": period, \"from\": from_time, \"to\": to_time}\n",
"url = \"https://www.bitmex.com/api/udf/history?symbol=XBTUSD&\" + \\\n",
" \"resolution={period}&from={from}&to={to}\".format(**param)\n",
"data = requests.get(url).json()\n",
"df = pd.DataFrame(OrderedDict(\n",
" {\"unixtime\":data[\"t\"], \"open\":data[\"o\"], \"high\":data[\"h\"],\n",
" \"low\":data[\"l\"], \"close\":data[\"c\"], \"volume\":data[\"v\"]}))\n",
"# チャート情報初期化\n",
"cc.initialize()\n",
"# メインチャート(ax:0)設定\n",
"cc.add_subchart(ax=0, label=\"USD\", grid=True)\n",
"# ローソクバー設定(OHLCV)\n",
"cc.set_ohlcv_df(df)\n",
"# SMA計算\n",
"sma = df[\"close\"].rolling(window=14, min_periods=1).mean()\n",
"# メインチャートにSMA設定\n",
"cc.set_line(df[\"unixtime\"].values, sma, ax=0, color=\"blue\", width=1.0)\n",
"# MACD計算\n",
"ema12 = df[\"close\"].ewm(span=12).mean()\n",
"ema26 = df[\"close\"].ewm(span=26).mean()\n",
"macd = ema12 - ema26\n",
"signal = macd.ewm(span=9).mean()\n",
"hist = macd - signal\n",
"# MACDサブチャート(ax:1)追加\n",
"cc.add_subchart(ax=1, label=\"MACD\", grid=True)\n",
"# MACD設定\n",
"cc.set_line(df[\"unixtime\"].values, macd, ax=1, color=\"red\", width=1.0)\n",
"cc.set_line(df[\"unixtime\"].values, signal, ax=1, color=\"cyan\", width=1.0)\n",
"cc.set_bar(df[\"unixtime\"].values, hist, ax=1, color=\"orange\")\n",
"# チャート生成\n",
"cc.create_chart(file_path)\n",
"# チャート画像表示\n",
"display_png(Image(file_path))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# -*- coding: utf-8 -*-\n",
"import time, requests\n",
"from collections import OrderedDict\n",
"import pandas as pd\n",
"from chart_creator import ChartCreator as cc\n",
"from IPython.display import Image, display_png\n",
"\n",
"file_path = \"data/image/chart2.png\" # チャート画像ファイルパス\n",
"count = 200 # ローソクバー件数\n",
"period = 60 # 時間足(分指定)\n",
"# OHLCVデータ取得\n",
"to_time = int(time.time()) # 取得終了時刻(現在のUnixTime)\n",
"from_time = to_time - (count + 500 - 1) * period * 60 # 取得開始時刻(件数分遡ったUnixTime)\n",
"param = {\"period\": period, \"from\": from_time, \"to\": to_time}\n",
"url = \"https://www.bitmex.com/api/udf/history?symbol=XBTUSD&\" + \\\n",
" \"resolution={period}&from={from}&to={to}\".format(**param)\n",
"data = requests.get(url).json()\n",
"df = pd.DataFrame(OrderedDict(\n",
" {\"unixtime\":data[\"t\"], \"open\":data[\"o\"], \"high\":data[\"h\"],\n",
" \"low\":data[\"l\"], \"close\":data[\"c\"], \"volume\":data[\"v\"]}))\n",
"# GMMA計算\n",
"term_gmma_s = [3, 5, 8, 10, 12, 15]\n",
"gmma_s = []\n",
"for term in term_gmma_s:\n",
" ema = df[\"close\"].ewm(span=term).mean()\n",
" gmma_s.append(ema.values[-count:])\n",
"term_gmma_l = [30, 35, 40, 45, 50, 60]\n",
"gmma_l = []\n",
"for term in term_gmma_l:\n",
" ema = df[\"close\"].ewm(span=term).mean()\n",
" gmma_l.append(ema.values[-count:])\n",
"# OHLCVをローソクバー件数に絞り込み\n",
"df = df.iloc[-count:]\n",
"df.reset_index(inplace=True)\n",
"np_utime = df[\"unixtime\"].values\n",
"# チャート情報初期化\n",
"cc.initialize()\n",
"# メインチャート(ax:0)\n",
"cc.add_subchart(ax=0, label=\"USD\", grid=True)\n",
"# ローソクバー設定(OHLCV)\n",
"cc.set_ohlcv_df(df)\n",
"# GMMA短期設定\n",
"for ema in gmma_s:\n",
" cc.set_line(np_utime, ema, ax=0, color=\"blue\", width=0.4)\n",
"# GMMA長期設定\n",
"for ema in gmma_l:\n",
" cc.set_line(np_utime, ema, ax=0, color=\"red\", width=0.4)\n",
"# チャート生成\n",
"cc.create_chart(file_path)\n",
"# チャート画像表示\n",
"display_png(Image(file_path))"
]
}
],
"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": "3.6.2"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment