mirror of
https://github.com/wassname/pandas-ta.git
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603 lines
304 KiB
Plaintext
603 lines
304 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Strategy Analysis with **Pandas TA** and AI/ML\n",
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"* This is a **Work in Progress** and subject to change!\n",
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"* Contributions are welcome and accepted!\n",
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"* Examples below are for **educational purposes only**."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Required Packages\n",
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"##### Uncomment the packages you need to install or are missing"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"#!pip install numpy\n",
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"#!pip install pandas\n",
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"#!pip install mplfinance\n",
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"#!pip install pandas-datareader\n",
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"#!pip install requests_cache\n",
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"#!pip install alphaVantage-api"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n",
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"Numpy v1.19.2\n",
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"Pandas v1.1.0\n",
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"mplfinance v0.12.7a0\n",
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"Pandas TA v0.2.20b0\n"
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]
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}
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],
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"source": [
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"%pylab inline\n",
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"import datetime as dt\n",
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"import random as rnd\n",
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"from sys import float_info as sflt\n",
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"\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"pd.set_option('max_rows', 100)\n",
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"pd.set_option('max_columns', 20)\n",
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"\n",
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"import mplfinance as mpf\n",
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"\n",
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"from alphaVantageAPI.alphavantage import AlphaVantage\n",
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"import pandas_ta as ta\n",
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"\n",
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"from watchlist import colors, Watchlist\n",
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"\n",
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"print(f\"Numpy v{np.__version__}\")\n",
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"print(f\"Pandas v{pd.__version__}\")\n",
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"print(f\"mplfinance v{mpf.__version__}\")\n",
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"print(f\"Pandas TA v{ta.version}\")\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## MISC Functions"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"def recent_bars(df, tf: str = \"1y\"):\n",
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" # All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 4\n",
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" yearly_divisor = {\"all\": 0, \"10y\": 0.1, \"5y\": 0.2, \"4y\": 0.25, \"3y\": 1./3, \"2y\": 0.5, \"1y\": 1, \"6mo\": 2, \"3mo\": 4}\n",
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" yd = yearly_divisor[tf] if tf in yearly_divisor.keys() else 0\n",
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" return int(ta.RATE[\"TRADING_DAYS_PER_YEAR\"] / yd) if yd > 0 else df.shape[0]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Collect some Data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[!] Loading All: SPY, QQQ, AAPL, TSLA\n",
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"[i] Loaded['D']: SPY_D.csv\n",
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"[i] Runtime: 945.9252 ms (0.9459 s)\n",
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"[i] Loaded['D']: QQQ_D.csv\n",
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"[i] Runtime: 921.8951 ms (0.9219 s)\n",
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"[i] Loaded['D']: AAPL_D.csv\n",
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"[i] Runtime: 908.2399 ms (0.9082 s)\n",
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"[i] Loaded['D']: TSLA_D.csv\n",
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"[i] Runtime: 895.0953 ms (0.8951 s)\n"
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]
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}
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],
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"source": [
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"tf = \"D\"\n",
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"tickers = [\"SPY\", \"QQQ\", \"AAPL\", \"TSLA\"]\n",
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"watch = Watchlist(tickers, tf=tf, timed=True)\n",
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"watch.strategy = ta.CommonStrategy\n",
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"watch.load(tickers, analyze=True, verbose=False)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Select an Asset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"SPY (5265, 10)\n",
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"Columns: open, high, low, close, volume, SMA_10, SMA_20, SMA_50, SMA_200, VOL_SMA_20\n"
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]
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}
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],
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"source": [
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"ticker = tickers[0]\n",
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"# watch.data[ticker].ta.constants(True, [0, 0, 0])\n",
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"print(f\"{ticker} {watch.data[ticker].shape}\\nColumns: {', '.join(list(watch.data[ticker].columns))}\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Trim it"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"duration = \"1y\"\n",
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"recent = recent_bars(watch.data[ticker], duration)\n",
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"asset = watch.data[ticker].copy().tail(recent)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Create a Trend"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"date\n",
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"2019-10-04 NaN\n",
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"2019-10-07 NaN\n",
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"2019-10-08 NaN\n",
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"2019-10-09 NaN\n",
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"2019-10-10 NaN\n",
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" ... \n",
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"2020-09-28 331.721246\n",
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"2020-09-29 331.746687\n",
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"2020-09-30 331.869955\n",
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"2020-10-01 332.072702\n",
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"2020-10-02 332.142007\n",
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"Name: EMA_50, Length: 252, dtype: float64"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Example Long Trends\n",
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"# long = ta.sma(asset.close, 10) < ta.sma(asset.close, 20) # SMA(10) > SMA(20)\n",
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"# long = ta.ema(asset.close, 8) > ta.ema(asset.close, 21) # EMA(8) > EMA(21)\n",
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"long = ta.increasing(ta.ema(asset.close, 50))\n",
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"# long = ta.macd(asset.close).iloc[:,1] > 0 # MACD Histogram is positive\n",
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"\n",
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"asset.ta.ema(length=8, append=True)\n",
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"asset.ta.ema(length=21, append=True)\n",
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"asset.ta.ema(length=50, append=True)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Calculate Trend Returns from the long trend"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>CLTR</th>\n",
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" <th>TR_LOGRET</th>\n",
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" <th>CLTR_Trends</th>\n",
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" <th>CLTR_Trades</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>date</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2020-09-28</th>\n",
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" <td>0.016473</td>\n",
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" <td>0.016473</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-09-29</th>\n",
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" <td>0.011012</td>\n",
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" <td>-0.005461</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-09-30</th>\n",
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" <td>0.018565</td>\n",
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" <td>0.007553</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-10-01</th>\n",
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" <td>0.024965</td>\n",
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" <td>0.006399</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-10-02</th>\n",
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" <td>0.015425</td>\n",
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" <td>-0.009540</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" CLTR TR_LOGRET CLTR_Trends CLTR_Trades\n",
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"date \n",
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"2020-09-28 0.016473 0.016473 1 0\n",
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"2020-09-29 0.011012 -0.005461 1 1\n",
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"2020-09-30 0.018565 0.007553 1 0\n",
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"2020-10-01 0.024965 0.006399 1 0\n",
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"2020-10-02 0.015425 -0.009540 1 0"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"trendy = asset.ta.trend_return(trend=long, cumulative=True, append=True)\n",
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"trendy.tail() # Third Column is the long trend; binary sequences"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Simple Price Chart"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<AxesSubplot:title={'center':'SPY Monday October 5, 2020, NYSE: 10:39:49, Local: 14:39:49 PDT, Day 279/365 (76.0%)'}, xlabel='date'>"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"extime = ta.get_time(to_string=True)\n",
|
|
"chart_ = asset[[\"close\", \"EMA_8\", \"EMA_21\"]]\n",
|
|
"chart_.plot(figsize=(16, 10), color=colors(\"BkGrRd\"), title=f\"{ticker} {extime}\", grid=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Trend Returns and Cumulative Trend Returns"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='date'>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x216 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"cltr = trendy.iloc[:,0]\n",
|
|
"tr = trendy.iloc[:,1]\n",
|
|
"\n",
|
|
"trendy.iloc[:,:2].plot(figsize=(16, 3), color=colors(\"BkBl\"))\n",
|
|
"cltr.plot(figsize=(16, 3), kind=\"area\", stacked=False, color=colors(\"SvGy\")[0], alpha=0.25, grid=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Total Return"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='date'>"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"capital = 10000\n",
|
|
"\n",
|
|
"total_return = cltr.cumsum() * capital\n",
|
|
"positive_return = total_return[total_return > 0]\n",
|
|
"negative_return = total_return[total_return <= 0]\n",
|
|
"trdf = pd.DataFrame({\"tr+\": positive_return, \"tr-\": negative_return})\n",
|
|
"trdf.plot(figsize=(16, 5), color=colors(), kind=\"area\", stacked=False, alpha=0.25, grid=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Long and Short Trends"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='date'>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x61.2 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"long_trend = (trendy.iloc[:,-2] > 0).astype(int)\n",
|
|
"short_trend = (1 - long_trend).astype(int)\n",
|
|
"\n",
|
|
"long_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[0], alpha=0.25)\n",
|
|
"short_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[1], alpha=0.25)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Entries & Exits"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total Trades: 13\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"entries = (trendy.iloc[:,-1] > 0).astype(int) * asset.close\n",
|
|
"entries[entries < 0.0001] = np.nan\n",
|
|
"entries.name = \"entries\"\n",
|
|
"exits = (trendy.iloc[:,-1] < 0).astype(int) * asset.close\n",
|
|
"exits[exits < 0.0001] = np.nan\n",
|
|
"exits.name = \"exits\"\n",
|
|
"\n",
|
|
"first_date = asset.index[0]\n",
|
|
"last_date = asset.index[-1]\n",
|
|
"f_date = f\"{first_date.day_name()} {first_date.month}-{first_date.day}-{first_date.year}\"\n",
|
|
"l_date = f\"{last_date.day_name()} {last_date.month}-{last_date.day}-{last_date.year}\"\n",
|
|
"last_ohlcv = f\"Last OHLCV: ({asset.iloc[-1].open}, {asset.iloc[-1].high}, {asset.iloc[-1].low}, {asset.iloc[-1].close}, {int(asset.iloc[-1].volume)})\"\n",
|
|
"ptitle = f\"\\n{ticker} ({tf} | {duration}) from {f_date} to {l_date} ({recent} bars)\\n{last_ohlcv}\\n{extime}\"\n",
|
|
"\n",
|
|
"# chart = asset[\"close\"] #asset[[\"close\", \"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]]\n",
|
|
"# chart = asset[[\"close\", \"SMA_10\", \"SMA_20\"]]\n",
|
|
"chart = asset[[\"close\", \"EMA_8\", \"EMA_21\", \"EMA_50\"]]\n",
|
|
"chart.plot(figsize=(16, 10), color=colors(\"BkGrRd\"), title=ptitle, grid=True)\n",
|
|
"entries.plot(figsize=(16, 10), color=colors(\"FcLi\")[1], marker=\"^\", markersize=12, alpha=0.8)\n",
|
|
"exits.plot(figsize=(16, 10), color=colors(\"FcLi\")[0], marker=\"v\", markersize=12, alpha=0.8, grid=True)\n",
|
|
"\n",
|
|
"total_trades = trendy.iloc[:,-1].abs().sum()\n",
|
|
"print(f\"Total Trades: {total_trades}\")\n",
|
|
"\n",
|
|
"entries_ = entries.dropna()\n",
|
|
"exits_ = exits.dropna()\n",
|
|
"all_trades = trendy.iloc[:,-1].copy().fillna(0)\n",
|
|
"# all_trades[all_trades != 0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# AI Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.8.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|