mirror of
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833 lines
325 KiB
Plaintext
833 lines
325 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**.\n",
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"* **NOTE:** The **watchlist** module is independent of Pandas TA. To easily use it, copy it from your local pandas_ta installation directory into your project directory."
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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 # Required for Watchlist"
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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 v0.2.28b0\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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"import pandas_ta as ta\n",
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"\n",
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"from watchlist import colors, Watchlist # Is this failing? If so, copy it locally. See above.\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: 845.8352 ms (0.8458 s)\n",
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"[i] Loaded['D']: QQQ_D.csv\n",
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"[i] Runtime: 882.0416 ms (0.8820 s)\n",
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"[i] Loaded['D']: AAPL_D.csv\n",
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"[i] Runtime: 1685.3232 ms (1.6853 s)\n",
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"[i] Loaded['D']: TSLA_D.csv\n",
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"[i] Runtime: 1306.2404 ms (1.3062 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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"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/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>SMA_10</th>\n",
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" <th>SMA_20</th>\n",
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" <th>SMA_50</th>\n",
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" <th>SMA_200</th>\n",
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" <th>VOL_SMA_20</th>\n",
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" <th>EMA_8</th>\n",
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" <th>EMA_21</th>\n",
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" <th>EMA_50</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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" <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>331.181</td>\n",
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" <td>336.9395</td>\n",
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" <td>334.8642</td>\n",
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" <td>310.30500</td>\n",
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" <td>86281647.00</td>\n",
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" <td>330.408828</td>\n",
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" <td>334.010756</td>\n",
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" <td>331.721246</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>330.401</td>\n",
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" <td>336.0925</td>\n",
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" <td>335.0252</td>\n",
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" <td>310.38120</td>\n",
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" <td>85553267.55</td>\n",
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" <td>330.844644</td>\n",
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" <td>333.861596</td>\n",
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" <td>331.746687</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>330.008</td>\n",
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" <td>335.2070</td>\n",
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" <td>335.2228</td>\n",
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" <td>310.46905</td>\n",
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" <td>88007358.10</td>\n",
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" <td>331.743612</td>\n",
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" <td>333.955087</td>\n",
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" <td>331.869955</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>330.128</td>\n",
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" <td>334.1740</td>\n",
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" <td>335.4264</td>\n",
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" <td>310.55675</td>\n",
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" <td>88965293.60</td>\n",
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" <td>332.920587</td>\n",
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" <td>334.235534</td>\n",
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" <td>332.072702</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>330.447</td>\n",
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" <td>333.5965</td>\n",
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" <td>335.6440</td>\n",
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" <td>310.62810</td>\n",
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" <td>86036292.75</td>\n",
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" <td>333.124901</td>\n",
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" <td>334.199576</td>\n",
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" <td>332.142007</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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" SMA_10 SMA_20 SMA_50 SMA_200 VOL_SMA_20 EMA_8 \\\n",
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"date \n",
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"2020-09-28 331.181 336.9395 334.8642 310.30500 86281647.00 330.408828 \n",
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"2020-09-29 330.401 336.0925 335.0252 310.38120 85553267.55 330.844644 \n",
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"2020-09-30 330.008 335.2070 335.2228 310.46905 88007358.10 331.743612 \n",
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"2020-10-01 330.128 334.1740 335.4264 310.55675 88965293.60 332.920587 \n",
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"2020-10-02 330.447 333.5965 335.6440 310.62810 86036292.75 333.124901 \n",
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"\n",
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" EMA_21 EMA_50 \n",
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"date \n",
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"2020-09-28 334.010756 331.721246 \n",
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"2020-09-29 333.861596 331.746687 \n",
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"2020-09-30 333.955087 331.869955 \n",
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"2020-10-01 334.235534 332.072702 \n",
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"2020-10-02 334.199576 332.142007 "
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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)\n",
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"asset[asset.columns[5:]].tail()"
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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>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0</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>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0</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>2020-09-30</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0</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>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0</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>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0</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 0.0 0.0 0 0\n",
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"2020-09-29 0.0 0.0 0 0\n",
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"2020-09-30 0.0 0.0 0 0\n",
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"2020-10-01 0.0 0.0 0 0\n",
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"2020-10-02 0.0 0.0 0 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, trade_offset=-1, 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 Wednesday December 23, 2020, NYSE: 8:37:29, Local: 12:37:29 PST, Day 358/365 (98.0%)'}, 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\", \"EMA_50\"]]\n",
|
|
"chart_.plot(figsize=(16, 10), color=colors(\"BkGrOrRd\"), 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",
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"text/plain": [
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"<Figure size 1152x61.2 with 1 Axes>"
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]
|
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},
|
|
"metadata": {
|
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"needs_background": "light"
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},
|
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"output_type": "display_data"
|
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}
|
|
],
|
|
"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",
|
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"short_trend.plot(figsize=(16, 0.85), kind=\"area\", stacked=True, color=colors()[1], alpha=0.25)"
|
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]
|
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},
|
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{
|
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"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
|
"## Entries & Exits"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total Trades: 6\n"
|
|
]
|
|
},
|
|
{
|
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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 {\n",
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" .dataframe thead th {\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Signal</th>\n",
|
|
" <th>Entry</th>\n",
|
|
" <th>Exit</th>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>date</th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" <th></th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>2019-10-31</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>303.33</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2020-02-24</th>\n",
|
|
" <td>-1</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>322.42</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2020-04-08</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>274.03</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2020-06-26</th>\n",
|
|
" <td>-1</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>300.05</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2020-06-29</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>304.46</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2020-09-10</th>\n",
|
|
" <td>-1</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>333.89</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Signal Entry Exit\n",
|
|
"date \n",
|
|
"2019-10-31 1 303.33 NaN\n",
|
|
"2020-02-24 -1 NaN 322.42\n",
|
|
"2020-04-08 1 274.03 NaN\n",
|
|
"2020-06-26 -1 NaN 300.05\n",
|
|
"2020-06-29 1 304.46 NaN\n",
|
|
"2020-09-10 -1 NaN 333.89"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"entries = (trendy.iloc[:,-1] > 0).astype(int) * asset.close\n",
|
|
"entries[entries < 0.0001] = np.nan\n",
|
|
"entries.name = \"Entry\"\n",
|
|
"\n",
|
|
"\n",
|
|
"exits = (trendy.iloc[:,-1] < 0).astype(int) * asset.close\n",
|
|
"exits[exits < 0.0001] = np.nan\n",
|
|
"exits.name = \"Exit\"\n",
|
|
"\n",
|
|
"total_trades = trendy.iloc[:,-1].abs().sum()\n",
|
|
"print(f\"Total Trades: {total_trades}\")\n",
|
|
"\n",
|
|
"all_trades = trendy.iloc[:,-1].copy().fillna(0)\n",
|
|
"all_trades = all_trades[all_trades != 0]\n",
|
|
"\n",
|
|
"trades = pd.DataFrame({\"Signal\": all_trades, entries.name: entries.dropna(), exits.name: exits.dropna()})\n",
|
|
"trades"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Chart Display Strings"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"first_date, last_date = asset.index[0], 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} for {duration}({recent} bars)] from {f_date} to {l_date}\\n{last_ohlcv}\\n{extime}\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Trade Chart"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:title={'center':'\\nSPY [D for 1y(252 bars)] from Friday 10-4-2019 to Friday 10-2-2020\\nLast OHLCV: (331.7, 337.0126, 331.19, 333.84, 89431112)\\nWednesday December 23, 2020, NYSE: 8:37:29, Local: 12:37:29 PST, Day 358/365 (98.0%)'}, xlabel='date'>"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"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": [
|
|
"# 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(\"BkGrOrRd\"), 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)"
|
|
]
|
|
},
|
|
{
|
|
"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
|
|
}
|