mirror of
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833 lines
324 KiB
Plaintext
833 lines
324 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 v1.19.5\n",
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"Pandas v1.2.0\n",
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"mplfinance v0.12.7a4\n",
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"Pandas TA v0.2.40b0\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: 360.4083 ms (0.3604 s)\n",
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"[i] Loaded['D']: QQQ_D.csv\n",
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"[i] Runtime: 388.5823 ms (0.3886 s)\n",
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"[i] Loaded['D']: AAPL_D.csv\n",
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"[i] Runtime: 351.0826 ms (0.3511 s)\n",
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"[i] Loaded['D']: TSLA_D.csv\n",
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"[i] Runtime: 350.7362 ms (0.3507 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 Saturday January 23, 2021, NYSE: 8:36:52, Local: 12:36:52 PST, Day 23/365 (6.0%)'}, 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)\\nSaturday January 23, 2021, NYSE: 8:36:52, Local: 12:36:52 PST, Day 23/365 (6.0%)'}, 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
|
|
}
|