mirror of
https://github.com/wassname/pandas-ta.git
synced 2026-07-05 17:30:25 +08:00
905 lines
324 KiB
Plaintext
905 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 v1.20.1\n",
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"Pandas v1.2.2\n",
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"mplfinance v0.12.7a5\n",
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"\n",
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"Pandas TA v0.2.64b0\n",
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"To install the Latest Version:\n",
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"$ pip install -U git+https://github.com/twopirllc/pandas-ta\n",
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"\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\"\\nPandas TA v{ta.version}\\nTo install the Latest Version:\\n$ pip install -U git+https://github.com/twopirllc/pandas-ta\\n\")\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, BTC-USD\n",
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"[+] Downloading[yahoo]: SPY[D]\n",
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"[+] Saving: /Users/kj/av_data/SPY_D.csv\n",
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"[i] Runtime: 503.8784 ms (0.5039 s)\n",
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"[+] Downloading[yahoo]: QQQ[D]\n",
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"[+] Saving: /Users/kj/av_data/QQQ_D.csv\n",
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"[i] Runtime: 450.2592 ms (0.4503 s)\n",
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"[+] Downloading[yahoo]: AAPL[D]\n",
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"[+] Saving: /Users/kj/av_data/AAPL_D.csv\n",
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"[i] Runtime: 475.9419 ms (0.4759 s)\n",
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"[+] Downloading[yahoo]: TSLA[D]\n",
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"[+] Saving: /Users/kj/av_data/TSLA_D.csv\n",
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"[i] Runtime: 454.6816 ms (0.4547 s)\n",
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"[+] Downloading[yahoo]: BTC-USD[D]\n",
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"[+] Saving: /Users/kj/av_data/BTC-USD_D.csv\n",
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"[i] Runtime: 447.3887 ms (0.4474 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\", \"BTC-USD\"]\n",
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"watch = Watchlist(tickers, tf=tf, ds_name=\"yahoo\", 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 (7100, 12)\n",
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"Columns: open, high, low, close, volume, dividends, split, 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": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
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||
" <th></th>\n",
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||
" <th>dividends</th>\n",
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" <th>split</th>\n",
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||
" <th>SMA_10</th>\n",
|
||
" <th>SMA_20</th>\n",
|
||
" <th>SMA_50</th>\n",
|
||
" <th>SMA_200</th>\n",
|
||
" <th>VOL_SMA_20</th>\n",
|
||
" <th>EMA_8</th>\n",
|
||
" <th>EMA_21</th>\n",
|
||
" <th>EMA_50</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
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||
" <th>2021-04-05</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>394.909998</td>\n",
|
||
" <td>392.709276</td>\n",
|
||
" <td>387.393192</td>\n",
|
||
" <td>352.643440</td>\n",
|
||
" <td>97120120.0</td>\n",
|
||
" <td>397.670340</td>\n",
|
||
" <td>393.120112</td>\n",
|
||
" <td>386.866944</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-06</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>396.262997</td>\n",
|
||
" <td>393.991583</td>\n",
|
||
" <td>387.882991</td>\n",
|
||
" <td>353.139745</td>\n",
|
||
" <td>94073315.0</td>\n",
|
||
" <td>399.548041</td>\n",
|
||
" <td>394.301919</td>\n",
|
||
" <td>387.621965</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-07</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>397.971997</td>\n",
|
||
" <td>395.025780</td>\n",
|
||
" <td>388.352087</td>\n",
|
||
" <td>353.647168</td>\n",
|
||
" <td>91192240.0</td>\n",
|
||
" <td>401.112920</td>\n",
|
||
" <td>395.419017</td>\n",
|
||
" <td>388.365810</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-08</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>400.071997</td>\n",
|
||
" <td>396.036369</td>\n",
|
||
" <td>388.871745</td>\n",
|
||
" <td>354.154454</td>\n",
|
||
" <td>88602355.0</td>\n",
|
||
" <td>402.758935</td>\n",
|
||
" <td>396.610015</td>\n",
|
||
" <td>389.156170</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-09</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>402.250995</td>\n",
|
||
" <td>396.998604</td>\n",
|
||
" <td>389.637791</td>\n",
|
||
" <td>354.669523</td>\n",
|
||
" <td>87353990.0</td>\n",
|
||
" <td>404.699170</td>\n",
|
||
" <td>397.962740</td>\n",
|
||
" <td>390.032006</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dividends split SMA_10 SMA_20 SMA_50 SMA_200 \\\n",
|
||
"date \n",
|
||
"2021-04-05 0.0 0 394.909998 392.709276 387.393192 352.643440 \n",
|
||
"2021-04-06 0.0 0 396.262997 393.991583 387.882991 353.139745 \n",
|
||
"2021-04-07 0.0 0 397.971997 395.025780 388.352087 353.647168 \n",
|
||
"2021-04-08 0.0 0 400.071997 396.036369 388.871745 354.154454 \n",
|
||
"2021-04-09 0.0 0 402.250995 396.998604 389.637791 354.669523 \n",
|
||
"\n",
|
||
" VOL_SMA_20 EMA_8 EMA_21 EMA_50 \n",
|
||
"date \n",
|
||
"2021-04-05 97120120.0 397.670340 393.120112 386.866944 \n",
|
||
"2021-04-06 94073315.0 399.548041 394.301919 387.621965 \n",
|
||
"2021-04-07 91192240.0 401.112920 395.419017 388.365810 \n",
|
||
"2021-04-08 88602355.0 402.758935 396.610015 389.156170 \n",
|
||
"2021-04-09 87353990.0 404.699170 397.962740 390.032006 "
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Example Long Trends\n",
|
||
"# long = ta.sma(asset.close, 10) < ta.sma(asset.close, 20) # SMA(10) > SMA(20)\n",
|
||
"long = ta.ema(asset.close, 8) > ta.ema(asset.close, 21) # EMA(8) > EMA(21)\n",
|
||
"# long = ta.increasing(ta.ema(asset.close, 50))\n",
|
||
"# long = ta.macd(asset.close).iloc[:,1] > 0 # MACD Histogram is positive\n",
|
||
"\n",
|
||
"asset.ta.ema(length=8, append=True)\n",
|
||
"asset.ta.ema(length=21, append=True)\n",
|
||
"asset.ta.ema(length=50, append=True)\n",
|
||
"asset[asset.columns[5:]].tail()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Calculate Trend Returns from the long trend"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
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" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>TR_LOGRET_1</th>\n",
|
||
" <th>TR_CUMLOGRET_1</th>\n",
|
||
" <th>TR_Trends</th>\n",
|
||
" <th>TR_Trades</th>\n",
|
||
" <th>TR_Entries</th>\n",
|
||
" <th>TR_Exits</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-05</th>\n",
|
||
" <td>0.014251</td>\n",
|
||
" <td>0.051645</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-06</th>\n",
|
||
" <td>-0.000591</td>\n",
|
||
" <td>0.051055</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-07</th>\n",
|
||
" <td>0.001157</td>\n",
|
||
" <td>0.052211</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-08</th>\n",
|
||
" <td>0.004736</td>\n",
|
||
" <td>0.056947</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-04-09</th>\n",
|
||
" <td>0.007244</td>\n",
|
||
" <td>0.064191</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" TR_LOGRET_1 TR_CUMLOGRET_1 TR_Trends TR_Trades TR_Entries \\\n",
|
||
"date \n",
|
||
"2021-04-05 0.014251 0.051645 1 0 0 \n",
|
||
"2021-04-06 -0.000591 0.051055 1 0 0 \n",
|
||
"2021-04-07 0.001157 0.052211 1 0 0 \n",
|
||
"2021-04-08 0.004736 0.056947 1 0 0 \n",
|
||
"2021-04-09 0.007244 0.064191 1 0 0 \n",
|
||
"\n",
|
||
" TR_Exits \n",
|
||
"date \n",
|
||
"2021-04-05 0 \n",
|
||
"2021-04-06 0 \n",
|
||
"2021-04-07 0 \n",
|
||
"2021-04-08 0 \n",
|
||
"2021-04-09 0 "
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"trendy = asset.ta.trend_return(trend=long, asbool=False, append=True)\n",
|
||
"trendy.tail() # Third Column is the long trend; binary sequences"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Simple Price Chart"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:title={'center':'SPY Saturday April 10, 2021, NYSE: 12:36:10, Local: 16:36:10 PDT, Day 100/365 (27.0%)'}, xlabel='date'>"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"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": [
|
||
"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": [
|
||
"## Entries & Exits"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Total Trades: 7\t\tRT Trades: 3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <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>2020-05-07</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>283.139404</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>330.066162</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-10-02</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>331.337799</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-10-27</th>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>335.684937</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-11-04</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>340.965088</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-02</th>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>385.278137</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-09</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>385.906067</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Signal Entry Exit\n",
|
||
"date \n",
|
||
"2020-05-07 1 283.139404 NaN\n",
|
||
"2020-09-10 -1 NaN 330.066162\n",
|
||
"2020-10-02 1 331.337799 NaN\n",
|
||
"2020-10-27 -1 NaN 335.684937\n",
|
||
"2020-11-04 1 340.965088 NaN\n",
|
||
"2021-03-02 -1 NaN 385.278137\n",
|
||
"2021-03-09 1 385.906067 NaN"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"entries = trendy.TR_Entries.astype(int) * asset.close\n",
|
||
"entries = entries[~np.isclose(entries, 0)]\n",
|
||
"entries.name = \"Entry\"\n",
|
||
"\n",
|
||
"exits = trendy.TR_Exits.astype(int) * asset.close\n",
|
||
"exits = exits[~np.isclose(exits, 0)]\n",
|
||
"exits.name = \"Exit\"\n",
|
||
"\n",
|
||
"total_trades = trendy.TR_Trades.abs().sum()\n",
|
||
"rt_trades = int(trendy.TR_Trades.abs().sum() // 2)\n",
|
||
"print(f\"Total Trades: {total_trades}\\t\\tRT Trades: {rt_trades}\")\n",
|
||
"\n",
|
||
"all_trades = trendy.TR_Trades.copy().fillna(0)\n",
|
||
"all_trades = all_trades[all_trades != 0]\n",
|
||
"\n",
|
||
"trades = pd.DataFrame({\n",
|
||
" \"Signal\": all_trades,\n",
|
||
" entries.name: entries.dropna(),\n",
|
||
" exits.name: exits.dropna()\n",
|
||
"})\n",
|
||
"trades"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Chart Display Strings"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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:.4f}, {asset.iloc[-1].high:.4f}, {asset.iloc[-1].low:.4f}, {asset.iloc[-1].close:.4f}, {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": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:title={'center':'\\nSPY [D for 1y(252 bars)] from Thursday 4-9-2020 to Friday 4-9-2021\\nLast OHLCV: (408.3900, 411.6700, 408.2600, 411.4900, 61060100)\\nSaturday April 10, 2021, NYSE: 12:36:10, Local: 16:36:10 PDT, Day 100/365 (27.0%)'}, xlabel='date'>"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"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": [
|
||
"## Active Returns and Cumulative Active Returns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:xlabel='date'>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"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": [
|
||
"trendy.iloc[:,:2].plot(figsize=(16, 3), color=colors(\"BkBl\")[::-1])\n",
|
||
"trendy.TR_CUMLOGRET_1.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": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:xlabel='date'>"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"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 = trendy.TR_CUMLOGRET_1.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": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:xlabel='date'>"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"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": [
|
||
"# AI Analysis"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
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"metadata": {},
|
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"source": [
|
||
"# Disclaimer\n",
|
||
"* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
|
||
"\n",
|
||
"* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
|
||
]
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||
}
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],
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.1"
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