mirror of
https://github.com/wassname/pandas-ta.git
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868 lines
313 KiB
Plaintext
868 lines
313 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 v0.2.45b0\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: 502.4630 ms (0.5025 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: 489.0737 ms (0.4891 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: 473.5644 ms (0.4736 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: 499.7529 ms (0.4998 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: 519.3540 ms (0.5194 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 (7067, 12)\n",
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"Columns: open, high, low, close, volume, Dividends, Stock Splits, 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>Stock Splits</th>\n",
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||
" <th>SMA_10</th>\n",
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||
" <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>2021-02-16</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>388.378998</td>\n",
|
||
" <td>383.998502</td>\n",
|
||
" <td>376.217993</td>\n",
|
||
" <td>338.123101</td>\n",
|
||
" <td>61830575.00</td>\n",
|
||
" <td>389.396569</td>\n",
|
||
" <td>384.415811</td>\n",
|
||
" <td>375.943397</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-17</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>389.463000</td>\n",
|
||
" <td>384.685503</td>\n",
|
||
" <td>376.763122</td>\n",
|
||
" <td>338.688860</td>\n",
|
||
" <td>61883440.00</td>\n",
|
||
" <td>390.061779</td>\n",
|
||
" <td>385.140739</td>\n",
|
||
" <td>376.588362</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-18</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>390.350000</td>\n",
|
||
" <td>385.027002</td>\n",
|
||
" <td>377.211919</td>\n",
|
||
" <td>339.242418</td>\n",
|
||
" <td>61769245.00</td>\n",
|
||
" <td>390.208050</td>\n",
|
||
" <td>385.647945</td>\n",
|
||
" <td>377.142544</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-19</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>390.734000</td>\n",
|
||
" <td>385.316502</td>\n",
|
||
" <td>377.662051</td>\n",
|
||
" <td>339.779591</td>\n",
|
||
" <td>63528595.00</td>\n",
|
||
" <td>390.168483</td>\n",
|
||
" <td>386.046313</td>\n",
|
||
" <td>377.647934</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-22</th>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>390.851001</td>\n",
|
||
" <td>385.616502</td>\n",
|
||
" <td>378.067675</td>\n",
|
||
" <td>340.320591</td>\n",
|
||
" <td>62470673.85</td>\n",
|
||
" <td>389.882155</td>\n",
|
||
" <td>386.303921</td>\n",
|
||
" <td>378.088408</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Dividends Stock Splits SMA_10 SMA_20 SMA_50 \\\n",
|
||
"date \n",
|
||
"2021-02-16 0.0 0 388.378998 383.998502 376.217993 \n",
|
||
"2021-02-17 0.0 0 389.463000 384.685503 376.763122 \n",
|
||
"2021-02-18 0.0 0 390.350000 385.027002 377.211919 \n",
|
||
"2021-02-19 0.0 0 390.734000 385.316502 377.662051 \n",
|
||
"2021-02-22 0.0 0 390.851001 385.616502 378.067675 \n",
|
||
"\n",
|
||
" SMA_200 VOL_SMA_20 EMA_8 EMA_21 EMA_50 \n",
|
||
"date \n",
|
||
"2021-02-16 338.123101 61830575.00 389.396569 384.415811 375.943397 \n",
|
||
"2021-02-17 338.688860 61883440.00 390.061779 385.140739 376.588362 \n",
|
||
"2021-02-18 339.242418 61769245.00 390.208050 385.647945 377.142544 \n",
|
||
"2021-02-19 339.779591 63528595.00 390.168483 386.046313 377.647934 \n",
|
||
"2021-02-22 340.320591 62470673.85 389.882155 386.303921 378.088408 "
|
||
]
|
||
},
|
||
"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",
|
||
" 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>CLTR</th>\n",
|
||
" <th>TR_LOGRET</th>\n",
|
||
" <th>CLTR_Trends</th>\n",
|
||
" <th>CLTR_Trades</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>date</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-16</th>\n",
|
||
" <td>0.136977</td>\n",
|
||
" <td>-0.000866</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-17</th>\n",
|
||
" <td>0.137206</td>\n",
|
||
" <td>0.000229</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-18</th>\n",
|
||
" <td>0.132941</td>\n",
|
||
" <td>-0.004265</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-19</th>\n",
|
||
" <td>0.131174</td>\n",
|
||
" <td>-0.001768</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-02-22</th>\n",
|
||
" <td>0.128221</td>\n",
|
||
" <td>-0.002953</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" CLTR TR_LOGRET CLTR_Trends CLTR_Trades\n",
|
||
"date \n",
|
||
"2021-02-16 0.136977 -0.000866 1 0\n",
|
||
"2021-02-17 0.137206 0.000229 1 0\n",
|
||
"2021-02-18 0.132941 -0.004265 1 0\n",
|
||
"2021-02-19 0.131174 -0.001768 1 0\n",
|
||
"2021-02-22 0.128221 -0.002953 1 0"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"trendy = asset.ta.trend_return(trend=long, cumulative=True, trade_offset=-1, 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 Monday February 22, 2021, NYSE: 6:21:58, Local: 10:21:58 PST, Day 53/365 (15.0%)'}, 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: 5\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>2020-04-09</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>274.705811</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>331.147217</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-10-02</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>332.423004</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>336.784393</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2020-11-04</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>342.081818</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Signal Entry Exit\n",
|
||
"date \n",
|
||
"2020-04-09 1 274.705811 NaN\n",
|
||
"2020-09-10 -1 NaN 331.147217\n",
|
||
"2020-10-02 1 332.423004 NaN\n",
|
||
"2020-10-27 -1 NaN 336.784393\n",
|
||
"2020-11-04 1 342.081818 NaN"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"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": 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 Monday 2-24-2020 to Monday 2-22-2021\\nLast OHLCV: (387.0600, 388.9000, 386.7400, 388.8800, 31702077)\\nMonday February 22, 2021, NYSE: 6:21:58, Local: 10:21:58 PST, Day 53/365 (15.0%)'}, 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": [
|
||
"## Trend Returns and Cumulative Trend 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": [
|
||
"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": 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 = 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": 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": []
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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||
},
|
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{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"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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"name": "python3"
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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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},
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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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}
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