mirror of
https://github.com/wassname/pandas-ta.git
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882 lines
303 KiB
Plaintext
882 lines
303 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 v0.2.49b0\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: 450.8733 ms (0.4509 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: 438.7223 ms (0.4387 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: 443.3815 ms (0.4434 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: 446.6432 ms (0.4466 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: 454.7926 ms (0.4548 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 (7086, 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": [
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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>dividends</th>\n",
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" <th>split</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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" <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>2021-03-15</th>\n",
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" <td>0.000</td>\n",
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" <td>0</td>\n",
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" <td>385.812372</td>\n",
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" <td>386.472707</td>\n",
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" <td>382.382806</td>\n",
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" <td>346.504071</td>\n",
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" <td>100066335.0</td>\n",
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" <td>389.130999</td>\n",
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" <td>386.319421</td>\n",
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" <td>380.945454</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-16</th>\n",
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" <td>0.000</td>\n",
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" <td>0</td>\n",
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" <td>386.746310</td>\n",
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" <td>386.652617</td>\n",
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" <td>382.821967</td>\n",
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" <td>346.979575</td>\n",
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" <td>101165615.0</td>\n",
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" <td>390.350227</td>\n",
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" <td>387.073794</td>\n",
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" <td>381.481613</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-17</th>\n",
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" <td>0.000</td>\n",
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" <td>0</td>\n",
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" <td>388.325140</td>\n",
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" <td>386.895322</td>\n",
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" <td>383.389508</td>\n",
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" <td>347.455754</td>\n",
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" <td>103142185.0</td>\n",
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" <td>391.597540</td>\n",
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" <td>387.881916</td>\n",
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" <td>382.049516</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-18</th>\n",
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" <td>0.000</td>\n",
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" <td>0</td>\n",
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" <td>389.798315</td>\n",
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" <td>386.933197</td>\n",
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" <td>383.791193</td>\n",
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" <td>347.890677</td>\n",
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" <td>105912170.0</td>\n",
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||
" <td>391.287419</td>\n",
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||
" <td>388.092832</td>\n",
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" <td>382.369221</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-19</th>\n",
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" <td>1.278</td>\n",
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" <td>0</td>\n",
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" <td>390.508554</td>\n",
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" <td>386.969362</td>\n",
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" <td>384.134183</td>\n",
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" <td>348.301813</td>\n",
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" <td>107389010.0</td>\n",
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" <td>390.885773</td>\n",
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" <td>388.218939</td>\n",
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" <td>382.648076</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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" dividends split SMA_10 SMA_20 SMA_50 SMA_200 \\\n",
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"date \n",
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"2021-03-15 0.000 0 385.812372 386.472707 382.382806 346.504071 \n",
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"2021-03-16 0.000 0 386.746310 386.652617 382.821967 346.979575 \n",
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||
"2021-03-17 0.000 0 388.325140 386.895322 383.389508 347.455754 \n",
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||
"2021-03-18 0.000 0 389.798315 386.933197 383.791193 347.890677 \n",
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"2021-03-19 1.278 0 390.508554 386.969362 384.134183 348.301813 \n",
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"\n",
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" VOL_SMA_20 EMA_8 EMA_21 EMA_50 \n",
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"date \n",
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"2021-03-15 100066335.0 389.130999 386.319421 380.945454 \n",
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"2021-03-16 101165615.0 390.350227 387.073794 381.481613 \n",
|
||
"2021-03-17 103142185.0 391.597540 387.881916 382.049516 \n",
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"2021-03-18 105912170.0 391.287419 388.092832 382.369221 \n",
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"2021-03-19 107389010.0 390.885773 388.218939 382.648076 "
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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",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
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||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<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",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-15</th>\n",
|
||
" <td>0.023585</td>\n",
|
||
" <td>0.005946</td>\n",
|
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" <td>1</td>\n",
|
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" <td>0</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
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" <th>2021-03-16</th>\n",
|
||
" <td>0.022323</td>\n",
|
||
" <td>-0.001262</td>\n",
|
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-17</th>\n",
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" <td>0.025727</td>\n",
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" <td>0.003404</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-18</th>\n",
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" <td>0.011071</td>\n",
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" <td>-0.014657</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-19</th>\n",
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" <td>0.009219</td>\n",
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" <td>-0.001852</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
|
||
" CLTR TR_LOGRET CLTR_Trends CLTR_Trades\n",
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"date \n",
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"2021-03-15 0.023585 0.005946 1 0\n",
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"2021-03-16 0.022323 -0.001262 1 0\n",
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"2021-03-17 0.025727 0.003404 1 0\n",
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"2021-03-18 0.011071 -0.014657 1 0\n",
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"2021-03-19 0.009219 -0.001852 1 0"
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]
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||
},
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||
"execution_count": 8,
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"metadata": {},
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||
"output_type": "execute_result"
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}
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||
],
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"source": [
|
||
"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 Saturday March 20, 2021, NYSE: 13:09:30, Local: 17:09:30 PDT, Day 79/365 (22.0%)'}, 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\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>2020-04-17</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>282.115784</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",
|
||
"2020-04-17 1 282.115784 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.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 Friday 3-20-2020 to Friday 3-19-2021\\nLast OHLCV: (389.8800, 391.5700, 387.1500, 389.4800, 112777800)\\nSaturday March 20, 2021, NYSE: 13:09:30, Local: 17:09:30 PDT, Day 79/365 (22.0%)'}, 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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nwJ10JDqiLk02MQVcERERERFZN9VGlbnKHMOZYS7kLjBTnGGwZ5Bd3bs0eZSsmAKuiIiIiIisuoXr1xZqBQq1AsVakWwly3x1nnK9zGx5llQ8xV277iIVT0VdrrQJBVwREREREVk17s5kcZKzc2eZLk5TqBWYr85TbVRpepPORCedyU729OxhR3pH1OVKm1HAFRERERGRFXN3ZkozDGeGOZ87z0Rhgo54B+lkmj09e+hKdWlPraw5BVwREREREVmRTDlzebKo0dwo6USaQwOH6Ep2RV2abDEKuCIiIiIickMKtQKnZ08znh9nPDdOgwa3991Ob0dv1KXJFqWAKyIiIiIir4i7cz53ntOZ04xmRynXy9zUexMD6QHNhCyRUsAVEREREZElBc2A+eo8uWqO+eo8mVKG2fIsl/KX6Ev3caDvADGLRV2miAKuiIiIiIi8XKVR4ULuAtlKltny7OXL/BTqBZrNJj2pHg72H9R5trKhKOCKiIiIiMhLXMxf5NTsKUayI2TKGZKxJOlkmt5ULzf33kxnolOHIsuGpIArIiIiIiIAVBtVTsycYCQ7wvncebZ1bOO1u19LMp6MujSRZVHAFRERERERLuUvcXL2JCPZEQrVAvt37NdsyLLpKOCKiIiIiGxh1UaVU7OnGM2NMpodpSfVw6t3vZp4LB51aSKvmAKuiIiIiEibc3dqQY1SvUSpXqLcKFOqlyjUCsxX55kuTpOr5Ni7bS870juiLlfkhingioiIiIi0oWqjymhulFwlR7aSpVQvUQtqFGqFy/cDD0jFU+zo3MGrdr2KREzxQDY3dbCIiIiISBtpepOx+TGGM8OMzY8xXZwmYQlSiRSpWIp0Ms1A1wCdiU6SsaRmQ5a2ooArIiIiItImMuUMJ2dOMpobZaIwQX+6n2+86Ru1Z1a2DHW6iIiIiMgmV66XGc4Mcy57jtHcKKlYilfvfDUdiY6oSxNZVwq4IiIiIiKbVNAMOJ87z5m5M5zPnqdQK7Bv+z760n1RlyYSCQVcEREREZFNpOlNSvUSuUqO0ewoF+YvMFmcpL+zn7t3363L+8iWpoArIiIiIrJBuTuFWoFCrUC+lidfzZMpZyjUChRrRXLVHKl4ijsH7qQz0Rl1uSKRu27ANbOPA98HTLn7PeHY/w28GagBZ4Afdfesme0HjgMnw6c/5e4Phc95HfAYkAaeBH7K3d3M+oHfB/YDI8Bb3X3OWtO5fRj4XqAEvMvdv7oK71lEREREZMObr85zavYUF/MXyVVy5Gt5KvUKsViMdDxNV6qL23bcRk+qJ+pSRTaM2DLWeQy4/4qxLwL3uPs3AKeADyxadsbdD4e3hxaNfxR4D3AovC1s82HgS+5+CPhS+Bjgexat+2D4fBERERGRttZoNjg9e5qnxp7i7yb+jvO58wDs3baX1w6+lsM3HeauXXexb/s+hVuRK1x3D667/2W4Z3bx2J8uevgU8ANLbcPM9gDb3P2p8PEngbcAnwceAI6Gq34CGALeH45/0t0deMrMdpjZHne/dN13JSIiIiKyybg706VpTs+ebl2/tjRNf2c/B/oOELPl7JcSkdU4B/fHaB1ivOCAmT0LzAM/5+5/BdwCjC1aZywcAxhcFFongMHw/i3Ahas852UB18wepLWXl8HBQYaGhlbyfqQNFQoF9YVck/pDlku9IktRf8hSluoPdydXzzFRmaAYFIl5jN2p3dyavJWYxShNlNa3WFlTQSWgcKoQdRnXlGqmODZ1bNNOVraigGtm/wZoAP8tHLoE3Orus+E5t39kZncvd3vhObn+Sutw90eBRwGOHDniR48efaWbkDY3NDSE+kKuRf0hy6VekaWoP2QpV+uPoBmQKWcYyY5QKBSI5WOkm2lu7r2ZHekdkdQpa69wqkDPnRv30PLJwiSHDx5moGsg6lJuyA0HXDN7F63Jp94QHkaMu1eBanj/GTM7A9wJjAN7Fz19bzgGMLlw6HF4KPNUOD4O7LvGc0RERERENrRSvUSlUaHaqDJRmeDkzEmqQZVyvUyhVqDcKFMLakwXp2k2m+zu2U1/up/WXKsiciNuKOCa2f3Avwb+gbuXFo3vAjLuHpjZQVoTRJ1194yZzZvZtwBfBt4B/Gb4tCeAdwKPhD8/t2j8fWb2OHAfkNP5tyIiIiKy0c2WZhnJjnCpcIlirUi5UWaiMMHU8BR1r+NNJx6Lk4qnSMaS7O7ezY7OHQq2IqtgOZcJ+jStSaB2mtkY8Au0Zk3uAL4Y/oe4cDmgbwN+yczqQBN4yN0z4abey4uXCfp8eINWsP2Mmb0bGAXeGo4/SesSQcO0LhP0oyt5oyIiIiIia2lxsL2Uv0SlUaEr2UVnopO7uu+iY6CDZCxJIpZQmBVZI8uZRfntVxn+2DXW/Szw2Wssexq45yrjs8AbrjLuwE9crz4RERERkSgtDraT+UmqQZXd3bsZ6Bq4HGQLEwW6kl0RVyrS/lZjFmURERERkbYWNAMqjcrLboVaganiFJcKlwiaAbu6dr0k2IrI+lLAFRERERG5Qq6S41LhEoVqgXwtT7FepBbUqAU1SrUS5UaZerNOI2jQlepisHtQE0SJbAAKuCIiIiIiQNObTBWnGJ8fZ6IwwWRxkkwpQ8xilyeESiaSpFNpBroG6Ei0zqndrNcLFWlHCrgiIiIisqVVG1Uu5i8yNj/GdGma6eI0jaDBzu6d3LbnNgVYkU1EAVdEREREtoRGs0G5XqbcKL/k50xphqnCFJlKhs5EJzf13MS2jm063FhkE1LAFREREZG2Va6XGc+PczF/kfnqPLWgRqVeIV/LXz6nNh6L05/u59DAIToTnVGXLCIroIArIiIiIm0nV8kxNj92+XzaTCVDwhKkEilS8RT96X66kl10JDpIxPQnsUi70H/NIiIiItIW3J2Z0gwX5i8wWZi8PAtyf7qf1+x6Dal4KuoSRWSNKeCKiIiIyKbWaDaYKExwIXeBqeIU08VpqkGVnV07uW27JokS2UoUcEVERERkw6sHdcqNMtVGlUqjQjVo/azUK+SqOWZLs0yXpknEEuzs2klfuo+YxaIuW0TWmQKuiIiIiGxITW+SKWe4lL/ERGGCXDVHtVGlVC9RDarUgzqNZoNELMH2ju3ctuM2elI9UZctIhFSwBURERGRDaVUL3Exf5GL+YuXL+FTDaqkE2k6Eh3s6NxBOpkmGUuSjCe1p1ZELlPAFREREZHILUwQNZ4fZ3x+nOnSNNlKlnQ8zWDPINs7tyvIish1KeCKiIiIyLpyd6pBlXK9TLlRplQvMVGYYLIwyXh+HMMY6BrQzMci8oop4IqIiIjImlqY5XiuPEexXiRbyVJtVKk2qhTrRUr1Eo2gQWeyk/3b99Pb0YuZRV22iGxCCrgiIiIisiYKtQKX8pcYz48zWZhkqtg6lzYZS9IR7yAZT5JOpOlP95NOprW3VkRWTAFXRERERFZNPagzWZxkojDBRGGC6dI085V5elO9HOw7SFeyS3tnRWTNKOCKiIiIyIrUgzrz1XkmChNcKlxipjTDbGkWgIH0AHt37SUZT0ZcpYhsBQq4IiIiInJNCxNCFWvFy9efrQW1y+fPFmtFakGNWlBjtjxLuV5mW+c2XZNWRCKhgCsiIiIil7k789V5pkvT5Co55ipzFGtFqo0q+VqeUqNEEATUm3ViFiNhCZLx1vVo+9P99PX1EY/Fo34bIrJFKeCKiIiIbFFNb1IP6tSbdaqNKrPlWSYLk8yWZsmUM2SrWWIWIxVP0ZnopCfVw2DPIIlYgmQsqSArIhuOAq6IiIhIGwuaAflannw1z3x1/vK1Z8uNMrWgRiNo0PAGjWaDQrVAoVagM9FJX7qPvdv3amZjEdlUFHBFRERE2kilUSFbyTJfnSdXyTFbnqVQK5Cr5CjWi5QbZeIWJ2lJ4vE4ceLE4jGSsSQ70jvY37efREx/IorI5rSsTy8z+zjwfcCUu98TjvUDvw/sB0aAt7r7nLXmff8w8L1ACXiXu381fM47gZ8LN/shd/9EOP464DEgDTwJ/JS7+7VeY0XvWERERGQTc/fLhxTXghrVoEq1UaUaVMlVcsyUZpivzpOtZC+H2XQizbbObezp3UNnopOYxaJ+GyIia2K5X889Bvwn4JOLxh4GvuTuj5jZw+Hj9wPfAxwKb/cBHwXuC8PqLwBHAAeeMbMnwsD6UeA9wJdpBdz7gc8v8RoiIiIiW0KlUaFQK1wOrTPFGSpBhXpQpxbUKDfKVOqVy4cZp2IpelI97OnZQ3eqW5fnEZEtZVkB193/0sz2XzH8AHA0vP8JYIhW+HwA+KS7O/CUme0wsz3hul909wyAmX0RuN/MhoBt7v5UOP5J4C20Au61XkNERESkLbg7gQc0mg3qQZ1CrXD5lqlkyFfylBtl5mut82cBUvFU6zDjWJJ0Mk1/Zz+pRIpUPKXDi0VkS1vJJ+Cgu18K708Ag+H9W4ALi9YbC8eWGh+7yvhSryEiIiKyqtydpjdpehPnxfuLb0spNApkK9mXjTe9SaVRuXwY8ZU/a0GNoBm0bh5QaVTIV/NUggpNb5KOp0kn0wykB9i2Y5smfRIRWcKqfMUXni/rq7GtG3kNM3sQeBBgcHCQoaGhtSxFNqFCoaC+kGtSf8hyqVc2r1qzRiWoUA7KlIIS5aD8YnDlxVBL+JeG47QORnsFr1Gtcfx/Hr/qsoXAHLc4MWLEiROPxYlZeN/il68p2xHv4Ca7iVgs9rJzZWvh/2TzCSoBhVOFqMuQDWCj90KqmeLY1LFNexmwlQTcSTPb4+6XwkOQp8LxcWDfovX2hmPjvHi48cL4UDi+9yrrL/UaL+HujwKPAhw5csSPHj16tdVkCxsaGkJ9Idei/pDlUq9sPAt7PRf/bDQblBtlirUixXqRbCVLrV6jWq9SrLbGqkGVGDHMjBitGYSBy4HSzIhZDMMws5f8vJaOix1Ub66+bNzM6Ix30pXsoiPRQTKe1GHEW1DhVIGeO3uiLkM2gI3eC5OFSQ4fPMxA10DUpdyQlXy6PgG8E3gk/Pm5RePvM7PHaU0ylQsD6heAf29mfeF63wV8wN0zZjZvZt9Ca5KpdwC/eZ3XEBERkS3E3SnWi+QqOXLVHJlyhvnKPIEHNL15+Wez2dojW6qXKNVL1Bo1MOiMd9KR6KAn1cNNvTetyUzChZkCPf0b949WEZGtYLmXCfo0rb2vO81sjNZsyI8AnzGzdwOjwFvD1Z+kdYmgYVqXCfpRgDDIfhD4SrjeLy1MOAW8lxcvE/T58MYSryEiIiJtrlgrMleZY648x2xpllw1x3x1nvnqPNWgSsISxGPxy3tbYxYjRoxYLEY6kWZ392464h2aRVhEZAtZ7izKb7/GojdcZV0HfuIa2/k48PGrjD8N3HOV8dmrvYaIiIhsfvWgfnmSpcUTL9WCGtlKlkw5w1xljvnqPEEzIJ1I053q5rYdt5FOpDft+WEiIrJ2dAKIiIiIrCl3pxpUKdVLFGtF8rU8mXKmdW5sUGtdy7VeptJoXdu17nVw6E5105vq5Y7+O0gn0phd+/xXERERUMAVERFZd0EzYDQ3Si3Y/LPhLr60TtObBM2AutcvX/am0WxQaVQu76XN11rXdK0FNTriHSRiCZLxJB3xDnZ07iAVT5GMJ0nGkgq0IiLyiingioiIrKN6UOdrk19jODPM2PxY69I0m5hhly+14+6Yh7MNx+zyLMXJWGvW4I5EB92pbgZ7BulKdq36JE8iIiIKuCIiIuuk2qjyd5N/x6nZUxSqBV6z6zWbPuQtXDpnYZIn7XUVEZEoKeCKiIisg1pQ49lLz3Jy9iTVoModA3foWqgiIiKrTL9ZRURE1lixVuT56ec5NXuKWlDj9r7bNQOwiIjIGlDAFRERWUVNb5Kv5i9fs3W2PEuukiNTzlBr1Li9X+FWRERkrSjgioiIrEDTm8yWZi8H2pniDIV6gVwlR6FWoB7USSfS9HT0KNyKiIisMQVcERGRG9T0Jl+f/Dpn584yVZyi1ChhGF2JLno7ehnsGaQz0bnpJ5ISERHZLBRwRUREboC7c3z6OKdmTzFZmGRP7x56O3pJxVNRlyYiIrJlKeCKiIjcgOHM8OVwe2jgEB2JjqhLEhER2fJ0zJSIiMgrNJId4cTMCS7kLnB7/+0KtyIiIhuEAq6IiMgrcDF/kePTxzmXPcfB/oOkk+moSxIREZGQAq6IiMgyFRoFnp96nrNzZ9m3bR89qZ6oSxIREZFFdA6uiIjIMtSCGiPFEZLZJAPpAfrSfVGXJCIiIlfQHlwREZHrWJgxudKokLAEgz2DUZckIiIiV6GAKyIich0j2RFGsiP0Jfq4bcdtmFnUJYmIiMhVKOCKiIgsYbo4zcnZk5zPnWdn504SMZ3dIyIislEp4IqIiFxF05tMFCZ4fro1qdSenj3ELR51WSIiIrIEfQ0tIiKySLFW5GL+IhfzF5kpzTBRmGBbxzZ2du+kQCHq8kRERGQJCrgiIrLlBc2AqeIUlwqXmMhPMFWaIlvJ0p3s5pbeW9jeuT3qEkVERGQZFHBFRGRLK9aKfPXSV5koTDBdnCbwgP50P3fvuptkPBl1eSIiIvIKKOCKiMiWVQtqfG3ya5zOnKYRNNi3fR89qR7NkiwiIrJJKeCKiMiW1PQmz089z7m5cwRBwB0DdxAzzb0oIiKymd3wb3Izu8vMji26zZvZT5vZL5rZ+KLx7130nA+Y2bCZnTSz7140fn84NmxmDy8aP2BmXw7Hf9/MUjf+VkVERF50cuYk5+bOkavmONB/QOFWRESkDdzwb3N3P+nuh939MPA6oAT8Ybj4Py4sc/cnAczsNcDbgLuB+4GPmFnczOLAbwHfA7wGeHu4LsCvhNu6A5gD3n2j9YqIiCwYzY5yZu4Ml/KX2L9jv65tKyIi0iZW6+vqNwBn3H10iXUeAB5396q7nwOGgXvD27C7n3X3GvA48IC1ToD6DuAPwud/AnjLKtUrIiJb1HRxmhMzJxjNjrJvxz7SyXTUJYmIiMgqWa2vrN8GfHrR4/eZ2TuAp4Gfcfc54BbgqUXrjIVjABeuGL8PGACy7t64yvovYWYPAg8CDA4OMjQ0tKI3I+2nUCioL+Sa1B9bR6FRYLgwDE24NX0rsWzsFV3bNqgEFE7pWrhydeoPWYr6QxZs9F5INVMcmzpGPBaPupQbsuKAG54X+w+BD4RDHwU+CHj489eAH1vp6yzF3R8FHgU4cuSIHz16dC1fTjahoaEh1BdyLeqPraFUL/H0xafpne2lM9FJ/7b+V7yNwqkCPXf2rEF10g7UH7IU9Ycs2Oi9MFmY5PDBwwx0DURdyg1ZjT243wN81d0nARZ+ApjZ7wB/HD4cB/Ytet7ecIxrjM8CO8wsEe7FXby+iIjIsi1cDuhc9hzxWJybe2+OuiQRERFZA6txDu7bWXR4spntWbTs+4HnwvtPAG8zsw4zOwAcAv4W+ApwKJwxOUXrcOcn3N2BPwd+IHz+O4HPrUK9IiKyhQTNgK9Nfo0zmTPUGjX2bdun69yKiIi0qRXtwTWzbuCNwI8vGv6/zOwwrUOURxaWufvzZvYZ4AWgAfyEuwfhdt4HfAGIAx939+fDbb0feNzMPgQ8C3xsJfWKiMjW4e7kqjlGsiOcyZwhX8tzR/8dm/acIhEREbm+FQVcdy/Smgxq8diPLLH+LwO/fJXxJ4EnrzJ+ltYsyyIiIstSrBWZLE5yKX+JmdIM08VpakGNOwbu0OWARERE2px+04uIyKZXC2pMFiaZLE4yUZhgpjRDrpyjI9HBQNcA/el+7bkVERHZAhRwRURkUyvXyzx76VlGc6NMl6aJW5y+zj5evfvVpOKpqMsTERGRdaSAKyIim9ZCuD2VOUU9qHOo/xDpZDrqskRERCQiCrgiIrIpLYTb05nTNJoNbu+/nZitxsUBREREZLPSXwIiIrLpLITb4cwwjWaDAzsOKNyKiIiIAq6IiGwui8NtvVln/479mkBKREREAB2iLCIim8iVhyUr3IqIiMhi2oMrIiKbwksmlNKeWxEREbkK7cEVEZEN73K4nT1F4AEH+w7qnFsRERF5GQVcERHZ0Aq1Al+b+BqnZk/R8IbCrYiIiFyTAq6IiGw4xVqR6dI0U4UppkpTTBWmcFzhVkRERJakgCsiIhvCQqidLEwyXZomU86QrWSJW5wdnTvY07tH4VZERESWpIArIiKRG8mOcGLmBFOFKeYqc8RjcfrT/dw5cCedic6oyxMREZFNQgFXREQidW7uHC9Mv8C57Dl2dO7grp13KdSKiIjIDVHAFRGRyJzJnOH4zHHOZc+xr3cfO9I7oi5JRERENjEFXBERicRwZpjj08cZzY6yf8d+ejt6oy5JRERENjkFXBERWVfuzunMaU7MnGA0O8qBvgP0pHqiLktERETagAKuiIisG3fn1OwpTsyc4Hz2PAf6FW5FRERk9SjgiojIunB3Tsyc4NTsKS7MX+Bg/0G6U91RlyUiIiJtRAFXRETWXNAMeGH6BYYzw4zPj3Ow/yBdya6oyxIREZE2o4ArIiJrpulNspUsI9kRTs+eZqY0w+39t5NOpqMuTURERNqQAq6IiKyqoBmQKWeYLk0zVZwiU84wW5ql3qxzaOAQqXgq6hJFRESkTSngiojIqpgpzXApf4mp4hRzlTlmijOUG2V6kj30dfXR19lHPBaPukwRERFpYwq4IiKyYqPZUV6YfoHR7CiVoEJvqpfBnkG2dWxTqBUREZF1E1vpBsxsxMy+bmbHzOzpcKzfzL5oZqfDn33huJnZb5jZsJl9zcy+edF23hmuf9rM3rlo/HXh9ofD59pKaxYRkdXh7gxnhnlu6jnOzp1lZ9dOvmHwG7i9/3b60tpjKyIiIutrxQE39O3uftjdj4SPHwa+5O6HgC+FjwG+BzgU3h4EPgqtQAz8AnAfcC/wCwuhOFznPYued/8q1SwiIivg7pycPcnx6eOcy55j77a97OzeScxW61eLiIiIyCuzVn+FPAB8Irz/CeAti8Y/6S1PATvMbA/w3cAX3T3j7nPAF4H7w2Xb3P0pd3fgk4u2JSIiEWl6kxemX+DE9AlGsiPs37Gf7Z3boy5LREREtrjVOAfXgT81Mwf+s7s/Cgy6+6Vw+QQwGN6/Bbiw6Llj4dhS42NXGX8JM3uQ1h5hBgcHGRoaWuFbknZTKBTUF3JN6o9XptFsMFIaIVvLsj2+nds6b4McFChEXdqaCyoBhVPt/z7lxqg/ZCnqD1mw0Xsh1UxxbOrYpj3NaDUC7t9393Ez2w180cxOLF7o7h6G3zUThupHAY4cOeJHjx5dy5eTTWhoaAj1hVyL+mP5Ko0KX5v8Gt2ZbqqVKvv69tGZ6Iy6rHVTOFWg586eqMuQDUr9IUtRf8iCjd4Lk4VJDh88zEDXQNSl3JAVH6Ls7uPhzyngD2mdQzsZHl5M+HMqXH0c2Lfo6XvDsaXG915lXERE1lm+mueZi89wYuYE89V57uy/c0uFWxEREdn4VhRwzazbzHoX7gPfBTwHPAEszIT8TuBz4f0ngHeEsyl/C5ALD2X+AvBdZtYXTi71XcAXwmXzZvYt4ezJ71i0LRERWQeNZoOJwgTPXHqGE7MnqAd17ui/g2Q8GXVpIiIiIi+x0kOUB4E/DK/ckwA+5e5/YmZfAT5jZu8GRoG3hus/CXwvMAyUgB8FcPeMmX0Q+Eq43i+5eya8/17gMSANfD68iYjIGnF3CrUCmXKGTDnDdHGaXDXHVGmKbalt7N22F12xTURERDaiFQVcdz8LfONVxmeBN1xl3IGfuMa2Pg58/CrjTwP3rKROERG5vnw1z4X5C8yUZpgrz5EpZ8jX8jS9SU+yh1t6bmFHekfUZYqIiIhc02pMMiUiIpvc+Pw4x2eOMzI3wnx1nq5kF9s7t3NTz02kk+moyxMRERFZFgVcEZEtLGgGnJw9ybm5c4zmRtnRsYMDfQc27aUBREREZGtTwBUR2aKKtSLPTz/PaHaU6eI0N/ferEOQRUREZFNTwBUR2YImC5McnznOublz1IM6t/ffTkeiI+qyRERERFZEAVdEZAtpepPhzDBnMmcYmRuht6OX23bcRsxWfFl0ERERkcgp4IqIbBH5ap7jM8cZnRtlojjBLb230N/VH3VZIiIiIqtGAVdEpE25O/lanlwlR7aSZaIwwfnceRrNBocGDtGZ6Iy6RBEREZFVpYArItJG5qvzzJXnyFVzzJRmmK/Mk6vmyNfy1IIag92D3Nx7M2YWdakiIiIiq04BV0SkDTSaDU7Pnubc3Dkmi5Pka3kazQbdyW62dWzjwI4DdCW7FGxFRESkrSngiohsctlKlhemXmA0N8pMaYb+dD+H+luHICvQioiIyFaigCsiskm5OxfmL3Bi+gTnsueIWYy7dt5FKp6KujQRERGRSCjgiohsQvWgzomZEwxnhjmfO89NvTexu2u39tiKiIjIlqaAKyKyyeSreZ6beo7TmdPkKjkODRyiK9kVdVkiIiIikVPAFRHZRMbnxzk+c5xzc+cAeM2u1xCPxSOuSkRERGRjUMAVEdngakGNXCXHZHGSkewIo9lRdnTu0OV+RERERK6ggCsissEsBNpsJctceY6Z0gyFWoG5yhz1Zp192/axvXN71GWKiIiIbDgKuCIiG0SlUeHU7CnG58fJV/PMVeYo1ouk4im6El3s7t5Nb0cviZg+ukVERESuRn8liYhsAJOFSU7MnGA0O0q2mqU72c2url0c7DhIMp6MujwRERGRTUEBV0QkQvWgzqnZU4xmRxmdHyWdSHP3rrs1cZSIiIjIDVDAFRGJSKac4fj0cUZzo8yV59jTs4f+rv6oyxIRERHZtBRwRUTWWdAMGM4Mcy57jtHcKHGLc2jgEKl4KurSRERERDY1BVwRkXWUrWQ5Pn2csfkxpopT7Oraxe6e3VGXJSIiItIWFHBFRNZQpVGhUCuQr+bJ1/Jcyl/iQu4CjnN7/+10JjqjLlFERESkbSjgioisonK9zMX8RQq1AplyhnwtT7leJlfNUW6UcXf29O5hd9duzCzqckVERETayg0HXDPbB3wSGAQceNTdP2xmvwi8B5gOV/1Zd38yfM4HgHcDAfCT7v6FcPx+4MNAHPhdd38kHD8APA4MAM8AP+LutRutWURkrbg7F+YvMDw7zIX5C8xV5mg2m3QmOulIdNCf7qc72U1nolPBVkRERGSNrGQPbgP4GXf/qpn1As+Y2RfDZf/R3X918cpm9hrgbcDdwM3An5nZneHi3wLeCIwBXzGzJ9z9BeBXwm09bma/TSscf3QFNYuIrLpMOcNwZpix+THG58fZ3rGdV+98NR2JjqhLExEREdlSbjjguvsl4FJ4P29mx4FblnjKA8Dj7l4FzpnZMHBvuGzY3c8CmNnjwAPh9r4D+OFwnU8Av4gCrohsEKV6iTOZM5zPnWdsfgx352DfQbpT3VGXJiIiIrIlrco5uGa2H/gm4MvA64H3mdk7gKdp7eWdoxV+n1r0tDFeDMQXrhi/j9ZhyVl3b1xl/Stf/0HgQYDBwUGGhoZW/qakrRQKBfWFXNMr7Y/AAyYqE0xXp6kHdbYntrMrtYtkPInPOQUKa1esRCqoBBRO6d9Xrk79IUtRf8iCjd4LqWaKY1PHiMfiUZdyQ1YccM2sB/gs8NPuPm9mHwU+SOu83A8Cvwb82EpfZynu/ijwKMCRI0f86NGja/lysgkNDQ2hvpBrWU5/uDvVoEqmnOFM5gzJfJJEMcGu9C5u6rlp0/4SkFemcKpAz509UZchG5T6Q5ai/pAFG70XJguTHD54mIGugahLuSErCrhmlqQVbv+bu/93AHefXLT8d4A/Dh+OA/sWPX1vOMY1xmeBHWaWCPfiLl5fRGRNBM2AUr1EqV6i3ChTqpco1opkK1lK9RLVRpXp0jSdiU5u77+ddDIddckiIiIiElrJLMoGfAw47u6/vmh8T3h+LsD3A8+F958APmVmv05rkqlDwN8CBhwKZ0wepzUR1Q+7u5vZnwM/QGsm5XcCn7vRekVErqXpTcbmxzifO89ceY5qUKVcL1OoFag2qtSaNZKWJJVI0ZHo4Nbtt9Lb0Rt12SIiIiJyhZXswX098CPA183sWDj2s8DbzewwrUOUR4AfB3D3583sM8ALtGZg/gl3DwDM7H3AF2hdJujj7v58uL33A4+b2YeAZ2kFahGRVdH0JhOFCU7kTzA3NsfFwkVw6Ih3kEqk2Nm1k65kF6l4Socgi4iIiGwCK5lF+X/R2vt6pSeXeM4vA798lfEnr/a8cGble68cFxFZiaAZcDF/kQu5C0wUJ6jWq8yWZzmw4wA9qY17ToyIiIiILG1VZlEWEdmogmZApVG5fCvVS0wUJpgsTjJdnCZucQ72HGT7wPaoSxURERGRFVLAFZG20fQm2UqW2dIsuUqOfC1PsV6kFtSoBTVKtRKlRomgGdCd6mbf9n30pHooZDbuVP0iIiIisnwKuCKy6VUbVcbz44zNjzFTmiFTyjBfm8cwUvEUiViCZDxJOpVmZ/dOOhOdpOKpqMsWERERkVWmgCsim5K7M12aZqIwwUR+gunSNLOlWdLJNH3pPm7bcRvJeDLqMkVERERkHSngisim0vQmM6UZzmbOcqlwiYnCBLVmjb7OPu7aeRcdiY6oSxQRERGRiCjgisiG1PQm5XqZYr1IqV6iWCuSr+XJVrKU6iUmC5OYGXt69rCtcxsxi0VdsoiIiIhETAFXRDaUcr3MhfkLjOXGyFVzVBoV5qvzVBtVas0ayViSdCLNnp497EjviLpcEREREdlAFHBFZEMo1UuMZEda16YtTJCtZOmId5BOphnoGqA72U1HokN7akVERETkmhRwRSRSC8H2fO48E4UJ5ivzDHQN8Jpdr9EkUSIiIiLyiijgikgkFgfbS/lLzFfn2dm1k7t33008Fo+6PBERERHZhBRwRWTN1YM65UaZcr1MpVEhX8szPj/OxfxFctUcg92D3Lr9VgVbEREREVkRBVwRWVXuTraSZao4xXx1nlw1R7lephpUqTaqFGoFakENd2dn905eu/21CrYiIiIisioUcEVkxdydqeIUmXKG6dI0mVLr53xtHsPoiHWQSqRIxpMMpAdIJ9N0JjoVbEVERERkVSngisiK5Kt5Ts6evDz7cblRpjvZTX+6n4N9BxViRURERGTdKOCKyA0JmgEj2RHOZM4wkhshaAbs6dlDb0evQq2IiIiIREIBV0RekWqjSraS5dzcudalfYoTDHYPsrt7N2YWdXkiIiIisoUp4IrINbk7pXqJXDVHrpJjrjJHppyhUCswV54jHotz18BddCQ6oi5VREREREQBV0RerulNLuQucC57jlwlR76aJ1fNUWlU6Ex00pXsYk/PHrZ3btdeWxERERHZMBRwReQlspUsp2dPc2H+AmPzYyRjSbpT3dy6/Va6kl06v1ZERERENiwFXBEBYK48x0h2hPH8OBfzF2k2m9zRfwddya6oSxMRERERWRYFXJEtLlPOMJodvRxsa40au3t2s6trlw4/FhEREZFNRQFXZIupBTUqjQrz1XnG58eZLE4yUZigFtS4qecmBtIDCrYiIiIisikp4Iq0qUqjwkxphlK9RKVRoVQvMV+dp9KoUAtqVBtV5spzxGIxdnfvVrAVERERkU1vwwdcM7sf+DAQB37X3R+JuCSRDavaqDJdmmaqOMVUcYrZ0iyZcoZ6s07TmyRjSVLxFIlYgo54B/v79tOT6om6bBERERGRVbGhA66ZxYHfAt4IjAFfMbMn3P2FaCsTiZa702g2Lt/mq/NMFaeYLE4yV54jU8nQbDbZ3rmdA30HSMVTJGNJ7aEVERERkba2oQMucC8w7O5nAczsceABYFMG3GbQYG78TNRlRMcMYrHLN4+/eJ9Uak1fOlfPMVOaWdPXWDVBgBVLVCtFyvUS1XqFRrNBrdk6rLgW1KgFNZreJPCAoBlQD+pkK1maNNmW2sYd6T66k91YYFAIgHJ4k6tJ5gokM0HUZcgmoF6Rpag/ZCnqD1mw0XshVZwH96jLuGEbPeDeAlxY9HgMuO/KlczsQeBBgMHBQYaGhtaluFeqUS2Reep/0KiWoi4lOi/7j8XAIEgkKG9LU+nqpJ5KUu9I4vFVuN6qO5gRNOO88EfHVr69Bc0m5o454U+nGTOa8XgryC9Rj7kTC5rhLSDeCEjUGyQrNToqNRLVOubeWtdiJCxOjBgxjBhxDIhZHDMjQYwkRq8luSmeIoYBJWBi9d7rFtAdT2Ev1KIuQzYB9YosRf0hS1F/yIKN3gu7cY6VvkK8Ix11KTdkowfcZXH3R4FHAY4cOeJHjx6NtqBr8GaTmTtvY/Rv/gRvNqMuJwKtYEejQawRQKMJzQALmiTyBVIX5ogXJ7BGA48naKY7CLo6aKZSeCz20uB4jQxpjYBYrU6sVsdqdazZxBMJxm86yJ65Cy9uJwZOLNxOK2S72YuvEf60oLU9qzewoIk1m9BsQrMVVGk6hofvzvBknGYyCfFYa3uxcHthoLVGI3xuEwLHPICmQzxO0NVJvbeLoLefxrYeYj299KS30ZnqIhGLE7PY2vyzCM+V4Z7N+Rku60y9IktRf8hS1B+yYMP3QixG39//+yS6e6Ou5IZs9IA7Duxb9HhvOLYpWSzGrgN3s+vA3VGXsjHV6zAxAbOzMDnZuj89DZUKBOFhHEsdLmEGnXHY3gHd3dDb2zr0uVxmrlDgrm27WuE0CFq3ZvPF7S184bB4++6tw6d3plvbS6UgmWzdFu6nUpBItNar1SCXg3weGo3W43BPLPE4pNPQ2QkdHdDV1brf1QXbt7dq3bat9ToxBdn1ZkND7NqgX4zJxqJekaWoP2Qp6g9ZoF5YWxs94H4FOGRmB2gF27cBPxxtSbJmkknYt691WywIWuE3uMa5CmYvBslYrBUcrwiJpaEhuPKDZOE5C7eF1wqCF7cVj7fq0uRMIiIiIiIb3oYOuO7eMLP3AV+gdZmgj7v78xGXJestHm/dVtviQ5IXJDb0fxIiIiIiIrKEDf/XvLs/CTwZdR0iIiIiIiKyselkPxEREREREWkLCrgiIiIiIiLSFhRwRUREREREpC0o4IqIiIiIiEhbUMAVERERERGRtqCAKyIiIiIiIm1BAVdERERERETagrl71DWsKjObBkajrkM2nJ3ATNRFyIal/pDlUq/IUtQfshT1hyxQL6zcbe6+62oL2i7gilyNmT3t7keirkM2JvWHLJd6RZai/pClqD9kgXphbekQZREREREREWkLCrgiIiIiIiLSFhRwZat4NOoCZENTf8hyqVdkKeoPWYr6QxaoF9aQzsEVERERERGRtqA9uCIiIiIiItIWFHBFRERERESkLSjgioiIhMzMoq5BREQ2P/0+iY4CrrQNM7sl6hpk4zKzf2hmt0ddh4iIiGwJiYU7CrvrSwFXNj0z+04zewZ4KOpaZOMJ++NvgI8Be6KuRzYmM3uzmX0aeNjMbou6HtlYzOwtZvbBqOuQjUn9IYuZ2f1m9gXgV83s+wFcs/quKwVc2ZSsJWVmHwF+Ffigu//84uXRVSdRC/ujx8z+B/Bz4e0p4LZwuT775DIz+07g54FP0PrG/Z+b2ZvCZeqVLczMYmb2T2n9nnnYzL416ppkYwh/z8TVHwIv+bv0V2n9Pvkt4CTwg2Z2KNrqth794pZNyVtqQBfwR+7+R+EfIt+4sDzaCiVKYX8UgP/q7kfd/UvAF4AHwuXNSAuUjeY7gT929z8B/jPQC/yYmXWrV7a28N//NPBNwHsB7aUT4PLvmQAYRv2x5S36u/RPgH/g7k8Afw3UgXORFrcFKeDKpmJmP2lmj5jZD4VDHwS+NfzG7KvAh8zsUTP77uiqlKgs6o8fBHD33w/HY8AccMHMOqKsUaK3qE/eGg79NfB6M+t09ymgAsSBH4usSImMmf2Amd23aOiv3T3v7r8DdJvZu8P19DfUFhR+fvxOuOcW4C/UH1vXlf3g7n/m7g0z+17gvwN3Af9+4e9WHWG4PvQfn2wK4aEf/wL4IeBp4BfN7N3ufgb4I+BV4bIfBp4Dvt/MdkZVr6yvq/THL5nZu8xsF1zeC3MOeJO7VyMsVSJ0lT75d2b2TuAEcBH4jJn9ObAN+BzQqz9Stw4z221mfwH8BvCBRf/2jUX3/y3wL82sT3v3tx4zexetvzM+C/yImX0AOLhoFfXHFnKVfvhZM7sjXDwD3O/u3wL8Oa2jgvbrCMP1oV/csimEHwjfDvycu/8B8C+AbzSzt7r7bwJvc/eT7p4HjtH6A7UUWcGyrq7VH8D9i9b5a2DMzP5hNFVK1K7SJ/8SOEyrV/4p8AvAr7r7jwI14ID+SN06wr33n6P1uXEJ+PFwkbl708zM3T8PHAceNLPehaNFZMt4A/Ar4ekMPwN0Av9kYaH6Y8u5sh9ShP3g7n/r7qfC9Y4D00Ajkiq3IAVc2fAWfXP+NPCtAOGHyXHgdWZ2V3i+5YI30gq3lXUtVCKxRH+cAu42s1eF622jtaeuHkWdEq1r9MnnafXJ3wPucPdn3f1/huu9DvjyuhcqkVjUH78JvAD8KfAmM9sThtsYL/7N9H7gP9A6N/emdS9W1t2i/ngW+D4Ad38a+BvgFjN7/aLV1R9tbol+eAq4+Yp+AHgXrTljZterxq1OAVc2HDOLhz8NXjIh0DCtQwZfGz7+C1p7anvD9d9mZs/Rmin3Z7XnpT29wv7YDvSE680De4HBdS1YIvEK+6SXFz9HvtfM/pbW58hn17VoWTfX6g93r7t7g9Z52SeAn1xY7u6Bta6l/VFap8Z8c3gEkbShxacnLPr8+N9AzMy+LXz8HK29/TeHz7kD+Ajqj7bzCvrhIi/2wzvCv0sPAP/M3cvrWPKWpoArG4aZvd7MPgH8nJn1L5ynYGbJcJW/pXV4x3eZWcLdXwBuAY6Ey0dpfYC8IzzUTNrIKvQHtA5lf2w965b1tYI++Xvh8tPAQ+7+j919br3rl7W1RH/Er5j8ZQZ4ArjLzPaa2c7wKJAZ4H3u/o/c/eL6vwNZS2Z2r5ld/lJj0fjC38ungeeBHzKzuLuP0frSdH+4PIf6o23cYD/cRCvQAnwNeNDd3+nuk+tY+pangCsbgpkdpPWt55/T2nPywXAGOty9Hv4cpnV44e3Aw+FTq7SCLe7+N+7+V+tcuqyDFfbHyMJ23F2Hrbex1egTdz/t7l9d38plPVynPwJ3dzPrMLOO8PFf0vrj9Tngr4BBd88tOq9O2oiZ/TTwh7S+/PiecCwOLwk3eVq90AH8avjFWR/hoafuPu3up9e5dFkDK+yHmXC9Y+H8H7LOFHBlo7gXOB7uXftXtCaKerOZ7QEwsw+Z2ceAZ2jNcHmvmT0DZGhd31Ta20r6408jqViioM8RWcr1+uOXgN8FFh4/RGuiqf8MfIOCS9s7R+t8yn9G+OVXeJ1bAMzs3wGforWX9udpBZm/Ch9/Yr2LlTWnftjETLNVSxTM7M20vkF/2t2fCr9Z/y/A2939vJm9BngHMAl8hdYF1P9tuPcFM+sBEu6ejeQNyJpSf8hyqE9kKavQH98JjCw8lvZylf6Ih4uStK5f+ifu/hvh4ah3Ax8Aft5blydcOEy1O7x6g2xy6of2oj24sq7MbI+Z/Q/gX9P6tuv3zOy73f0srdkIF6bUP0nr0LBtwNfd/YfdfXjhvAd3L+iP0vaj/pDlUJ/IUlahPxYOQ/wzhdv2s0R/BEAzPJXl14B3m9nOcIKxhf44s+jzo6kws/mpH9qTAq6styPAX7n7t7r7B4EPAw+Gy/4KeK2Z3Rd+sIwD3+buOWh9O+aaGbndqT9kOdQnspSV9kdw1a1Ku7iyP/4f4CG4fK1saJ2n/RTwz6E12VD40/T50XbUD21IAVfWnLWmST9qZh3Al2gdIrZgltZ1KKF1zclngV8PDx28Gxg1sy546Qx20j7UH7Ic6hNZivpDlnKd/sgAx8P1Lu+NAz4EvN/McsA3h2FG5/W1AfVD+0tEXYC0JzMzWlOlfwpoAmeA9wA/5e6XzCwZzmq6h9YhIbj7BPBhM7sN+DitcyHe4e6lKN6DrB31hyyH+kSWov6QpdxgfzTD590O/B6t65z+tLt/PYr3IKtH/bC1aA+urDprXQvMgV5g3N3fQGsWugzwaLjawrfkbwT+IHze7nDsXwPvdvf73P3k+lUu60H9IcuhPpGlqD9kKTfQH58Nn7dwbeR5WhOOvUFhZvNTP2w92oMrqyacmOODQNzMnqQ1cUcAranVzeyngItm9g/c/S/MLAVMA6fM7JeB7zOzo+4+R+vaYtJG1B+yHOoTWYr6Q5aySv3x7e4+BUxF9DZklagfti7twZVVYWb/gNa1JfuAYVofKHXg2y08GT88h+EXgX8XPq0TeBet8x96ge8M/+iQNqP+kOVQn8hS1B+ylFXsj8y6Fi5rQv2wtWkPrqyWJvBr7v5fAMzsm4ADwL8FPgq8LjxZ/4+A7zCzvcDNwH8Fft3dj0VRtKwb9Ycsh/pElqL+kKWoP2Qx9cMWpj24slqeAT5jL14Y+38Dt7r7Y7QODfnn4Tdle2ldV2zM3f/W3d+hD5EtQf0hy6E+kaWoP2Qp6g9ZTP2whSngyqpw95K7V/3F6we+kdZ5DAA/CrzazP4Y+DStD52FGe1kC1B/yHKoT2Qp6g9ZivpDFlM/bG06RFlWVfhNmQODwBPhcB74WeAe4Jy7j8NLLqAtW4T6Q5ZDfSJLUX/IUtQfspj6YWvSHlxZbU0gCcwA3xB+O/bztA7/+F8LHyKyZak/ZDnUJ7IU9YcsRf0hi6kftiDTlxWy2szsW4C/Dm+/5+4fi7gk2UDUH7Ic6hNZivpDlqL+kMXUD1uPAq6sunAmuh+hNQtdNep6ZGNRf8hyqE9kKeoPWYr6QxZTP2w9CrgiIiIiIiLSFnQOroiIiIiIiLQFBVwRERERERFpCwq4IiIiIiIi0hYUcEVERERERKQtKOCKiIiIiIhIW1DAFRER2QTM7BfN7F8tsfwtZvaa9axJRERko1HAFRERaQ9vARRwRURkS9N1cEVERDYoM/s3wDuBKeAC8AyQAx4EUsAw8CPAYeCPw2U54B+Hm/gtYBdQAt7j7ifWsXwREZF1p4ArIiKyAZnZ64DHgPuABPBV4LeB33P32XCdDwGT7v6bZvYY8Mfu/gfhsi8BD7n7aTO7D/gP7v4d6/9ORERE1k8i6gJERETkqr4V+EN3LwGY2RPh+D1hsN0B9ABfuPKJZtYD/B/A/2tmC8Mda12wiIhI1BRwRURENpfHgLe4+9+Z2buAo1dZJwZk3f3w+pUlIiISPU0yJSIisjH9JfAWM0ubWS/w5nC8F7hkZkngnyxaPx8uw93ngXNm9oMA1vKN61e6iIhINBRwRURENiB3/yrw+8DfAZ8HvhIu+nngy8D/BhZPGvU48H+a2bNmdjut8PtuM/s74HnggfWqXUREJCqaZEpERERERETagvbgioiIiIiISFtQwBUREREREZG2oIArIiIiIiIibUEBV0RERERERNqCAq6IiIiIiIi0BQVcERERERERaQsKuCIiIiIiItIW/n9Bv4gGGUsjTgAAAABJRU5ErkJggg==\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": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"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."
|
||
]
|
||
}
|
||
],
|
||
"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": "3.9.1"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|