mirror of
https://github.com/wassname/pandas-ta.git
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882 lines
308 KiB
Plaintext
882 lines
308 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: 463.0497 ms (0.4630 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: 432.8772 ms (0.4329 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: 435.9255 ms (0.4359 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: 444.1443 ms (0.4441 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: 435.2471 ms (0.4352 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 (7081, 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": [
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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>Stock Splits</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>2021-03-08</th>\n",
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" <td>0.0</td>\n",
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" <td>0</td>\n",
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" <td>384.154999</td>\n",
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" <td>387.410500</td>\n",
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" <td>381.464001</td>\n",
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" <td>345.220762</td>\n",
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" <td>89023860.0</td>\n",
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" <td>383.250286</td>\n",
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" <td>384.533350</td>\n",
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" <td>379.947811</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-09</th>\n",
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" <td>0.0</td>\n",
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" <td>0</td>\n",
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" <td>384.122000</td>\n",
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" <td>387.243500</td>\n",
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" <td>381.856001</td>\n",
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" <td>345.700730</td>\n",
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" <td>92778490.0</td>\n",
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" <td>384.121336</td>\n",
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" <td>384.773046</td>\n",
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" <td>380.231034</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-10</th>\n",
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" <td>0.0</td>\n",
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" <td>0</td>\n",
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" <td>383.903000</td>\n",
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" <td>387.209999</td>\n",
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" <td>382.267601</td>\n",
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" <td>346.189984</td>\n",
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" <td>96483975.0</td>\n",
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" <td>385.334370</td>\n",
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" <td>385.210041</td>\n",
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" <td>380.597660</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2021-03-11</th>\n",
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" <td>0.0</td>\n",
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" <td>0</td>\n",
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" <td>385.023001</td>\n",
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" <td>387.382500</td>\n",
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" <td>382.694800</td>\n",
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" <td>346.681016</td>\n",
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" <td>97827625.0</td>\n",
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" <td>387.155621</td>\n",
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" <td>385.966401</td>\n",
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" <td>381.104811</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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" <th>2021-03-12</th>\n",
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" <td>0.0</td>\n",
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" <td>0</td>\n",
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||
" <td>386.393002</td>\n",
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||
" <td>387.550000</td>\n",
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" <td>383.146801</td>\n",
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" <td>347.152728</td>\n",
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" <td>98920260.0</td>\n",
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" <td>388.689927</td>\n",
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||
" <td>386.702182</td>\n",
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" <td>381.612857</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 Stock Splits SMA_10 SMA_20 SMA_50 \\\n",
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"date \n",
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"2021-03-08 0.0 0 384.154999 387.410500 381.464001 \n",
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"2021-03-09 0.0 0 384.122000 387.243500 381.856001 \n",
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||
"2021-03-10 0.0 0 383.903000 387.209999 382.267601 \n",
|
||
"2021-03-11 0.0 0 385.023001 387.382500 382.694800 \n",
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"2021-03-12 0.0 0 386.393002 387.550000 383.146801 \n",
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"\n",
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" SMA_200 VOL_SMA_20 EMA_8 EMA_21 EMA_50 \n",
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"date \n",
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"2021-03-08 345.220762 89023860.0 383.250286 384.533350 379.947811 \n",
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"2021-03-09 345.700730 92778490.0 384.121336 384.773046 380.231034 \n",
|
||
"2021-03-10 346.189984 96483975.0 385.334370 385.210041 380.597660 \n",
|
||
"2021-03-11 346.681016 97827625.0 387.155621 385.966401 381.104811 \n",
|
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"2021-03-12 347.152728 98920260.0 388.689927 386.702182 381.612857 "
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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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"data": {
|
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\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",
|
||
" <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",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-08</th>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-09</th>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-10</th>\n",
|
||
" <td>0.006205</td>\n",
|
||
" <td>0.006205</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-11</th>\n",
|
||
" <td>0.016293</td>\n",
|
||
" <td>0.010088</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
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" <th>2021-03-12</th>\n",
|
||
" <td>0.017639</td>\n",
|
||
" <td>0.001346</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
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||
"</table>\n",
|
||
"</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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"2021-03-08 0.000000 0.000000 0 0\n",
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"2021-03-09 0.000000 0.000000 0 1\n",
|
||
"2021-03-10 0.006205 0.006205 1 0\n",
|
||
"2021-03-11 0.016293 0.010088 1 0\n",
|
||
"2021-03-12 0.017639 0.001346 1 0"
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||
]
|
||
},
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||
"execution_count": 8,
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||
"metadata": {},
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||
"output_type": "execute_result"
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}
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],
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"source": [
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||
"trendy = asset.ta.trend_return(trend=long, cumulative=True, trade_offset=-1, append=True)\n",
|
||
"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 13, 2021, NYSE: 12:21:03, Local: 16:21:03 PST, Day 72/365 (20.0%)'}, 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>2020-04-09</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",
|
||
" <tr>\n",
|
||
" <th>2021-03-02</th>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>386.540009</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2021-03-09</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>387.170013</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\n",
|
||
"2021-03-02 -1 NaN 386.540009\n",
|
||
"2021-03-09 1 387.170013 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 3-13-2020 to Friday 3-12-2021\\nLast OHLCV: (392.0700, 394.2100, 391.2000, 394.0600, 64608100)\\nSaturday March 13, 2021, NYSE: 12:21:03, Local: 16:21:03 PST, Day 72/365 (20.0%)'}, 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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jgRpCiNAo29Z8Y1vP2A4ihJgPzAcoW7asqFmzZmyrxcvT05N32U76OMj8IcVH5o+UI4Rg4sSJBAUFcfToUY4cORLtdZ1OR44cOahUqRKurq4UL14cNzc3jEYjiqLQtm1bJk2ahLOzM3379sXJySnFal1PnDgRo3lWbLJmzcqXX37JqlWrWLVqFQaDgdu3b/PixQsaNWrE9u3befDgAX379k2BVEspRZ5HpPjI/JE2XLp0CXt7+1RNg7+/P/b29hgMBgwGQ7T02NvbY29vz9y5c2nZsiWDBg2KtbWOnZ0dGo0m2rbNmjVj/PjxbNy4kS5dumA2mxk0aBDdu3cnW7ZsDBo0iAoVKtC8efPIfrBCCPR6fYz0tG/fnhUrVrBhwwb69u2LXq/H2to6zs9OURTs7OzifN1oNFKqVKkEfT7JEcAeB1wVRcmHGpB2AD6NuoKiKKWA34CGQohHUV7aCUxUFCXjq+f1geHJkCZJkiQpjTOZTHh7e3Pu3Dm8vb1p1aoVRYsW5cCBAzx+/JhevXpRp06dyKbBGo2GfPnyRQarcY0cnCtXLubOnYsQIlWbC8enYMGC9OvXj5kzZzJu3DgmTZrEvn37AKhfvz5Xrlzh2LFjqZxKSZIkKa0qVaoUJUqUYOXKlXTu3DnWda5cuUKuXLkin8+cOZONGzfSr18/JkyYgMVioXHjxpHjMmTPnp3Vq1fz7bff4uvrS9asWXFycmLMmDGx7n/MmDF8+umn9O7dG1D7wH7//feRrx87dgwrK6vkesuRkhzACiFMiqJ8iRqMaoFFQogLiqKMB7yEEFuAaYAdsPbVzcRtIURzIcRTRVEmoAbBAOOFEE+TmiZJkiQp7RBCcP/+fXx8fLh69SpXrlzBx8eHO3fuRBt+/+DBg2zatIkNGzZgZWVFo0aNyJQpE61atXqn46bV4DVC8+bNOXPmDDt27KBs2bIcPXoUOzs7ihUrRrly5Vi9ejXXr18nf/78qZ1USZIkKRWMGzcu2vOAgIBoz9/sgxqVi4tLtGtsQrerWLEi+/fvT1B6ypQpw5UrVwBYvHhxnPsEdV7a5JIsfWCFENuAbW8sGxPlcd14tl0ELEqOdEiSJElpi5+fH126dOHevXuRywwGA7ly5aJq1aoULFiQwoULc/v2bWbPns2UKVM4fPgwZcqUIWPGjPHs+cMwdOhQvL29mTZtGlqtlqJFi6LT6ahZsyarV69m+/bt9O/fP7WTKUmSJElphhzeUJIkSXovTCYTAwcO5OHDh3zyySfky5eP/Pnzkz9/frRabbQmwKVLl2b//v1s2LABgIYNG6b5GtTkYDAYmDBhAl988QVBQUGUKlUKRVFwc3PDzs6OCxcupHYSJUmSpDTs3LlzMZoQGwwGjh49mkopev9kACtJkiS9F1OnTuXcuXN06dKFrl27xtlnNcKQIUPo0aMHdnZ2VKpUKYVSmfry5s3LoEGD+P3336lRQx2kX1EUjEYjoaGhb9lakiRJSm5peQyFN7m7u3P69OnUTkaSCCEStb4MYCVJkqRkt379etauXUulSpXo3LnzW4NXgBw5cvDDDz+gKMpHN/9p3bp1qVOnTrRler0ek8mUSimSJEn6OBmNRvz8/MicOXO6CWLTMyEEfn5+GI3GBG/zcd0hSJIkSe/d0aNHmTx5Mi4uLgwbNixRwWhCpqD5UL15o6TT6eIcgEOSJEl6P3LlysXdu3ff+7zh8QkJCUlUQJfeGY3GaKMlv40MYCVJkqRkc+XKFYYMGYKDgwPff/89Dg4OqZ2kdEsGsJIkSSlPr9eTL1++VE2Dp6dngudE/Ri9vU2XJEmSJCXAsmXLIidGHzNmDDly5EjtJKVrEU2IE9s3SJIkSZI+ZLIGVpIkSXpnQgh2797NkiVLOH/+PAUKFGDEiBHky5dP9h1KIp1OR2BgYGonQ5IkSZLSFBnASpIkSYkWFBTE6tWrWbt2Lffv38fOzo42bdrQq1evj6rfzvtkZWUlB3GSJEmSpDfIAFaSJOkD9fLlS44cOUK9evWSrTb07t27LF68mO3btxMUFESOHDno3bs3zZo1w87OTta6JiOdTofZbE5X0zlIkiRJ0vsmA1hJkqQPUGBgID179uTatWuYTCYaN26c5H3u2rWL4cOHYzabcXd3p3Xr1lStWvWjm/Impej1ejmIkyRJkiS9Qd51SJIkfWBCQ0Pp168f165dw2AwsHz58ncKYIOCgtBoNBiNRp4/f87EiRNxcnJi3LhxFCpUKEFzu0rvTg7iJEmSJEkxyQBWkiTpA/HixQtWr17N5s2buXfvHt27d+f58+ds3LiRc+fO4e7unuB9CSHo1q0bDx8+ZMiQIezZsycyiC1cuPB7fBdShIgAVpIkSZKk12QAK0mSlM69ePGC3377jY0bNxISEkLOnDnp378/rVq1ws/Pjy1btrBo0SJmzpyZ4H0ePnwYb29vrK2tGT16NAANGzakQoUK7+ttSG/Q6/WRfWAlSZIkSVIlSwCrKEpDYDagBRYKISa/8Xp1YBZQAugghFgX5TUzcO7V09tCiObJkSZJkqQPnb+/PwsWLGD9+vUEBQXh7u5Ox44dKVeuXGS/1KxZs1KxYkUOHjzI48ePyZIlS4z9CCHYuXMnu3fv5ssvv8TFxYVly5ZhMBj4/fffWb58Obdv36Zfv36y2XAKkk2IJUmSJCmmJAewiqJogblAPeAucFxRlC1CiItRVrsNdAMGx7KLYCGER1LTIUmS9LEIDAxk0aJFrFmzhoCAAIoUKULXrl0pW7YsWq02xvodO3bk4MGDjB49ml9++SVyRNuwsDDWrl3LypUr8fX1BeDSpUvMmDGDo0ePUqtWLbJnz87gwYPlSLipwMrKClC/J71en8qpkSRJkqS0ITlqYMsD14QQ1wEURVkFtAAiA1ghxM1Xr1mS4XiSJKVhQggWL16Ml5cX06ZNw8bGJrWTlG6FhobSt29fcuXKxbfffovBYODPP/9k2bJlvHz5Ejc3Nzp37kzFihVjDVwjFCtWjDZt2rB+/XpmzpxJr169WLJkCRs2bODZs2dky5aN3r17kyFDBqZNm0aPHj2wWCx88sknkUGrDF5TXkQAGxoaiq2tbSqnRpIkSZLSBiWpTZMURWkLNBRC9Hr1vDNQQQjxZSzrLgb+fqMJsQk4DZiAyUKITXEcpw/QByBbtmxlVq1alei0BgQEYGdnl+jtpI+DzB9JFxwczJ9//smVK1cAKFWqFF26dEnlVCWP1Mgff/31F3v37gXA1tYWnU7HixcvcHZ2pkGDBhQvXjzB+xJCMH/+fLy9vSOnZ3F2dqZGjRqUKlUqMgDetm0be/fuxcXFhS+/jHEal94iKCgo2Qpttm/fzp49exg7diwZMmRIln1KqUteZ6T4yPwhRZB5QVWrVq0TQoiyby5PC4M45RVC+CqKkh/YqyjKOSGEz5srCSHmA/MBypYtK2rWrJnoA3l6evIu20kfB5k/kubChQsMHjyYBw8e0Lx5c16+fImnpydt27ZNljlIU1tK548HDx4wbNgwihYtSqdOnZg3bx4Wi4VevXrRsGHDd5p7tXDhwgwePBiDwUCHDh0oX758jJrb0qVLU7RoUUqVKkX+/PmT6+18NE6cOEGZMmWSZV+XLl0CoESJEvK7+EDI64wUH5k/pAgyL8QvOQJYXyB3lOe5Xi1LECGE76v/1xVF8QRKATECWEmS0q6VK1cyc+ZMrKysGDVqFLVq1SIkJISLFy8yefJkPDw8yJEjR2onM12ZNm0a4eHh9OvXj2LFilG5cmXMZjMajeadm/Pa2dnx66+/xtufVVEU2rRpk5SkS8kkahNiSZIkSZJUyTGc5HHAVVGUfIqiWAEdgC0J2VBRlIyKohhePXYCqhCl76wkSWlbcHAwgwcPZurUqeTOnZu5c+dSu3ZtNBoNNjY2jBw5kuDgYHr37s3Tp09TO7npxoULF9i7dy+1a9emSJEikcu1Wm2y9EWV/VnTB4PBAMgAVpIkSZKiSnINrBDCpCjKl8BO1Gl0FgkhLiiKMh7wEkJsURSlHLARyAg0UxTlOyFEMaAI8NurwZ00qH1gZQArSelAUFAQn376Kbdu3aJBgwZ8/fXXMfr+lShRghEjRvDDDz/Qq1cv/vzzT+zt7VMpxWnHjRs3yJUrV5wjyy5duhStVkv37t3ltDUfMVkDK0mS9P5cu3aNOXPmYLFYMBqNkX/W1taRfzY2Nuj1ekJCQjCZTDRt2lSOSZAGJEsfWCHENmDbG8vGRHl8HLVp8ZvbHQLckyMNkiSlrH///Zdbt27Ro0cPOnXqFGegVatWLQIDA/nxxx9ZsGABgwYNSuGUppzQ0FBWrFhBgwYN4mwyfeTIEb744guyZs1Kv379aN68ebQaUX9/fzw9PSldujTZs2dPqaRLaVBEAUdISEgqp0SSJOnDcv78efr3709ISAi2traEhYURFhZGeHh4vNstWbKEmTNnUqxYsUQd77///uOff/5h/PjxshVUMkgLgzhJkpQOnT17FoDGjRu/tZawadOmzJkzh3v37qVE0lKFt7c3Q4YM4datWxw4cIDff/8dAD8/P3x9fSlRogQAP//8MzY2NlgsFsaNG8fy5csZPHgw5cuXB2Dt2rWEhobSvHlzWfv6kYs6D6wkSZKUcIGBgezevRtra2ty5MhBzpw5yZAhAw8fPmT79u0sXLgQnU7HlClTIq/PQgiEEAQGBhIcHBz5PywsDKPRiK+vL7Nnz6Znz5507tyZ1q1b4+zs/Na0mM1mpkyZgq+vL927d5eD8iUDGcBKkvROLl++TNasWRPclMbe3v6D7Qe7cuVKZs+ejVarpVixYpw8eZLjx49TsmRJevbsye3btxk/fjx2dnZcvHiR9u3b0717d1asWMH69evp27cvFStWZMiQIWzevBlnZ2cqVqyY2m9LSmURAaysgZUkSUqYR48esWjRIv7++28CAwOjvRYxhRxA1qxZGT9+PIUKFYpRI+ro6Iijo2OMfRctWhQ3NzfGjBnDwoULWbhwIcWKFaN3797UqFEjzjRt27YNX191fNtjx469NYANCwvj8uXL1KhRQ9bWxkEGsJIkJZoQgmvXrlGkSJEE1xI6ODjw8uXL95yylPXy5UtGjRrFf//9R/78+Rk+fDiZM2fm008/Zc6cORQuXJhbt27h6OjId999h5OTEw4ODnTs2BGDwUD37t1p3bo1CxYs4J9//uGTTz7BYrHQuXPnd5omR/qwGI1GQNbASpIkvY23tzcLFixg3759mEwmihcvTvPmzTEYDDx69IgnT57w5MkT7OzsqFGjBsWLF0en0yU6QMyTJw+LFy/m/Pnz7Ny5k3379jFgwAAKFSpEnz59qF27drR9CiH4448/yJgxIy9fvuTMmTN06NAh3mOMGTOGnTt3Ymdnx2efffZOn8eHTt4hSZKUaHfu3MHf3z/Wksu4ODo6cvfu3XincElPvLy8GDFiBI8fP6Z58+Z8/vnnWFtbA2qz6g0bNnD27FnKly/PwIED+eqrr3jw4AFdunTBwcEhcj+Ojo4MHjyYDh06MHfuXG7fvk3z5s1T621JaUhEH1gZwEqSJMXOy8uL3377DS8vL7RaLRUqVKB9+/YUL178vXbDKV68OMWLF6dv376sXLmSv/76i8GDB5M/f3569+5NgwYNUBSFPXv2cOPGDbp27cq+ffu4cuVKvPvdv38/O3fuRKvVMnfuXGrWrEmuXDGGEfroyQBWkqREO3HiBKA2p0koR0dHLl++jMViQavVvq+kvXdms5m5c+eyZMkS7OzsGDduHNWqVYt2oezSpQvbt2/HysqKwYMHkyVLFmbOnMm2bdto3759rAF8rly5mDRpEhaL5YMI8KWki5hGRzYhliRJis5sNjNr1iyWLVuGtbU1jRo1on379uTOnTtFx4+ws7Ojd+/edOrUidWrV7N582aGDx/OL7/8gtFo5Pr16zg4ONCmTRt8fX3Zv38/ISEhkS1sogoMDOT7778nU6ZMtG/fnoULFzJixAj+/PNPeV/wBhnASpKUaOfOnYvs75lQGTNmJDg4mNDQ0BjT7aQXDx48YOjQoZw7d44SJUowbNgwsmfPHmv/mZkzZ2JlZYWTkxOgBqh9+vR56zHkwE1SBDmIkyRJUkxhYWH07t2bs2fPUqZMGb799lucnJxSNcizsbGhe/fudOzYkbVr17J161aEENSoUYOmTZtiZ2dH0aJF2b17N2fOnKFChQox9jF58mSePHnCmDFjcHBwoH379ixbtoxt27bRpEmTVHhXaZcMYCVJSrQrV66QPXt27OzsErxNpkyZAHWABRcXlwRtExYWhhAisiYqMR48eMDEiRPp0qULZcuWTfT2b/L19WXcuHEEBATQuXNnunTpEm8/VTc3tyQfU/q4ReR7GcBKkiS9tmbNGs6ePUv79u3p1atXmhozwmg00rlzZz777DOEENEKpT08PAC1FdubAezBgwf5+++/qV69OjVq1ODUqVM0atSIZcuWcfPmzRR8B+lD2vnGJUlK08xmc2T/VR8fH8qVK5eo0s6IAPbBgwcJDmBHjRrFwYMHGTduHPXq1UvwsS5evMjXX3+Nn58fWq02yQHszZs3+fXXX7FYLEyePJkyZcrI5jzSeycDWEmS0hohBGfOnOHSpUs8f/6cjh07xpiNICQkhOPHj3PkyBHu3btHuXLlqFevHlmyZEny8c1mMytWrMDZ2ZmePXumqeA1KkVRYtwnuLi4YGNjw/nz56MtDwoKYsKECWTIkIGvv/46MuiNaK0WFBSUMolOR9Lmty5JUpozcuRI/v33X6pVq0ZoaGiiBnACyJw5MwCPHz9O0Ppms5nDhw8TFBTE0KFDadasGY6OjphMJrp160a2bNlibHP37l1WrFjBpk2b0Gg0ODk5ce3atQSnMTaPHz+mT58+hIaG8v3338vgVUoxMoCVJCmtmTJlCqtXr458vmbNGoYOHYqdnR1Hjhzh9OnTeHt7R05XYzAY8PT0ZMaMGcydOzfWprOJsX37du7fv8/nn38eOdBdeqEoCvnz58fHxyfagJbTpk3j4cOHjBgxIrKwH8DW1haA4ODgVElvWiYDWEmS3urZs2fs3bsXo9HIP//8A4C7u3ui9hFR8vro0aMErX/69GkCAgLo0qUL586d46+//op87cCBAyxdupQMGTJgNpvZs2cPa9eu5cSJEwghcHNzY+DAgWzatIldu3YRGBgYeSFIDLPZzDfffMPTp0/p2rVromudJSkpZB9YSZLSktDQUP7++2/c3Nz44osvCAgIYPbs2YwYMSJynRw5clC1alU8PDwoV64cmTNn5tSpUwwbNowdO3YkOYBdvHgxGTJkoFmzZkl9O6nCzc2N8+fP4+fnh5OTE8eOHWPTpk1Urlw5xhQ8er0erVYrA9hYyABWkqS3WrNmDeHh4fzwww/odDrOnz9P8eLFE7WPiMGM/Pz8ErS+p6cnAHXr1qV79+48fPgQa2trjhw5wpQpU+jTpw+VK1dm69atPHnyBBsbG+rVq0erVq1wdXVFq9VStGhRduzYwdmzZ6lUqVKi0gswa9Yszp07R+fOnSlatKgMXqUUpdVq0Wq1MoCVJCleQgh8fHwoUKDAe71Obdu2jcDAQFq0aEHJkiUBKFWqFOvWrSNjxoyUK1eOLFmyoNFooqWjQoUKODs7c/ny5Xc67rVr15g/fz537tzBx8eHTz/9NHLauvSmXLlyrF+/nm+//ZZZs2Yxbtw4HB0dGTBgQKwzNFhZWREaGpoKKU3bZAArSVK8hBD89ddf5MyZk9KlS6PVailVqlSi92Nvb49er+fp06cJWt/Ly4scOXKQI0cOgMgmw/Xr18ff3585c+bg7e1NgQIFaN++PQ0aNMDOzi7aRbNEiRKAWpub2AD28OHDLFu2jNKlS9OlSxfOnDmTqO0lKTlotdrIpniSJElvEkIwbtw4tmzZQo4cOWjbti3t2rV7p1ZHb7N582YcHR2pVatW5DIbGxu6dOny1m0LFCjAiRMnMJvNiZ5K77vvvuPSpUvkyJGDmjVr0q5du3RboFyhQgU6duzIypUradasGS9evGDIkCGRhfxvsrKyklOpxSJZAlhFURoCswEtsFAIMfmN16sDs4ASQAchxLoor3UFRr16+r0Q4s/kSJMkScnj6NGj+Pr60q1btyTN36ooCnZ2djx79uyt6/r7++Pt7U2dOnVinVamTZs2ZM+eHXt7e4oVKxZnuvLkyYONjQ0XL14E1NpfX1/fyMA2PgsXLsTW1pbhw4en2UEipA+fTqeTNbCSJMVp5syZbNmyhRIlSvD48WN++uknFi5cSN26denWrRv58uWLtv7169f566+/aNCgAYULF07wce7evcuZM2do1KjRO80MUKRIEQ4cOMDly5cTNQXf3bt3OX/+PE2aNGHQoEEfxFRzffr0QafTsXTpUsqXL0+DBg3iDMhlABu7JN+VKYqiBeYC9YC7wHFFUbYIIS5GWe020A0Y/Ma2mYCxQFlAACdebfv2O1xJklLE6tWrsbKyomnTpknel52dHS9evHjrevv378dsNlOhQoU4T+pVqlR5634URSFPnjyRAyYMGjSIq1evsn///sj+hbG5efMmJ0+epGHDhpGDT0lSatDpdLIGVpKkWK1du5alS5dStmxZvv/+e6ysrPjvv/9Yv349W7ZsYcuWLZQpU4aaNWsSGhrKxYsX8fT0xGKxsGzZMjp37ky/fv0SVEi7YsUKAJo3b/5OtZ8R42acOHEiUQHsmjVrAGjWrNkHEbxG6NGjBxUqVMDFxSXeygEZwMYuOaoVygPXhBDXARRFWQW0ACIDWCHEzVevWd7YtgGwSwjx9NXru4CGwMpkSJckSUl09uxZ/v33X6pWrRptZLx3lSFDBp48eRJt9L3YHDx4EL1eT7ly5ZJ8zIIFC7J161b279/P2bNnAThz5ky8+16+fDkArVu3TrfNlKQPgwxgJUmKy8qVK8mWLRvjxo2LrBWtXr061atX59atW6xatYr9+/dz4sQJQO2SULVqVZo1a8bixYv5448/8PHxYfbs2bHu/9GjR6xfv54dO3Zw+/ZtXF1dcXV1fae0Fi5cGL1eH3kdDg4ORggROVVMbIQQ/PPPP+TPn5+CBQu+03HTsoQE8gaDQbbCiUVyBLA5gTtRnt8FEjrEWGzb5oxtRUVR+gB9QO0LFzHAS2IEBAS803bSx0Hmj+jMZjNTp05Fr9dTvXp1Tp48meR9WiwWnj9/zv79++N8fd++fezZs4ccOXJw9erVJB/T2toaIQSjR49Gq9ViNpvZsGEDgYGBsa4fHh7O33//Td68eXn58mXkhT8oKCjysSTFJbnzicVi4enTp/Lc9IGQ1xkpPonJH76+vty4cYMaNWrEOThS3bp1qV69Oo8ePcJgMGBraxsZMHbr1o01a9bw77//MmHCBKpVqwao10AvLy+OHz/OzZs3EUKQOXNm6tSpQ9WqVTl9+vQ7vz8nJyfOnj3L3r17mT59OoqiMGTIkDjXv3z5Mg8fPqRx48ZJOm56FHEtMZlMBAUFyfPGG9JNxy4hxHxgPkDZsmVFzZo1E70PT09P3mU76eMg80d0v/zyC48ePeLzzz+PMbT7u/L09OTixYtUqlQpRh+ao0ePMnnyZG7evImLiwuDBw9OVDOjuGTLlo21a9cSEBBA8+bN2bNnDy9evIjzu167di0hISF06NCBMmXKRC4/ceJEtOeSFJvkzic2NjZYW1vLc9MHQl5npPgkJn9MmTIFgC5dupA/f/53Ol7JkiXp3bs3W7dupVSpUhw8eJB///2XoKAg7O3tqVOnDk2aNMHd3T1JY2BEKFGiBLt37+by5cvcv38fgOLFi8c5gNGWLVvQ6/X06NHjo+vOE3EtyZw5MyEhIdSoUUO2CIsiOQJYXyB3lOe5Xi1L6LY139jWMxnSJElSIoWHh3PixAkOHTrEyZMnuXz5MoULF6ZNmzbJdtLMlCkTQgj8/PwiRxd+8OABkydPZv/+/djb29O3b1/atGmTbBOU58yZEzs7O8LDw/nss8+4ceMG165di7UZ84kTJ/jpp59wcnKKNsqiJKUWvV4vmxBLkhSNEIK9e/dSsGBBXFxc3nk/er2ecePG8fnnn0e2UipRogT16tWjRo0aWFtbJ2vQVKxYMXbu3Mnvv/+Og4MDL1++ZP/+/bRp0ybGur///jv79u2jevXqydKFKb0yGAyEhoa+tevVxyY5AtjjgKuiKPlQA9IOwKcJ3HYnMFFRlIyvntcHhidDmiRJSoAbN27w999/c+LECS5fvhw511i2bNmoVq0aPXr0SNYReCMuQg8fPsTJyYkFCxawdOlSTCYT9evXp0+fPmTKlClZT9KKovDZZ5+h1+txcnLCzc2Nc+fO8fjxY7JmzRq5nqenJ8OGDcNoNDJ27Nh4B3mSpJSi1+sxmUypnQxJktKQY8eO8ejRI5o2bZrkgY1cXFwYO3Ys3t7eNGjQIHIe1/chYu5YRVEYM2YMw4cP5/DhwzEC2OXLlzNnzhyKFi3KkCFDPurAzWAwEB4ejhAitZOSpiT5zlQIYVIU5UvUYFQLLBJCXFAUZTzgJYTYoihKOWAjkBFopijKd0KIYkKIp4qiTEANggHGRwzoJElS8rt79y7Ozs5otVq2bdvG+PHjCQ0NJUuWLJQrV45SpUpRvnx5nJ2dY0xEnhyiBrDr169n69atFC5cmP79+1O0aNH3dtFs37595GN3d3fWrVvHsWPHIkdW3rJlC+PHj8fJyYmJEyeSL1++j/qCKaUdOp2OwMBAWfouSR+gY8eO8d1331G9enUGDhyY4O02bdqEVqulQYMGyZKOSpUqJXqu9HeRO3du8uXLh4eHB6VKlSJ//vycP38+2vltw4YNTJ8+HVdXVyZNmoSdnd17T1daZjQaCQsLkwHsG5KlakUIsQ3Y9sayMVEeH0dtHhzbtouARcmRDkmS4vbvv//yv//9j4wZM1KsWDEOHDhAzpw5GTVqFK6uru8lYH1TRD8XHx8f/vnnH8qVK8fEiRNTdJ5VDw8PAE6dOkXTpk1ZtmwZM2bMIFeuXEyePDmyabMkpQV6vR6z2ZzayZAkKZn9999/kQMYrVq1in///ZeWLVu+tQ/s33//zY4dOyhfvnycfUfTKkVRWLRoUWTAWrJkSdasWcPdu3fJnTs327ZtY+LEibi4uDB58mQcHBxSO8mpztraGpPJhMlkknPSRyE/CUn6SGzYsAGDwUD27Nk5dOgQJUqUYOzYsSnatySiye769esJDw+nQ4cOKX5CdnBwwNnZmUuXLvHzzz+zaNEiChUqxKRJkz7qfjZS2hTRB1bWwEpS+vPgwQNWrFjBzp07sbKyom7duuTLl48jR46we/duMmTIwJQpU7h48SK//fYb8+bNw9fXl6FDh8Y6vczRo0cZP348uXPn5ttvv02386JGnMsqVqzImjVr8PT0JGfOnIwZM4bs2bMzdepUeT1+xWg0AhAYGBj5WJIBrCR9FIKDgzly5AilSpVi4sSJhIWFodPpkmVUwcTIkCEDGo2GZ8+e4erqGtkfJqUVKFCAAwcOcOnSJTw8PBg/fjz29vapkhZJio/sAytJ75fJZOLq1asULVo0WfYnhGD//v2sXr2a48ePYzabKVCgAGFhYSxevBhQf9dubm4MHTo0sllt5cqVGTVqFJs3b+bQoUOMHDmSGjVqRO737t27DB48GHt7e3744YcPIsBzd3fHaDSyceNGfH19cXJyYsqUKWTJkiW1k5ZmWFtbA+oUSx/bSMzxkQGsJH0Etm3bRmhoKHXq1EFRlBhT2KQUrVaLra0t/v7+tGjRIsUD6AglSpTgwIEDVK5cmdGjR8tSTSnNkk2IJen9MZlM/O9//+PQoUPUqlWL77//Ptaaz4R4+vQpq1at4q+//uLBgwcYjUZq1KhBy5YtKVq0KFqtlitXrnD//n1Kly6NnZ1dtBrUjBkz0qNHD16+fMlPP/3EgAEDqF+/PiNHjsRoNDJgwADCw8P54YcfyJUr1l556Y5Op8PNzY0zZ87g5OTEtGnTyJkzZ2onK02JCGDjmrv+YyUDWEn6CGzfvh0HBweqVq2a2kkhQ4YMkU2pUkvr1q3JkycPZcqUkX1KpDRNp9NhMpnkAB6SlMyEEAwbNoxDhw7h5ubGvn37aNeuHZ988gnly5encOHCCWq2f/bsWRYtWsTBgwcxmUzkzZuX3r1707hxYxwdHaPtw83NDTc3t3j3V6tWLcqUKcOsWbP4559/OHbsGK6urvj4+NC/f3/c3d0/qO4ETZs2xd/fnxEjRnwwgXlykgFs7OSdmyR94Pz8/Dh9+jQ1a9ZMtZrXqIYOHYqiKKk6TY1Wq6VChQqpdnxJSigrKyvZhFj6aDx+/Jg//vgDJycn8uTJg4uLC3ny5Im8Xvj5+TFr1iwuX77Mr7/++k5NKu/fv8/GjRvZv38/V69epWHDhgwePJg9e/YwZ84cZs2aBYCNjQ2urq64u7tTpkwZypYtG21EXCEE8+bN448//kCn01GpUiVatGiBh4dHklsXOTg4MGbMGOrXr8+MGTM4fvw4tWrVolWrVh9U8ApQt27dyNZhUkwygI2dDGAl6QP25MkTxo0bh9lspn79+mniAlG8ePHUToIkpRsRTYhlDaz0MRg7diyHDx+OsTxTpkxkzZqV27dvExQUBMDUqVOZMmVKovZvNpvp3r07Dx8+JGvWrHzyySf06dMHrVZL/fr1qVu3LpcvX+bEiRNcunQJHx8fzpw5w7Jly9BqtRQrVoyKFSvy7Nkzzpw5w9WrVylevDjDhw/H2dk52a+xFStW5M8//2T//v1Ur1491brdvG9p4d4krZIBbOxkACtJH6Dw8HAWLlzIsmXLCA4OpkGDBpQuXTq1kyVJUiJZWVlhNpsxm82yubv0Qdu1axeHDx+mSZMmtG7dmtu3b+Pr68v9+/d5+PAhjx8/Jn/+/PTo0YNNmzaxa9cuOnXqRIkSJRJ8DE9PTx4+fEivXr3o0KFDjOnjNBoNRYsWjRzQSQjBkydPOHHiBMePH+fEiROcPXsWgCxZsvDpp5/SrVs39Hp98n4YUVhbW9OwYcP3tn8pbbO1tQVkAPsmeTWUpA/Mnj17+PHHH7l//z5ubm588cUXuLu7p9vh9iXpYxYRtIaEhKSJLgCSlJwiWhaEhIQwffp0nJyc6NOnDw4ODuTPnz/W9RVFIXfu3Bw7doyJEyfy559/Jvi3sW7dOqytrWnWrFmCajMVRSFLliw0bNiQhg0bYrFYuHHjBlmyZMHW1jZF5k+XPm4RNbDBwcGpnJK0RQawkpSODB06lMyZM/Ptt9/GeO369etMmjQJLy8vMmXKxMCBA2ncuLGstZGkdCyi719oaGgqp0SSks/du3dZvnw5O3fu5Pnz51hZWREaGsqIESPindIsIlh0cnKiXbt2LFmyhIoVK6LX63F2dqZIkSKULVuW2rVrx5hm5vHjxxw/fpzq1au/87RpGo2GAgUKvNO2kvQuIkbFljWw0ck7W0lKJx4+fMiuXbsAKFiwIG3atAHA39+f2bNns2nTJrRaLa1bt6Zr167Y29vLkmFJSucimiaGhISkckokKXncu3ePtm3bEhoaipubGxUqVCA4OJj8+fNTu3btBF+3OnfujL29Pb6+vvj7+3Pr1i327t3Lzp07mThxIvnz56dixYrUrFmTUqVKsWbNGsxmM82bN5fXRindiGhCLGtgo5MBrCSlYUFBQZGlb9u3bwfUueKmTZtG5syZOXHiBH/99RcvXrygfPnyfPHFF+TNm1denCXpAxHRNFLWwEofil9//ZXQ0FCmTp1KmTJl3rl7i06no23bttGWhYaGcuLECQ4dOsTp06dZvnw5y5cvx87ODiEEefLkwd3dPTnehiSliIh7QBnARicDWElKo7Zs2cL48eOZM2cOFStWZP/+/ZHB61dffcXAgQMBKFCgAEOGDKFSpUqyn6skfWAiamBlACulB48ePeLQoUNky5aNcuXKxejC8vjxY3bu3EnZsmWTFLzGxWAwULlyZSpXrgyotb3//vsvx48fx8fHh5YtW36wI/lKHyaDwYBGo5EB7BuSJYBVFKUhMBvQAguFEJPfeN0ALAHKAH5AeyHETUVRXIBLwJVXqx4RQnyeHGmSpPQsPDycefPmYTabmT17NsWKFePcuXPUqFGD/PnzM2bMGLy8vKhXrx4FCxaUF2RJ+kBF9IGVTYijCwsLw8/PD2dn59ROSroihCAkJCRyYJh39euvv7J3717Kli1LoUKFOHnyJKdOneLu3buR69jY2FCiRAkqV65MnTp1yJEjB/PnzycsLIzPPvssRQpcc+TIQYcOHejQoQNCCDkdlZQu6fV6WYj5hiQHsIqiaIG5QD3gLnBcUZQtQoiLUVbrCTwTQhRUFKUDMAVo/+o1HyGER1LTIUkJ5eXlxaNHj2jcuHFqJyVOK1eu5OHDh7i6unL58mUmTZqE2WymevXqKIpCxYoVqVixYmonU5Kk90zWwMbk7+9Pz549uXHjBj///LM8FybQ06dPGTRoEJcvX+bHH3+kSpUq77Qfs9nM6tWrCQ4OxtvbGwCtVku+fPlo2bIlpUuX5tGjRxw/fpzz589z5MgRZsyYQc6cOXny5AklS5ZMlWa8iqLI7jVSumRlZSVrYN+QHDWw5YFrQojrAIqirAJaAFED2BbAuFeP1wFzFHkWkVLJjz/+iLe3N4UKFaJgwYJJ3t+NGzfYtWsXZrMZk8mExWKJ/G+xWGjevDlFihRJ8P5CQkJYvHgxuXPnZurUqXz22Wds374dGxsbypcvn+T0SpKUfsg+sNEFBATQq1cvrl27ho2NDd9++y0rVqwgZ86cqZ20NO3MmTMMHjyYZ8+eYWtryzfffMPs2bOpUKFCovd17Ngxnj9/Tt++falevTo+Pj64u7vj4OAQrVa1TZs2WCwWzp49y4EDBzh9+jQ6nY6uXbvK7i6SlAgGg0G2wnlDcgSwOYE7UZ7fBd48I0auI4QwKYryAsj86rV8iqKcAl4Co4QQ/8V2EEVR+gB9ALJly4anp2eiExoQEPBO20kfDovFgo+PD2azmREjRtCvX7/I1941f/z000/cuHEjztePHz/Ol19+meD9bd26lWfPntGkSRN8fHyoWLEie/bsIW/evFy8ePHtO5Dei6CgIE6cOJHayZDSuOTOJ3fuqJfXs2fPfvQ3/SEhIcyZMwdfX19atmxJzpw5+fXXX+nRowfffPNNZHPrtCw17kP279/PX3/9hZWVFd26dSNz5szMmzePr7/+moEDB5I9e/ZE7W/ZsmVoNBqcnZ25f/8+NjY2+Pj4xLtNpUqVqFSpEqBeh+W5NHbyOiNFiJoXLBYLfn5+MoaJIrUHcboP5BFC+CmKUgbYpChKMSHEyzdXFELMB+YDlC1bVtSsWTPRB/P09ORdtpM+HFeuXCE8PJwsWbLg7e2NVqulWrVqwLvlD39/f27fvk21atX48ssv0Wq1kX86nY4JEyZw+vRpqlSpEtkU8G37Gz16NAULFqRr167odDqKFi3Ky5cvadu2LWXKlHmXty0lgxMnTsjPX3qr5M4nEX32XFxcPurrV2BgIL1798bX15cvvviCtm3botFoMBqN/Pjjj2zZsoWff/45zTcRTcn7kLCwMMaNG8f27dspUKAAY8eOJVeuXCiKgpubG7179+bUqVNMmTIlwfsUQjB+/HgKFy5MtWrVPvpCleQmrzNShKh5wdHREa1W+1FfA96UHGceXyB3lOe5Xi2LdR1FUXSAI+AnhAgVQvgBCCFOAD5AoWRIkyTF6tSpUwAMGDAAe3t7fvzxxyQN6rBz507MZjN16tQha9asZM6cmQwZMmBvb4+1tTVly5YlODg4wSWqv/76KwEBAXTv3j1y9EZra2umTp0qmw9L0kcoolbxY25CHBQURJ8+fbh06RJ9+/aNDF4BmjZtSosWLTh48CA//fRTKqc07bh3715k95PatWsze/ZscufOHRng58+fnzJlyrB//36eP3+e4P0eP36cZ8+eUaVKFRm8SlIKMRgMhIaGykHIokiOs89xwFVRlHyKolgBHYAtb6yzBej66nFbYK8QQiiKkuXVIFAoipIfcAWuJ0OaJClWFy5cQK/XU6pUKVq0aMGtW7e4cuXK2zeMw969e7G1tY2zH1HEUP7//Rdry/honjx5wvr163F3d3+nfkmSJH14PvYANjg4mD59+nDx4kV69+5Nu3btYgROX331FSVLlmTx4sUMGDCAZcuWcfLkSR4/fvxR3vA9fPiQjh07cvPmTfr168eIESOwtbWNsV779u0JDQ1lyZIlAOzbt++tha3btm1Do9FQp06d95J2SZJiMhqNH+01IC5JbkL8qk/rl8BO1Gl0FgkhLiiKMh7wEkJsAX4HliqKcg14ihrkAlQHxiuKEg5YgM+FEE+TmiZJisuVK1fIkSMHBoOBMmXKsGzZMk6dOkXhwoUTva/g4GBOnjxJ2bJlIwdaeVP27NnJmjVrgmpg58yZQ2hoKD169JDT4kiSBLwexCksLCyVU5LyQkND6du3LxcuXKBnz5506NAh1lo/rVbLhAkT+O677zh27Bj79++PfM3Z2Zlff/2VPHnypGTSU5TZbCYkJCQySF21ahUvX75k4sSJVKxYMc5m1WXKlCFv3rxs2bKF58+fs3HjRoxGI0uXLo02wKHZbObAgQNs2LCBQ4cOUahQIbJkyZIi702SJPU6EBYWhhAizXeTSCnJ0gdWCLEN2PbGsjFRHocAn8Sy3XpgfXKkQZLexmQycfPmzcimT4ULF0ar1XLhwoV32t/evXsJDQ2latWq8Z5Q3N3d+ffffwkKCsLGxibWde7evcvWrVspV64cJUqUeKf0SJL04fmYA9hffvmFc+fO0b17dz799NN4m6za29szffp0TCYTly5dwsfHh/v377N582Z69OjB/PnzyZ8/f6KO/+zZMzJkyJCmbxjNZjPdu3fnwYMHbNy4ERsbG3bs2EG+fPkoX778W9PeqlUrZs2axcaNGylXrhznzp1j4MCBrFmzhgcPHrBmzRp2797NkydPMBgMlC9fnh49esjmw5KUgqIGsJIqtQdxkqQUc/nyZcLDw3FzcwPUJhnZs2fn2rVr77S/3bt3YzQaqVq1arzrlS1blj179nDo0CHq1q0b6zo//fQTFouFnj17yhsDSZIifawB7J07d1i5ciXu7u506tQpwedFnU6Hu7t75Dyj5cuXZ9SoUfTs2ZPffvuNQoXePsxGaGgos2bNYu3atZQvX565c+em2SB23rx5nDt3DlDHUKhUqRIPHjxIcEueRo0acfDgQYoXL06nTp3YtWsXU6ZMoVmzZvj5+QHg6upKmzZtaNCgQZoP6CXpQ2Q0Gj+6a8DbyABW+qAFBwezePFimjRpwunTpwEoWrRo5OsuLi6cOnUKs9mcqP2+fPmSw4cPU7JkyVj7FkVVsWJFAA4ePBhrAHvt2jX27NlD1apVcXV1TVQ6JEn6sEX0gf3Ybl4mTZqE2Wymf//+SepSUaZMGSZPnszw4cPp3bs3v/zyS7RrwJtu3LjBl19+yb1798iZMyeHDx+O3D4t8PPzY968eWTOnJk8efLw559/UrJkSUJDQ1m/fj1Xr17FysqKJk2aJGh/VlZWTJ06NbJpYsOGDbl69SoHDhygWbNmNG3alAIFCshuLZKUioxGIyaTCZPJJH+Lr8iqHinFCAGzZ8OrQt1odu/eTYsWLd65NjQ2z549o3v37syfP5/OnTuzY8cODAZDtBJ4V1dXgoKC4p3HNULUdZYvX05oaCitWrV6a2l0hgwZyJ07d2QA/aaZM2ei1WpjNMv67z8dHh723L8vS7sl6WP1MdbAenp6cvjwYRo1apSgGtO3KVmyJFOnTsVsNtOnTx/Onj0b+VpQUBBPnjwB1K4cvXv35tmzZ3zzzTcsXryYihUrsmbNGlatWpXkdCTV6dOnad++PRs2bGDBggWMHj0aW1tbhg4dyhdffEFwcDDHjh2jTJkyZMyYMVH7jnod+/rrr1m9ejUDBw6kUKFC8oZZklKZ0WgE1POVpJIBrJRiLl6EAQMgtvuALVuOcvu2B1980Y9Hjx4l+Vj37t2jc+fOXLt2jTZt2qAoChcuXCBnzpyEh1vx4oV6sY4oiY+YXicuv//+O61bt+bXX3/FZDKxYcMG8uXLR7ly5RKUnlKlSnHz5k0ePnwYucxsNjN27NjIpsVRBxkJDob//c+aW7e0nDkjbx4k6WMVMX/0xxLAhoWFMW3aNDJmzEivXr2Srblq8eLFmT59OhqNhi+++IITJ05w4MABGjduTL169ejUqRM9e/YkICCA0aNH06RJE3Q6HWPHjiV//vxMnz6dAwcOJEta3sWqVavo06cP4eHhfP/99yxYsIDu3bszduxYnJ2dKVGiROTo9Q0aNEjy56YoimwqLElpREQAGxgYmMopSTtkACulmIjKVd83ZwkGTp7MT1jYNzx96sznn3+epB/p1atX6dKlC48fP2bIkCH069ePOXPmUKhQIWrUqMG339rRpo3a7DcigI1vIKenT5+yaNEiFEVh4cKFTJ48mSdPntCsWbMEl0xXr14dUOeNBfUmrX///mzZsoUaNWrw9ddfR7tZmDHDyI0b6r5v3UqbP9PHjxUqVrRn3jwDclwBSXo/FEVBr9cTHh6e2klJEQsXLuTevXt069YNBweHZN134cKFmTlzJnq9nv79+/P111+j1Wpp2LAh9+/f5/nz5wwfPjzayL1Go5EpU6bg6OjIsGHDuH49ZWf6CwsLY+TIkUyZMoXcuXMzZ84cKleuTMGCBenSpQulS5eOTGtETWyVKlVSNI2SJCWv4GA4ciRz5POIAUADAgJSK0lpTtq8M5Y+SD4+6v83A1iTyURgYG5evNCTM+e3kX2Q4rphCw6GGTMgtgqJ48eP07NnT4KDg/nuu++oX78+Go2GXLly8dtvv9G5c2eOH9dy7pwWsxlsbW3Jnj07V69ejTPdM2fOJCgoiFGjRmFvb8/69evJkCEDDRo0SPB79/DwwNbWNnI+2JUrV3L06FHatGnDqFGjIkvXAK5c0TB7toFPPgnDxkak2QD28GEdV65oGTnSmoEDrflI7q8lKcVptdqPogb2wYMHLFmyhCJFitC4ceP3UgNYoEABZs+ejaOjIx4eHvz6668MHTqUdevWsXbtWqpXrx7juE5OTvzwww+YzWa+/PJLXrx4kezpis2DBw/o3Lkz27Zto3bt2vz000/kzp07zs8lU6ZMtGvXDp1ODm8iSenZDz8YGTXKg8uX1fs/WQMbU9q8M5Y+SFevmsiZM5hbt6L/AE+fvgIUIjhYw6FDhenUqSunT59m2LBhsQ4ZvnMnfPMN/P139OW7du3iq6++QqfTMWXKFCpUqBDjQh8SonD9uoawMIU7d9Ts7+Liwp07d2Ic58mTJ/z9999s27aNqlWrUrNmTcaOHYvBYKB58+ZYW1sn+L1rtVpKlCjB+fPnCQ0NZfXq1Tg7O9O3b99oNxtCwDff2GBjI/j++2Dy5rVw61babEJ87pwWrVbw1Vch/PmngbZtbXn2LHlvOB89UvD2lqcp6eMhBPzxh1W035JOp/soamBnzJiByWSif//+7zUIy5s3L6tWrWL69OlkyZIFRVHQaDQ4ODjEGRwWLlyYYcOG8fDhQ/r37//evo8ffjjIjBl/8vvvv9OhQwdu3LhB3759GTFixFsHDJQkKf27fVvDggXq2AcXL6r3fxH3mzKAfU3eGUop5tKll2TJEsqjR0+jLd+69S5gRY0aT/Dz05A7dy8aNmzI3r17mT59eoz93Lun/n9VmQnA+vXrGT58OJkyZWLmzJkUK1Ys1hsRb28tFou6/No1Nfu7uroSEBDA9u3bGT16NJ999hk1atSgXr16jB49GqPRSJ8+fdBoNHh4eLBx40a6dOkSuf/gYLU57dtUqlSJkJAQpk2bxv3792nSpElk/7YIK1dacfCgjnHjQsiaVZA3r4WbN1//TM+f13DnTtrol3TunBZXVwvjx4fwyy+BHDmio149u8jPNamEgE8/taVVKzvZRFn6aPj4aBg0yIZVq6wil2m12g8ugL161Y+aNQ+wf/9tQG2J8++/z8mRoytFihR578ePCFoTo0aNGnTv3p0LFy4wcuTIZJ+T8dSpB6xbV4ylS8OZM2cOGo2GSZMm0b59ezmQkvRRevxY4dGjtHHPk1J++MGIRgMajeDKFfV3H9GEODkGcbp58ya///47/fr1Y+rUqUneX2qRAayUYu7ftwBgsRiiLT9+3ILZLPjuOz0ZM1pYu9aKwYMHU65cOVasWMGSJUuirf9mABscHMyPP84hS5bS9Os3j2fPCnDkiA5PTx07d+rYsUNHaKi67sWLr7O8j4/6OGK+wH/++YcdO3bw/PlzChcuTLt27Rg2bBi///47uXLlitzO2to68mbi+nUNNWvaU6aMA15e8d9gVK9eHY1Gw/r167Gzs6N58+bRXvfzUxg92kj58ia6dFGbC7q4WLh9WxMZwHXsaMfQoTbxHicut25pmD/fipCQd9o8hnPntLi7q9MPdegQzqZNATx/rlCvnh3//Zf02pMtW/ScOKHD1zdlg3Zvbw1btuhJbEGnELBvn47evW3kwFvJwGJRC4fSo9u3NVy//m6XV19fdbuI8xPwwfWBffw4kHbtbvPiRXGmTvUC4PDhw4SGduDgwd5cuhT3+cNsVs8NDRrYUaWKPRZLSqVa9dlnn1G3bl127dpF9+7duXv3brLt+48/vAEIDGzNb7/9xp9//hmtj2tiBAXxXrt1DBpkTbNmskY4td2+rbB1q/7tKyazRM48+E4sFmjSxI7ixR34+mvrdz6npifnzmlZu1ZP376h5MgRFNmEOKL1RVJrYK9du0a7du2YM2cOFy5cwN/fP8lpTi2yo4SUIkwmCAkxYmsbgMFg5MGDALJntwPg3r2MCHGfnDmz06JFOGvWWBEcrGXChAl89dVXzJ49m6xZs9KwYUMA7t9X93nqFPj7w44dfxMcPJnz50uzY0fsJ/Lp04Po2TOMixe1GAwCKyu4dk0NMsqVK8cPP/zAo0ePaNiwIVZWVgkagfHQIS2ffaaeVDJlstCmjR2bNwfg4RH7md3R0ZECBQrg7e1NrVq1uXbNkZIlLURUAowda+TlS4WZM4Mil+XNayYgQOHpUwWLBe7e1RAUpAZLCb2n8fHRMGOGgdWrrTCbFaytoXPnxPWnEwImTzbi56cwfXowfn4K9+5pIgNYgEqVzOzeHUDHjra0bm3LzJnBfPZZ3Md58QLOn9dSoICFbNlEtPcTHg4TJhjJnNmCn5+GY8d05MmTMjfwffrYcPq0DltbQevWYUyeHIxNPGUGETfUs2cbOHNGPaVmzCgoWfLdoy9/fxgzxpqOHcMoXz4F7hTicP68BkWBYsVSOEoAZsww8McfBk6deomV1dvXTysuXHBk9Gh73NzM/PNP4gfciAhgb9yIHsCaTKZkS2NqCg4Op3HjsyiKG6GhJu7dMxEcHMyePXsQoisvXhgYOFDHjh0BRK0g9feHFSus+OUXA7duabG3F/j7K1y+rKFo0ZTNn8OGDSNLliysW7eOtm3bMnPmTCpVqpTk/Xp5KZhMCt7eGbGzc8PePmYNb3AwLFliRevW4WTJEnsN8K1bGsqVsyc8XCFjRgtZsgicnARZsljInFlQsqQ5spD0XVy8qGHxYiuEULh9WyFPnvTVRObzz21wdrYwdmwyleamErMZPvvMlnPndGzd6k/lyu//WmGxQP/+Nhw/ruXgQX8Mhrdv86527dLh7a2ldu1w1q61Yts2PWfPvoy8HlsskMhGFGned98ZyZBBMHBgKF5eoVy5og7kFNGEOKk1sLNnzwZg2rRplChRItGtUNKS9JtyKV25fZtXJ7pLaDSwc+dpAEJDzZhMecmc+T4ajYZPPgkjKEgtUTQYDEybNo1MmTIxb968yOZa9+6BVquevA4fhpUrzxAWVph27cJYvDiQlSsD2LgxgK1b/dmzx5+8ec3s2qUGtpcuaSlUyIyrqzlaU9fKlSuTO3dujEYjGo0m1uA1asGXENC3ry2ZMgn27Angr78CyJDBQuvWtpw7F/fPqlatWlhbW+Pm1oXatR348Uf17H/woJblyw307x8a7WYsTx718c2bGs6eVQPup0810Wpn4nL5sobevW0oX96eDRus6N07jFy5LPz9d+JKa81mGDDAmqlTjfz+u4HbtxXOn1fTEjWABbXGeMcOf6pWNfG//1nH27R6xgwjTZvaU6SII/nyOdCggR0DBljzyy8Gvv/eiI+Pltmzg7GzExw9mjxlbbt26Rg3zhjn66dOaTl9WkefPqG0aRPGsmVW9OhhG2tNRkiI2lexfHl7evSwJTBQYfbsIMqVM3H6dNw1sGazut29e3F/Nv/8o2fxYgONG9sxebKR1Ipdeva0pXt321Rpwv3PP3ru3dPg6fl+y1kDAmDpUqtorQZevIDVq/WJrsHy9NTx7belePlS4fbtd7u8RuSLqLUNOp3ugxjEyWIRNGp0CJOpCEWLHsfOLgzIydatWzl48DwBAVkoWdLM8eM6/vjDCpMJ7t5VGDvWSPHijgwbZkP27IIlSwLZu1etOThyJOXL4bVaLX369GHevHnodDp+/fXXJO8zPNxMQEAuLJZHgML+/THf1507Co0a2TFsmA3Tp8d9HvvvPx3h4Qr9+oXQunU4RYuaURS4fFnLunVW/O9/Nu+cPwEmTjQSMe5gXIXG8QkLg9atbdm2LeW/u6dPFdau1TNvniHdN01dtMiKc+d02NgIhg+3TpFa0bFjjaxaZYWPj5YtW95vze/8+QacnS2sWhXI2rWB+Plp2LxZPeadOwru7g4sXpx+SjfXrtXTpk3c19P9+3Xs2aPnm29CcXQU5M0biI+PhrCw5GlCfO7cOQ4cOEaOHN/i7Fw2Rhe29EYGsFKK8PYWWFubyZDBD4BDh9Q5dbZsuYVWa02RIurNWcWKZnLlUpsRg1prWbp0aR48eBDZhO7+fahWTQ1it29/zo0bBXnxQsPo0WG0aBFOw4YmatY0UbmymdKlzdSpY+LAAR1hYWqH+CJFLBQoYImsgU2I336zokABx8gg8vJlDXfvavj661Dy5bOQO7dgy5ZArK2hVSs7Ll2K/afVoUMHNmzYgK+vMwBTphg5cEDHN9/YkCePmaFDo5cIu7ioAeytW5pozVKPH4877efPa+je3YbKle3Zvl1P//6hnDnzkkmTgmnWLAxPTx0JbTUSFAQ9e9qwZImBLl3Udthbtlhx7lzsASyAoyOMGhWCxRL7TViEe/c0ZMtmYcqUINq0CUeng7/+0jNihDU//WSkUiUTjRuHU6aMiWPHkqdJ7sqVVvz8syGySfmbFi2ywtZWMHJkMLNnBzNtWjA7d+r53/9sCAtTb3ZevIBZswyULOnAoEE2ZMig3lAfOeJPly5hlC9v4tw5bWTw4+OjYdeu15/D/v06Bg2y4ZNP7OL8Hg4d0mFvL2jTJpwpU4xMmhT3zSqoQfGBAzpGjDCybt27XZTMZjVfRVxcb93ScPWqFm9vbWTT+6dPFUaMMDJmjJEffzSwYIEVq1fr2b5dx6FDWh4+jHlDKASJbo4dFKQWJgBs2vR+blAuX9YwdKg1RYs68vXXNrRvb8vZs1pMJuje3ZbPP7dl1qyEVy+8fAldutji7BxEt26hPHqkvFMTzrt31c/69m1N5EjrH8ogTq1b7+fFi5Jky3aMn34qi7t7BkymfCxa9AdPntjw4oWeYcNCqF49nMGDbciSJQPu7o7MmWOgTp1wdu3yZ8eOAJo1C3/VcsOSbIVb76JgwYLUrFmTs2fPcvPmzSTta9Omq2i1GahY8SZZsljYty/67/jgQS21a9tz/bqWkiVNrF2rjzyP3b6txLg+ZMhgYcKEEKZPD+aPP4L4++8Ajhzxjwz8d+58t8/Ny0vL1q1WDBwYQsGCZv75J/Hnm337dOzbp2fQIBveHND58GEttWvbvbfgdvduHRaLQliYwqJF76/6UAh1nI2VK/UMHGhNjRp2kQXWSfH0qcLLl/DkicIPPxipUSOc2bODOHtWx/Ll7y+YEwJmzjQwZ46RXr1CyZ/fnOTPb9YsA999F/u17coVDXv36unRIxS9HqpUMeHqambxYvWYM2YYuXdPw7Bh1tG6hkVNr6+vwn//6VIksH+bly9h+HBr9u7Vx3qdtFjUwoFcuSz07Kn+sPPmDcRkUvDx0UQ2IQ5OQr+aSZNWYrH8wt9/t6J//9QpmE5OyRLAKorSUFGUK4qiXFMUZVgsrxsURVn96vWjiqK4RHlt+KvlVxRFSfi8JFK6cuKEH1qtwN3dTHCwFh8fdSCnnTvV/3XrqvP9aTTQtq0aZEXU3rm4uBAeHs61VxPJ3rsHhQpBqVLg6fkcqIOHRzCOjrGXptapE05goBJZo1OkiFoDe/euJkF97Pbt0zFihDWhoWrJLcCePer/2rVf31TmzWthy5YA9Hpo2dIu1tFzFUXBaDRy8aIWR0cLuXKptbZXrmiZNi1mU9WoNbDnzmnJnduCg4Pg+PGYF/fTp7V06mRLtWoO7NmjZ+BANXAdP14dEAqgSZNwwsIUdu9W0x8aqu7b11fhyRP1whgSop5Mb93S0KCBPVu26Pn+ezWgK1HCxObNes6e1ZIjh9ocLTYeHmYyZLDEW3v27JlCjhwW+vQJ48cfg9m6NQAfn5d4e7/g77/9Wbo0EEWB8uXNnD+vJSHTnwmhBqElSjjQrZsNW7boo/WRu35dg8WixNqX5sULhfXrrWjbNoyI6Sd79gxj+PBgVq60onXrGrRubYu7uyPffWdN8eJmNm8OYPdu9YY6YowVDw8zISEKly+rC8aMsebTT20jS/s3b9ZjNAquXNHQp49trBfXQ4d0lC9v4rffgmjaNIxFi6x4s+A1PFzNmwMGWFOkiAPNmtnxyy9G+va1iewTdfiwlu++M8Y65VRUQUHQrZsN9evbs3q1uu3u3a+/u4ggcvZsA7/8YmT+fAPff2/N0KE2fP65LZ9+akeTJvaUKOHAhAlG7t5VmDnTQLly9jg7O5IrVwZ69rRJ8I3EyZM6TCaFXLksbN2qj7PAIbHCw2HTJj3NmtlSqZIDf/5pRaNG4axZE0DGjILPPrNlyBBr9u3TU7iwmalTjZw7p8XbW0O1ava0aWMbrWlvVOvWWeHvrzBo0GVKljQjhBLrjcrb3Lun7t9ieV2Lq9Pp0n0T4t6993Prlgc2NqdZsqQUWq2WIkXg6dOM3L8fBuTj5Us9RYqYWbAgiNGjgxk5MpgJE4I5dcqfRYuCKFv2dQZSFKhY0cSRI8nb3/zlS5gyxcCBA7oE3eC1bdsWgKVLlybpuOvXPwSgY8cc1KhhYv9+9fhCwPz5VrRsaUfGjII9e/wZNSqEZ8807NihthJo396OVq1sI1tqHDumo1w5c6zNKwsUsFCggJmdOxMfeL54ASNGWOPkZOHzz0Np2DCc//5LeIFohA0b1ILCR48Upkx5HcCEhcGAATacOqWjUyc7Pv/chufPk7eW9J9/9GTNaqF+/XB+/10dE+L8eQ1TpsRdsJkQ/v5q4eT06QbatbOlQAEHypVzoF8/W9avt+L5c4Vp04wxWt6Eh6sFtwn5DIODoXRpe/LmzUDp0g4EBSlMnRpMmzbhVKhgYsIEI7dvJ3+tsp+fQqdOtowfb02rVmq3mm7dwjhyRMeFC+8eRqxZY8XSpVax/s4WLDBgMAi6dVMvXooCXbqEceyYjn/+UYP1Vq3CcHAQ9Oply717Crt365g2zUDHjrYUKeJA8eKONG9uFy2PvSk0FPbu1XH//vutjZ8714ifX8zxDSJs2KDnzBkdI0cGR7ZuyJtXLfm9ckWb5BrYn346waVLX/HihQsdOoSzf7+eTZs+8hpYRVG0wFygEVAU6KgoStE3VusJPBNCFARmAlNebVsU6AAUAxoC817tT/rAnDv3FAilWjVHAgJ0PH1qITg4mAsXFIS4R+XK+SPX/eSTMMxmhY0b1R+Xq6srABcvXiQ8HJ4+Fdy+vRUHh38ID89IQEBGuneP+wRVrZoJnU4wd65aclekiJkCBdSo5m2DAly/rqFHDxvc3CxUqxbO5s3qyXbvXh2FC5vJlSv6mbdAAQubNgUgBLRoYRfn/i9e1FK8uIUFC4KwWKBFizDq1495g2pnB05O6kBOZ85oKVXKRNmypmgB7PHjWtq1s6VWLXsOHtQybFgwZ8++ZPTokBgBZsWKZpyc1GbEz54pVK9uT6lS6one1dWRvHkz4OycgcyZM+Dh4cCdOwqrVwfSv796ZW/RIhwvLx379+tirX2NoNVC9eom9u3Tx3kT+PSpQqZMMV90chJUqWKOTHv58iYsFoWTJ+MvkQ8MhL59bfjmGxuyZLFw6JCOrl1tWbRIDb6EgOvX1dNLbLXvq1bpCQ5W6NEjerQ3ZEgo69YF0KDBPe7f11C3bjienv6sXx9I9eqmGH2RS5dWP5dTp7SEhKjNSk0mhZUrrQgPh7//1tOkSTiTJgWzY4c+Rgn0kydq8Fulipof+vYN4/lzDRs2qO/jxg0NX31ljZubA61b27FunRVVq5r4449Arl59QalSZnr1sqF/f2uaNLFj1ixjvDXhjx8rtGhhx9atehwdLSxdqv5Odu/W4+JifpXv9bx8CX/8YaBVqzAePHjBgwfPuXr1BcePv2TPHn82bAigVatwZsww4u7uyPjx1q8KKELp1i2UDRusGDnSOlp+ePZM4cQJLWvW6PnxR0PkiNuHD2tRFMHYscG8fKmwd2/s6X/xQm0u+fPPBoYPt2bxYqvIVhIRPD119O9vTYcOtpQo4UD37rbcvq1h7NhgLlx4yW+/BVGvnomlSwN59Ehh8WIDvXuHsnVrAJkzC7p1s6FOHXvu31c4flxHlSr2zJ5tiNasW536xoC7u4nChV+SI4d6fokIRhPD11dD5szRz08Rgzgl96i3KWXMmCMcP+6ORnOJFSsKYWWlntuLFDHz7JkVkBe9vhhWVpAzpyBrVsGgQaEMHhzKl1+GRhbkvaliRRO3b2vx9X33m8+pUw106mQbWZg5ZIgNkydb06yZHeXKqefU+Li4uFC4cGF2796dpGbe3t42mM13KVUqO7VqmXj0SMOpU1q+/tqab7+1oU4dE7t2+ePqaqFWLRPOzhZWrLBi4UIDly9refZMw5EjOl68UM8f5cvHXeDRoEE4Bw7oYrSM6NjRlr59Y+/wf+2ahvr17Tl1SsuUKcHY20PDhmqBqKfn6xvhoCC1kOjN32GE4GDYtk1PmzZhdO0axvz5hsgg6LffDFy9qmXp0kC+/TaE9ev1VK5szz//RP/9+/oqrF8f97UlLiaTWjBXt244X34ZypMnGr74woZ69eyZPNk6cuqSxDh3TkPr1ra4uDjSsqUdP/xgze3bGpo0CWfWrCAOHnzJjRsv+OuvQMxmmDXLGGVbLXXq2NGliy2NG9vz4EH8+fj4cR0vXmj47DO18GDq1GAKFbKgKDBtWhChoQq1atm/tdtFQIAaNCckFtq/X0fVqvbs2aNj0qQgFi4MQquFTp3CMBgEf/wR92fm46Ph66+tqVTJPnIwoggmk/q6n58mxvt+8UJh1Sor2rQJw8np9ZfcsWMYVlaC7t1tURQYPz6YuXODuHRJS7FijnzyiR0TJ1rj46OhZk0TU6YE0bx5GDNmGGIdWPHgQS3Vq9vTpo0dRYs6UrmyPaNHG9m7V5esAwg+fKgwd64h8jf55v1HWBh8/72R4sXNtGv3ulIkd+4gNBrB5cvayHlg36UGdteu6yxcmBWz+TnLl7+MrIwYNcqGgID024w+OdpolAeuCSGuAyiKsgpoAVyMsk4LYNyrx+uAOYraybAFsEoIEQrcUBTl2qv9HU6GdKWKGzducOPGjVhf8/a2Izj4wxs3y9ZWS5cuxTAY4n5vd+6YgHuUKlWQ8HALQmRkyJAhhIR8hcHwAIMhe+S6RYtaKFbMzNq1VvTpE0ahQoUA8Pb25sEDcHQM48GDwxiN4QhRgbAwMzVrxn0ls7eHChXMHDyoe7V/M8+eqSfTa9e08Q5QM3SoesO9YkUghw7p6N9fz6FDWg4d0tGrV+zFtW5uahDbrJkdzZvbsW1bQLQbMItF7Yv76adhlCtn5tgxf3LmjDsNLi4Wzp3TcuOGuk14uML06Wqp919/WdG/vw2ZMlkYNSqY3r1DI2sPY6PVQuPG4WzcaEXXrgo3b2qYNCkIo1E9iYaFKYSGQni4ghDQoUMY+fK9TlvLluFMmGDNo0ca3N3jv1mrWdPEli1WeHtrKFQo5vt7+lSJLEiIT7lyakB47JiWSpVM7Nihp06d8Gi11Vevauja1ZYrVzSMHBnMoEGhWCxQsqQDR4/q6NUrjMePFfz9o0+hFCEiAClTxkSJEtEDc0WBOnVMZMhwlTJl7N+a3nz51Frykye15MypIyhIwcFBsHSpFe7uZp4+1dCyZThNm4Zz5YqWn3824uZmoVMn9fM8fFjNp5Urqxe7KlVMFCliZv58Kxo0CKdlS1uePtXQuHE4LVqEUauWiahTEq9aFUiDBnasWGGge/dQ1qyxYscOPfXqxbyh9fbW8Mkntjx6pGHp0iCuXNEwYYI1ly5p+O8/HR06hFGkiJnBg2349lsb/P0Vvv5azfcGA2TJIqINJFOrlokePULZvVtPixZh0X5bNjaCefOMXLum4cULtVlUxO8wwvHjOlatCuTwYR1Filho0SKcIUMsbNpkRf36Jo4e1eLlpeP0aS1nzmgjCyQArK0FwcHq9ztsWDDffhvK5csaPv3UFqNRkCuXhXLlTHTqFEbduibenJWkdGm15m//fh0//BCMXg8zZwbx6ad2lChhYtmyQLRa9Zwwbpw169fr+emnYDw8zHh5aTl/XsuPPwahKODsrL7v+/c1QOLar927p1CzpolNm6wiA1hFceT5cydmzTr5TiPSpqZbt4LYu9cVIW6zbFl2HB1f/3Dd3CwEB2vJlq02T56Uw83NkuDB6UAtkAM4elRH69aJb2JtscDvvxt49EgdL6BpU3UQwUGDQnB1VWvge/Sw5cAB/zgHTAJo3rw5U6f+yZAhG8mXzzXeY16//oTTp09GWxYebsFkcsHJ6SwaTU5q1lTfS8uWdvj7KwwZEsKwYSGRNapaLbRvH8ZPPxk4fFhHtWrhHDumY9u21yPuR5w3Y9OggYl589SCrcaN1fPCgwcKO3fqEEJhwIAQihR5/dvdvVtHz5626PWCTZsCqFJF3Xf58mYcHS3s2KEW6C5aZGDlSj0vXqgJrVEjnK++CqV27dcFfbt26QkIUGjdOhx3dzNbtuhp2tSOzp3D+OMPAw0aqOfGpk3DadQonC++sKF9ezs++yyU778P5tEjDS1b2r3qghJA1apq+gMCQK8n3kGFjh3T8uKFhvr1TVStasLdXf2d1agRjtkM06cb6NQpjIwZ3x4Z37qlYfp0A8uXW0UOulOxoomyZc1kyBBz+zx51HP8n39a0b9/KCtWWDFjhoFMmdQuK7NmGalf357vvrOhTJnYj/nvvzq0WsEPPwTHuM67u1vYu9efzp1tadPGltGjQ/jf/0Kj/Z6CguDnnw389puBZ880NGoUztKlgTHOhaDeD/zwg5GffzZQqJCFNWsCcHd/nScyZRK0bKn+XoYMCSFbttfv+dw5LTNnGti8WY9er56bW7WyY+vWAPLnV/ehdpFQE3fhghZn59fXp+XLrQgMVOjTJ/o9RubMgiZN1PuXnj1DyZVLkCuXiblzg3j0SKF0aTMlS5pwdHy9Tbt26m+jXz8bdu3yJzxc4d9/dSxZYsXu3Xry5DEzf34g9+5p2LdPx/z5ajNpo1FQubKJWrVM1K4dTuHC6pSGPj4aKlc2kZgpmadONRIaCnPnBlG1qn2M+48//rDi1i0t69ZFH7jOYLDg4mLhyhV1XBa93plz52yYNeskCRUebmHJEjsURZ2esVgxtfva9OnB1K9vz48/WvPzzwl/L2lJckRTOYE7UZ7fBSrEtY4QwqQoygsg86vlR97YNmdsB1EUpQ/QByBbtmx4enomOqEBAQHvtF1ibNq0if3798fx6hyg0Hs9fmqZPfsGuXKdo0sXI9mzx6wN9fPLicHwmBs3nmA0ZgGcOHjwPM+f56J2bRMnT0b/QVaqlJeFC13ZvPkCOXMGY2dnx6lTp3B0PI6dXVF0On8GDWpJp072dOx4g1OnYi80iODm5sLBgwWxsTHx4MFxQkK0QC32779Pzpw3AbVky8vLK3Kb06czsmdPGfr0ucqTJ7fJnl2HVlud//0PQkMVcue+iJfX09gPCPzwgx2DBpXlm28C+fbbC5HL79+3JiCgCra2Pnh5qXMCPY17N9jZFcfTUw3wbWwuoyhgsZRiwYLbzJpVGHf3Z/zww2msrc1cvRrvxwBAoUKZ8fcvxX//6Rky5AJly96Pc10/P/UvqgIFKuDjY4+NzVW8vB7Fua2TkzVQhSVL7tOy5Z0Yrz95UgOT6QFeXm9PtItLRbZsCWf7dgsnT2agYsXHjBt3Bq0WPD2zMWNGEQwGM5Mnn6F06adEZKdcuTw4edKAl5cX5887AuUAOHLkGV5er8vYzpzJwJUrZRk8+AJeXrF/Hm/mj/gUKFCKQ4f0vHjxHCsra7p3v8rs2UUYPFhgbW0iY8ajeHlZ+OQThVOnPBgwICOhoRcpUeI5GzcWwmAwYrEcw8tLvSmoXz8ns2cXoWZNPX5+8OOPx3FzewnAhQsxjz95sh4/PyMFC/pz9WoJ/vrLgQ4dvKLdzJw7l4GxY0ui1ZqYOvUM2bK9RKu1QqOpRs+eFgIDFVxcLpEnz0s0mmqsWmWFh8dTTKaTxPcxaDRQv75a0xJ1vRYt4Natwnh5ZcbZOZjKlYPImTPiL5h9+7KxfHl+Vq26zJEjZalb9x5nzlyhYsUibN6cnd27rXn6VL07zZo1GFfX51Sv/pJChfxxdX2Jo2M4Dx4Y+fPPAkye7IzF4sO6dXmxsgrnl1+OkDnz65uhU6diT7uzM3ToAGfOqM+zZIFffrEjd+4gHj5Ub7wGDIAyZbIwZ05h6tSxo3Xr2zx5YsDa2pqCBY8SFBTE8+engBocPXqXnDlj5v24BAdreP68Npky3cbGxoUjR/woW/YKFy92RAh33phRLN0wm+8zaNBtHjyw4cGD6K85OlZHq62Oj08WKlZ8iJfXpUTsV8ForMGWLU/Jk+dK5LJFiwrg5ZWZR4+MZM0awnffnSF79pgjzvr42PHoUUU8PJ6ydWsmtm61olix59SvfwKtVjB8uC39+5fns8/C+f7707EG1+HhCtu3lyUsrD7//qvl33/flur80eYwj6DRQOHCfpw4cQKAfPkqcP++NWPGXKBatce8cYmkRAkbLJbKBAdb6NHjOKGhhdi40QZ//0doNLYoynG8vGIPYvV6BRubGixf/pysWS8DsGVLLoRwRKezMHp0IMOGXUAIWLcuDwsXuuLiEsB3353BYAiJ9rsuXbo4q1dnZcUKAzqdhapVH9Go0T28ve3ZuDE3bdvakT+/P23b3qJWrYcsXFicjBl1GI1HuH4dJk60Y9my/MyZkwWdTvDpp8fw8npdyzR9usLSpflZscKFnTsF4eEKEI69vcLEicGMH3+GZ8+s6NWrIgEBerJnDyZ//gDc3F7g5vaSQoVeYmurfg5LlhREq7UlQ4ZjnDhhpl8/ey5dcqBxY19u3bLj888rMHToc/r29Y71cxMCLl1yYNu2XOzenR2NBlq3vk2nTjewt4+oXYv7m69Xz8iyZZWpWNGWkBAtdercp1+/Kzg4mMiRw56RIz343//K8PLlGYoVexFj++3by+LqGsrVq3GfgKdO1fLjj0X47rvs7N37ksGDL2JjY0YImDixOJ6eGahU6TF58wawalU++vZ9weefR3+/d+/aMHFicby9jTRtepe+fa8SGmqJcd6vVcuOzZvLUb26Fd9/f5qAAD0rV7pw/HgGbGxMtGt3k9at7/DihZ5vvilDo0Z65sw5TsaMYRw+7AR4ALBjx30yZLgFqGMxzJlTmeLFnxEefiLGMevUsef8+SLUqXMGLy+1tKZQIfUPwDuWr65/fydGj/YgZ84MkcsyZw6hc+c7fPLJTaytLeTLB1WqqOfgc+cy4uWVmRMnMrF3rx2jR1uj11sID1ejywIF/Jkw4TSZM4dy9KgTL15YUaXKo8g8EJWPjx2LF1egefM7PH9+FWfnipw4EYyXl3qRCQzUMmlSFUqV8sPB4VS09xscHEy2bE85dcqarVvPExj4O7duWfPnn3F+/bHSaMKpXXsfDg6Z8PJSb+gUBVq3LoTFEoynZ9z3gGmZktQmSYqitAUaCiF6vXreGagghPgyyjrnX61z99VzH9QgdxxwRAix7NXy34HtQoh18R2zbNmyIqE3klF5enpSs2bNRG+XGDdv3sTb2zvWpkQ3btgTEvLh1cDeuRPK/v12KIorZnMwGTNepF+/jNSqpc6dKgTUqgUZMx5h9+56NGlihZ/fFYoXP8CKFb3ZuTOc6tUtb+wT3NwMjBplYsQIM3369OHx48e0b7+SadM0FC48lWXLRnLtmgYXF8HbBlM7fVqhUiUDFSpY8PRUv5sCBQzUrm1hwQK1tPvw4cORUyEIAdWrW3H/vsL586GRfRKaN9eza5cWa2vBvXuvl8elc2c9Bw9q8PF5XRL6118a2rWzwtMzlAoV3v77GztWx9Spar65cSMEgwFy5DCSMaPg5Us4ejSMYsUS/jsODYWqVa1o2dLMyJGJH91g2jQtY8bouXw5lLx54z9u0aJWFC0qWLcueu2IyQT29kZGjQpPUBr699exaJEOnU7Qpo2F1au19O1rQqOBX37RUbGihaVLw4gyXS8AI0fqmDNHy5MnoaxcqaVvXz25cwty5BCR+QDU72n3bg3Xr4dGq82MKmr+eJvRo3XMmqXF2Vmdgmb58nDy5zfw4oXCJ5+YWbLk9efx7BnUrGmFn5/Cf/+F0bGjnowZBdu3v14nMFDNry9eKKxYEUarVgmfNmTxYi1ffKHn2LFQ3N3V72v1ag19+uhxcRFs3hyOi8vr77FNGz3btmmxslLzuK0tNGyoZ/9+LVu2hFGv3vuZsuTpUyhUyECBAoKzZzX8+WcY7dpZOHJEoXVrK6pVs9CunZkaNSw4OcW9n9BQaNjQiiNH1JuNDRvCaNQo+dP8/DmMGqXj99/V32avXiZ+/tnE4cOHqVixEhkzGujXz8zEiQnvu3r1qkLJkgYWLQrj5591ZMkiWL06nNy5rahSxZe6dRMeDKclTZrkIV++2L+0evWsePRIbUUxaVI4AwYk7pzUuLGep08VjhwJIzwcunfXs369ljp1zBQoIFizRouNDWzdGkbhwtHPVzNmaBk5Us+1ayEsXKhjyRIte/eGRTuvzZun5Ztv9Pz4Yzj9+kVPW2go1K5txcmTGlq0eEGVKhdRlPjPib6+vuTMGbOc3sFBT8eORdDr1fx0+7Z6k5k7d9z76tdPR+HCgq+/NrNwoZavvtKTJ48gQwbB0aPxt5D59FM9R468vjY1bqzn3j2F+vUtzJunxcsrjKlTdaxcqaV1azPz54fHWuv0338KQ4fqadXKTNeuZrJle/1aWBisXq1l1ix1ILicOQVPnkCPHmZmzIj+u7h+XcHfH0qWjP3zO35coXdvPYGBClu3hrFypZYpU7ScOxfGpEk61qzR8L//mfHxUTh7VonsZ6gogkKFBGXLCv77T0O+fBZ27Ii9tr5vXx2rVmnp0sVMWJhaUK22SFK/ax8fhRs3NFhbC7p3NzNokIlYvsp4DRumY906LbNnh9OkSfTz0o0bCvXqmfHzs2bJknCaNXv9ekAAODsbGDjQzPjx8Z9ThIDZs7WMGqWjYEH1HLJ/v4b//U/P+PHhDBmi5uNBg3T88ouOMWPC+fZbdaTqpUu1DBqkw2CAX34Jp3nz+M+dp04ptGljxePHYDIpZMki+PJLE336mMmQ4fV6x48rVK9uYMaMcL74whz528uUSVC3roU//1S/k61bNbRta8WyZWG0aZN85+21azV4eyvY2EDhwuoxdQm4Hb99G/bu1XL+vELRogKjUfC//+mxt4cMGUTkgJ0Gg6BZMwtdupipXduCVqt+D/XqWXHlisLZs6FkzAgdOui5fFnh9Gn19zlunI4pU3QcPBhK6dLR8/7hw4fZtq0as2ZpqVLFwunTgsGDT2A0Ju4cWbx4BqpXd4l1yhyNRoNVGp+nTlGUE0KIsjFeEEIk6Q+oBOyM8nw4MPyNdXYClV491gFPAOXNdaOuF99fmTJlxLvYt2/fO20nJcyyZedEpUqeokSJR8LD45koXfqQ+O67f4WX1z1RsuQz0br1JiGEEJ07C5EnjxDjx1sECPH8eez7q1FDiEKFhLBYhBg3bpwoU6aMGDHihvDweCbGjp2XqLSZzUK4uAgxcODrZbVqCVGp0uvnUfPH+vXq8Bm//x59PwsWqMsbNUrYcX/7TV3/8uXXyyZMUJf5+ydsHxHHdHZ+vaxwYXXZgAEJ28ebLJZ3204IIUJDhTh4MGHr9u0rhJ2dEOPGCVG2rBA7dqjLHz5U0//zzwnbzz//CJE3rxC7dqnPBw6MGN5E/QzCwmLfbulSdZ0LF4QYPlwInU6IXr2EyJTp9ToPHgih17/9s0zM+WPdutfpmztXXda/v/p8/fqY61+9KkTGjEK4uQmhKOrn9aZNm4RYvTrBSYh075563B9+UJ9Pnqw+r1FDCD+/mOtv3Ki+Xrfu62W7dwvx5ZdJyzcJEfV7vXv33ffz8KEQxYsLMWJE8qUtLvv3C9G6tRDXrqnPI/JJ/vxCdOyYuH3t2qW+d09PIdq3F6JAASG2blWXRfx2PjRffPH6O9++PfHbjx0rhEYjxJAhap4GIaZNe/362bNCZM8uRObMQhw/Hn3bevWEKFbs9XOzOeb+LRYhGjcWwmBQ9xXVhg3q8RYuTHh639d9iK/v68/x88/fvv4ff6jr7twpxJMnQmi1Qowcqf7u9HohrK3V17//Pum/e7NZiL//Vr8frTbm95BQJpMQISHq43v31HRWq6amc/jw6Os+eaL+ZsaPF6JZMyGyZYt+Po7N3bvq7zZLFiFy5VJ/f0WLCuHhIUSFCkI0aaJ+bi9evFv6hVA/y/g+z40bD4jy5dU8/euvr5dv366m/59/En6svXvV92JvL4SVlXrfEjWPh4er5yhQfwvt2qmPa9VK3Pn37l11Pz//LERgYNzr5colRIcO6uPu3dXvpFkz9TOOULeuul5c1/S04MwZ9X7S3V2I5cvV/PzVV+p9BQiRM6eaH6dNU5/Pn/9622HD1HwbHi7Ey5dC2Ni8/kzetG/fvsh7GIieHz4mgJeILf6MbWFi/l4FpNeBfIAVcAYo9sY6/YFfXz3uAKx59bjYq/UNr7a/DmjfdkwZwKZtp0/fF82a7RbFi6vBZvHi14WHxzMxYsRuIYT6A9bphGjeXAhX17j3M3++mkOPHxdi+fLlwsPDQzRs+I/w8HgiPD3/S3S6nj17ffETQr3IZ878+nlE/ggPVwOJwoXVx1E9fiyEg0PMwDYu3t7qe5gXJd7+5BP1IplQu3er+2jS5PWy/v2FyJEj7uA/rYi4wVMU9f8336jLL15Un69Y8W77NZmEGDNG3X98Tp1Sj7N6tRBt26oFIjNmqMseP1bXmTgxZiFDbBJz/rh16/VF5+ZNddmdO0IMHhw9D0a1d6/6uwAhkvtUVbasWlgzdaq6/44d405HWJh6U/iu301S3L6tfgb58iV9X+872I5LRD6pVk2I6tXVZQ8fqjcpp07Fv21EUHHtmhpMaLVqgYutbdzfV3r388+vfyu3byd++2PH1Jtzo1G9IZ4XS9nmtWtqnrKze/3bCgpSg9KohZpxefhQ3XexYup2ET75RIisWWNeJ+LzPu9DypdXP8c//3z7uv7+6nUua1Y1yAMhTpxQX/vqK/Wz2rw5+dMYEJB8++rSRU133rzxB05CqOeDx49T77yQUPv27RMBAer1HoQYNUpN85AhauDztvf5ptu31Xzh4vL6mheVxaLea1lbq+feSZPU6+v70L69WnkhhHo9qlFDfX9arRDBwWpBM6jX5LTObI6Zl0JC1MLrJk3UAggQonTp6J/nokWvz/GbN6uP9+6N/Rj79u0TJ068LlBO63n3fXlvAay6bxoDVwEfYOSrZeOB5q8eG4G1wDXgGJA/yrYjX213BWiUkOPJADZ9ePYsSPTv7ync3c+IEiUeiv371SqKiBsWO7v4ayiePlVvTAYMEOLEiRPCw8NDlCq1RpQocU0ERb2LeEezZ0e/aYrIHwsXqsvjCo4CAxN+IrFY1BN2mzavlxUuLESLFglP5/Xrry9kEUJD037wKoR6kl+3Tg3e8uUT4tNP1eX//fe69P99Cg5WL46jRwtRsqRak/L33+qxDxxQLyx586olzm+TmPOHxaKWfEet3UmIP/5Qg81kyN7RfPfd6yChffv3d4OSHGbOTFyNVloTkU86dFBrcIRQC7xACEdHIf79N+5tIwKJ4ODXway1tRCtWr3vVKeePXvU92lv/+43aAnZ7u5dtabHYFBvHHfuVI+7bVvCjhFRA/bll+rzly/V76Z//8Sl9X3eh0QUxkW0BnibCxfUwhFQA5yIz9FkSt5A8305e1ZN/99/p3ZKkk/UgvSePdXvpnt3IUqVUgvF3oXF8vYCMB8fNT+8TxH3XHfuqC2OPv9ciDVrXheefP65+vuMLdBOb+7dU2v7r16NvvzAgdfnnf791RrYuL6bffv2CbNZLXS/f//9pzmtiiuATZYOmUKIbcC2N5aNifI4BPgkjm1/AH5IjnRIaUuGDNbMmVMDi0Xw4MELsmfPB0COHOrrAQHEOdoeQMaM0LgxrFoF48cXBkAIe4QIxhDfUIMJVK+e+n/rVvj8c/VxcDCMHQsVKkDLlrFv9+ZcrfFRFKhdG7ZsUUe8DAtTBxn4JNZfQ+xcXGDKFOjY8fUyKyv1L63TaKBNG/WxszPcfzVWQMTAUJkyvd/jG43g6gpnz6qDa9SsCW5u6mtXrqjTsNy6BdOmJe9xFQV++knNw4nRrZv6l9xatFDzddOmsHQpsY46mVYMGJDaKUgeuXLBxo1qscHJk2BrC9mzqwNcrVsHTZrE3ObuXXXgqIh8C+o5qVmzlE17SipWTP1ftCiJGoE4qoRslzMn/PsvNGoErVtD6dLqObR69YQdo2FD+N//YPZs9fHz5+p306HDu6X5fRg4EKpWhQIFErZ+0aLwxx/Qrp16no74HLVaEjXKampxd1fn7Y1tvtv0TqeDBQvU88h336nLxo59t30pSvyjMwPkzx//68mhcmX1/6ZN6tgPhQtDyZLqsv37YckS6NSJeMc4SC+cnaFfv5jLIwabunoV/vlHvSeJ77vRaNTftRTTB/izl9IajUYhR44MkR3Iow56EF8AC+rJ7MEDOHLEhqxZswKZsbZWYu2MnliFC6sX+r/+er1s7lzw9YXJk9/9ZupNtWurA9ScPQuXLqmj7Lm7J3x7RYGhQ+MfzCM9iC2AzZz5/R+3eHHw9FQHQnJ1VQsE9Hr1AvLLL2pQEVdhRVJ06AANGiT/ft9FyZJq/lu/nrcOeCYlj5w51YFfnj5VA9jSpeG//9SgoWVLWLEi5jZ37rz+nRcsqP5XlNiD3Q9F1qzquaF06fd/rMyZYc8eqFEDjh9Xg73EBGqTJ0OJEmoh07x56ncVcVOeFhiNUK1a4rb55BM1sB89+v2k6X37EIPXCIoC48bB/Plq3m3VKrVTlDQlS4K1NSxapD6PuAezsYEJE9Rpfr76KnXT+L45OUGGDLBzp1qZUb9+aqco/fqAf/pSWhVRAwtQqlT86zZtCg4OsHw55MmTB8hMjhx2yZIORVFrNvbsUYObgAAdEyeqpevJOVh17drq/82biRz+PDEB7IciNQPYF69mJHB1VUu2CxaE3bvV2veePT+OoM7dPX3U2n8oIgrqbt+G06fVAC1LFti3Tw2cPvtMLTCL6u5dIkfSzpoV7OzU1iBZs6Zo0lOUosCBAzBxYsocz95e/d0PGQIjRiRuW6MRVq5UWw8dOgTt238YAVS1akSbO1NKW3r3hsePX9dWpld6PZQv/3oasyJF1Np+d3e1RrZ6dfDwSNUkvneKotbC7tihPk8rhdzp0Qdw6pXSm+zZX/+I33bRNBrVm4S1a6FAgXKYTBkpXDhb/BslQrNmai3Jrl2walVunj1L/hupnDnVZqvjxr1ufhbRPPBj4uysBpLBwWoAq9OpN5PvW/Hirx9HfO5ubnDihJoP+/R5/2mQPj4RgeiePWqej2ht4uAA27er554vv4Tx49VmxhC9BlZRYPr0lAvsUlP+/ESbcuN9Mxph6lSoUyfx2xYtCrNmqTfenTsne9IkKVbJ1SIstUW0WLCxeX2OjAjMv/46ddKU0tzc1HN+7tyvuzRJiScDWCnF6fWQNy9UrJiw9fv0UZuWPH/ek0uXMuDikvT+rxEiSp4XLID163PRsePba4XfxYgRarOzw4fVm9e03AfxfXF2Vv/fv68GsJkzp8xFOaK228oK8uRRH0dcNBo3fr1MkpJTRA3sli3q/6hNZI1GtTl3165qv7YBA8DfX+1XGXUu47591Tm0pbSlb1948kRtTixJUsJFBLCFC79uvfDpp+pfixapl66UFNEPtn79D6dgIjUkyyBOkpRYO3cmfACfsmXVm7+5c7WYzdGbICeVXq8O6rFqFWi1ChMmJN++o+rSRf37mEV8b/fvq/0CU6L5MKh9bAwGyJfvdcFB0aLq/y++SJk0SB8fZ2f15uTgQbXf15sl7Tqd2hcsY0a1Ru/CBXV5eu/r/rFIyRpjSfpQRFRcFC78elmNGurfxyJqACu9O1kDK6WKQoUSN9Jc375qvyNI3gAWXo/w2bTp/QSP3iglXmw1sClBq1UvmlEHDGvXTh0JsVGjlEmD9PHR69W+qxaL2q9LF0txsUYDM2aoA5js2aMui1oDK0mS9CFxclJbnfTundopST1Nm6oDwn0sNc7vi6yBldKFjh3hm2/UIDYiEEourVqpIzCWKXMDyPnW9aV382YAGzHKakr4++/ozbaNRnnxkN6/XLng4cP4R9hVFBg1Si3QmTLl9bQykiRJH6Jx41I7BanLxga+/Ta1U5H+yRpYKV2wt1eb4NraJv+InNbW6kAqjo6m5N2xFE3mzGotVErXwII6mqu1dcodT5LgdT/YhEwR88UXcPPmhzEHoiRJkiS9TzKAldKNadPUuftia4onpX0ajToCdUQAm9A+0JKUXiUmgJUkSZIkKWFkACulGzY26rxhUvrl7AzXrkFYWMrWwEpSaihXTm1GLJsFS5IkSVLykQGsJEkpxtkZzp9XH8sAVvrQde8Ot2+rAzpJkiRJkpQ8ZAArSVKKcXZW57oEGcBKHwc5z58kSZIkJa8kBbCKomRSFGWXoijer/5njGO9rq/W8VYUpWuU5Z6KolxRFOX0q79kHp5HkqS0JOoI0jKAlSRJkiRJkhIrqTWww4A9QghXYM+r59EoipIJGAtUAMoDY98IdDsJITxe/T1KYnokSUrDZAArSZIkSZIkJUVSA9gWwJ+vHv8JtIxlnQbALiHEUyHEM2AX0DCJx5UkKR2SAawkSZIkSZKUFEkNYLMJIe6/evwAyBbLOjmBO1Ge3321LMIfr5oPj1YU2VtIkj5kUQNYOY2OJEmSJEmSlFhvnVFTUZTdQPZYXhoZ9YkQQiiKIhJ5/E5CCF9FUeyB9UBnYEkc6egD9AHIli0bnp6eiTwUBAQEvNN20sdB5o/37/FjK6Ay1tYmDh06kNrJSRSZP6SEkPlEio/MH1J8ZP6QIsi8EL+3BrBCiLpxvaYoykNFUZyFEPcVRXEGYuvD6gvUjPI8F+D5at++r/77K4qyArWPbKwBrBBiPjAfoGzZsqJmzZqxrRYvT09P3mU76eMg88f7ZzKpo7JmzapLd5+1zB9SQsh8IsVH5g8pPjJ/SBFkXohfUpsQbwEiRhXuCmyOZZ2dQH1FUTK+GrypPrBTURSdoihOAIqi6IGmwPkkpkeSpDRMp4MsWWT/V0mSJEmSJOndJDWAnQzUUxTFG6j76jmKopRVFGUhgBDiKTABOP7qb/yrZQbUQPYscBq1pnZBEtMjSVIalzdv9L6wkiRJkiRJkpRQb21CHB8hhB9QJ5blXkCvKM8XAYveWCcQKJOU40uSlP4sWQJWVqmdCkmSJEmSJCk9SlIAK0mSlFiFC6d2CiRJkiRJkqT0KqlNiCVJkiRJkiRJkiQpRcgAVpIkSZIkSZIkSUoX/t/evQfPVdZ3HH9/cwGqCS0dELlMEaH1ggiCglMHuVsqIliL1wFiUYpt8VarQAkFoeN0Bp0i9cZICaOjBUERaYFOGQrInRAQFCGhSLmVEKgBh4JAvv3jeZZsMuHwS7K/PXt236+ZTLJ7zibf3+QzZ8/3nOc8jw2sJEmSJKkTbGAlSZIkSZ0Qmdl2DWstIh4F7luHj24KLBtwORof5kNNzIemwpyoiflQE/OhHrNQf/7MPGD1DZ1sYNdVRNycmW9uuw6NJvOhJuZDU2FO1MR8qIn5UI9ZaOYQYkmSJElSJ9jASpIkSZI6YdIa2DPbLkAjzXyoifnQVJgTNTEfamI+1GMWGkzUM7CSJEmSpO6atDuwkiRJkqSOsoGVJEmSJHXCWDWwERFt1yBJGm9+10iS1pffJeturBpYqUlEbNV2DRpdEfHuiNiu7TokSdJEmNX7g83s2hmLBjYiDoiIHwGnRISL/moVEbFfRCwEjm67Fo2emo/rgLOALdquR6MrIg6KiO8Bx0bENm3Xo9ESEYdExClt16HRZD7UU/uWy4DTIuI9AOmsumulsw1sFBtFxALgBMrJ5xzgyIjYtNXi1Lqajw0i4mvAacApmTm/f3t71altNR9zIuLHlOPHCcD1wDZ1e2ePjZoeEbEfMB84h3LV/JiIOLBuMy8TLCJmRMRHKd81x0bEHm3XpNFQv2tmmg/1nZeeRvku+SpwF3BoRPx+u9V1T2e/dLN4GvgRsGdmXgT8gLI00LJ2q1Pbaj5+A7wMuDAzL6wnGTv1trdbodpU8/Fr4DuZuVdmXg5cBhxct69otUCNov2AizPzUuCbwFzgzyLi5eZlstX//8XAm4C/ALzLJuCF75rngSWYj4nWd156KSv7lmuBZ4F7Wy2ugzq3DmxEfALYErglM8/re/99lKsZPwOuBi7LzJ+0U6Xa0pePRZl5bn2m8UxgEeUE9H7gYeCCzLysvUrVhr58LMzM7/e9PwP4ILALcHxmPtNSiRoRq3/XRMS7gb8EDs7MpyPidMod+8sz84w2a9XwRcSfAvdn5g319ezMfLb++SbgG5l5VkTM8ALH5KnHjx2BGzLzWxERvQvn5mOyrJ6FvvffCfwTsBS4inJecm5/VvTiOnMHtt56/zTwfuBm4OSImBcRm9ddlgL7UJqUh4B5EbFZO9Vq2NaQj5Mi4sjMvAe4EHht3fYh4A7gPQ41nxxryMcX6vFjM3jhDsq9wIE2r5PtRb5rjgB+QfluOS8irgA2powAmusQ4skREa+IiCuBrwDH9f3fP9f35xOBz0TEJjYnkyci5lHONS4ADouI44BX9+1iPibEGrJwfERsXzcvAw7IzLcCV1BG9LzK5nVqOvOlW/9D9wZOyMzzgU8DOwEH1O3/mZm3Z+ZzwO2UoaP/11a9Gq4Xy0dEvK/eHflAZt6VmU8Ct1JOPp9qrWAN1UsdP+o+1wIP1DttmlBryMpngJ0pefko8HfAaZn5EeA3wLaehE6OzFxKuXBxAGU0z5/XTZGZK+rdk0uAO4GjImJuRBzaUrlqx77AP9THDf4a2Aj4cG+j+Zgoq2dhA2oWMvPGzLy77ncn8CjwXCtVdlAnGti+q5o3A3sA1DDcDbwuIv5gtY+8g9K82sBOgIZ83AnsGhGvqc879uxPaV6fHmqhasVLHD92iIjX1v02ptxle7aNOtW+F8nKJZSsvAXYPjMXZea/1v12BW4YeqFqRV8+zgB+Dvw7cGBEbFGb1xmsPK/6PPBFyrOxrxx6sRq6vnwsAt4FkJk3A9cBW0XE2/p2Nx9jrCEL1wNbrpYFgHmUG2+PDavGrhvJBjYiZtbfA1aZUGUJZbjWjvX1lcBvAxvXmb0Oi4ifAq8CjqsPzmvMrGU+NqZMtkJEfCAi7qA8t3a8d03G0zocP+bU/Z4AtgY2RxNhLbMyl5XHkndGxI2UY8kFQy1aQ/Ni+cjMZ+tor2spF70+0duemc/XuRe+Tnl8ZRefkR5f/Y8P9B0/rgFmRMTb6+s7KHfrt6yf2R74GuZjrKxFFh5iZRYOr+el2wIfz0xvvE3RSDWwEfG2iDgHOCEifrfvgffZdZcbKbfX3xERszLz58BWwK51Zq/7KQE4vA7z0RhZj3z01ga+D/MxtgaQDyhDzRcMs24N33pk5S11+2Lg6Mx8b2b+77Dr1/RqyMfMXjNbLQMuAl4TEVtHxKZ1JMcy4K8y808y86Hh/wSaThGxW5SJeVaZsb6vgVlMmVD0/RExMzMfoFwYfVXdvhzzMRbWMQuvpDSsAD8FjsrMIzLzkSGW3nkj08BGxKspV6SuoFzVPiXKDF30ZvbLzCWUoV3bAcfWjz5DaUx6z8FeM+TSNQQDysd1mXn1kEvXEKxnPn7Z+3uyLM2lMTaIrGTm4sy8ZbiVaxheIh/PZ2ZGxIYRsWF9fRXlBPUOygoIm2fm8r5n2zRGIuJTwA8pFzf+uL43E1ZpYJ6kZGFD4LR6YWwT6vDQzHw0MxcPuXQN2HpmYVnd79Y6/4bW0sg0sMBuwJ317sdnKRPtHBQRWwBExKkRcRawkDL7324RsRB4nPIcisbb+uTD5XLGn8cPTZXHEjV5qXx8AfgW0Ht9NGUip28Cb7QxGXv3Up5p/Dj14lb/42oRcTLwXcpd1vmUZuXq+vqcYReraWUWWtTaOrARcRDl6ubNmXl9ver5beCDmfnfEfF64HDgEeAmyuLPJ9Yr40TEHGBWZv6qlR9A08p8qIn50FSZFTUZQD72A37Ze63xsoZ8zKybZgM/AC7NzK/UIaM7AMcB87Ms4dcbSvryLCsgqMPMwmgZ+h3YiNgiIn4MfI5yNeLsiPijzPwvykxtvenE76IMy9kYuD0zP5SZS3rjyjPz155QjB/zoSbmQ1NlVtRkAPnoDRX8D5vX8dOQj+eBFfVxky8BR0bEplkm8Orl456+48cKG5ZuMwujqY0hxG8Grs7MPTLzFOB04Ki67Wpgx4jYvQbjQeDtmbkcytWLdObYcWc+1MR8aKrMipqsbz5c5WC8rZ6PfwSOhhfWiobynPT1wDFQJvSpv4fHj7FiFkbQUBrYKNNE7xURGwKXU4bn9DxGWWMPynp6i4Av12FbOwD3RcTLYNUZvjQ+zIeamA9NlVlRE/OhJi+Rj8cpa8u/MMNszcGpwOcjYjmwS21Y2nk2TwNjFkbfrOn6iyMiKFNFfxdYAdwDfAz4ZGY+HBGzs8z4uAXlljyZ+T/A6RGxDfDPlLHmh2fmU9NVp9phPtTEfGiqzIqamA81Wcd8rKif2w44m7LW56cy8/Y2fgYNhlnolmm5AxtlraOkLPr+YGbuS5ml63HgzLpb7wrm/sD59XOvqO99DjgyM3fPzLumo0a1x3yoifnQVJkVNTEfarIO+bigfq63NvATlAm99rVh6Taz0D0DvQNbJzU4BZgZEf9GmfTgeShTS0fEJ4GHImLPzLwyIjYAHgXujoi/B94VEXtlWRjeB53HjPlQE/OhqTIramI+1GRA+dg7M5cCS1v6MTQAZqG7BnYHNiL2pKybtwmwhBKIZ4G9oz7MXMeInwScXD+2ETCPMr58LrBf/cLQmDEfamI+NFVmRU3Mh5oMMB+PD7VwDZxZ6LZB3oFdAXwpM78NEBFvArYFTgS+Duwa5WHnC4F9ImJrYEvgO8CXM/PWAdai0WM+1MR8aKrMipqYDzUxH+oxCx02yGdgFwLnxcqFfa8Bfi8zF1BuzR9Tr2RsTVk36YHMvDEzDzcEE8F8qIn50FSZFTUxH2piPtRjFjpsYA1sZj6Vmc/kyrXR9qeMEwf4CPC6iLgY+B4lNL0ZvzQBzIeamA9NlVlRE/OhJuZDPWah2wa+jE69kpHA5sBF9e0ngeOBNwD3ZuaDsMoCwJoQ5kNNzIemyqyoiflQE/OhHrPQTdOxjM4KYDawDHhjvXoxn3L7/Se9EGhimQ81MR+aKrOiJuZDTcyHesxCB8V0XEyIiLcC19ZfZ2fmWQP/R9RZ5kNNzIemyqyoiflQE/OhHrPQPdPVwG4NHEaZpeuZgf8D6jTzoSbmQ1NlVtTEfKiJ+VCPWeieaWlgJUmSJEkatOl4BlaSJEmSpIGzgZUkSZIkdYINrCRJkiSpE2xgJUmSJEmdYAMrSZIkSeoEG1hJkkZARJwUEZ9t2H5IRLx+mDVJkjRqbGAlSeqGQwAbWEnSRHMdWEmSWhIRfwscASwF7gcWAsuBo4ANgCXAYcDOwMV123LgvfWv+CqwGfAU8LHM/MUQy5ckaehsYCVJakFE7AosAHYHZgG3AN8Azs7Mx+o+pwKPZOYZEbEAuDgzz6/bLgeOzszFEbE78MXM3Gf4P4kkScMzq+0CJEmaUHsAP8zMpwAi4qL6/htq4/o7wBzgstU/GBFzgD8Evh8Rvbc3nO6CJUlqmw2sJEmjZQFwSGbeFhHzgL3WsM8M4FeZufPwypIkqX1O4iRJUjuuAg6JiN+KiLnAQfX9ucDDETEb+HDf/k/WbWTmE8C9EXEoQBQ7Da90SZLaYQMrSVILMvMW4FzgNuAS4Ka6aT5wA3AN0D8p078AfxMRiyJiO0pze2RE3Ab8DDh4WLVLktQWJ3GSJEmSJHWCd2AlSZIkSZ1gAytJkiRJ6gQbWEmSJElSJ9jASpIkSZI6wQZWkiRJktQJNrCSJEmSpE6wgZUkSZIkdcL/A9hK4uyP/K5ZAAAAAElFTkSuQmCC\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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G42FuFguB5lGtMxUR2aooSYksJve8tlN5V/M+/dBnxor6A5gR5vbRmoL7goUcy3OiqEl/uyOmnmHNFvGUPTyKyOgshKI6e9QkGaHzK/OicJJF0dQVVlNiKqe1lHXoJB3m49kNx/NBAaR7jlbUMhGRmgpFT7nFMTk+0jSu3WA19OhnfWY4OZsmzM3SWFyu/Wya4qExJ2rE5LkT8tE+T+aBkAeiZgvTVF4RGQihKIIXN0g8w9239u3k5OYwhYXVlJjKaS2FVZKky1mtuQ3H83aLfHaGGa0zFRHZEssChJwojgHojzCNazfohB6raYezGic7LvPZojJvtLRSYcu2z7JiNKOYbh1Gnm4dPCfLM+JmU2tMRWSNZQFLM+JWk5CHLc+cGexjanE0dcsElJjKaS0kS3jIaMcbp/JiRnr2/qIy7xZ7eURE9jLLcywPRFEDgMTrOWLayXuEkJ0sjAfkrWJab+v4iYpaNSYhYGkgbrbIGceIabsoUKL7pYhQ3geyAI0WubHlzq80z3AzLI6JpmyZwI4mpmb2HDO70cxuNrPf3smfJePVDX2W0xX2WRsz+7bz+fwc8UqHaHk69qwTEZmEtaIXUQwOSajnQ8Vytopn6YbCeHm7BVFE8+iJ6ho2BhZCsWl9o1kUqBoxMQ2e455jjcba9GAREcuKa4w1GgTf+jUmyVMacUwexxox3Swzi4E/Bn4IeAzws2b2mJ36eTJei6FDL+sxF7VPeT7MFr3k7cNaZyoisllWri2KLAYrer7r5mRF3haRnXyM8FZRmbfu9wULOZZmRI0i6R51VDvzAO5Y3AAHQr3X3orIeFgIRFkgbrTIyyn/W5HkKZFH0GhMXWG1xg6+95OAm939FgAz+yvgx4Cv7uDP3DF3rxzC0wXox1U3ZSKOpot0khXOa9zvlOfDbBvimH0330aYnzvla0REZKO404U0I2oWt9/DyQJz/fmKW7U1SZ7RD33a1vy2c2F+jvbho7TuubeClo1HY2mlKEzSbEKAO3v30rWtdyB08l4xYhrFWAi07z5cFA8UkT2tsbKKe1lrwOGO/hEOsPkiRklIiaOIvGHEK50N19vZlQV4UH2TVdtqJahNv7HZTwHPcfdfKL9+MXCZu79y3WuuBK4sv7wYuHGEH3UusOPds7HRODvmvJ3+ObuKEWF8+zzewWnHghGCsWsXziSBfa2Y1arbIbuT4kM2Y9xxYkA7pxkiIFDfJ4iYJs63zU91IDNqPTwYOdZ04hCBBYZmpb2cfTPRaeKjvI8aWGLD30emk+4zst4gHmInip3IDchHuDZExAA5eLAN12HrpSwkOd0xNXknXOjuDzjViZ0cMT0jd38n8M7tvIeZXevuTxxTk2TKmNm13VTxIaem+JDNUJzIMGZ27UpQfMip6foh6ykehtvJ4kd3AQ9d9/VDymMiIiIiIiIia3YyMf088Cgze7iZtYAXAB/ewZ8nIiIiIiIiNbRjU3ndPTOzVwIfA2LgPe5+ww78qG1NBZapp/iQYRQfshmKExlG8SHDKD5kPcXDEDtW/EhERERERERkM3ZyKq+IiIiIiIjIGdUiMTWz025ZIiIiIiIiIvVWi8RURERkJ6kDVERExkH3k9Ht6sTUzJ5jZn8LXGVm2vNHTsnMHlx1G2T3MrMfNbOLqm6HiIiI7AlrxWWVpG7NrktMrTBjZlcDvwO8GzgLuMLMzq20cbKrmNmzzOw64BVVt0V2nzI+PkNxDbmg6vbI7mRmzzWz9wG/bWYXVt0e2V3M7HlmdlXV7ZDdSfEh65UDah8D3mpmPw7gqjK7JTu2Xcyoyn/AXjlS+mF3D2Z2Anihux+ttnVStbLnqQm8DXgK8AZ3/9D687oI7F1lfMwB7wPmKTq3Xg1cCPyLmUXunlfXQtlNzOxZwOuA1wPfA7zKzK5x979TrOxtZhYBPw/8NnChmf2Du3+y4mbJLlDeZyLg5Sg+9rx1z6VvBr4X+H3gIcDzzewr7n5Tle2rm10zYmpmv2Jmv2dmPw3g7h8sk9KfBj4APNrMrjKzf19tS6VKXkiAfcCH3P1DZhaZ2eMH56ttoVSpjI8V4C/c/XJ3/yeKvZR/rDyvREPWexbwEXf/KPCnFJ0ZP29mc4qVva38978J+G7gPwIaFRNg7T4TgJtRfOx5655LPwo83d0/DHwaSIFbK21cDVWemJZTd38N+BngWuCNZvYyMzu/fMkR4PspHiDuBl5mZg+oprVSlXUdFz9THroKeJqZvRX4AvAmM3unmf1gda2UqqyLj+cDuPtfl8cj4Dhwh5m1q2yjVO++HaAUDw9PNbMZdz8C9ICYYqRM9hgz+ykzu2zdoU+7+7K7vwuYM7MrytdV/uwkk1deP95lZr9QHvq44mPvum88uPs/untmZj8M/B/gYuDNg+dWrTXdnMp/ecoRrmcAv+Pu7wd+DXg88Jzy/D+7+5fdPQO+TDFS1q2qvTJZp+i4eIOZXeHu3wQ+BDy6PPdC4CvAj2st8t5xivj43bJj6wGwNupxK/Aj7t6vsKlSodN0gL4U+DpFh+ffmNk1wH7gb4F5PVzuHWZ2npl9HPgj4DXr/u2zdf//euDXzewcjabvPWb2MornjA8ALzaz1wCPWPcSxccecop4eK2ZPbI8fRR4jrs/GbiGYhbOQc3o25xKb7zrLvjXAk8DKKdUfQP4DjP7d/f5lh+gSEqVmO4Rp+u4MLOfdvd3AC9w9xvdfRm4nuLBcrWyBstEnaljq3zNp4E7zexHq2mlVO0UcfLrwHdRxMovAP8VeKu7vxxIgIfr4XLvKEfL/5biunEI+KXylLl7XtYu+Hvga8CVZjY/mJ0he8Yzgd8vn1H/EzADvGhwUvGx59w3HlqU8eDun3P3b5Sv+xpwL5BV0soammhiamZx+afBhvVeN1P0UD+u/PrjwAFgv5m1zOzFZvYl4CDwmnJuv0y5IR0XXwMuNbOLy/WEA8+mSEp7E22oVOIMHVuXmNmjy9ftpxgZS6top1TrNHHy9xRx8j3AI939i+7+d+XrLgU+O/GGSiXWxcc7gK8C/wD8iJldUCalESeflX4LeAvF2tMHTryxMnHr4uOLwH8AcPdrgc8ADzazp657ueJjyg2Jh38FHnSfeAB4GcVMz2OTamPdTSQxNbOnmtmfAb9jZvcbDGebWbN8yecoehN+wMwa7v5V4MHApeWC4juAX3b3l5Q9mzKFtthxsZ+iUAlm9gIz+wpF5dXXaqRjOo3QsXVW+boligp55yNTb4txMs/J68gPm9nnKK4jH5hoo2ViThcf7p6WS4Y+TdGR9SuD82UhxouAP6FYQvKEcsaOTKH10/jXXT8+BURm9n3l11+hGF1/UPk9jwT+B4qPqbOFeLibk/HwkvK59OEU+Ytmem7SjiemZvYIil/Wayhu+FeVC4Nx97T882aK3uyLKEpvA/SB28rz/+zun9rptko1ttFx8cTy/G2o42JqjSE+oJjyffUk2y2TtY04+Z7y/E3AK9z9J939+KTbLztrSHzE9ylKchT4MHCxmT3EzM4tZ10cBV7p7j/h7ndP/hPITjKzJ5nZWmfEuuOD5+SbgBuAnzGz2N3vpOjsPFieX0TxMTVGjIcHUiSiAF8CrnT3l7r74Qk2vfYmMWL6JOBr5UPhb1CsA3yumV0AYGZvMrN3A9dRFB54kpldByxQTKmRKTamjovPuPYPm0rbjI9vDd7H3TW9e4qNI07c/SZ3/8JkWy6TcIb4CO7uZtY2s3b59ScoHjq/AnwSON/dF9etG5MpYmavBj5I0WnxQ+WxGDYkJcsUsdAG3lp2eJ1DOUXT3e917Vc5FbYZD0fL111f1reQLRp7YmpmzzWzV5rZk8tDnwMeamYPc/cFiuHvReAFVuxJ+gjgLe7+LXf/OkWVq2e6+y9pSuaesJ2Oi49V0mKZJHVsyWboOiLDnCk+fhf4X8Dg61dQFED6U+A7lXBMvVsp1gv+MmWn1fpaJmb2RuAvKZ5dX0eRgHyy/PrPJt1Y2XGKhwrZuKoXlxf4dwJnUzwQvhB4tbt/zIq9Jg+5+x+UvQ4vpEhI3+bui+X3R0pEp5+ZPZeix/pad//Xsif7z4GfdffbzewxwEuAw8DnKTaufn052oGZnQU03P1EJR9AdpTiQzZDcSLDjCE+ngV8a/C1TJdTxEdcnmpS7D/5UXf/o3La5iXAa4DXebFN3WA655wXuwFIzSkedpdxjpg+Efikuz/N3a8C3g5cWZ77JPA4M7us7HW4C/g+JaV7h5ldYGb/F/hNit6l95rZD7r7LRTV7Qal1W+kmEK1H/iyu7/Q3W8ezOt39xU9TE4fxYdshuJEhhlDfAym6/2jktLpMyQ+ApCXSz7+ALjCzM71ovDVID6+ue76kSsJqT/Fw+60rcTUiqpTl5tZG/gnih7JgWMU5fihKL3/ReAPy57qS4DbzGwfbFxYLFNLHRcyjOJDNkNxIsNsNz60Fd10u298vA14BaztdQzFOuR/BV4FRRGc8k/T9WPqKB52oS0npla4wMyuAV5KMS33PcA+dz9kJysgXkDRA4G73+Pub6dIUN8D/BzFxrSr4/gQsjup40KGUXzIZihOZBjFhwxzhvhYoNgXfa3aahkHbwJ+y8wWgSeUSch41r1JpRQPu19jKy+2oiRyMLN54C53/7ly6svbKNaX/gQwuLg/m6K3EjM7z4ttPH4TmNWQ9/QyM6Momf2XFLHwTeAXgV8ddFx4USVzQ8cF8HYzu5Ci4+JC4CXquJg+ig/ZDMWJDKP4kGFGjI+8/L6LgPdSFOp8tbt/uYrPIOOjeKiXTY2YWrHP15uBN5vZ04GLgQBrlap+FXiKmT29TFxbwL3AN8zsvwH/z8zOcfdMSen0KjsunGLD+rvc/ZkUVc0WKDouYGPHxfvL7zuvPPabwBXufpm73zi5lsskKD5kMxQnMoziQ4YZIT4+UH7fYG/bJYpCWM9UElJ/iof6OWNiWiai11H0ItwMXAWkwDMGc63Loe43AG8sv20GeBnFMPk88CzXhuVTSx0XMoziQzZDcSLDKD5kmDHExzVlMnLE3a+p6nPIeCge6mszI6Y58Afu/svu/i6KDacfDrwe+BNYm4v9IeCImT0EeDTwF8Dz3f1X3P3enWi8VE8dFzKM4kM2Q3Eiwyg+ZJgxxsfCRBsuO0LxUG+bWWN6HfC5wfpSinnWj3X315jZq83sVe7+jjIhzd39TuBOij3CZPoNOi7+HMDMvpuNHReXruu4+P4yTh5E0XHxh+5+fRWNlolRfMhmKE5kGMWHDKP4kPUUDzV2xhFTd191976fLKP+bIrhboCXA99hZh8B3keRxA4WGsvecB3wN3ZyQ+JPAQ9z96uBuOy4yIG1jgt3/5y7v0S//HuC4kM2Q3Eiwyg+ZBjFh6yneKixTW8XU87XjoDzgQ+Xh5eB1wK/B1zu7v8dNuz/I1NOHRcyjOJDNkNxIsMoPmQYxYesp3iot61sF5MDLeAo8J1m9jaKPcJe5e7/sgNtkxope6acU3dcPBa41d3vAnVc7EWKD9kMxYkMo/iQYRQfsp7ioZ42nZi6u5fztF9EMVf7ve7+7h1rmdSNOi5kGMWHbIbiRIZRfMgwig9ZT/FQQ7aVToJygfCLKRYH93esVVJLZvZk4NPlf+q4kA0UH7IZihMZRvEhwyg+ZD3FQ/1sKTEVGUYdFzKM4kM2Q3Eiwyg+ZBjFh6yneKgfJaYiIiIiIiJSqU1X5RURERERERHZCUpMRUREREREpFJKTEVERERERKRSSkxFRERERESkUkpMRUREdpCZvcHMfmPI+eeZ2WMm2SYREZHdRompiIhItZ4HKDEVEZE9TdvFiIiIjJmZ/RfgpcAR4A7gOmARuBJoATdT7K/3XcBHynOLwE+Wb/HHwAOAVeAX3f3rE2y+iIjIxCkxFRERGSMzuxS4GrgMaABfAP4n8F53P1a+5k3AYXd/h5ldDXzE3d9fnvsn4BXufpOZXQa8xd2/f/KfREREZHIaVTdARERkyjwN+KC7rwKY2YfL448tE9KzgbOAj933G83sLOApwP82s8Hh9k43WEREpGpKTEVERCbjauB57v5vZvYy4PJTvCYCTrj7d02uWSIiItVT8SMREZHx+gTwPDObNbN54Lnl8XngkJk1gRete/1yeQ53XwJuNbPnA1jh8ZNruoiISDWUmIqIiIyRu38B+Gvg34C/Bz5fnnod8FngU8D6YkZ/BfxnM/uimV1EkbReYWb/BtwA/Nik2i4iIlIVFT8SERERERGRSmnEVERERERERCqlxFREREREREQqpcRUREREREREKqXEVERERERERCqlxFREREREREQqpcRUREREREREKqXEVERERERERCqlxFREREREREQq9f8Be8vRuMsGM4sAAAAASUVORK5CYII=\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
|
||
}
|