diff --git a/05_Forecasting_PSales_Ratio.ipynb b/05_Forecasting_PSales_Ratio.ipynb new file mode 100644 index 0000000..ae24deb --- /dev/null +++ b/05_Forecasting_PSales_Ratio.ipynb @@ -0,0 +1,3052 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecasting the P/Sales Ratio\n", + "\n", + "by [Magnus Erik Hvass Pedersen](http://www.hvass-labs.org/)\n", + "/ [GitHub](https://github.com/Hvass-Labs/FinanceOps) / [Videos on YouTube](https://www.youtube.com/playlist?list=PL9Hr9sNUjfsmlHaWuVxIA0pKL1yjryR0Z)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "In a [previous paper](https://github.com/Hvass-Labs/FinanceOps/blob/master/01C_Theory_of_Long-Term_Stock_Forecasting.ipynb) we found a mathematical formula for doing long-term stock forecasting. The formula was derived from the definition of annualized return and separated the stock-return into 3 components: Dividends, change in the Sales Per Share, and change in the P/Sales ratio. If you can predict these 3 components, then you can predict the future stock-return.\n", + "\n", + "This makes intuitive sense, because if you buy a stock and hold it for some years, then you get dividends during those years, and the change in share-price can be decomposed into the change in Sales Per Share and the change in P/Sales ratios using this simple identity:\n", + "\n", + "$$\n", + "{Share\\ Price_t} = Sales\\ Per\\ Share_t \\cdot \\frac{Share\\ Price_t}{Sales\\ Per\\ Share_t} \\\\\n", + "= Sales\\ Per\\ Share_t \\cdot P/Sales_t\n", + "$$\n", + "\n", + "So the change in share-price is equal to the change in Sales Per Share multiplied by the change in P/Sales ratio:\n", + "\n", + "$$\n", + "\\frac{Share\\ Price_{t + Years}}{Share\\ Price_t} =\n", + "\\frac{Sales\\ Per\\ Share_{t + Years} \\cdot P/Sales_{t + Years}}{Sales\\ Per\\ Share_t \\cdot P/Sales_t} \\\\\n", + "= \\frac{Sales\\ Per\\ Share_{t + Years}}{Sales\\ Per\\ Share_t} \\cdot\n", + "\\frac{P/Sales_{t + Years}}{P/Sales_t}\n", + "$$\n", + "\n", + "Note that we could also use the change in Earnings Per Share and P/E ratios instead, but the Earnings (aka. Net Income) can be more unstable than Sales, because of temporary fluctuations in profit margins, as well as non-cash and/or non-recurring gains and losses. That is why we will use the P/Sales ratio here.\n", + "\n", + "This paper is a basic statistical study of how to predict the future P/Sales ratio." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from simfin.names import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from IPython.display import display_jpeg\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from scipy.stats import linregress\n", + "import statsmodels.api as sm\n", + "\n", + "# SimFin imports.\n", + "import simfin as sf\n", + "from simfin.names import *\n", + "from simfin.utils import BDAYS_PER_YEAR" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.5.0'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Version of the SimFin Python API.\n", + "sf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Config\n", + "\n", + "Setup and configure the various Python packages we are using." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# SimFin data-directory.\n", + "sf.set_data_dir('~/simfin_data/')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# SimFin load API key or use free data.\n", + "sf.load_api_key(path='~/simfin_api_key.txt', default_key='free')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Seaborn set plotting style.\n", + "sns.set_style(\"whitegrid\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data-Hub\n", + "\n", + "We use [SimFin](https://github.com/SimFin/simfin) to easily load and process financial data with the following settings:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "hub_args = \\\n", + "{\n", + " # We are interested in the US stock-market.\n", + " 'market': 'us',\n", + "\n", + " # Add this date-offset to the fundamental data such as\n", + " # Income Statements etc., because the REPORT_DATE is not\n", + " # when it was actually made available to the public,\n", + " # which can be 1, 2 or even 3 months after the Report Date.\n", + " 'offset': pd.DateOffset(days=60),\n", + " \n", + " # Use last-known values to fill in missing values.\n", + " 'fill_method': 'ffill',\n", + "\n", + " # Refresh the fundamental datasets (Income Statements etc.)\n", + " # every 30 days.\n", + " 'refresh_days': 30,\n", + "\n", + " # Refresh the dataset with shareprices every 10 days.\n", + " 'refresh_days_shareprices': 10\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then create a `StockHub` object to handle all the data and signal processing:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 10 µs, sys: 3 µs, total: 13 µs\n", + "Wall time: 17.6 µs\n" + ] + } + ], + "source": [ + "%%time\n", + "hub = sf.StockHub(**hub_args)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Signals\n", + "\n", + "We can now use the stock-hub to calculate the signals that we will be using in our analysis, such as P/Sales, Net Profit Margin, Sales Growth, etc. We create a small helper-function for calculating and combining all the signals we need:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def all_signals(func=None, winsorize_quantile=0.03):\n", + " \"\"\"\n", + " Calculate Financial, Growth, and Valuation signals.\n", + " \n", + " :param func:\n", + " Function or callable object passed to signal-functions\n", + " e.g. to calculate 3-year averages: `func=sf.avg_ttm_3y`\n", + " \n", + " :param winsorize_quantile:\n", + " Float with the winsorization quantile.\n", + " If `None` then winsorization is not performed.\n", + " \n", + " :return:\n", + " Pandas DataFrame with signals.\n", + " \"\"\"\n", + " \n", + " # Financial Signals.\n", + " df_fin_signals = hub.fin_signals(variant='daily', func=func)\n", + " \n", + " # Growth Signals.\n", + " df_growth_signals = hub.growth_signals(variant='daily', func=func)\n", + " \n", + " # Valuation Signals.\n", + " df_val_signals = hub.val_signals(variant='daily', func=func)\n", + "\n", + " # Combine into a single DataFrame.\n", + " dfs = [df_fin_signals, df_growth_signals, df_val_signals]\n", + " df_signals = pd.concat(dfs, axis=1)\n", + "\n", + " # Winsorize the signals?\n", + " if winsorize_quantile is not None:\n", + " # Don't Winsorize these columns.\n", + " exclude_columns = [MARKET_CAP]\n", + " \n", + " # Remove outliers by setting them to NaN.\n", + " df_signals = sf.winsorize(df=df_signals, clip=False,\n", + " quantile=winsorize_quantile,\n", + " exclude_columns=exclude_columns)\n", + " \n", + " return df_signals" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run the function to calculate all the signals. This may take several minutes the first time you run it. After that, it will automatically load the cached results from disk, until the underlying datasets are downloaded again from the SimFin server, at which point the signal-functions will be called again and new disk-cache files will be created." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset \"us-income-ttm\" on disk (14 days old).\n", + "- Loading from disk ... Done!\n", + "Dataset \"us-balance-ttm\" on disk (14 days old).\n", + "- Loading from disk ... Done!\n", + "Dataset \"us-shareprices-daily\" on disk (1 days old).\n", + "- Loading from disk ... Done!\n", + "Cache-file 'fin_signals-2a38bb7d.pickle' on disk (3 days old).\n", + "- Running function fin_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "Dataset \"us-income-quarterly\" on disk (14 days old).\n", + "- Loading from disk ... Done!\n", + "Dataset \"us-balance-quarterly\" on disk (12 days old).\n", + "- Loading from disk ... Done!\n", + "Dataset \"us-cashflow-ttm\" on disk (14 days old).\n", + "- Loading from disk ... Done!\n", + "Dataset \"us-cashflow-quarterly\" on disk (14 days old).\n", + "- Loading from disk ... Done!\n", + "Cache-file 'growth_signals-2a38bb7d.pickle' on disk (3 days old).\n", + "- Running function growth_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "Cache-file 'val_signals-739b68a6.pickle' on disk (3 days old).\n", + "- Running function val_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "CPU times: user 4min 7s, sys: 9.53 s, total: 4min 16s\n", + "Wall time: 4min 21s\n" + ] + } + ], + "source": [ + "%%time\n", + "df_signals = all_signals()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is what the resulting DataFrames look like:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Asset TurnoverCurrent RatioDebt RatioGross Profit MarginInterest CoverageNet Profit MarginReturn on AssetsReturn on EquityAssets GrowthAssets Growth QOQ...Dividend YieldEarnings YieldFCF YieldMarket-CapP/BookP/EP/FCFP/NCAVP/NetNetP/Sales
TickerDate
A2011-06-290.7117593.2010050.247890.53200110.8904110.1445740.1029020.224691NaNNaN...NaN0.0496260.0452211.793416e+104.52768420.15073622.11363143.956262-29.9902262.913281
2011-06-300.7117593.2010050.247890.53200110.8904110.1445740.1029020.224691NaNNaN...NaN0.0491210.0447611.811850e+104.57422220.35786022.34093144.408076-30.2984872.943225
2011-07-010.7117593.2010050.247890.53200110.8904110.1445740.1029020.224691NaNNaN...NaN0.0482800.0439951.843400e+104.65387520.71236022.72996345.181373-30.8260872.994477
2011-07-050.7117593.2010050.247890.53200110.8904110.1445740.1029020.224691NaNNaN...NaN0.0485980.0442841.831347e+104.62344620.57693322.58134444.885956-30.6245322.974898
2011-07-060.7117593.2010050.247890.53200110.8904110.1445740.1029020.224691NaNNaN...NaN0.0484480.0441481.837019e+104.63776620.64066322.65128245.024975-30.7193812.984111
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5 rows × 30 columns

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" + ], + "text/plain": [ + " Asset Turnover Current Ratio Debt Ratio \\\n", + "Ticker Date \n", + "A 2011-06-29 0.711759 3.201005 0.24789 \n", + " 2011-06-30 0.711759 3.201005 0.24789 \n", + " 2011-07-01 0.711759 3.201005 0.24789 \n", + " 2011-07-05 0.711759 3.201005 0.24789 \n", + " 2011-07-06 0.711759 3.201005 0.24789 \n", + "\n", + " Gross Profit Margin Interest Coverage Net Profit Margin \\\n", + "Ticker Date \n", + "A 2011-06-29 0.532001 10.890411 0.144574 \n", + " 2011-06-30 0.532001 10.890411 0.144574 \n", + " 2011-07-01 0.532001 10.890411 0.144574 \n", + " 2011-07-05 0.532001 10.890411 0.144574 \n", + " 2011-07-06 0.532001 10.890411 0.144574 \n", + "\n", + " Return on Assets Return on Equity Assets Growth \\\n", + "Ticker Date \n", + "A 2011-06-29 0.102902 0.224691 NaN \n", + " 2011-06-30 0.102902 0.224691 NaN \n", + " 2011-07-01 0.102902 0.224691 NaN \n", + " 2011-07-05 0.102902 0.224691 NaN \n", + " 2011-07-06 0.102902 0.224691 NaN \n", + "\n", + " Assets Growth QOQ ... Dividend Yield Earnings Yield \\\n", + "Ticker Date ... \n", + "A 2011-06-29 NaN ... NaN 0.049626 \n", + " 2011-06-30 NaN ... NaN 0.049121 \n", + " 2011-07-01 NaN ... NaN 0.048280 \n", + " 2011-07-05 NaN ... NaN 0.048598 \n", + " 2011-07-06 NaN ... NaN 0.048448 \n", + "\n", + " FCF Yield Market-Cap P/Book P/E P/FCF \\\n", + "Ticker Date \n", + "A 2011-06-29 0.045221 1.793416e+10 4.527684 20.150736 22.113631 \n", + " 2011-06-30 0.044761 1.811850e+10 4.574222 20.357860 22.340931 \n", + " 2011-07-01 0.043995 1.843400e+10 4.653875 20.712360 22.729963 \n", + " 2011-07-05 0.044284 1.831347e+10 4.623446 20.576933 22.581344 \n", + " 2011-07-06 0.044148 1.837019e+10 4.637766 20.640663 22.651282 \n", + "\n", + " P/NCAV P/NetNet P/Sales \n", + "Ticker Date \n", + "A 2011-06-29 43.956262 -29.990226 2.913281 \n", + " 2011-06-30 44.408076 -30.298487 2.943225 \n", + " 2011-07-01 45.181373 -30.826087 2.994477 \n", + " 2011-07-05 44.885956 -30.624532 2.974898 \n", + " 2011-07-06 45.024975 -30.719381 2.984111 \n", + "\n", + "[5 rows x 30 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_signals.dropna(how='all').head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also calculate 3-year averages for the signals, so instead of using e.g. just a single year's Net Profit Margin which may be quite volatile, we can smoothen it by using 3-year averages. Further below we will test if this is better at predicting future P/Sales ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cache-file 'fin_signals-2186bbb1.pickle' on disk (3 days old).\n", + "- Running function fin_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "Cache-file 'growth_signals-2186bbb1.pickle' on disk (3 days old).\n", + "- Running function growth_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "Cache-file 'val_signals-65726cdc.pickle' on disk (3 days old).\n", + "- Running function val_signals() ... Done!\n", + "- Saving cache-file to disk ... Done!\n", + "CPU times: user 4min 9s, sys: 8.36 s, total: 4min 18s\n", + "Wall time: 4min 19s\n" + ] + } + ], + "source": [ + "%%time\n", + "df_signals_3y = all_signals(func=sf.avg_ttm_3y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales Signals\n", + "\n", + "Let us now create a new Pandas DataFrame just for the P/Sales signals that we want to predict. We first copy the basic P/Sales signal from the DataFrame we calculated above. Then we add a few more columns to the DataFrame:\n", + "\n", + "- `PSALES_3Y_PAST`: The average P/Sales ratio for the PAST 3 years.\n", + "- `PSALES_3Y_FUTURE`: The average P/Sales ratio for the FUTURE 3 years.\n", + "- `PSALES_REL_PAST`: The daily P/Sales ratio divided by its PAST 3-year average.\n", + "- `PSALES_REL_FUTURE`: The FUTURE 3-year average divided by the daily P/Sales." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3.03 s, sys: 104 ms, total: 3.13 s\n", + "Wall time: 3.14 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# Copy the P/Sales column to a new DataFrame.\n", + "# Note that we select a list of columns to create a DataFrame,\n", + "# so we can add more columns to it.\n", + "df_psales = df_signals[[PSALES]].copy()\n", + "\n", + "# Convert 3 years to the equivalent number of trading-days.\n", + "periods_3y, _ = sf.convert_to_periods(freq='bdays', years=3)\n", + "\n", + "# Calculate the PAST 3-year average P/Sales ratios.\n", + "# Note the use of groupby to ensure the different stock-tickers\n", + "# are processed individually.\n", + "PSALES_3Y_PAST = 'P/Sales 3Y Avg. PAST'\n", + "df_psales[PSALES_3Y_PAST] = df_psales[PSALES] \\\n", + " .groupby(TICKER, group_keys=False) \\\n", + " .rolling(window=periods_3y).mean()\n", + "\n", + "# Calculate the FUTURE 3-year average P/Sales ratios.\n", + "# Note that we again use groupby to ensure the different\n", + "# stock-tickers are processed individually. Also note\n", + "# the 1-periods_3y in the shifting, to properly align the data.\n", + "PSALES_3Y_FUTURE = 'P/Sales 3Y Avg. FUTURE'\n", + "df_psales[PSALES_3Y_FUTURE] = df_psales[PSALES_3Y_PAST] \\\n", + " .groupby(TICKER, group_keys=False).shift(1-periods_3y)\n", + "\n", + "# Calculate the current P/Sales divided by its PAST 3-year average.\n", + "# Note that we do not need to use groupby for this, because\n", + "# we only use data from within the same row of the DataFrame.\n", + "PSALES_REL_PAST = '(P/Sales) / (P/Sales 3Y Avg. PAST)'\n", + "df_psales[PSALES_REL_PAST] = df_psales[PSALES] / df_psales[PSALES_3Y_PAST]\n", + "\n", + "# Calculate the FUTURE 3-year average div. by current P/Sales.\n", + "PSALES_REL_FUTURE = '(P/Sales 3Y Avg. FUTURE) / (P/Sales)'\n", + "df_psales[PSALES_REL_FUTURE] = df_psales[PSALES_3Y_FUTURE] / df_psales[PSALES]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the resulting P/Sales ratios for ticker MSFT:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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P/SalesP/Sales 3Y Avg. PASTP/Sales 3Y Avg. FUTURE(P/Sales) / (P/Sales 3Y Avg. PAST)(P/Sales 3Y Avg. FUTURE) / (P/Sales)
Date
2010-06-013.890739NaN3.469545NaN0.891744
2010-06-023.976399NaN3.469552NaN0.872536
2010-06-034.036511NaN3.469547NaN0.859541
2010-06-043.875712NaN3.469373NaN0.895158
2010-06-073.800572NaN3.469382NaN0.912858
..................
2020-03-109.2534187.500059NaN1.233779NaN
2020-03-118.8342207.504583NaN1.177177NaN
2020-03-127.9963987.508022NaN1.065047NaN
2020-03-139.1332377.513000NaN1.215658NaN
2020-03-167.7870867.516157NaN1.036046NaN
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2465 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " P/Sales P/Sales 3Y Avg. PAST P/Sales 3Y Avg. FUTURE \\\n", + "Date \n", + "2010-06-01 3.890739 NaN 3.469545 \n", + "2010-06-02 3.976399 NaN 3.469552 \n", + "2010-06-03 4.036511 NaN 3.469547 \n", + "2010-06-04 3.875712 NaN 3.469373 \n", + "2010-06-07 3.800572 NaN 3.469382 \n", + "... ... ... ... \n", + "2020-03-10 9.253418 7.500059 NaN \n", + "2020-03-11 8.834220 7.504583 NaN \n", + "2020-03-12 7.996398 7.508022 NaN \n", + "2020-03-13 9.133237 7.513000 NaN \n", + "2020-03-16 7.787086 7.516157 NaN \n", + "\n", + " (P/Sales) / (P/Sales 3Y Avg. PAST) \\\n", + "Date \n", + "2010-06-01 NaN \n", + "2010-06-02 NaN \n", + "2010-06-03 NaN \n", + "2010-06-04 NaN \n", + "2010-06-07 NaN \n", + "... ... \n", + "2020-03-10 1.233779 \n", + "2020-03-11 1.177177 \n", + "2020-03-12 1.065047 \n", + "2020-03-13 1.215658 \n", + "2020-03-16 1.036046 \n", + "\n", + " (P/Sales 3Y Avg. FUTURE) / (P/Sales) \n", + "Date \n", + "2010-06-01 0.891744 \n", + "2010-06-02 0.872536 \n", + "2010-06-03 0.859541 \n", + "2010-06-04 0.895158 \n", + "2010-06-07 0.912858 \n", + "... ... \n", + "2020-03-10 NaN \n", + "2020-03-11 NaN \n", + "2020-03-12 NaN \n", + "2020-03-13 NaN \n", + "2020-03-16 NaN \n", + "\n", + "[2465 rows x 5 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_psales.loc['MSFT'].dropna(how='all')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For convenience, let us add these columns to the DataFrames with all the other signals." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 404 ms, sys: 196 ms, total: 600 ms\n", + "Wall time: 598 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "# Add new P/Sales columns to DataFrame with normal signals.\n", + "dfs = [df_signals, df_psales.drop(columns=[PSALES])]\n", + "df_signals = pd.concat(dfs, axis=1)\n", + "\n", + "# Add new P/Sales columns to DataFrame with 3-year avg. signals.\n", + "dfs = [df_signals_3y, df_psales.drop(columns=[PSALES])]\n", + "df_signals_3y = pd.concat(dfs, axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Years\n", + "\n", + "Let us see how many years of P/Sales data we have for all the different stocks. First we need a small helper-function:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def data_years(df):\n", + " \"\"\"\n", + " Calculate the number of years of data in DataFrame `df`.\n", + " \n", + " :param df:\n", + " Pandas DataFrame assumed to have daily data and be\n", + " grouped by TICKER, and not have any empty NaN rows.\n", + "\n", + " :return:\n", + " Pandas Series with number of years for each TICKER.\n", + " \"\"\"\n", + "\n", + " # Count the number of data-points for each ticker.\n", + " df_data_days = df.groupby(TICKER).apply(lambda df_grp: len(df_grp))\n", + "\n", + " # Calculate the number of years of data for each ticker.\n", + " # This is the number of days divided by the average\n", + " # number of business/trading-days per year.\n", + " df_data_years = df_data_days / BDAYS_PER_YEAR\n", + " \n", + " return df_data_years" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On average we have about 6 years of P/Sales data for all these stocks:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1723.000000\n", + "mean 6.305951\n", + "std 2.895633\n", + "min 0.003973\n", + "25% 4.048953\n", + "50% 7.537649\n", + "75% 8.793261\n", + "max 11.288592\n", + "Name: P/Sales, dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate the number of years of P/Sales data for all stocks.\n", + "df_data_years = data_years(df=df_psales[PSALES].dropna())\n", + "\n", + "# Show statistics.\n", + "df_data_years.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also plot a histogram, so we can see the distribution of how many years of P/Sales data we have for all the individual companies:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bmxs356u3YOt1ovnL7+Tv9129JBUUFKi2tlaSVFtbq6lTp962PBAI6NixY3rggQcYOgIAG/TaUzh58qQefvhhBQIB+f1+Pfzww5K+6EE4HA4dPXq0x20rKip0+PBhXbx4UZMnT9aSJUu0cOFClZeXa/fu3crMzFRVVZUkacqUKWpqalJhYaGSk5O1fv36MDYRABCsXkPhfsbONm/efNflNTU1dyxzOBxavXp1yMcCAIRH0LfOBgDEP0IBAGAQCgAAg1AAABiEAgDAIBQAAAahAAAwCAUAgEEoAAAMQgEAYBAKAACDUAAAGIQCAMAgFAAABqEAADAIBQCAQSgAAAxCAQBgEAoAAINQAAAYhAIAwCAUAAAGoQAAMAgFAIBBKAAADEIBAGAQCgAAg1AAABiEAgDAIBQAAAahAAAwCAUAgEEoAAAMQgEAYAy046AFBQUaMmSIBgwYoISEBO3du1eXLl3SCy+8oHPnzikrK0tVVVUaOnSoHeUBQL9lW0+hpqZGdXV12rt3rySpurpa+fn5amhoUH5+vqqrq+0qDQD6ragZPvJ4PHK5XJIkl8ulxsZGmysCgP7HtlBYsGCBZs2apV27dkmS2tvblZ6eLkkaNmyY2tvb7SoNAPotW+YUXn/9dTmdTrW3t8vtdis7O/u29Q6HQw6H45778fv98nq9IdXQ2dkZ8rbRjHbFllhsV25ubo/rbrXlftsVzDGscK/jxuL56itbQsHpdEqS0tLSVFhYqObmZqWlpamtrU3p6elqa2tTamrqPfeTlJTU60nsjdfrDXnbaEa7Yku8tetWW6xsl13PV25ubtycr96CLeLDR9euXdPnn39ufj506JBycnJUUFCg2tpaSVJtba2mTp0a6dIAoN+LeE+hvb1dixcvliR1d3drxowZmjx5ssaOHavy8nLt3r1bmZmZqqqqinRpQL/U2dWtwYMSgl6O+BbxUBg+fLjefPPNO5Y/+OCDqqmpiXQ5QL83eFCCRi6vv2N5y8YSG6qB3aLmklQAgP0IBQB31dnVHfLjvzoZ29d9wT62XH0EIPr1dVipp8f3tg2iDz0FAIBBKAAADEIBgG2Ya4g+zCmEAdd5A6HhctjoQyiEAf+xI4cABqxFKMBWfX2RtyuAewsdAuneeI5iB6FgId7V3lu0vcj3NYwkeoTBoDcdOwgFC/GHEL04N8DdcfURECV6uhKHK3QQSfQUgCjRU+/l5MtP3PXxDEPCCoQCwira5lHi4YUzXENd8fBchAvPRc8IBYRVtI3VR1s9duK5+B+ei54xpxCHGJvuHzjPsAI9hT4IV5fT6iGWeBib/mpN8fC9uOHGu11YgVDog3D9Edr1xxxLLyKxVGtffTnwrAi7aAx5xA5CAYgwqwMvngMV1uu3cwr/NzK7x3WMyYZfPD+njO0jnvTbnsKQ5CRuW/Bfocxx9HWIIlbevYYy9BIrbeuPGErru34bCr2Jtmvqra6ntxe13oIzHl8IeYGPL5zPviMU7oKJYAD9Vb+dU4gljFnHJs4PYhE9hRhADyI2cd4Qi+gpxLC7vRPlQ16IZ/SarUdPIYbxThT9TV8/rY++IxQAxDzeIIUPw0cAEKJ4HM6ip4C4wIeUYId47KEQCogL8fjHCdiB4SMAgEEoAECY9TanEO3zDQwfAcA93JqzCvZzQD0NZ0rRP6QZdaFw4MABrVu3Tjdv3tScOXO0cOFCu0sC0M/1pzmrqBo+6u7u1po1a7R9+3bV19dr3759On36tN1lAUC/EVWh0NzcrBEjRmj48OFKTExUSUmJPB6P3WUBQL8RVaHg8/mUkZFhfnc6nfL5fDZWBADh1dcPvEX6A3KOQCAQsGTPIXjnnXd08OBBrVu3TpJUW1ur5uZmVVZW3vXxx44dU1JSUiRLBICY5/f7NWHChLuui6qJZqfTqdbWVvO7z+eT0+ns8fE9NQoAEJqoGj4aO3asWlpadObMGV2/fl319fUqKCiwuywA6DeiqqcwcOBAVVZW6qc//am6u7v11FNPKScnx+6yAKDfiKo5BQCAvaJq+AgAYC9CAQBg9MtQOHDggKZNm6bCwkJVV1fbXU5YnD9/XvPmzVNxcbFKSkpUU1Njd0lh1d3dLZfLpWeeecbuUsLmypUrKisr0xNPPKHp06frH//4h90lhcXvfvc7lZSUaMaMGaqoqJDf77e7pJCsWLFC+fn5mjFjhll26dIlud1uFRUVye126/LlyzZWaI1+FwrxeiuNhIQELV++XPv379euXbu0c+fOuGjXLa+99pq++c1v2l1GWK1bt06TJk3SO++8o7q6urhon8/n02uvvaY9e/Zo37596u7uVn393W8MF+1mzZql7du337asurpa+fn5amhoUH5+fty8qfyyfhcK8XorjfT0dOXl5UmSUlJSlJ2dHTefBm9tbdUHH3yg2bNn211K2Hz22Wf629/+ZtqUmJior33tazZXFR7d3d3q7OzUjRs31NnZqfT0dLtLCsnEiRM1dOjQ25Z5PB65XC5JksvlUmNjox2lWarfhUJ/uJXG2bNn5fV6NX78eLtLCYv169dr2bJlGjAgfv67nj17VqmpqVqxYoVcLpdWrVqla9eu2V3WfXM6nfrJT36i73//+3r88ceVkpKixx9/3O6ywqa9vd2E3LBhw9Te3m5zReEXP39lkCRdvXpVZWVlWrlypVJSUuwu5769//77Sk1N1ZgxY+wuJaxu3LihEydOaO7cuaqtrVVycnJcDEVcvnxZHo9HHo9HBw8eVEdHh+rq6uwuyxIOh0MOh8PuMsKu34VCX2+lEUu6urpUVlammTNnqqioyO5ywuLo0aN67733VFBQoIqKCv31r3/V0qVL7S7rvmVkZCgjI8P05p544gmdOHHC5qru35///Gd9/etfV2pqqgYNGqSioqK4mUCXpLS0NLW1tUmS2tralJqaanNF4dfvQiFeb6URCAS0atUqZWdny+12211O2Lz44os6cOCA3nvvPW3evFnf+973tGnTJrvLum/Dhg1TRkaGPvnkE0nSX/7yl7iYaM7MzNSHH36ojo4OBQKBuGnXLQUFBaqtrZX0xQ07p06danNF4RdVt7mIhHi9lcaRI0dUV1enUaNGqbS0VJJUUVGhKVOm2FwZevKLX/xCS5cuVVdXl4YPH64NGzbYXdJ9Gz9+vKZNm6Ynn3xSAwcOVG5urn7wgx/YXVZIKioqdPjwYV28eFGTJ0/WkiVLtHDhQpWXl2v37t3KzMxUVVWV3WWGHbe5AAAY/W74CADQM0IBAGAQCgAAg1AAABiEAgDAIBQAAAahAAAwCAUAgPH/zk96GepAOnsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_data_years.plot(kind='hist', bins=50);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the scatter-plots further below, we will compare the current P/Sales ratio to the 3-year FUTURE average P/Sales. The summary statistics below shows that on average there is a bit more than 4 years of such data per company, for a total of nearly 1400 companies:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1369.000000\n", + "mean 4.310333\n", + "std 1.995259\n", + "min 0.043708\n", + "25% 2.801287\n", + "50% 4.795963\n", + "75% 5.797274\n", + "max 8.292605\n", + "dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df_psales[[PSALES, PSALES_3Y_FUTURE]].dropna(how='any')\n", + "data_years(df=df).describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In another scatter-plot further below we will compare the PAST 3-year average P/Sales to the FUTURE 3-year average P/Sales. The statistics below show that there was only a bit more than 2 years of data-points per company, for a total of about 1000 companies:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1013.000000\n", + "mean 2.336781\n", + "std 1.055751\n", + "min 0.019867\n", + "25% 1.796003\n", + "50% 2.296658\n", + "75% 2.876783\n", + "max 5.296619\n", + "dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df_psales[[PSALES_3Y_PAST, PSALES_3Y_FUTURE]].dropna(how='any')\n", + "data_years(df=df).describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a fairly short data-period, because the SimFin database currently does not have any more data. What this means for our analysis, is that we should interpret the results with some caution, as the data may contain trends that are unique for that period in time." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting Functions\n", + "\n", + "These are small helper-functions for making plots." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_with_mean(df):\n", + " \"\"\"\n", + " Make line-plot and a horizontal line for the mean.\n", + " \n", + " :param df:\n", + " Pandas DataFrame with a time-series.\n", + " \n", + " :return:\n", + " Matplotlib axes object.\n", + " \"\"\"\n", + "\n", + " # Plot the time-series.\n", + " ax = df.dropna().plot()\n", + " \n", + " # Overlay the plot with a horizontal line for the mean.\n", + " ax.axhline(df.mean(), c='red')\n", + " \n", + " return ax" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_scatter(df, x, y, hue=None, num_samples=5000):\n", + " \"\"\"\n", + " Make a scatter-plot using a random sub-sample of the data.\n", + " \n", + " :param df:\n", + " Pandas DataFrame with columns named `x`, `y` and `hue`.\n", + "\n", + " :param x:\n", + " String with column-name for the x-axis.\n", + "\n", + " :param y:\n", + " String with column-name for the y-axis.\n", + "\n", + " :param hue:\n", + " Either None or string with column-name for the hue.\n", + "\n", + " :param num_samples:\n", + " Int with number of random samples for the scatter-plot.\n", + "\n", + " :return:\n", + " matplotlib Axes object\n", + " \"\"\"\n", + "\n", + " # Select the relevant columns from the DataFrame.\n", + " if hue is None:\n", + " df = df[[x, y]].dropna()\n", + " else:\n", + " df = df[[x, y, hue]].dropna()\n", + "\n", + " # Only plot a random sample of the data-points?\n", + " if num_samples is not None and len(df) > num_samples:\n", + " idx = np.random.randint(len(df), size=num_samples)\n", + " df = df.iloc[idx]\n", + "\n", + " # Ensure the plotting area is a square.\n", + " plt.figure(figsize=(5,5))\n", + "\n", + " # Make the scatter-plot.\n", + " ax = sns.scatterplot(x=x, y=y, hue=hue, s=20,\n", + " data=df.reset_index())\n", + "\n", + " # Move legend for the hue.\n", + " if hue is not None:\n", + " ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), ncol=1)\n", + " \n", + " return ax" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_scatter_fit(df, x, y, num_samples=5000):\n", + " \"\"\"\n", + " Make a scatter-plot and fit a line through the points.\n", + " \n", + " If there are many data-points, you can use a random\n", + " sample for the scatter-plot, but the linear formula\n", + " is still found using all the data-points.\n", + " \n", + " :param df:\n", + " Pandas DataFrame with columns named `x` and `y`.\n", + "\n", + " :param x:\n", + " String with column-name for the x-axis.\n", + "\n", + " :param y:\n", + " String with column-name for the y-axis.\n", + "\n", + " :param num_samples:\n", + " Int with number of random samples for the scatter-plot.\n", + "\n", + " :return:\n", + " matplotlib Axes object\n", + " \"\"\"\n", + " \n", + " # Select the relevant columns from the DataFrame.\n", + " df = df[[x, y]].dropna(how='any').reset_index()\n", + "\n", + " # Fit a line through all the data-points and get stats.\n", + " slope, intercept, r_value, p_value, std_err = \\\n", + " linregress(x=df[x], y=df[y])\n", + "\n", + " # Show the fitted line and its stats.\n", + " msg = 'y = {0:.2f} * x + {1:.2f} (R^2={2:.2f}, p={3:.0e})'\n", + " msg = msg.format(slope, intercept, r_value**2, p_value)\n", + " print(msg)\n", + " \n", + " # Only plot a random sample of the data-points?\n", + " if num_samples is not None and len(df) > num_samples:\n", + " idx = np.random.randint(len(df), size=num_samples)\n", + " df = df.iloc[idx]\n", + "\n", + " # Make the scatter-plot with a fitted line.\n", + " # This uses the smaller sample of data-points.\n", + " ax = sns.jointplot(x=x, y=y, kind='reg', data=df,\n", + " line_kws={'color': 'red'},\n", + " scatter_kws={'s': 2})\n", + "\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regression Function\n", + "\n", + "This is a small helper-function for doing multiple linear regression." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def regression(df, y, standardize=True, use_constant=True):\n", + " \"\"\"\n", + " Perform multiple linear-regression on the given DataFrame.\n", + " \n", + " :param df:\n", + " Pandas DataFrame with signals and returns.\n", + " \n", + " :param y:\n", + " String with column-name for the dependent variable.\n", + " This will be taken from the DataFrame `df`.\n", + " \n", + " :param standardize:\n", + " Boolean whether to standardize the predictor variables\n", + " so they have 0 mean and 1 standard deviation.\n", + "\n", + " :param use_constant:\n", + " Boolean whether to add a 'Constant' column to\n", + " find the bias.\n", + " \n", + " :return:\n", + " StatsModels Regression Results.\n", + " \"\"\"\n", + " \n", + " # Remove rows with missing values.\n", + " df = df.dropna(how='any').copy()\n", + "\n", + " # DataFrame for the x-signals.\n", + " df_x = df.drop(columns=[y])\n", + " \n", + " # DataFrame for the y-signal.\n", + " df_y = df[y]\n", + "\n", + " # Standardize the signals so they have mean 0 and std 1.\n", + " if standardize:\n", + " df_x = (df_x - df_x.mean()) / df_x.std()\n", + "\n", + " # Add a \"constant\" column so the regression can find the bias.\n", + " if use_constant:\n", + " df_x['Constant'] = 1.0\n", + "\n", + " # Perform the regression on this data.\n", + " model = sm.OLS(df_y, df_x).fit()\n", + " \n", + " return model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales Self-Prediction\n", + "\n", + "Let us now consider how the current P/Sales ratio is related to the future 3-year average P/Sales ratios. We use our helper-function to make a scatter-plot and fit a straight line through the data.\n", + "\n", + "Each dot in the scatter-plot has on the x-axis the P/Sales ratio for some company's stock at some date, and on the y-axis is the average P/Sales ratio from the same date and going 3 years into the future.\n", + "\n", + "Also note that the scatter-plot only uses a sample of 5000 randomly selected points from the dataset, because there is actually more than a million data-points, which would make the plotting very slow (or even crash the program), and even if it worked, it would make the plot very messy to look at. The red line on the plot is fitted to those 5000 randomly selected data-points, while the linear formula printed at the top, is fitted to all of the data-points.\n", + "\n", + "We see that the fitted line is roughly $y = 0.9 * x + 0.4$ with $R^2=0.82$ so it is a really good fit, that shows the current P/Sales ratio is a strong predictor for the future 3-year average P/Sales ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 0.88 * x + 0.43 (R^2=0.82, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter_fit(df=df_psales, x=PSALES, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also compare the PAST 3-year average P/Sales to the FUTURE 3-year average P/Sales. The scatter-plot is shown below and it is very similar to the scatter-plot above. The fitted line has a slope of nearly 1, and the intercept is about 0.4 so the fitted line is roughly $y=x + 0.4$ with $R^2 = 0.78$, so the fit is nearly as good as above. The small bias suggests the stocks have generally seen a small upwards revaluation over the time-period being considered in this dataset, we will discuss this in more detail below." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 0.95 * x + 0.36 (R^2=0.78, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter_fit(df=df_psales,\n", + " x=PSALES_3Y_PAST, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The scatter-plots above show us that **in aggregate**, the stocks tend to have the same average P/Sales ratios in the FUTURE 3-years as they did in the PAST 3-years. But the **individual** stocks can experience significant changes in their P/Sales ratios.\n", + "\n", + "The following scatter-plot shows the 3-year average PAST P/Sales ratio on the x-axis, and the 3-year average FUTURE P/Sales ratio on the y-axis. The hue of the dots is the current P/Sales ratio divided by its PAST 3-year average P/Sales, where a value below 1 shows that the current P/Sales ratio is below its PAST 3-year average, and vice versa for a value above 1.\n", + "\n", + "In the plot below, we can see that the dots with light hue tend to be below the diagonal, and the dots with dark hue tend to be above the diagonal. This indicates that stocks whose P/Sales has recently dropped below its PAST 3-year average, tend to stay down and have a lower average P/Sales in the FUTURE 3-years." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Limit some of the data-points to more clearly show the hue.\n", + "lower = {PSALES_REL_PAST: 0, PSALES_REL_FUTURE: 0}\n", + "upper = {PSALES_REL_PAST: 2, PSALES_REL_FUTURE: 2}\n", + "df_psales2 = sf.clip(df=df_psales, lower=lower, upper=upper)\n", + "\n", + "plot_scatter(x=PSALES_3Y_PAST, y=PSALES_3Y_FUTURE,\n", + " hue=PSALES_REL_PAST, df=df_psales2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us consider another scatter-plot, where the x-axis is the current P/Sales ratio divided by its PAST 3-year average P/Sales, and the y-axis is the FUTURE 3-year average P/Sales divided by its current P/Sales ratio.\n", + "\n", + "This is another way of showing if a recent change in P/Sales ratio compared to its PAST 3-year average, can serve as a predictor for the FUTURE change over the following 3 years.\n", + "\n", + "The plot shows a blob of seemingly random points without any tendency, and the fitted line has an $R^2$ of nearly zero, which means there is no linear relation between the x and y-values.\n", + "\n", + "So the plot shows that for stocks in general, their recent change in P/Sales ratio relative to their PAST 3-year average, does not predict their FUTURE change in P/Sales ratio. In other words, there does not seem to be any mean-reversion for P/Sales ratios in general." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = -0.16 * x + 1.24 (R^2=0.02, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove some of the data-points by setting them to NaN,\n", + "# because clipped/limited values can distort this plot.\n", + "df_psales3 = sf.clip(df=df_psales, lower=lower, upper=upper,\n", + " clip=False)\n", + "\n", + "plot_scatter_fit(x=PSALES_REL_PAST, y=PSALES_REL_FUTURE,\n", + " df=df_psales3);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us instead try and make the same scatter-plot but for individual stocks. The following plot shows it for ticker AAPL, which clearly shows strong tendecies for mean reversion, because a recent drop in the P/Sales ratio compared to its PAST 3-year average, is followed by a rise in P/Sales ratio for the FUTURE 3-years." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(x=PSALES_REL_PAST, y=PSALES_REL_FUTURE,\n", + " df=df_psales.loc['AAPL']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following plot shows it for ticker WMT, which has similar downwards-sloping curves, albeit more spread out." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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7yRP1qIqioFHJnDUks832Zpt1rF1QyN4aLw+9s5u/Xn0GlW4/owdasBu1HWy5oC/QaiZGpVIBsH79eq6++mrOP/98wuFwhxvWE0mI6umDM8k80saoPvJht+q19M/QkW3WocRi3P7Gdsw6DeGowhf7ne0+oDaRhJr+TM8Y/dbw3h1rWU+igH1Ylim5q/3RdXtw+cLU+kIdaLWgr9CqR5mTk8Pdd9/Npk2bmDNnDqFQCEXp2yP62+KtpcuWJ6YTOb0hVs2N1/65fCGGZZl4fc657ZZ4aC0J1RvJNutYPa+A7QfcTQrYBYIToVWhfOKJJ9iwYQOzZs0iIyOD6upqbrvtts6wrdvSWskQNBWqfQ4vkgQ2g5aS+YVUufz4w1EG24zJfudwVGm39sfm9pL3VNoaRpBlCY1KFjFKQbvTqlAaDAZsNhtffPEFQ4cORa1WM2TIkM6wrdvSFm+tsVAZNCouXbyBkvmFKWUt910xOmUKzrrfFKLE4n8jNyf/uIWztSRURxFVYji9QYIRhUpXoF26kdryxZQg26zjH3POTYkNi7ZGwYnSqlAuWbKEHTt2sG/fPqZPn044HOZ3v/sd//M//9MZ9nVL2uKtJYRqn8OLQaPij6t34vCkimq2WUdprTcpui5fiFBE4fIGrXjHW4ze1iRUe+PwBKmuD7Z5BFpbvMXS2tQvppYmyDeur5z016MCK9oaBcdLq0L5/vvvs3LlymTNZE5ODl6vt8MN6860xVtrPDHd4WkqqrIsMdB6dIzYSdkmDrj8bRaF7kiVy09lfaDN8dG2eIsDraktom2dIN/Y899W4easYRJZpp5zPwXdg1aFUqPRIElSsvDc5xMFvMfirWWZdCllQo1F1aCVWXnzD9l5sJ7BmUYyDJoUURhg6Vkf6lyrAVmW2xQfValUbQpj6DVySmmVSpY45PZjN+lQq9MXbjT0/AtPzmJMnoXvqjyE7TGyzS2/ViBoSKtCeckll3D33XdTX1/P//3f//HGG29w9dVXd4ZtvYLWRDXToCMUDvDouj14A2HemluQIgoaVc86JmabdahkWD2vICVG2RzRaLRNYYyjMz+jaFQS9f4w+x0+xuZZWjxKZ5t1lBRPZFuFmzF5Fi5r0F9fUjwxZXSbQNASrQrl7Nmz2bRpEyaTiX379jF//nwKCgo6w7Y+QUJIEwkI9ZEhI1pV/P/VPUwo44X38S+FvEwjUSVGzZEY5GB7XAQTiZ68nHzsR+Z3tiWMUe70EYwoTXbotBavPGuYxHdVntSQhtMnhFLQZto0j7KgoECIYwfS0OtUlFiyu8dmVPX4/TuJGKTLF2Lt/ELC0ViziZ62hDHyMw18Ve4+pvpQWY7HJMP21OlCQ0TZkOAYSCuU48aNa3YgRiwWQ5Ikvvzyyw41rK/SUDR37drFINvIDim56SwSMchssxZPMEKNJ9iq0DXMhOfbjclRaXaTjrF5luOqD00cw0udPoZ0YrmUoHeQVii3bt3amXYIWuBYS266Ew2nL/Xvp0OnVrUqdA5PkIXLv2bhpBFsLXUlY5FqtUxOhv646kPVapkBVkPKcbun9cMLuo42r4Kora0lGDzaLzxw4MAOMUjQlGMtuelONCyl0mtUaNXxLH+lO4DdpEXiaEG43ajF6Y93MS2cNKLZWGR71oceSyG7oG/TqlB++OGHPPzww1RXV2Oz2aisrOSkk06ipKSkxdctWrSIjz76CLvdzttvv93k+dWrV7Ns2TIATCYT99xzD6eeeupxXkbv5lhKbrobjeOvn5fWcfNrXyBLsOzn47nmuc3JNRlr5k3k8iUb41n/uuYH+Ca8QMfhIDaTtsWVEa3RF/vhBcdHq4Vkixcv5n//938ZOnQo//znP3nxxRc5/fTTW33jadOm8be//S3t83l5ebz66qusWbOGm266ibvuuuvYLO9DZJt1DLDGBz7836/O450FhT0yxibLEkPsRpQYRBWoch/1kmMx2HdkX/ddq3YwalBGswN8HZ4gk5/cQESJr9P46QlMR2ptKLNAkKBVj1KtVpOZmYmiKCiKwrnnnssDDzzQ6huPHz+eioqKtM+feeaZycdnnHEGVVVVbTS575EouYkqMfQamUBY4fPSuh6V1EmQOIqX1voY1KDjRpJgiD0uXF+Wufj9m9uPDDf2McR+dAtmhdNHLNZ0ZURpre+Y70VX9cMLeh6tCmVGRgZer5fx48ezcOFCbDYbRmP7fvOuWLGCoqKidn3P3khHJ3XSZZvbk8RRvMrl5w9vxcVwe4WbXIueiBJj5dwCKl1+TFo1T7y/h5kFwymt9SHLYDfqyLMZU1ZGNBw6cqz7cbqqH17Q82jThHO9Xs+iRYtYs2YNhw8fZu7cue1mwObNm1mxYgWvv/56m/75YDDIrl27AAgEAsnHvZGG16dSqTiszaTak7qWtdrlIxKJUFHnIy/TSNBdQzAQOK6/l5GTzx1v7Uxmm8fkWQjUVR33+7VEVk4+2yvrORwIk28zctCdGDtnwBeMcP3fNvPGTQX877/LmFM0nO+qPESyYqikGC/MnIAvHGHV3AJ2VB6dPXn7T0agRCP4Xcd/D9qT3v7fJ/SNa4Q2CGXCe3S73ZjNZk4++WQyMzPb5Y/v3r2bP/zhDyxbtqzN76nT6Rg5ciQAu3btSj7ujTS+vkP1AbTqYNKTyjJrycowNFl9O/w4PaQv9jubzTYf7/u1hKLEWHXzebgDUTKNWkKRKAMser6v8XJKbj+G2OOrfucUDWfKkWlKJ2WbeHDaGK59bjMnZZt4fuaElNmTRq2ay5d+Ssn8jrH5WOnt/31C77rGlgQ/rVD+6le/4re//S2nnHIK1dXVTJs2jdGjR1NeXs5VV13FzJkzT8ioyspKiouLeeSRRxg2bNgJvVdfoXEf9dAsI2W17Ze5zbcb2Vrq6pRMsCxL1B8q57QjH7IBVgOKEkOJwaI3t/HyrAlIxNjf4Pr2ObwMOLLpcp/Di1Yl8dS143D7w5h06uQou5rD8cSOqI8UtBdphbKiooJTTjkFgDfffJMf/vCHPPLII3g8HmbMmNGqUN5666189tln1NXVUVRURHFxMZFIBIAZM2awdOlSXC4X9957LxA/Wr755pvtdFm9k8Z91OGIQtQaa7Zs6HiKqbNOoPPlREnYW+cL8fBPx7LP4ePZ9f/hgSvHJu2xGrXo1DLvzC+kyu3H4QkRVWIMsRu5YukmHJ64l203ablk8QYG24zcd8VoSmu9yYSQEEzB8ZBWKNXqo099+umnyYlBZrMZWW59PNXjjz/e4vP3338/999/f1vtFDSDwxPEE4ykTBtSq+JH9HBUSR5Z25r0SSQ3uiIT3LD4u38/LavmTaTM6edQvZ+S4onsc3gZbDey9F//4dc/OonReVaq6wP8/O9b+POVY3j+hvHUHA5y2sB+lDp9uHwhXpg5vkd2Mwm6H2mFcsCAAbzyyivk5ubyzTffUFhYCMSDtwnPUNC1HHD5qfEEmfval1iNWur9Idb/7r/4+d8/Y+HFI47rCN1VmeCGxd/Vh0PUeUO8PudcYjGFvTVe/rBqB2W1XiIKXDJmALIscdsb23jsqjPINGr46TOf8PeZE5i6dBPP3zCBYVmmJiVE5aKgXHCcpBXK+++/n8WLF/PJJ5/w17/+lYyMDAC++uorpk2b1mkGCtIzyGpAp1ZhNcaPpif3j09I3+eIHzV7UidP47mUdrPu6DSlmITLFyaixAvDh9mNVDh9bPjOwab/OCj8QRar501kb42X6sMh7l61g5dmTUBRUsMSifUQ4gguOFbSCuWKFSu49tprOe2001J+f+6553Luued2uGGC1okndyRWzS3goNvPULuJUFTBZtKikmj2SN5dExzpir9lWWoy+cdu0oEkJUWwwuWnzOmnnz4+HX5ruYsH1+7i7stO462bf8ih+gAGjZrif2ylos7H2gWF9O8nPEtB20krlPn5+bz88svs3r2bU089laKiIgoKCrBYLJ1pn6AF1GqZ/keOkvnJFr8AL886h1pPiOuf35I8kn/0u/865phlYzpy2k5LR/7mJv80FlaAhcu/5oWZ4wmEo1gMGiJKjN/+31fcdP4PuPa5zYzNs/L8DeP5vtpLLEa3+7IQdF/SCuWll17KpZdeCsA333zDhg0bmDdvHoqicN5551FUVMTYsWM7zVBB24kqMfJsxuSR/KRsE5WuE58+1J2m7TQWVkWJ8dhVp1Pl8qNRSQQjCve/uZ27LhtFpjHuad47ZVSbp6MLBA1p05i10047jdNOO41f/epXeDweNm3axPLly4VQdkNKHT6uevZTCn6QxQszx+MPRxmWZQI44Zhld562EwNkCXIs8f06Ow7UJ2OYPxmVy6q5BZQ52772ViBoSFqh3L9/Pw8//DDl5eWccsop3H777eTk5GA2m7n44ou5+OKLO9NOQRtJeJIbvnOw62B9Mh6nKLETLvtpyyKwriLRB3/ji5+x4qYfJqcPOb0hPtvvRC1LDMpMtb+ta28FgrRCeeeddzJ16lTOPvts/vnPf3LfffexZMmSzrRNcBw0jt1lmY4mRU607Cfx3uVOH4OsBmqPjDbrDrG+xHBjly+EXi1zOBBJDthIJICcvlBKgkuvEetqBW0jrVB6vd5kkfnw4cO58sorO80owfHTkXWQifeWJLh08QYcnu4T68u1GpBVMqfnWdlb4+X657ckZ00uue5MBlgNZJl1ycVt/TN0PX5xm6DzSCuUwWCQb775hlgsBsQLzRv+PGrUqM6xUNBhHG8Wu7zWh8PTvWKV2WYdahU8ce04VLKE1ahNCnli46IYqyY4XtIKZXZ2Ng8++GDy56ysrOTPkiTx8ssvd7x1gg4lkcU+2hPta9Mw4MaxysF2Y6fVaKYT9/iWRj2RaIAXN+1j9bwCymp9DMsyiYG8ghMmrVC+8sornWmHoINpTmAqjrMnunEcVInRaWVDrZUoZZt1zCwYRoXTx8m5ZuzGro+fCno+aaPZn3/+eYsv9Hg8fPvtt+1ukKBjSAjM9AY7ZvJsxmZ7oiucvhbfK3GEPWuojSyzjtJGo97KW3n9idBciVI627LNeiGSgnYhrUf53nvv8dhjjzFx4kRGjx6NzWYjGAxSWlrKli1bqKys5Pbbb+9MW3s1zXl8KpWq3d6/OYEZNziT1+ecS/hI22PCS+ufoaemPoBC6zMdHZ4gAxvsvrGZtAzKNDT559qL7lyiJOi9tFge5HK5eO+993j33XepqalBp9Nx0kkncc0113D22Wd3pp29jsbCCEePrz86OYuHfjqWOpWV6sOBdtld05zAJLwvRYkle6lNWjUL/mcrD1w5huv+tqXV43SVy48nFOHVX5zDYX98rUOtJ4gsSR0SqxQLwQRdQYudOVarlauvvjpZJiRoPxrG2uIrDsbi9IY4c7CV+6eN4bYV25K7a8bmWcjJOLFjZEsCI8sSB1x+vMEI1y3bzI9OyaY+EG7UxeJtVvhyrQaq64NEozH66TVMWbKxQ8uGROZa0BW0qYVR0P40PArvc3gZaNWTZdZy3xWj2VN1uOnumvmF5FiOXxxaE5jEyDabScvCSSPop1eneKADLAZqDgfI7pcq2ImynFKHjwpXsFPKhtJlvjtyaIegbyOEsotoeBS2GrXoNTJrFxSyt8bLyAH92F5Rn+rROb0nJJSt0XBkW5nTh1Ytp3Sx+EIRrvzbFkqKUwX7aFkOaFSq1PmPlo6Z/5gu89349yXFE0/YExcIoAWhPHToEDk5OZ1pS5+i8VHY1qCM5YDTx5jGu2syO7ZWseHIthjw+ze388C0MfhDWpRYjNvf2EFeppFQVGHnATc2k5YDLj/5R2yxG7VIkJyNmaHXMO/1rZQ5fe1+BE83nKPx77dVuBk3RBKzJwUnTFqh/MMf/oDb7WbChAkUFhZy1llnpezREZwY6Y7CNoOWqCWGJMErsyZQVhf36CQ6r1ZRq5JZePGpVNX7GWw3ctmRdbir5k7kyqc38fwN45usyAWY/OQGMo0aFl0ykmuf24wSb+Jq9yN4usx349/nWvTsrfECtEtCTNB3Sat8y5YtIxgMsmXLFt5//30efvhhBg4cSGFhIYWFhQwcOLAz7ewz1PpChKIKJq2KTJMWXyhC/35aysSXOEUAACAASURBVOua1jp2lFBWHw6SadLwbVWA/EyJl26cQFV9AG8oQixGk7rLA3V+lFgMhyeE0xvCbtYlZ2F2RAlPusRUYhL6tgo3uRY9j723h4WTRnDp4g2smSeO4YLjp0UXUafTUVRURFFREQDl5eV8/PHH/OlPf8LhcLBixYpOMbIvkZiCU/z6l1wyJpebzz+ZfUdaCzurftBm0rC9op5Fb23nglOzWXDhKfhCEfIyjUgSDLQYUmwx69X00x1N/jz23h5KiidS6fJ3SAlPOm888ftxQyT21nhZOGlEcte3OIYLToRjOkvn5+fzs5/9jJ/97GeEQqGOsqlPk2s1IMsyVqOWX0w8iQfW7uL3l44kFosdif8Fkv3YHYVWLTNqUHyZ3PIvDrD+2xrWzi8kosR46+YCPIEwq+YWsKPSzRC7CbNOzW1vbOOFmeOpcgeS5UwNVzdA02y1Tt8xE44SYthwwlGuRU95rU8IpeC4OO6go1arbU87BEdQyaDXyLx18w+pqPOzcNIIwtEYt7+xnYWTRuAJhJFiUNOBZTA2ow6nL8jqeQVUugLkZxqo84W55rnN1PtDrJ5XiMsf5i/v7WHxNeMoa7AR0WrU8sz1ZzURSWiarV4z97x2s7kxWSYda+alHsMf+elYFCUmjt+CY0ZMLu1mlDp8XPzEx0z/70+wGLU4PSEqXL5kXeUvXv6cQ4fjgnNfyS6q64N8XlrHofoASiJ7coLIskSWWU9eppEJw2xU1weo9cbjjxaDllKnl7tW7uDJa8/EF44wwBJvYUz8+QEWPVElxqH6AF/sdyZta5KtrmvfnvCGf7POH0QlS5yeb8HhCfLgtDHsq/G2630S9B1EGrubkVjlUH04xCPv7OLBaWOp84UpPyIydpOWCtfxTf05XgZkGgiEothMWup8IfKsRsqcPqYu3cC/Fv4XvlA0WXM5zG7CoJGprg+kZMZLiieS12gVQ35m+8ZZHZ4gC5d/zcJJIwiGY/y/57ew8OIR5Gcambp0U7caNCzoWbQolFu3bmX16tV8/vnn1NTUoNfrOfnkkzn//POZMmUK/fr16yw7+wwNM7oDLfH1BVqVnKyrTAhVuqk/HSEAWSYdjlgwKYZ6jUzJ/IlU1vkxaGU0Khm9RiEc1dHPoKH6cIjDjVog48kU69Ei9kwjWrWqXWtDS2vjnvfrW0qZOm4Q+xxeBmcaqajzp3QMldb6RNeO4JhIK5S/+MUv6N+/PxdccAG//vWvsdvtBINB9u/fz5YtW7j55puZOXMmF1xwQWfa2+tpmNHdtWsXWYOGMfnJDVx0anYygaJVSzx13ZkpmeaOzITHj+JH1yhkGDRkm3UMsMTjkIoSo9YXRKuSOeT2U+cLMyK3X6OCeQN7a7xct2wzE3+QxW8njcAfiXHF0qNe57vzC4lJrU8sSkdepp7tFfVcd84Q7GYtVqOWu1bt4MkZ41JsMWhVOLxBkdgRtJm0QvnII49gs9lS/2G1mlGjRjFq1ChmzZqF0+nscAP7OtlmHSXzCymt9aGSJR5dt4f9Dm9cWBYUdtokncYlOYl4YMO/HYuB2xdGr1EjS7B6XgE7D9STa9Hz8LrdPDRtLDaTlt9OGsFzH3/P/ztvaNLrdPlCBCJRpj79CU5viCyzNrlBsq1o1TJj8zLYVlHPq5v3s3peAeVOH1qVxOp5BWw/EM/SWw1qotEYn37vYKjdRJZJi0bTfiPtBL2PtMmcurq65OPGpUBfffUVQBMhFbQ/CYFSyxLBSJSXZ03g1dnnsGpuAdIR7yvfnjoYonESpSNoPAjY4Q1SVutDkiDLrEUty/hDUU4b2I9gJMqdl4wkGImyel4BvlCEXxadlPSIgSOhhABOb4gz8q08f8N49h5j8sVm1KFRy4zNs/Dh7hqmP72JSFThoDtInS+epQ9HFEBi8lMbmbFsC5Of2ojDK0rdBC2TVigXLlyYfHzNNdekPHfvvfd2nEWCZsm16Pi2ysP5j/6Lu1fvwOEJcdFf40L1kyfiE8uh+UnmHUHjDHZ5rY/8TAPfV3vxhiJADL1GRZ03dETkFa559lOUGGQatVS5A/xh5Q5Wzyvg2evP4vGrz8Bq0JBl1nLvlFHc+OK/ufa5zcd0DYlsfdwLn8jiGWdySk4/qtwBHn13Ny/MHI9MjNJab4rt+2u9HXKPBL2HtEKZ2LbY+HFzPws6Hp0mntDJMGip84apOuJ9QepKhMYCVlrr6xCvMtFXDcQz2HYjtd4QowZlcPeqnRx0B9nv8JCToSfPZqTKHSBDr6Gs1sedb21n9KAMSp0+5v9jK/k2I8FIFItRQ8n8ifjD0WNaTdEYtVpmgMXAucPtZPfTMzbPwjcH63F6w8iyzBC7KcX2oXZT+94cQa8jbYxSkqRmHzf3s6DjyTTocESDyUEZowZltGkwhEGjosYTbPdseON+6yxTPEZ52/Kvue3iU6l0+Tkj30L2kRjj2DwL9YEwg+3x0iJPMMIrsydwOBAhw6BmzdcH+MnoAcnOnobXMNBq4Iv9zuNK8MiyhEYdHx9XWuvjpGwTarVESfFE9td6GWI3EY4q7XpvBL2PtEJZVVXFn//8Z2KxWPIxxL3JQ4cOdZqBgjgNM8+RqIJeI6cdDJFIXAy0GLhr1Q7umjyyUyaNZ5t1PHLV6fF9PEOsKRN7cjL0rCkuxO0PUVI8kb0OL/P/sZW/XH062w+4+cnoAclBxYUnZyV7xQdaDdz2xjY2fOc47hrIUoeP+9fu4sHpY9lX62Oo3cjsl7Zg0Go4UOdjTXFhp63bFfRM0grlbbfdlnw8evTolOca/yzoHJoTp+YGQ2hUcjI7bjV23gKulqaoJ5NSKvi2yoPVqCUGWAxasvrJlDfY5LjhOwfldX4mDLPxxX4nG75zAMdfK5pni3uxgVCUP6zcztLrzuTh6eOSQ4kjSozJT27s8MJ9Qc8lrVBeeeWVaV9UWVnZIcYI2odss45/zDk36SHZjdpu4zFlGnQMtce4441trJxbQFmtjx9YTFgNjY/bcaFqGEooPDkr5RhuN2qp9YVava5ssy45Pb7OG2avw8vc177EatSikuCp687stBF2gp5Jq505hw4dYvz48djtdnbv3s2yZcv4/PPPWb9+fWfZKDhGGnt2h+oDnTb0ty22ZZm0PDR9LNWHA5yUbaLMGR8Q3HBQsUqWOOjyk3XE3gqnj4FWA5Of2shgm5FHpo8lqsSSQ4Vbuq7ERKFYjOSYuMS8zCyzliFiBa6gFdIK5cMPP8xHH33EyJEjWbZsGRMnTmTFihX88pe/5IEHHuhMGwUnSMNM+AWnZhNVYmzeW8uQI16YWt25s1E0GhUDrAYCdVXkWIaRYzGgKDFiMQhGogDc9OqXlDl9lBRPZIDVQE6Gni/2O5M97hElxvYKd/K6BtuMhKMKX+x3km83NjvRPFG8X+sJUlI8kW8O1jMitx+BcDRlP5BKjIoRNCKtUK5fv56VK1ei0+lwu92cf/75rFmzhry8vDa98aJFi/joo4+w2+28/fbbTZ7//vvvufPOO9m5cye33HILs2fPPv6rEADptxMmjq/1/hALLjwlxQtLCFFXEAgEko8TXnC508cVSzcmJxGVOn1J+/Js8R53hydIKKokBwi7fCEemjaGRW9ub3HFb0NP+4v9Th5Yu4s7Lx1JKKokj+IuX4jlvzqPLLM4eguOklYodTodOl08k2qxWBgyZEibRRJg2rRpXH/99dx+++3NPm+1Wvn973/Phx9+eIwmC9LRcN5j4clZPDJ9LJUuP0OyjLyzoBBHfYByZ+ogjfI6X5d4lekYZDWkrJEY0uAYnG3W8fqccwlHFVy+MI++u5vV8wr4rspDfSB8TCt+82xG3P4wWWYdsiR16OoKQc8nrVCWl5fz61//OvlzRUVFys/PPPNMi288fvx4Kioq0j5vt9ux2+0i1tmOJI7YsgQLJ41osgBsVJ6Vgy5/ozpLNTWeYJd5lY1J7L0pdfqSoYEECY9QUWIYtDIPTBtDaa2PR9d9w7IbJrDjQH3KURyg0uWn9EhJUMMvhHgZ1UT2O7wMzzaxcm4BVe6jWyUFgoakFcqnn3465edZs2Z1uDGCEyNxxJag2c6dnIx4e19iClGizvKOS07tNkKpVssMsBpatCexS/xg2E+mSUuu1YhGJSVH0bl8Ie67YjRhRWHKkk3JpE1J8URyjkw8kmUJrUpisM3A1nIX+ZlGnv7Xfyj+8cnJqUgCQYK0QjlhwoTOtKPNBINBdu3aBcRjXInHvZFjvT6dXs+auedRUecj35465mxAhjb5XpYBQ1PqLAfbjF1yH0/03585IwN7Pzt/njoGkFDL8NovzsETCBNVFMqO1GaekW/l3imj2OvwElUUAq5qIuEwIVN/rEZtyr3on6HngNND0F1DsEEMtSuuryfQF64RWhDKyy+/POVnSZLIzMzknHPOYfbs2cn4ZWej0+kYOXIkALt27Uo+7o0c7/UNsplxeAIpmVytVp18r0hE4bXZ56Qcbwd2wX1sj39/ihKjzh9EBpQYWAwaMvRqnL4wg+26lCEbDRNYORl6Kt1+fv/mdhZfOw5fMIJRq6b4H1spc/p4Z34hw9PENzvz+ro7vekaWxL8tELZXAzS7Xbz1ltvcd999yVbGgXdk1KHj6ue/bTZTG5bjrc9hcQxPEH14QB/WbeH2YXD0akl3i6eyD6Ht0kZ0eeldQzPMnLf1NF8V+0h06hJybbvdXiQZJotMxL0PdIK5aBBg5r93WmnncbUqVNbfeNbb72Vzz77jLq6OoqKiiguLiYSiQAwY8YMampqmD59Oh6PB1mWeemll1i7di1ms/kELkeQILF7p69lcrNMOm6ddCoVTh9WoxZJio91axi7TAwHPv+ULB6cNpbXtpRy75TRKffLYtRyyB1kv8PH0Kzm6zIFfYfjWi6mKK1PW3n88cdbfD47O5uPP/74eP68oA00nu7TVzK5jbuSFCWGSoa3iyey5+BhvKFIMm55y0Uj8ATD/HnqGNSyxCuzJuD2hzHp1KgkeHDd7pS6zO5URiXoXNIK5c6dO5v8rr6+ntWrVzN+/PgONUpw4rQ0oKIvkRjmG5/JGSOikIxbzn7p3zx/w3iQIuhUMpkmLVajhpkvfMatk0Y0qcssmT9RZMT7KGmF8qGHHkr5WZIkrFYr55xzDldffXWHGyYQtCeyLKGSZe4v2cnqeQXsd/iIxaDS7eftryq549KR7DpYzxmDLfx95gQkCXY2qsuMRGPHPRdT0LNJK5TXX389F198cWfaIhB0KNlmHXdfPopaT5BhWabkgIwvypyoZIlXP92PQXMSg+1GHnpnF3deelpKbPOKpZu6xWARQefTYtZbCKWgN9EwHKEoMUrmF+LyBnnjpgICoQgPTBtLDHh2/ffccclI6o8MGT7g8uMPR8Qotj6MiEwL+iQJ0RwxwIJaJeMPK6hk0Gskflk0nLJaH1ajBpVK4szBmU327PSVKgJBnLQe5d69e5sUnTdkzZo1HWKQQNDZZJt1qGSIxSASBZcvTERRqDkcRq+RicX6bhWBIE5aoczLy2t18IVA0BtIZMarDwfwhqNkGDRU1QdQYjF+t2JbcueQqCLou6QVSo1G02zRuUDQW8ky6ZClIKFIjPvX7ur0nUOC7ktaoTzzzDM70w6BoMtpWHPZcOeQOGYLWjx6v/DCC8mfE3WUZ511Fvn5+Z1inEDQFYhifUFj0ma9fT4fXq83+T+Px8OOHTuYM2cOJSUlnWmjoJOIKjEO1Qf4Yr+TQ/WBI90sAoEgrUc5b968Zn/vcrm48cYbmTx5cocZJegaGq6SaDiOTHSgCPo6x1xHabVaicWEp9Ebabit0ekNsa3CjcMb7GKrBIKu55iFcvPmzWRkZHSELYIuJrFKAuJF1bkWPeW1vi62SiDoeto84Rzig3v79+/Pww8/3KFGCbqGxGKvbRVuci16HntvD49ddXpXmyUQdDltnnCeyHobjaKmrLeSyPaOGyJRXuvjsatOF6UxAgGtzKOcNGkSEPckLRZLpxkl6DpkWaJ/Pz39+4nSGIEgQdoY5X//938nH8+cObMzbBEIBIJuSVqhbJjZFllugaixFPRl0h69A4EA33zzDYqiEAwG+eabb1IEc9SoUZ1ioKB70LjGUgyuFfQl0gpldnY2Dz74IABZWVnJxxBP7Lz88ssdb52g29C4xlIMrhX0JdIK5SuvvNKZdgi6OYkay762/lYggONcVyvoe4jBtYK+jBBKQZsQE3U6hqgSw+EJUuXyk2s1iO2O3RQhlAJBF+L0BqmuD1JZH0CrUaGSIdOow+EJpnjvQjy7FiGUAkEXEowo3PDCZykTm+r9QX634ms+/tYhKgy6Cce1hfHKK69sbzsEgj5JpSvQZGJTKBrj0elj+a9TsnD54hUGgq7luDzKt956q73tEAj6JEPsqdUEowZl8H21lyF2Iw//9HTc/jCZJk1Xm9nnEUdvgaALaTixadSgDBa9uZ0N3znIMmtZObcABRA9UF1Pq0I5btw4JCk1kNyvXz9Gjx7NHXfcIfbnCICj2VuRgDg2ZFki26xj3GAL/6n2suE7B2cOtvLg9LFUuvwMshqIRGNUHw6Qqdfg9IfFPe4CWhXKG264gdzcXC677DIASkpKKCsrY9SoUdx5552iMF0ANG1xXPebQpQY4kPdBtRqmSyznmgMfnRyFvdPG8OeqsOMyO1Haa2PwXYjgbBCNBrjqQ/28G2Nlz9OGU1prY8hdnFvO4NWkzn//Oc/ufbaazGbzZjNZq655ho2btzIpZdeitvt7gwbBT2Ahi2OLl+IYEThksUbmP7Mp0x+coNYKdEKsiyR00/PQz8dy5Qlm5j90udMWbIJk07N1KWbUMsSMeDWi0/lqRln8s62Sq597lMuWbyBQ4fFkJKOplWhNBgMrF27FkVRUBSFtWvXotPFuzIaH8kFfZeGaySGZZmS2dwz8q08f8N49tZ4xdShVpBlico6f0oWvNLtB+DbQ4f5zf98SUSJceOLW/h/5w1l3W+KGGIzUlrrE19EHUyrR+/HHnuM+++/n3vvvRdJkjjjjDN49NFHCQQC3HXXXZ1ho6AH0LjFUVFiZJm13DtlFDe++G8xdaiNNO6pH2Y38ersc6gPhHn8mnHEgKd/djb7HF5sZi1P/yz+u4N1fjFsuQNpVShNJlOTtRAJzj777HY3SNAzadjiWH04wD6Hl5dunIDbH056SINtRsJRhS/2O8mzGdHpxQe7MYkvnHKnj0FWA0osxuVLNiWFc/W8AqJKjOHZJqoPB6mo85OXaSTfbuhq03s1rR69Z8yYwaxZs1i+fDn19fWdYZOgh1Ne66OfXsONL35GP70Gm0mLLMFD08YwZckmpj8Tj63prf272tRuR+IL5+yhNgZYDRx0pxak7zxQTz+9mr0OL9lmHY+8u5vJT20kGI7h8IjByh1Fqx7lunXr2LZtGyUlJTzzzDP84Ac/4NJLL+WKK67oDPsEPZA8m5Hbln/NmzcXUFbrY/W8AvbWeKgPhFNnWroC5FqMImPbAvmNjuK5Fj1fl7tZ9NZ2AEqKJ7L4gz1sq3AzxG7k169+QQwomS9CHO1Jm1oYx44dy6JFi1i+fDkWi4U77rijo+0S9GCyzToeuep0AqEIQ+xGth9wM8BiYIDFkLI3fKDVwOelwgNqiURB+rPXn8ULM8fz2Ht7yLXocflCOL0h9jm83HLRCEYO7IdBq+LPU8fw/A3jqfWI5E570qpH6fF4eP/99ykpKaG8vJwLLriA5cuXt/rGixYt4qOPPsJut/P22283eT4Wi3H//fezfv169Ho9Dz30kFgv0UtoGK+sdPl5dN0e/MEwq4sLWXnzD9l5sJ4xgyzJLhSR5ElPwxXCZbU+Hpk+ltve2IYSi3/ZmHRqJj+1kTXzJnLF0o1UHz46XCMRCxZ1lidOq0I5ZcoULrzwQubOncu4ceMACIfDrb7xtGnTuP7667n99tubff7jjz9m//79vPfee3z99dfcc889bRJgQc9Cp5Z4ZdYEypw+NCoIq2SWfbyXOUXD2fCdAyDpGUkSZJnEh7oxDVcIK0qMR6aPZZ/Di0mn5o+rd+LwhNhf6yUv04jDE/c0vzlYz+9WbAPix/NKl1+I5gnQqlB++OGHSJJELBbj008/Zc2aNXz00Ud88sknLb5u/PjxVFRUtPi+U6dOTZYc1dfXU11dTf/+IsDfm7DotYQiQYbajfx2+dc8eOXpPDVjHFEllhJ7M2hUXLp4A2vmTSQnQy8+zGlItDzKEkx+aiMOT4jCk7MYajfxq6KTyLXoeXb992SZdbh8IZQYbKs4GtMUnvvx0apQfv3117z99tt88MEHuN1u7r777rRe4rFw6NAhcnNzkz/n5uZy6NAhIZS9DLVaZoDVgKLEuOfyMTi9QWwmHWo5xup5BZQ7fRi1Rz2jbRVuxg2RRE1gC6jVMnaTjjXFE+NtjDYjk5/aSL0/xOl5Vp64dhzeYISxeVbKnL5kTDPRUiqE8thJK5SPP/447777LgMGDOCyyy5j7ty5TJ8+vctnUQaDQXbt2gXEV+omHvdGetP1qVQqzP3zufOtHcwpGs4Pss3c8r9f8MhVZ/Lz57fg8BzN6u6rrsd1sIxoNNrVZp8QnfHvL9dgoKw2ygWnZrPgwlMoq/WhkiVWf3WApdfFB9rcfiSmWXhyFgOsBrZ8X01eppGgu4ZgIHBCf783/TfaEmmFcvny5QwdOpQZM2bw4x//GK1W264tizk5OVRVVSV/rqqqIicnp9XX6XQ6Ro4cCcCuXbuSj3sjve36nN4AT84YRywGS/75Lf99/QTKnF5Wz5vI9go3uRY9j723h0emjyXbnIVafVxzpbsNnfXvz1AfYMGFZqY0KEx/+0hccrDdyF+vOZ1Sh4+BVgOTn9qI0xsiy6xl7YJChp+g596b/httSfDT/pe4ceNGbrrpJv71r39x4YUX8rvf/Y5gMEgkEmkXo3784x+zcuVKYrEYX331Ff369RPH7l6O1aBDJUsoMYUFF45AJUvctWon8//xJWPyMqhyB1g4aQS3vbGNGlHe0mayzTrKnf6UDqioEiOqxAiEoigKjBucSaXLL/rvj5O0HqVKpaKoqIiioiJCoRD/+te/CAaDFBUVcd555/GXv/ylxTe+9dZb+eyzz6irq6OoqIji4uKkyM6YMYMf/ehHrF+/nosuugiDwcADDzzQvlcm6HYkJuQ4vEGi0RjLvyjjlVkTOOj2U17nZ9Fb25OxtOr6ILIsiTFtbUCWJYYemZTu8oW474rRXLH0qHf50qwJIEG+3ciIHFOy/97lCzEsy8Trc84VcctWaNOEc61Wy8UXX8zFF1+Mx+Phgw8+aPU1jz/+eIvPS5LEH//4x7ZZKeg1JEpdFCXGVWcNZvsBN6fnWQgf8WqUGGSZtWRn6FLmW4psbcskCtMPuPz4w5GUDihvMEKpI8oAq57XfnEOYQUuODWb688dSqXbTziqUOsNsL9GfCml45hXQZjNZqZOndoRtgj6ELIsQegwp+dZcPlDZPfT8XbxRPY7vAzNMrKn6nDKh728h2drO3oCfKK6YIDVwKH6QErplUmr5oqlG7EatayaW4Balrjj0lO5+K8bkkm0l2dNEO2PLSB25gi6DFdtLSNGZKNSSeyr8TEw08Cj7+1h5wEXb9w0MeXDPuhIiVFP9XQaT4DvSA85MYGotNbHAIue4n9sRYnFv3B2VLp5dN0eXpt9DqPzMvhotwOnN4QnGOGh6WPJMuuo9QSFUDYirVB6PB7MZnNn2iLog8iyRJZZT5Y5fhx/5vqz2Ofwkt1Py+u/OId9tV7yrEZiEji8wR5bX9lwArzTG+rQesaGLaSH6gOUHVl3azNpGWgxsN/hZX+tlz9OHs3Gbz8iwxD3Oq9bthmrMd7+WOMJUOYQR/EEaYVy6tSp3HLLLUyePLkz7RH0YRIfcFmGL/e7uOm1L7Aa4wmK1+eci0Et91ihbDyQN89m7JS/e9S79GLQqLlr1Q4KfhDv5Klw+fnod/+FWpb49atfosTiscsY8F2Vh8F2I0//6z/c/F8/6PMeZlqhfOmll3jggQdYsWIF99xzD0OGDOlMuwR9GLtRx9g8C1bjUWGxGjRYjJoee/xuPAE+26zrlL+b+PKxGTQ4vCFu/8kITsoyc+hwEIcniF6tIidDR0WdD7UMCy48hcuO1FomBgVXufxCKNM9MWjQIJYuXcr69euZMWMGY8aMSSk4Tzf1XCA4URL9zCXzJ1Lu9DHAYiASVfAEI6jknnn8bngc7go0GhU5GXq0GglfUOGGFz5LEcO1CwqpcQdS6jETSTSTVk314QCyBKUOH/l2Y58bXtJiMmfv3r38/e9/5+yzz+a6665Dlnt2p4Sg56BWy1TW+bnzre3U+8M4PPHjt9sXJhaj18XNElnxKpefAZmGDhEiWZawm/R8X+1MXWDmCjBhmI3+/fQcdPlTQgSDbfGJRDsr6jkl14zFqGFrqYuxeRayzTpUKlW72thdSSuUjz32GB9++CF33HEHP/rRjzrTJoEAiMf1nN5wkzKXxLzF7H69Z8qQ0xvE7QtjNWnZW+MlqsTI6aDrG2JPjZcOsR+NlybqMUudviMdPgqyJBGNxYgB/lCUXIue297YxiPTx1KnsnKoPtDrvrga02JnzsqVK5OraQWCzqa5MpexeVbunTKK72u88eJ0kxaNpud7NcGIQjCicO2yzUkBK5k/EbtRS603RKnTxzC7EbtJd8I98I3jpXajlkP1geTPORl6BlgNVB8OEImSckx/YeZ4Zr/0b56/YTz7HF7+sOob6v1h1i4o7JEhkbaSVihvueUWtm2LD/4cO3Ys//nPf9iwYQPDhw8XHqagU2hc5lJR5+P5G8anrL8tKZ7IAGv32EAYVWI4vUGCEYVKV4ChAwa3OflUXR/k0OHURWLbK+JdS7e/uY3fmCadTAAAIABJREFUXjSCr8rdjM2znPC8zsbx0kP1AS5ZvIHBNiP3XTGa0lovA60G9Bq5yZ6jSrcfJQZV7gBj8jKwGTUsue5M9ju8hCIKeo2MzZjqXXZ0sX1nkFYolyxZwscff0wkEqGgoICvv/6ac845h+eee45vvvmGm266qTPtFPRxEkfC72u8KR/c/bVe1GoJu7HrP3wOT5Dq+iArvihnTtFw/uPwEUUm29y6Fzgo04BGJacciXMy9Ox1eLnt4lO55X+34vKFiQFr5k0kHI2i06jbRXQqnD5cvhAvzByf4j2+dOMEssw6sszaZAfPQIsBWYKxeRaeW/89d102iuv/tiXlNVGFlKRVZxbbdxRphXLdunWsXLmSUChEQUEBH3/8MWazmdmzZ3PVVVcJoRR0KrIskd1Pn9wVk/jQ5duMTF68gTXFbfvwdaR3U+XyU1kfYE7R8JSRZ23xerPNOlQyrJpbwAGXnwyDhgfX7uKR6WOJxWL87YbxHHQHyDBo2OfwMsQe35Fe5wuSeYJfEnk2I8OyTFS6UzPeFS4fUUVh7YJCqt0B7GYddb4QJfMLsRu13PTjH7C3xtPkNeGoQpXLT67VQLZZl1Js7/LFM+myTLf4cmsrLcYoVSoVBoOBwYMHJ7t09Hq9yH4LugRZlsg6Ijz7a73k24ws/uBbqg+3vdOloXeTmMmYiK2dqIjmWg3otWrKauPCIEsgAaVOX6tCmehQUpQYOo1Mea2Px646HZUEB92hFE9vzbwCth2ItyK+OvucE+5YyjbreH3OuYSjSmpRvNVI/346otEYgYgCwCn9+yW94/799ITDkSavAZJJt7ULCpPF9oNtRh6aNob6QBh/MIpDCZLVQ47haYVSo9Hg9/sxGAy8+eabyd8fPnxYCKWgy9BoVAywGlCrJSYv3pDcOtjWTpeEd3NGfjwptLfGmyw3anxETAyQaMvRGY56hRl6NYUnZ7Fw0giq3AGG2IxtjlU2XCQG8HVZHZX1qbHLMqeP0/MsWPSaIx03KiQpvYfW2hdAImapKLFk8mygVY9eI0MMqt0hajxBjDo1apVEjKNL4ILumpTXJLp8Ekm3vTVehmWZeO+WQvwhJXX8240TiEGPOIanFcrXXnsNrTa+g7mhMIbDYR566KGOt0wgaAG7Ucea4tROl3BEweEJUuqM75FpTuDybEayzNrkTMaGcbPG/dg7Kt385b34AIm2lCIlvMJIROGR6WOZ/NRGLjg1m1GDMtiyz8lQe/M2tUSu1YAsp8YujVo1U5Zs4oWZE7CZNCBJlNf6CIQUdGoZm1Gb8jfaGiNsrii+3OnjkXW7WThpBOW1PqwGDWpZSh75g4EAwxslhppLur2zoJCD7kCTY7qiKD1bKBMi2RibzYbNZuswgwSCttDch/pQfSC56iDhEWrVcooHlW3WsXZBIXsbJYUqnPGOk4aCNMxu4i9XncFehxcF2lzXqFbLVLr81PtDLLjwlCYrGlSJTYpteK+El7p6XgGVLj9mvYY739yOwxPCH45g1Oo4VB/i0OEgGpUKvUaO12A2yIyfyECOg24/CyeNSBG9V2ZNiLeT+oJNCs5bur9Ds4xNj/YZuh6RFRdj1gS9htJmPMJH1+3hHw0meCeOtrFGSaE8W7wtr+EACQWalCK11SPMsxk5Pc+ajFcmbNrv8PLoe3t48tpxbTrWJ7xUAK1a5tLFG5IravMzjXxXHbf12fV7KXP6eOvmH3LQ5Uetlsg+8rrGAzkG240pdZMtCdNQu4mtZa7Uo3+dj5xIXOAG9c/H6Q1gNcTfo2339+jR3mbUUdNC3Li7IIRS0GsY0kgQEiPF9jm8SBIpbYHNDalIeKnxIu8gex2pXtG2CjfjBltQqSQyDS17PdlmHU9eezqSrGoiUtsrXClzIVsKFTQky6SjZH7c5oaLwhKDd5/b8D2yJBGJxQiFlWRctPG1KjG4ZPGGNq2CyDLHB5Q0l7D56TPxYcCr5xUQjqbOsGzp/jb+W1UuPyoJzhxs5Y+Xj+L7ai/hiIJeK7d6nzuLVoXS5/MlM9379u1j7969FBUVodFoOsO+/9/eeQdGWWZ9+3qmlySTXiAhiCBFqmJAISCgVEPAyK5iAQRxFZDV5UV0EZXiothY27uKsiDu5/oiihBUBBVQERTpIkogpAAhvUwvz/fHZIZMOpiQgPf1D0nmmWfOnSFn7nOfc35HIGg0vlrL7GKLX1Is1KBBr1YyevmOAOXu+kQqVCoFUcE6kKBTtJGMfDOhBg1Xtw3h2FkzHaKMFFTUn7FVKCTK8rLp1KlzZZbeQkK4nuVbfiVE73XiWYVmcootzP/4IEVmZ4NlRFVt3pMZ2K9dbnPy6IguKBUS//djNlt/ySd91kAsDhdBOjVRQVr/WvdkFtEu3MDKyddxqtSKLHvqTDb5XvPTh5I5WWQmzqRHpZR4oFKWrcjsIKvQQohOFfC7bIwIiK9APzxIyysTryEhTM+8dQfZ8VuB/+jE4bShVkk1itgvNg3GEHfddRd2u528vDymTp3K+vXrmTdv3sWwTSA4L3zjEPomhhMdomXeqC6snHwdT35ymIIK7zlZY3B7ZPIr7JwstPLO5CS+eXQImx4ayFvbj2PUqtifXYrT7aHI0vCkSJ9N/a4IR61UMKFvAqumJLHm+0w+enAgMvDin3rTLtxAZqGZ/IrGTUX0hdOAP8GT+tq35Jd7z0XLrN4dsF6j5J63vyevzMaezCLyymwkRno7cNb9lEOPtiaO51vIK7PhqiwBqo5CIRFj0pF0RQQJ4QaQCRADbhdhIOoCEjIFFXbOlNpJfe1bJr71PZNX7mbeyC6oFOeOTmb85yfyyuzklljJKbZQ0MjfT1PT4I5SlmX0ej1r167ljjvu4L777iM1NfVi2CYQXBC+3Ywk4T/TO58SoupZ4lVTkgg1qLn1mviAM8tPZg4gv8LWqMLpqmF9foWdh4ZdxfjXv0WWQamAf9/bjzC9ijOldk4X24gx6eo9O/SFticKvOVB/g+DEgtOl5ZeCaEkRhiQZfjb8C443R5e3vobh0+V8ensZKxOd62F8adKrA3KqPl27pmFFhIjDOjUEqH689eE8BXotws3sGZaP8qsTkL0aj796yBe2vwrPdqauG9QB4K1Kk6VWnls3UGW/7lPjc6fi0GjHOXevXvZsGEDS5YsAcDjqf2TRyBoTVQ90zsfsdwaWeISC063lhLLub7nduFeJ+SVHwtGo5II1WkotDj8r6fV1R7Wx4XqOZxbytuTriO/3E63NsHkl9txyypiQ7TkFltxezyUWO2EG2t3CLV9GCR3iqRHWxOnSqz+ZNG+7FJiTTqWfuot8Rn/+rfkFFnoEGXg1zOBXTUnCs2EGTQczimja5tgVMraQ96qg8x+/fVX2lx1FU6Xh7wyW6PPW+Fc6dOicd1rtEE+NrorFTYXb247TpnNyap7k6iwOVuspKhBR/n444/zr3/9i5tuuolOnTqRnZ1Nv379LoZtAsHv4kLFcmuMbagsY4kzyf7Z2c+l9aTE4sTqclNY4UCvUeB0yaS86k2wXBFpZPWUvnW+RrhRw9wPDzBneGcO5pRxddsQlm46wuNjutE2zJuEahduoNBsqzehEWnUkj7Le34YH2YIUCdfNSWJGf/ZQ2KEkZWTr0MGbru2rXd9Bi1XRMoB67wyMohiqwO9VonD5UFCQVFlvWSRxV7rDB232w14d+FVk0uNbdtUKSHjrLnGB9PZcgVLNh1h9b1JZJytQCFJLL+9DwnhBm8h/EWmQUeZlJREUlISVqsVgISEBObPn9/shgkELUVVebeqZSwAn85OpqDcjl6j5LF1B9ifU0KIXsNHD95AbomVbnEh/G14Z6/KDgqOni4l1KitEUbnltSsT/z4wRu80ZpSQXyYAUkCl0umyGL3lwhVx3d+GGOqmeDJK7Px8QxvckuS4LWtx5h901UB6/RpTyaGG3B6PEx8K3BnF2ZUU1BuIyPfzBWRBv7362P85caaM3Sql2Y1tm0zwqjDFUGNDyaPLJNZYCan2IrLI1NYeXwy7rVvSX8o+fzf1N9Jg6557969jB49mlGjRgHwyy+/8NRTTzW3XQLBRcHtkQMSHb7sb0yIjqQrwokPMxAZ5C3edntkPB6ZcrsLlULihQm92D53CDd1ieJ0qY124Xr+PqYbc9fuY8Z7P5H62rfYXDIz39vjv7ePdhEGzlTrVDlVauPXvAqcblAqJFRKibPlDmxOD7+cKq1xj+pUT/B0iQvmuc9/ITHCSG6JjYdu6oRCIbFww2HyK+z+ELp/hwhiQnScKqkpinG2zMai9J8x6dUcyClj+qArsdidNV47sdprd4w0crrEys6Mgsr72nA4XLXa7ftg+uD+61k/YwA6tYInPzlMqMEr1nzf6h+ZtHI3ukrd0cYm5ZqSBneUzzzzDG+//bZfLahLly78+OOPzW6YQHAxqK2/W6sCpbJmDZ8vvJx8fTvahbfjdJmN9hFGHhvdBQ/eEDLOpGfNtP5YHW7W780hJkTLwzd3RgaKrXbcHm+4HGmsWZ9YdWTsu/cmEW7UEG5Uo1EpyLI4CdKr6z23rF67mF9u5283d+Yfm44wZ3hnDuV6Q/w5wzvjdHvYk1kUEEonRhhr7OzCjWrmjerK4dwyYk06Fqf/zPwx3cgptqBTK/znsDV3pzJjXvnGr3FpdbpICDMQo1LWOEaoekTiqaw4eGJMV6JDAmeSny61EWpQX7QJllVpVMF5XFxcwPdCFENwuVA1cTOsSxRKhcTJIgvxoQZKJTsm3TlnebLIQoXNwW192wWcBabPGohGLdE2VI/bI3Oy0ELbUD0Tr0/k6OkKjFoVj354gGfTeuKRvbWDZ8rsRAVp+eKRZDLOWogN0fLQ+/vO1SYWW7A4XLz7fSb3DerIXW/vItTgbYGsi+pnspIE+7JKAkL8yCBvtn7yyt38mmcO6P2u7cjB44GRVUR9776+PS6PzD+//JV7+l9BuCkKCEzwAHx/vDBA47Ixxe3V11B9JnlCmJ73pvW/aBMsq9Kgo4yLi+Onn35CkiScTierV6/myiuvvBi2CQTNji9cLbM6eGR4ZwrKHRRUONCpVMSEaAMKyxPDDSR3iuJkYWDy4USBmY7RRpZ+doTHR3XD5ZEptToJk9QkRhp5/MMD/H10V9wemaNnyunWJoSoYC1LNx1m7shuXBVjwOEKrE28MjKIYJ2KUT3aEKJTMfLqWD47fIaThRY0KomTtSRWqhNp1NIr3sS+7NIAxaSThRZe/FMfnvvsF745VuDv/a4t+fVjZlGtor7/nnIdeWU2wo3B7D5RSNtQPdoq6uaJVTQuqxa3O911F7dXp67uHh8Xs0e8QUf51FNPsWTJEvLy8hg0aBADBgxgwYIFzWKMQHCx8f0x5pXacLnlAGfgPS+T2JddQtswPZFGDc+M74G7Wh9zuwgDx86amTn0Kk4UmFnwySEkYNWUJEosTuandKOg3I5Hhle/OkZWkYV3701i7shuaNUSbg/IENj9opACssgfPXgDD9zYkZgQLXsyS4g16Zjzf/t5Lq0np0qsdcqnRQXr6BlPrYpJH88YQKnFSVxo3Tu0hDpEfU+XeEdBPPbRQeYO7+IP64utdiKM3t3pmqn9cHlkFqV2D/i9NlbhvKGqhYupnN6gowwPD+eFF15olhcXCFoa3x9jVJCWH08GZo1Pl1qRgLhQPWVWJ0oFxJj0FJltpM8ayIkCM+0iDLy1/Tj3DerA4dwyesaH8Mod11BqdeKWISpEC7KM3enhnnd28fak65i26geyir1K4B5ZJs6kR6mAyGBv9trjkfnxZDElFgcRRg3FFgc/ny5j2edHeX3iNTzw3h5CDd5BXwdySnnso4MAtToK3/rqUvQJNWhA9iovVc/y+/rEaxP17RFvwmx3smRcD347U0GsScdj6w7yj1t7kOf2TmWMC9Xj8cg15dXOQ72oPqrXu54stDTbuN86HeWiRYuQpLpfSJQICS4nvOFiYDIj0qil3O7icOVuyZdxDtVrKcHOldFGjuebmT6oA29uP85fBl+Jzenm7rd3IcugVcG6B25AkhRkF1UQblBjdbp54U+96BgdTJnVgdMD8z48wKLxPcgrs/lD4CsiDayfMZCcEu95qUYlUW51cqLQ23deZHZwptRG2zA9JRYHHpk6HVBdij5GrYrJK3fx0YMDmPLvc2eWVefeVBX1/eyvyWQXngtzC8ol8srteJBRSBLzx3TlYKXy+up7k9CoFEQatTXG4zZVMqZ6vWuIToXd5fHPHS+2OIgIqlmadSHU6Si7d+/+u24sEFxqRAV7w/CsQguxJh3ldldAqLp+xgD/DOtwo85/1pZVYOHBIR3RqKCwwsXbk66j1OqgU3QweeU2ooN19O8Qwaqp4agUEss++4Utv+SzfsYAFBK8dHsvfjldwfz1h/yScB4Z/vrfvZwo8DrGDTMH8NKfetM+ykjv+BDKbS56Vk5o9M0RasgB+Y4ZjuebMWiUrPk+k7fuuY6sIu+Z5bLPfuHn02U15t5EGAI7jnyOx433g8Ph9oAEJr2KhDADoXo1bo/MvqwSurc1oVFJbH44OeBctUnerypnmDEmHeZq79eqKUmM+WegGMqFUqejHD9+/O+6sUBwqVH1TOxsuY2fT9WueL5qShKSJKHXeKc/RrU/90doc8gBZ4srJ1/H/I8Psmicd1ZMkEbJX2/uzLF8c4CCesfoIO64Lp6cIguRQVrcHg+Lx11NkFbDu9+fwCODQundFS29rRdOlwelQuLlP/fiRH7t87nrGvkgSXDLP3fw1j3X1fggkJBRKxWU2VyMeHm7/+dFZieL0o+QVWQ5F+LLMlNX7eZsuTeb7hud8WxaT8a//l2A0G9ksJZr2wcKfvuSMdlF3iqB/ApvJUBjNT+rv1+Hc2u2nta30z4fGjyjLCoq4q233uLYsWPY7efUUlavXv27XlggaM3UVufoUzw/WWjBpFejUmgDwmXwdtxULTeKCtYyLbkDEt5ZOjlF3gmLyyb0wu7y8MKE3mTkm0mMNJLaOx63LFNotpNTbCU+zIhWpeCxUV2Y/d/9bP+1gMggbznS4VPe81CPrPA7IN987oaSG5FGLRsfCjyzbBfu7YbxZeVNehUTrmnLxP7t/et9Nq0Ho5bvILvIArJMZqGFjx4cwId7shncOYaThRbCjRqCdCpKLIFCvy53zf7s6smYlZOvI+XVb9gw8/xntdf2fvlG6zZFqN+go5wzZw6jRo3i66+/5umnn+ajjz4SoyAElz1+HcbKukK9WllD8Xz9jAH89b97ef3Oa/1OIKFKudHsm66qUW8ZH64ns8BC+0gjaoXEuCpiEBtnDeSt7RlMTe7A0k9/IbPQwqp7k4gO0vD4qK5Y7Ad54parOV5gpkdbEwUVdiKMWr/C+JkSa4CDauyZZYnFwaLU7ox//buAAvFHhnfm0Q8P8PWvBf7Me4coI20rRYN9qkzpswby3veZ3Hx1HCcLLfQymLilZyyf7D9T78iHwgp7tc4kKx65cVMr63u/fDtU32jdpgj1G3SUJSUlTJgwgdWrV/v7vtPS0n73CwsErZ2qGfECs52Ms4FqO6dLreQWW8gttpJfZiOqUkbt09nJ5JfZyK6Wlc0sNOP2eGgfGcQz6T/z6KiulFjOjbU9mFPKbX0TOJxbxsLU7ox99RvMdhdZDhdtQvW8NvEa5qw94Be2/ejBGyizuQhTqCmosOOWYf2MgTyx/hBZlc4IAusNq0qo+c74coutmB0uf72kb5jYz6fKWTy+B7P+s5e92SXkldn4z339OVNqo6AiUPl9Yv9Eym0u2kca2J9dymOjujFr2FUEa5WolLWPfEifNZCr44w43VBiddLGpEelgCsjjY0eVVHb++X7cDhfZ1sfDTpKlcp7SXR0NF9//TXR0dGUlpY2mQECQWvHvwPzBGaNo4J1vDUpCavDRUSQ7lwJUeUf6+kSa8D1CeEGblz2FSF6724U4P5BHRjZPY4zpTaubhtCVqGFtmF6sou9u06jRkXqa9/4u3IWpl7NsBe2MaxLFGqlgtxiKyE6FRqVRLHFQXSwjv+96xokSfLvpAoq7Mz5v/3MGd7ZnxGumtH2juq10SnaWy/599FdcbplbG43xWYnz93Wkzve+p7ECCPRwTrcnkDVoViTjv0557Ld/9qeQWah5ZxmZeW43qqjgp+5tQcniyz8791JqJQSSknC4XazfsZATlTu4JdsOoIELL+jD2qlolkLyhuiQUf5wAMPUF5ezqOPPsqiRYswm8089thjjbr59u3bWbJkCR6PhwkTJjB9+vSAx3Nzc3n88ccpKioiNDSUZcuWERsbe2ErEQiamapZ8bZhemRZZtI75wqpV01JwurwsD+rmNhQPUq3z1mYSYww8tIXR3F5vLuw7MoaxikDrmD0P8+JC2+cNZDHPjrA4tQerJqSFNDrfDCnlN4JJoZ0jqw1rH9vVyYnC62sujeJ+LBzu6mcIksNpaJPZg5Aq1Zg0qoprFT7WX1vP5QKCYvDzbgqyZj1MwawaXYykUav440yevu6D+R4tS6f33yUOcM7k1lgDtgNnygw8+IXRym1Oll9b7+AUcHV9SfBWxSf+to3/lntG2cNJLfYgkKS+O8PJ/nzdYktNtq2QUc5ZMgQAIKDg3n33XcbfWO3283ChQtZuXIlMTEx3HbbbQwdOpSOHTv6r3n22WcZN24c48ePZ+fOnbzwwgssW7bsApYhEDQ/1UO76rJmOSUW7C4tf1mzB48MG2cNJLZK3/LWX/IBatQw+jZJPge67LZeRBq9oWrVtsZYk4592aUsHteDzMrpjgoJlBLkFFtYemsP9mR5o72qbYIJEQb2ngycpHiqxFtM3zbMgEf2EGZQsy+7lJ7xJspszoBrSy1OokK07M0q9ofCMSE6+iRKZBaYmTuii38+UaxJR3axhVE9Yrkyysi8UV29vy8JIgya2gvfSyxolApsThchejVuDyRGGHC5PRSZnejUDm6/LhGXp/Htj01NnY7ygw8+ICkpifbt2yPLMo8//jibN2+mTZs2PPvss3Tr1q3eGx84cIDExEQSEhIAGDNmDFu3bg1wlBkZGf7daf/+/ZkxY0ZTrEkguCjUJvCrVEoUmb0F4AdzSiFeRlUZNtZVw7hyShLPfXaUw6dKaR9p9I9q9SnyVN+55ZbY6BBpJLlTJI+N7kq51UmsSY9blugYFcRj6w7yXFpPf3hdW0ZYrz4X0n8ycwBGrYr/90MWT6wvZcOsgXSOMfLbWW8BekSQJiA7nT5rIDEhOqKDdViK8tAGRfPA4Cv9Nv7j1h70jg/lRKGFOJMOm9NNqFpNud2BLEPH6JoqReDdUb70pz7klFjo0dbEY+sO8u2xAq6INPLu1H78llcBSKgUEmoVAYIlzU2djnL16tX+WsqNGzdy9OhRtmzZwpEjR1i8eDH/+c9/6r1xXl5eQBgdExPDgQMHAq7p0qULmzdvZtKkSXzxxReYzWaKi4sJCwv7PWsSCC4K1dV2NEoFf/u//f4C8FiTjqwiKxa7iy5xIagUEl3ijIx46VwNoy/LPGPIlSRW1kL68CVceid4hS3mDO/M85uP8vyEXkQYNDyX1jOgZnPVlCSQYN7ILt7Ruones9XqGfw4U6B8WVahBYNGyawhHYkx6SgyO3h7chIapVcT83h+YFKq6r2tFgvtEry7y+xCC89P6IVSAcNf2hEQ5p8oMJMQZsDscBFqUPPZX5PJLPDa4jujVCkJ6AlfM60fTpeH/HI7KgWolQoKKxwYtUrULgU2R2BpVnNSp6NUKpX+kbRff/01qamphIWFccMNNzRZeDx37lwWLVrERx99RN++fYmJiUGpVNb7HLvdzpEjRwCw2Wz+ry9HxPouDUKVSiz54FCreTatJwer7ADnjuji15jcMHMAoGD9gzeQU2qjzOrg6bHnssz7skvpEW/CUXoWq+WcOK1Wp6Nn2yiyiiwsHX815sLTlJ5xUqwKqxHCRgVp8XhkurcNoaDMQsnpLP+4BoBogwGVQl9jimKx2cmtb3h3mL5Ek0IhYXV4aBduYHCnSLZVZttjTTpOnC2j5HQWLpeLo0d/ASBYqaT0DBQrA+06nFvm70f/z7R+OFwy2YUVxIfpcZbn43C5cLvdFCtDA55XZnWy7ehZ7uyfyMlCb3LrzW3e8imFJLM4/QiPj+pMWV52877B1OMoFQoFZ8+exWQysXPnTv7yl7/4H7PZbA3eOCYmhjNnzvi/z8vLIyYmpsY1r776KgBms5nNmzcTEhJS7321Wi1du3YF4MiRI/6vL0fE+i49PB4ZVaJEZoGFJeO6B2hMHsoto3eCCZ1WiSxLrJ8xkBKro9ZES3hYzSxvXFiQ94tw779embOaIeyTnxzi6bHdkWWJiNh2Ne7jcnkCkkwqBTyx/tA5O095M9irpiQhA0pZZtmEXhw769XWfH7zUV78Uy88cgiZ+WW0jwoJeI3qdsWadP5+9BOFZrRKBfPWHSAhzMDrd52rQa3+vLaheu65ob1X+s7sQKdW8cCNV+LyyGQWWCoHkDmb7P9QfR/adTrKhx56iLS0NDweD0OHDqVTp04A7N6923/uWB89evQgMzOT7OxsYmJiSE9Pr6FC5Mt2KxQK3nzzTVGfKbjk8ZUSRRq1NYRnfcmYnvEhTHxrJyF6jf8MsupOyics8f8aELmtGvr7QtgH1/zECxN6oVErOF3i1X+sroruE9mNCdFRYLbjcHkC7Gxj8g438znM5X/ug8mgplOskVNFNp6f0AuPDKOW76BDpIEl43tysnJ0ra8F0WdXfJieRz+s0o8easCoUbLuwQFkFVpwe2RcLg8qlSKgdzs+3IBKCRa7JyAc3zhrILklVtpFGFEpJMKCtH619domRjYVdTrKbt268dVXX2E2mzGZTP6fd+/enZdeeqnhG6tULFiwgGnTpuF2u0kYa+VdAAAeM0lEQVRLS6NTp04sX76c7t27M2zYMHbv3s2LL76IJEn07duXJ598smlWJRC0MAqFhLX4TK3JmBMFFtpFeJWHckusXJNoIjpY4y+L8TmqhnqUq2fh88psWBxOjFoVZ8vt/l2YRll7Z4rPqXs8cqVjM6NXq/wZbJ8dBRV2ooI1HMvz7kDVSjhTamdYlygevtlbFtQuwsC7353gnhvaExmkCxjt8PyEXgHnuE63h5Rq88TjQvU11uPxyGScDawsOFhFVm7VlCQigjQ88t+9PHFL92ad912no5w/fz6lpaUkJSWRnJzMtddei0qlwmBofN/k4MGDGTx4cMDPZs+e7f965MiRjBw58gLMFghaP3abjfYhOnonEJCM+cetPcgqNDPp+kTahurJyLewfsZArA4XZofH76jOt0c5KkjLmvv6Y3N4aggQ/3qmjNBK6bi6ZtZEGDTkV9h5fHSXAIfZOTaYW6q0LH4ycwBhBg1/vekqxr76DbLsHTuxYaZ3Zo7bg1/Yojbnt+tEoPOrq2WxNum7qmF8TokFm9PFzKGdCNGrKDHbL76jfOutt7Db7ezatYsvvviCZ599ljZt2pCcnExycjJt2rRpFoMEgssJ70hWb+b6RKGF59J6olVL/Hf69bSp7JmuGlbqNfDM+O5+HcXzfa2oIB27TxTWKkAcpFNTXDmnu7YQtWpI7nWYXWkTqiO/PLBlMavQQrBOhYTE25Ou84/LOFtuw+pwU1DhQKmQiK6jz7x9NX3KxHo+EHxF/jlFFtqE6plbLYwPN6oZXNntlF7PPKHfS70F51qtlkGDBjFo0CAAsrOz2b59OwsXLqSgoIC1a9c2m2ECweWCSqUgxqQnxnRu1xRu1PH98UCHlllg5oUvjvLGXdf6aykvhOq7sOo1k66K+nde1XeBSkmqMfpCrVQgyZBXbsfh9qCQvM+5/90fcXngowcH1Hn/6hMb6/tAqD6h8fnbevnHZWhVCpZ9/ou/2ym3xNqk/d1VqddRbtmyhZMnT9K5c2cGDhxIQkICd955J3feeScOh6NZDBII/igkVitYT4wwsOCWq8k4W4HD5UGjVBBu0DRKm7EqVXdh1Ue++naDyDLHC8y0jzCi10iE1FO87XNsmZUJG51aIlSv5VSptUaIv2R8TyKDtJRaHSRQ+06x+sTGxqJQSMSYvOMygBrdTgnNOMa2Tkf51FNPcezYMfr06cPLL7/M/v37AzpnNBpNXU8VCASNoKoDSgjXY3N5AsbKrr63H26PfN5F1VV3YadLrDVqJpWSFCCTtnHWQOyuuneZdTm2UyWBs3ByS6z+DHf6rIEXpAB0PlTPkjckXPx7qNNR/vjjj6xfvx6lUonVauXOO+8ULYYCQRNSvUwnp9gaMFa2xOIgWKeixGYn3HBhoXhtu8HsImvAmePJQjOhevV5J0Kqz8IJ0av97ZvZxVbmf3wAjwfKbE42zGr6CYm1Zf2baypjnY5SrVb7u2T0eq9SikAgaHqqCunWNlZ2/YwBmG0W1EoJhSSdVzhe227Q7pSrhfxGlBew84oK0rJhxvWcKXPUSLS0jzDwzuQksgottIswYLE7geZV/qk+lbGppj1CPY7y+PHjpKSk+L/PysoK+H7Dhg1NYoBAIPASFaRl00PJZOQHCgRXLfwOM6opsTqI/B3JnsjK2sXMwsAzyvNFoZAoy8vm2q5d/fWSvrDX7ZEZW6VWcmNlKK5UEDBkrCnD8RoiJU14Zlmno9y0aVOTvYhAIGgYRWVJjUygQLC/AL3EQn65gq5xwf5pkBfiaNRq5QUlUxqyvWoYXFtGf9nmoywc250J/9pJuNErufZ7svvVqX5m2VTTHqEeR9mmTZt653oDyLLc4DUCgeD8qNoCqFcr/YXfV0QYCdKpOFFgwWRQo1JChLF5w9kLpXpGv12EgYM5JeSUWBjYMZK/De/M8XwzQK1F8BdCdWfdlNTpKO+55x6GDx/OsGHDAorLHQ4He/bs4eOPP6Zfv37ceuutTW6UQPBHpuqIBl+nTGyIDo1Kweh/fhNwdml3Wr1nlwoI07fcqITqVM/oL9/yKyF6DfFhBv5W2aHkG03RO8FEVPDFkUu7UOp0lCtWrGDt2rU88sgj5OTkEBISgt1ux+PxMGDAACZNmtSgeK9AILhwqjrMQoudY3nmWs8uV9+bhMcjY3faUCnOL9nTXFTv8rn9unbMGdEFlRJ+yzP72zn/PrordpeHfdnFtA1rnjKipqBOR6nVav3F5U6nk+LiYnQ6XYMyaAKBoGnxtSZ6PLWfXWYVWnB5PDy14WfevTeJn0+XEmPStwqnU1s47I6CvSdLmDO8MwpJotTqIq/cjlqpRKmAyKDWd5zQ4Mwc8JYKRUdHN7ctAoGgHs6dXQaq/LSLMFBY4U2Y5JZYQaZWebXWQmRl7/vPp8rpEG3k9re+D9DibI00ylEKBIKWp7rKz6Mju5AYYcDp9vDkJ4cJNQT2dW+sFInwzfX2SZ01t3ZjY9YRFayjWxs4URhY+3iqxEZ8WPO1Il4owlEKBJcYVYvIPR6Z/HJvwifOpA/o6z5ZaEGtkjiRbyFIq+L1r49xKLeUlZO9Y3VVlTN5WuI80+csPVCj3701IhylQHAJU1Uoonpfd/sIA3P+bz+PjuxKmdXJotTuWBwuCirsnC238Y9Pj/De1H4BqkYX3fZgXbPVPjYlwlEKBJcJ1eXLLA4Xj9zUmbtW7AqY1JgYYaTM5uKFCb05XmBGqhxp2xKheHPWPjYlLVtDIBAImgxfSN6/QwRxoXqC9WryygIVfnJKLOSV2dAoJN7cnoHJoOF4vpnTpVbOltlwuTwtvIrWiXCUAsFlSqRRS4+2JsKNXklEnyp4G5MerVrJ3de3RwGEGdQcyi3D4fZQZPGG5R6PEMGpigi9BYLLFF9Y62uH9GW8Aca89E1AOP6v7Rk8PbY7VqeLNqF6Csz2FgvHWyPCUQoElzG1nQHuySyqEY4vTO3OtFW7iQ81kFNi4a17kpDl5ptqeKkhHKVA8AejuhxZuzADCgnWPTiQk4Vmrog0UmJxkF9mQ5LgdLGVuDD9H3qHKRylQPAHo7ocmVIBTpfM3A8PMGd4Z/Znl9Iz3oTV6UL2eNCqFTic7nonOF7uCEcpEPzBqC0c35lRwJzhnZny7x9oF25gUar3vFJt0hNu1KKsTPvmldtQKiTC9S0vvHExEY5SIBDQIdLIvuxSSiwOVk6+LmC64qopSYQb1UgSlFldON0ybrfcbKNhWyPCUQoEAsINGnrGm7gi0sipUmuNZI/T7e2YiQ7RoVdLnC1zcLbMRmRMAh6PfNmH43+cvbNAIKgTtVpJVJCWNdP60b1NzdpLtVLJbf+7k7GvfovFIRNq0PDrmVIeen8/+RX2Fra++RE7SoFAAFR29pi8QhufPpTMySIzcSY9KqXEA2t+8ottHDpVyvItR3l3aj/ahgfh9si4XJ7L+szy8l2ZQCC4IHxCG0lXRJAQbkAhSQFiG1fHhfDO5H4cO2umfaSR9AO5FFku712l2FEKBIJ6qSq2YdSoUCkV3PLKuc6e9FkDycg345FBo5IosbgwalWtQmG9qRA7SoFAUC++cqJO0Uaig9WcLAyc3ZNZaCYiSMv+7FLsTpkgrYoKu+uy2mWKHaVAIGgQhUIionKWjUeWAjp72kcYGf/6N5wp836/Zlo/gjRKHC75ssmIC0cpEAjOi8jKcDuz0Ez7CCOlVgdnys7tME8WmtEoFfzj0yP8577+RAdf+v3iwlEKBILzQq1W+kdRZOfmYjKGB+wwveVEklcYON8McMn3iQtHKRAILpiKsjI6x7XxS7nFmXTYnG6cHtk/t9vmcPNjQRGJEUYiDBoKLY6A0Q+XggMVjlIgEPwuqvaOezwyBWY7x/PNzBneGadbZtzr3/l3m+tnDKDE4mRR+hGyiix8Ojv5kpByE1lvgUDQZCgUEtHBOjpEGSmq8LY/Vs2Q/3yqjNn/3cvTY6+mpHJneSkgHKVAIGhyIo1ausQFEx9qCGiHjDXpyCwwc6rUSocoIwmtdDxtdZo19N6+fTtLlizB4/EwYcIEpk+fHvD4qVOnePTRRykvL8ftdjNnzhwGDx7cnCYJBIKLgC8cV6skPpk5gFMlVkJ0auatO0ioQUPvhFDendqPzAILDpcHnVpBeCvWumw2R+l2u1m4cCErV64kJiaG2267jaFDh9KxY0f/NW+88QajRo1i4sSJHDt2jOnTp/Pll182l0kCgeAiolBIRFbWXrYx6cmvsPPEmK7Eh3t3kaOW7wiQcnN7Wu/oiWYLvQ8cOEBiYiIJCQloNBrGjBnD1q1bA66RJImKigoAysvLiY6Obi5zBAJBC+LbYV7bPpyYEB05RZYaUm5nSqwtbGXdNNuOMi8vj9jYWP/3MTExHDhwIOCamTNnMnXqVNasWYPVamXlypXNZY5AIGhFVJ/bEx9qINakJa/M1ipLh1q0PCg9PZ3x48dz7733snfvXubOncvGjRtRKOre6Nrtdo4cOQKAzWbzf305ItZ3aXO5rw8ufI1anY6NM64np9ROnEmPRinjdLq45bWdfue5Ycb1AOQUW4gPM2AvzcduszX1EhpFsznKmJgYzpw54/8+Ly+PmJiYgGvWrl3LihUrAOjTpw92u53i4mIiIiLqvK9Wq6Vr164AHDlyxP/15YhY36XN5b4++P1rbBMe5P+6+hjd3FIH89Yd4Hi+mXCjhk9nJ9OhGc8w63P4zXZG2aNHDzIzM8nOzsbhcJCens7QoUMDromLi2Pnzp0AZGRkYLfbCQ8Pby6TBAJBK8YXjoO3lKhNqLeUCCrPMVuw5rLZdpQqlYoFCxYwbdo03G43aWlpdOrUieXLl9O9e3eGDRvGvHnzmD9/Pv/+97+RJImlS5ciSa3jTEIgEFxcahujG2qoco4Z3nI1l816Rjl48OAadZGzZ8/2f92xY0fef//95jRBIBBcIlQfo+vxyAGOMypI22K2iV5vgUDQKqlt/niL2dLSBggEAkFrRzhKgUAgaADhKAUCgaABhKMUCASCBhCOUiAQCBpAOEqBQCBoAOEoBQKBoAGEoxQIBIIGEI5SIBAIGkCSZVluaSPOh3379qHVtlwrk0AguDyx2+307t271scuOUcpEAgEFxsRegsEAkEDCEcpEAgEDSAcpUAgEDSAcJQCgUDQAMJRCgQCQQNcEo5y+/btjBgxgptvvpk333yzxuPPPPMMqamppKamMmLECPr27dsCVl44Da3v1KlT3H333YwbN46UlBS2bdvWAlZeOA2tLzc3l0mTJpGSksLdd98dMJTuUuCxxx7j+uuv55Zbbqn1cVmWWbx4MTfffDMpKSkcPnz4Ilv4+2hofRkZGfz5z3+me/fuvP322xfZuouE3MpxuVzysGHD5KysLNlut8spKSnyb7/9Vuf1q1evlufNm3cRLfx9NGZ98+fPl9977z1ZlmX5t99+k4cMGdISpl4QjVnfrFmz5HXr1smyLMvfffedPGfOnJYw9YLZvXu3fOjQIXnMmDG1Pv7111/LU6dOlT0ej7x37175tttuu8gW/j4aWl9BQYG8f/9++cUXX5RXrFhxka27OLT6HeWBAwdITEwkISEBjUbDmDFj2Lp1a53Xp6en1/nJ1xppzPokSaKiogKA8vJyoqOjW8LUC6Ix68vIyKB///4A9O/fv973tzVy3XXXYTKZ6nx869atjBs3DkmS6N27N2VlZZw9e/YiWvj7aGh9ERER9OzZE5Xq8p0s0+odZV5eHrGxsf7vY2JiyMvLq/Xa3NxccnJy/H90lwKNWd/MmTPZsGEDgwYNYvr06cyfP/9im3nBNGZ9Xbp0YfPmzQB88cUXmM1miouLL6qdzUn130FsbGyd/4cFrZNW7yjPh/T0dEaMGIFSqWxpU5qU9PR0xo8fz/bt23nzzTeZO3cuHo+npc1qMubOncsPP/zAuHHj2L17NzExMZfdeyi4tGn1e+WYmJiAw/28vDxiYmJqvXbTpk0sWLDgYpnWJDRmfWvXrmXFihUA9OnTB7vdTnFxMRERERfV1guhMeuLiYnh1VdfBcBsNrN582ZCQkIuqp3NSfXfwZkzZ+r8PyxonbT6HWWPHj3IzMwkOzsbh8NBeno6Q4cOrXFdRkYGZWVl9OnTpwWsvHAas764uDh27twJeNdpt9sJDw9vCXPPm8asr6ioyL9DfvPNN0lLS2sJU5uNoUOH8vHHHyPLMvv27SM4OPiSOmcWXCKiGNu2beOZZ57B7XaTlpbGAw88wPLly+nevTvDhg0D4JVXXsFutzNnzpwWtvb8aWh9x44dY/78+VgsFiRJ4n/+538YOHBgS5vdaBpa32effcaLL76IJEn07duXJ598Eo1G09JmN5pHHnmE3bt3+3f5s2bNwuVyAXDHHXcgyzILFy5kx44d6PV6nnnmGXr06NHCVjeehtaXn59PWloaFRUVKBQKDAYDmzZtIigoqIUtbzouCUcpEAgELUmrD70FAoGgpRGOUiAQCBpAOEqBQCBoAOEoBQKBoAGEoxQIBIIGEI6ylWKz2bjrrrtwu93k5OTQs2dPUlNTGT16NAsWLAjozJk2bRpnzpzhq6++Yty4cYwdO5bRo0fz/vvv1/sa69atY+HChedtW1FREVOnTq33Gp9N1VmyZAk//PADAHfffTcjRoxg7Nix3H777Rw/ftx/XXp6Om+88QYFBQXcf//9/jXdd999DdrXFLW0L7/8MikpKaSmpnLvvfeSl5fHb7/9xogRI7DZbP7rpk+fzsaNG2u9x5IlS0hOTm6WLqp169bRv39///+JDz74wP/Yli1b6Ny5MxkZGf6feTweFi9ezC233EJKSgppaWlkZ2czYcIEUlNTufHGG/33S01NJScnh8mTJ1NaWtrktl+StKQih6Bu1qxZI//73/+WZVmWs7Oz/cotTqdTnjhxovz555/LsizLVqtVTktLkx0OhzxgwAD59OnTsizLst1ulzMyMup9jQ8//FB++umnL8i+efPmyT/++GOtj/lsqk5RUZE8YcIE//d33XWXfODAAVmWZfn999+X77//fv9jc+fOlQ8ePCg/8cQT/t+DLMvykSNHGrStd+/ejV5HXZSXl/u/XrVqlfzEE0/IsizLy5Ytk1988UVZlmX5iy++kKdMmVLr891ut3zjjTfKEyZMkHfu3Pm77alO1feuoKBA7tevn5yfny/LsizPnj1bvuOOO+Tly5f7r9+wYYM8a9Ys2e12y7Isy6dPn5ZLSkpqvZ+PdevWya+//nqT234pInaUrZQNGzb4i+mrolKp6NOnDydPngRg165dJCUlYTabcbvdhIaGAqDRaOjQoQMAX375JRMmTGDcuHFMnjyZgoKCGvctKipi1qxZpKWlkZaWxp49ewDYvXu3f5cxbtw4v4rRsGHD2LBhQ622+2yqzubNm0lOTq71OX379iUrKwvw6jceOXKEq6++mrNnzwYISnTp0gXwtjpOmjSJ8ePHk5KSwpYtW2q974oVK0hLSyMlJYV//vOfAFgsFqZPn87YsWO55ZZb2LRpU43nVS2WtlqtSJIEwIwZM/jss884cuQIzz//fJ0ts7t27aJjx47ccccdpKenA/D888/z3nvv+a955ZVXePvtt/F4PDz11FOMHDmSKVOmcN999/HZZ5/Vet/aiIiIoF27dpw6dQqz2cyePXtYsmSJ/3UB8vPziYqKQqHw/snHxsbWqwgE3o6iqvf4IyMcZSvE4XCQnZ1NfHx8jcesVis7d+7kqquuAmDHjh0kJycTGhrK0KFDGTJkCI888giffPKJP+S79tpr+eCDD/j4448ZM2aMv2+8KkuWLGHSpEl8+OGHvPLKK36FonfeeYcFCxawfv163nvvPXQ6HeBtTfQ50+r4bKrOTz/9xNVXX13rc7766iv/mn7++We6dOmCJEnceeed/P3vf+fuu+/mjTfe8KvuaLVaXnvtNT766CNWrVrFs88+i1ytd+Kbb77h5MmTrF27lvXr13P48GF++OEHduzYQXR0NJ988gkbN26s03m/9NJLDB48mA0bNjB79mwA9Ho9jz76KHfeeSdjxoyhffv2tT43PT2dMWPGcPPNN/P111/jdDoZPXo0n376qf+aTz/9lNGjR7N582Zyc3PZtGkTzz33HPv27av1nnWRnZ1NdnY27dq1Y+vWrSQnJ3PFFVcQFhbGoUOHABg1ahRfffUVqampLF26lJ9//rnB+5pMJhwOx2Wl5HShtHpRjD8ixcXFBAcHB/wsKyuL1NRUJEli2LBhDB48GPA6n7lz5wJeZ3f06FF27tzJO++8w3fffcfSpUs5c+YMDz/8MPn5+Tgcjlod8HfffcexY8f831dUVGA2m7nmmmtYunQpKSkpDB8+HKPRCEB4eHidmopVbapKfn5+jR71OXPmoNPpaNu2LU888QTgdbSDBg0CIDk5mS1btrBjxw62b9/O+PHj2bhxI8HBwbz44ov88MMPKBQK8vLyKCgoICoqyn/vb7/9lm+//ZZx48YB3p1kZmYmffv25dlnn2XZsmUMGTKkTkX8hx9+mIcffph//etfrFmzhoceegjw7rRCQkKYOHFirc9zOBxs27aNefPmERQURK9evfjmm28YMmQIhYWF5OXlUVxcTEhICHFxcbzzzjuMHDkShUJBVFQU/fr1q/W+1dm0aRN79uxBo9GwcOFCQkNDSU9P55577gFg9OjRpKen0717d2JjY/nss8/YuXMn33//PZMnT2b58uVcf/319b6G730OCwtrlE2XK8JRtkJ0Oh0OhyPgZ+3atWP9+vUBP8vOziY2NjagL7pz58507tyZsWPHMmzYMJYuXcrixYuZPHkyw4YNY9euXX6lnqp4PB4++OADtFptwM+nT5/O4MGD2bZtG3fccQcrVqzgyiuvxG6317i2Lpt8aLVa7HZ7wM+ef/75Gn3P3377rT9MBggNDSUlJYWUlBTuv/9+fvjhB8xmM0VFRaxbtw61Ws3QoUNr3FuWZaZPn87tt99ew5Z169axbds2Xn75Zfr378/MmTNrXOMjJSWF6dOn+x0lgEKh8Ifj1fnmm28oLy9n7NixgDcK0Gq1DBkyhJEjR/L5559TUFDA6NGj63zNxuBL7PkoKSnh+++/59dff0WSJNxuN5IkMXfuXCRJQqPRMHjwYAYPHkxkZCRbtmxp0FE6HA5/FPFHRoTerRCTyYTb7a7xh1+d7du3+8NGs9nMrl27/I/98ssvtG3bFvCqovtkvT7++ONa7zVw4EDeffdd//dHjhwBvDvZzp07M336dHr06MGJEycAyMzMpFOnTvXaVJ0rr7zSfw5ZF+Xl5bhcLv8OZufOnVitVsC7y83KyiIuLo7y8nIiIiJQq9V8//335Obm1rqmDz/8ELPZDHgl3nw7Or1eT2pqKlOnTq01DM3MzPR/vXXrVv95b2NIT09n8eLFfPnll3z55Zds3bqV7777DqvVyujRo9m0aROff/45I0eOBOCaa65h8+bNeDweCgoK2L17d6Nfqyqff/45qampfPXVV3z55Zds27aN+Ph4fvzxRw4fPuw/tvB4PBw9epQ2bdrUez9ZlsnPz/f/P/ojI3aUrZQBAwawZ88ebrjhhjqv2bFjh/8sUZZlVqxYwYIFC9DpdOj1ev7xj38AXoX02bNnYzKZ6NevHzk5OTXu9fe//52FCxeSkpKC2+2mb9++LFy4kFWrVrFr1y4kSaJTp07+kHjXrl3ceOON9dpUnRtvvJH333+fCRMm1Lmmb7/9NmDNhw8fZtGiRSiVSmRZZsKECfTs2ZP4+HgeeOABUlJS6N69e62ObODAgWRkZPh3lAaDgWXLlnHy5Emee+45FAoFKpWKp556qsZzX3jhBU6cOIEkSbRt25ann366TpurYrVa2bFjR8D1BoOBa6+9lq+++orRo0djNpuJjo72S62NGDGCnTt3Mnr0aOLi4ujWrZv/6KW6SlZ9bNy4sUb51PDhw9m4cSPDhg3jiSee8EcqPXr04K677qr3focOHaJ3796X9YiHRtOSKXdB3Rw6dKjeIVt2u10eP378RbQokIkTJwaUl8hy42y6/fbb5dLS0joff/zxx+W9e/c2iY2XEhUVFbIse0uohg0bJp89e7aFLZLlRYsWyd99911Lm9EqEDJrrZi1a9cyfvz4VjcWoaioiJ9++ombbrrpvJ+7f/9+tFqtv8xH4OXuu++mrKwMp9PJtGnTuPXWW1vaJD744AP+9Kc/tbQZrQLhKAUCgaABRDJHIBAIGkA4SoFAIGgA4SgFAoGgAYSjFAgEggYQjlIgEAgaQDhKgUAgaID/D87UPVMI1z+VAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(x=PSALES_REL_PAST, y=PSALES_REL_FUTURE,\n", + " df=df_psales.loc['WMT']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following plot shows it for ticker MSFT, which also has downwards-sloping curves, but even more spread out." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(x=PSALES_REL_PAST, y=PSALES_REL_FUTURE,\n", + " df=df_psales.loc['MSFT']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also make a simple plot of the P/Sales for each stock where the mean is shown as a red line. The following plot is for ticker AAPL which seems to have a tendency for mean-reversion. The P/Sales in the beginning of year 2020 was historically high, so we might \"forecast\" that it will revert to its historical mean over the next year or so, which would cause the P/Sales ratio to drop maybe 40%, and unless this can be offset by a similar Sales Growth, we might expect AAPL stock to drop significantly over the coming year or so - unless the stock-market has \"decided\" that it wants to continue paying a historically high P/Sales ratio for AAPL stock.\n", + "\n", + "NOTE: This text was originally written before the March 2020 stock-market crash due to the Corona virus." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8efPEHI/bRFmLzzs+GS9VNeN6nRbrCkrQwuk5qubUeOE+KefekoY+cQq77wgEU724SoMT1hvFQJQ6gcAy/5PD7OsvDl1jX6t1/usx/Ox/TwMArtcJ9TmykRojbuCD20p95cqVeO655yCVCn9k586dmDVrFhYvXoyKigrB47xBuNVSNwk0by0qa7RbKOWGLlardezrNffl8n7e35b65WrbbEhvIk0+CASGqzU2xbntTCX7esk3p/wxHAA2F2lYSNv9GIR6OXgLt9wve/fuRXx8PAYNGoQjR47wHjN58mTMnDkTCoUC33zzDZYtW4b169e3+d16vR4qlQo6nQ4qlarN4xnqq/ldQOz+xiYoTFr2faK0hf3+cyXV9LZwGa9sdVMTjEajR+NpL1zZ3CzWq6U32Ncbjt7AuCQL+iZ4t7i+p9ecyA5++Z1BtgT8eSSnrtcJfr+vzruyuhYqlf3M2pVsMcbkllI/efIk8vPzceDAAej1ejQ3N+PZZ5/Fu+++yx4TFxfHvp4/fz7eeecdtwagVCqRnZ0NlUqF7Oxstwd+k6oCDlQL7g8Nj8ThcrqN99GXbkdSVCi7r9t5I3C1GUunDUR2di8n2bFnDQipq/NoPO2FK5v2+9PTyW5JqQBsacdPbbnZZshWo9aAJ/9zEm/NGYQ+iRFt+hc9vebeJJBk12j0kEjE70gjJN+XdAbZk/preJvEGy0Swe8X/7yvAgBi4uKc5PDLpo/vyJiEHghuzQOWLl2KAwcOID8/H2vWrMGYMWPsFDoAVFfbFGx+fj4yMzPbPVh3YLKyHKcyva3ZpI2tRtyobwUAO4UO2HzUfP0DGfxR+2XHOdtU8vkfijz+fP6Fahy6UofffXEMfV7YhoPFzjc+wZmRb+/GiLd2+3sYBDcR6k0crpCjWqPj3ecrhNzBvqRDzp333nsPe/bsAQB89dVXmDFjBu6++26sX78eq1at8soAhWDiyB2V76p7BgMAokNDBD/L+L+EfFsBsE7aLvIv0A/Wkjra7fT7L477czgEgigIJePVNusx6u09OO6H7NI+1oz1P00S15h1B4+Tj0aPHo3Ro0cDAJYsWcJuX7p0KZYuXeq9kbUBo8vHZSbitv7d8Pr/ztPv+yZicFoMjGYLRvSOgzLEWXFnp0ZjS1EFerroceqP521Hu4tvcagl/5uRzqGaBEKwYzBTyO0Zi8Ibjbz7V22/gB/+NM6nY6rV6HH7gCQkRYe2fbDIBG1GKYNMKsHC8X0QExbCKvqwEBn0JjOMFgrhPNE6T0zKxMSsbhgs0JmkqdWIiiYdzBZK9OI7nuBpHG4gZNoRCN7GYDIjxEUGodg9QB2hKAoavQl7Lgiv8fmSoC3o5ejynjusB+4dTlum9VoDisqaYLZY7DJJGWRSiaBCB4Cd56sAALvOVwoeIyZCbiFPM0v5ygoT7OE2Hic19AOfE9fr8evVepeL2r42xFqsodMTshJ9KleIoFXq4/omYGxGAl6c7rx6fLm6GVqDGVq9GaFuxI0KUdfiXMHRFzBlDl5yOLdWgU4qQgTCok2gw2087m7PW4L/uPcjOvHo8NU69IoP5z3G10q90VpNddbQ7j6VK0TQKvVwhRwb/jgGfZMiBY+5Wtti13DaUzQ+zFCzcBQwo4xvNrbaHdPioVLPD5DpYCDD7XxFauwED0N6xGLjovG8+3yt1H8prgUAxIYJB2f4kqBV6u7SEaW+evsFdkpecLkWpXVawWO/PVaK+g5Y9lqjs8Iua7BX6ietZQOECJSOTcGEnVIn5RiChk8fGo74CAVKVs9wyt/wtVJf/uMZAEBcB3SNN+mUSn1Mhq3sZUeUOgC8seU8dEYzHvjsCBb881feY67VtmDZD2fw1IaTvPvdQat3nhU8Mq633fvV2y8Ift5sofxe2iAY4ZaPIHXrA5+02DDMHZbm0q3qr+AGph6Vv+mUSn1Obhr7uqNKfV1BCf76M93I+mZjK85bs1S5MBUgazR6p33uwrhWYjhTuPSECLtjJvXvJvh5HY+lDwAVTa282wk0RWW2/q9Epwc+FopqM7rFXwFrWUnC3dh8SadU6tzSut2iPE/9Ht47zu59LafU5/T3DzodzzSzkHQgbYmZ+ody4uplUglWzBrIvu/bTXj9oFVAqS9cd6zdY+oKXOHUEDKTqU7AY6Eo3nrk59+Yipzu0QDsm+P4grTYMMwb3iNgwp87pVLnPsmT2qHU//PYaLv3jW2EBqpbadfJxSqNx7IYjDxZrjKpBMM4Dxizi2gWociYG/XC6wAE+1r1ZhL9EvCYLfytLMMVcozqQ7tdk32cAGSyWNxqjuErOqdS51zgcIXnfq7QEJndw8DRreIYz8y15NsLW7qA23ZPIkE4p8NT4Y1GpC/fyutbFyrP62nETFeDuzhKLPXAh6IoQffK03f0AwD0Sxae0YqByUy57JnMx5LbswCIkxvRKZU69wK7U9+Yj0WT+7Kvmfrrc4fRvnrHTkTcqBdPY8kZ+IqMyaUSZHJcLlvP0GUAPt5/xenz5Y30GF+dOdBpH0EYbhijq5kQwX0+yC/GyLfFKZBmpoSzvJks05XbhAMKxMBgskDpYY10xoUkhh3RKZU6dyok1Mu0LbgPBiYJKS6cXnRtcYhU4S5SXq9vu/MJH4z7Rcl5CEmlErfLAhy+WgcASI0JxdEXb0fhq3kAgHuHkfovDS0GvPG/83bhiwzcGY6FWOpe4d2dl1Cj0eP9PcV2fYK9gcXC71MHxO/9yYfFQpcI8LTxBaNexLjnOqVS5/5x29tlhG+FnYmkeWSdfcNb7hTeVTlfV7BKXWbvU3eXSGsnqNv600WFYsMV6BalhEIeOL4+f3Hbu/vwr4Jr+Pev15322blfiKXuVdbsuoSvj5R69BmKojD/40P4+Sx/5zSKck95+6rkw2e/0HXRCy7XevQ5xmgU45brlEqdUYYDUtofYsSnm2PD6XDDszfVdjcNdwrf3mJCrPuFo4Q9WXx5ZwcddsmdmYQrZNhw9IbHP6zOBhOL7jjDAohSF5vzFbYQYK3RgpJa1zNZvcmCYyUNeOLfJ3kX+c0ufOrc34uvSmRcqqKjp+qbPUs8HJMRjzm53V0WJmsvnVSpM/+3/4LxWQOxYbaY96+P2hQlVzHUtRhQ2eR5oX7GT89tAMCM4dFx6Zg5JJXd7lg4iM+tANhi3l/86YzH4+mM8C2a600W9odFlHrHcbSQ9ZxKoW/urcJt7+6DxULhRr0W6cu34rRD+VzumtSEv+6FyaF0g8WFT13OscSMIpd8oCgKGp0R358oAwDER3qWDzO8dzzW/vYWj6quukunVOqMMuyIj43vxuEuhny0z7ZYyV04vfejQxizag80AopWCFapc3zqzBhW3J2DJzjF9x1dPBXWRVJH/3mgZLj5m8FpdEXOaJ7rYTBZ2GtOol86juODUc6xRAsr6ES4SrUOv1rXgD775Zrd8Y75FpWcJvEGkwU6o8UtRWg0ifu33HD0Bgav2Mm+/+iB4aLK8wSPlLrZbMacOXPw+OOPO+0zGAx4+umnkZeXh/nz56OsrMxrg/QURhl25CHIWN9x4bYMT27DjftG9GRf84UTepoAwSh17oOD+1zhKmjmYXXkah3Sl2/F1LUHAADzR9gr9YLLdR6NobPCLGTzVWHUmyxshJSFWOodxtHtIZVIoDOa7ZT9sZJ6dq3L0bJ3VOoltTYXzNLvTlu/s+1xiF2czbFYXvdY4YY7vsYjpb5+/XrB3qPfffcdoqOjsWvXLjz66KNOPUx9iU2pt1+rM0o5Ncb2xxqTkcC+DlfalCxfMwpPJeutN3Oo1SceoZDZjT+K056P+SHc96l9LZr2hm92doqtWaN8U3KD2cLmAhD3S8dxvIYXKzUY8MrP+PqIbZFaozOxbpZwh+i0WoeckAc/P8K+/t/pcgDuGUxiu18c19wCKPfIfaVeWVmJffv2Yd68ebz78/Pzcc899wAApk6disOHD/ut6QCzWOmNNYghnGYaITIpdj8zCQCtdBl4E388lO1oqSfH2GfFcS11ITeB49ZUzncI1Ybp7HDP2/GHfr5cjRqNns0YJkq94ziu7zALpa9sOsduM5otrEXuuM5RUkcvpC6/awC7rdlhgdudwmtiK3VHxPCNtxe3lfrKlSvx3HPPQcrTHg4AqqqqkJpKL+bJ5XJERUWhocF1qVixkHjBpz47tzt+f2sfvOKQzBMdRt+ERo4C4LMcPH2eVat1iFTKsa6gBIBzGViuH11I9/RPto/2ubWvbUG1q3ZBatDaohIc3S9vbKEVTaPWqtQ5f7TiKg2WfHMKGp0Ra3Ze7LIPRU/hrjUJYTBZ2N+MY7XFmw2tkEiA3pwGGO/8fAG7rd3IANcP3+mDU1gZYtLQEri/J7dW0vbu3Yv4+HgMGjQIR44cafsDHqDX66FSqaDT6aBSqbzyndcq6QUZXWurW98pJHtepgSlV4shl9LWv0qlglpH34w3yyugUtH+vpoGDeRSgHsfXbxUjPqIti8vI/tcaTWSI6QwmiXQmyhoWvWCY9domnn3lVy5ZPc+zGwLH7ty+TLqwux/QN685p7iK9mbVLYqjJXVNVCpzKzsX6/SXefvyIzE7ivNKLleikQTHW/8p81lKGkwoKGxCQdKWvDPA1fw4wN9vDKmznzdSyro65cWHQKZBChtclZ+NyurUFxLu1mam+rtxlNeXYcQqQQ3OGtyhpYmPLbe5r65WV0veA7DEihsA3Dx8hWY6m2lPtw57xtNBlyo0SOvL38o9PlqHVKj5IgJlWFAHIWjJfT2ISmhLr/b139vt5T6yZMnkZ+fjwMHDkCv16O5uRnPPvusnd88OTkZFRUVSElJgclkgkajQVxcnItvpVEqlcjOzoZKpUJ2tnNruvbQoKgFUIHIyHC3vrMt2UUrsiCBBGEKmXUqeB3xid2QnU2vL1h21iI2nLKrAdMnIxM9Bdpt8ck+/uVVxEco8K9HR+GBz47AAinPmOhEh7Bw5ryu2u11PP6VfhasL9wOAMjM6oukKHuXjjevuaf4SvYpdSkAesE4OjbO4V6jr9+fpw3F7g8LkNajB7IHJAMATJvp5Jf42BgALWg1UV4bb2e+7t3PG4GSFkwemIpj1xoAjlKflB6B/SUtqDUpcfgGPYv/d2ED+vXujofHpgMAYq6cR4isGWGx3QDQi5Hdk5MA2EIfh2akIju7P6/8CkkVgCr06JWO7J6x7HZ3zvuu5VsBAItmjOSNfrvry60IkUlgNFNsRch+yZH44akJLpMOxbrmQg8Kt9wvS5cuxYEDB5Cfn481a9ZgzJgxTguhU6ZMwU8//QQA2LFjB8aMGeM3PxMzi+5IKVwu4Qo5m9TDJDhwp/Jag8kuSoY7Bq3BhIGv/sy2vOKDWTSqbzGwDXUd68twYVKL48JDeMP0GLg3Wlf1F9v71PmvAbMGw3XDMolKXfOqtc3H+69g2fdFdm4RAOhvTfh7Jq+/U9XS+HD6XnWMHOG6bMwWOg6de7t+d8Jmte94eiJbDIsPhYz+nXbEp96oFU4kYu6hc9a+Cj8vmdjuLHKx6NBo3nvvPezZswcAMG/ePDQ2NiIvLw/r1q3Ds88+65UBdgQx4rSZP6CJoyBa9Ca2LgwD45/dXFgOrcFst4rvSF0LbeE/eVsmmzDkyidooegImBaD2e1mt3zZlF0B5uEYoZAJ/tAZq8zMWYBjqltuKiwXeYTBx+bT5Vi9/QK+PX4Dj60/brePuc8ilc6/vRYDfX0do8W4jWyMZgtCZFK7miilnMzS/ilRdklGjjCJZMYO+NT5Gs7zGUVKudTj6oy+wGOtN3r0aIweTdcbX7JkCbtdqVTi/fff997IOsCoPvH448QMPD4xw+vfLZNKIJHYr8C36M1sCQEG5iZw3M5HnTXFeFivOHYh1lUdeIqicKC4FgaTxe3a0d8cvYGXu2AFR8ZSbzGYcZnTEAOgk5Hm3JLGRmLkX6jGtEH0Yn9X71f61eES9E2KwtjMBKd9P560z0Fp0ZsQYVXizXozFDKpYM2lxEgl6lv0dpY4Y/UWV2nQ2GqETCqxCyVmeHH6AKdtjoRY5Xoap85t8s4XVPD5L1edtqXFBU5sOpfAmjd4iRCZFC9Oz0ZCpOcNMtz9fpfc6k0AACAASURBVOamMVsotBqdlTpjaTDJGCN6C68vMGFfCZEKhCvkWDFrIL754xin496aMwgyqQSVah0e+RddVCwlxj2lPpgTmtmV0JnMrII5cq3ebh9F0Q/pnvH0j/O/x8twsLiG93tSfNx4wd+8sumcYE9eJlqI4QSnIbrWYEK40n5BngnTzUpQYGiPGMHorby/H8DWogqEyKSYmpPs1KymlxtrVEw/Ak8fyn/fZQsy4Ksbw1fONz48MBpNO9IplbrYhEglrPulxVpa1NH9Uq3W48WfzkCjo/e7mqa9YO1GziQYPTq+DzJ4Wtc9OKY3xvdNRK3GNj1sq7PTUKsylwuEonZ2Wg1mpwQXBqbfZVJUKLtW8tDnR3mP7aolBPhyTcoaWgXf64222uLnXp+K39/aB78sm4J1j47EjP7Rgg2juXJk1pLT4/smYuH4dHa7Ut52ch3jHn3628I2j+XCzWR1d/0pUA2lrvlL7yBymZQtNPTt0RsAgFgHpf5+fjG+PlKKb47R+11Vb2TacLljiVAUZXcDtnWjf3D/MADwel3rYICiKBwvabDLtFXrjKxv10zZOtZwrbN0axQEF18ns/gTbnXEPi9sc9rv2OmLWzDOZKFYAyJCKccrMweiW5QSkwckQSKRsI1eHGniuDy41RbHZ9pyLXoltP37YHzqnpbp4Fr2jpa6kJJvb1lvsQnMUQU4ITIJm3z09jY6rMjR/cIsGDE3i6uKkcN7x7n0Q3LROywyydtIm02wVo9rT+XIYOc/R0pxvkKNiiYdulvdVENW7MS8DSUAAIvF/QS1ruRjd1x7cIdWgxkXKzX44WSZy5pLeQOTebczBb4A+3uaG+yQ6aLxOkN7FS33QcaNfqlvMSDzRecHGyB+0bD2QpR6OwiRSZ1W1x2VNmNNM1trm/XYfb6Kt6SAhaLcLj7m+Pkmq39zyoAk3uPDFXLIpBL8cNJ/Bdb8xU5OuF2Iw4+9skkHg9nidmPurmSpOyrGc+VNvMdxAxG+P3EDf7BGwjj29OUy95Y09vWdA5PZh+35clvddRnHVdinWwQA4Plp/HHpTmNvZ3ghd/bLHf9Pp24KfqaiqVVwnz8hSr0dyGUSpymaoyWns07/mNKhFyo1eGz9cd6m0e52cwGc49dbDCacf2MqPnlIuPSn2UKhpM495dWZYBJE9j93G6JD7WdS/5dfDAA4cIleGF08pS+EmDssDUYz5bdaRr6GWQdimPH+L7zHjc6IZ1+/sukca+G6alDBXVt6dmp/vD57EADg/fzL7HZu44ikqFCcfu1OPDGRv5CgI+2JGW/SGnGd8/vgGmjVauEZbrWLh5c/IUq9HYRIpazllpFIWxKzc+l48aHWLLZyq7uj3iHmtZRHudJ9F92TbeDEXQNAbs9YhCvkLm9mpgaMwWRBeWNgWhdi8PlBulZ374QILL2zn92+/zh0g+KLTQaAPokR7LRfKHmps+GqFwBFUVDKpZg3vAemDEhm8yoAQG19GLjqu8ldWwqVy3g7/zjOemPCQtyOB3eckbnD0Dd22r3nxtG7+oszdfoDDaLU24FcZot+kUoluGtQCqJCQ1CyegaWWaeJ3IQKLnw3Cd2iy72b9qq1HdjffjMUJatnoHdCRJufyUqORFSoHC9vPINxq/Ptust0ZrixykI/QMbV4Kjktzx1K66tmo69z95mC5PrIi4Yx6qIXFZsPge9ycKu1RS+mocQmQS39e/GHuNqQsMNwgoNkfK6Szxp4+hIR9rDMT0SuC5OxzBYhn3P3oYXp/un1ENbEKXeDkJkNku9Wq2zCytkLBGhMDrHZCGN3ox1BSXQeJjx2SOu7UgABq3eDI3OxLbe8rQrU7CSnhCOTKtPViiUjlHqUQ4ZkIPSYtgyF3xZiq5SyYOdZqvF/cH9tzjt+/IwXViLLcUhkeCWnnFuV7HkGi/KEBmvZd2R8Nv2+NQTrAbYc9P6QyGTspb6x/uvsO323pydwx7/9R9GIz0xgkS/dCbOlaux50I1dEYz1DoTunGVutXKELJ2ejuEZdW3emY1f//EWKy8ZzAGeTD1+/Y4HVbJuDoD1RfYETQ6o1M/S63BjKwkuhaJkFJnVAyzIDeqTzyOvni73TGM4mEe5AeLa5D7xi7BRKVgh3FFzRzSHVNzkp0eeID9GpIyRMpWvASAx24VrmbJda2Ehkh53YZtRXS5QiKR4OGxve3cQm0hl0nwmxE9kBiphFIuZS117vrXQ9aCY4B7UTj+hCj1DsCsknOVOuP7c1xsYnBcUP2mqJH3OCFGpMfj/tG9PPqMI7xNPYIYiqIweMVOvPTTWXZblVqHao0e9VaLWiiklPEU/NEayfHPh0YgyWE2xSgeZpH6iFWBnSr17G8XLHxxqIR93TMunE284obFcl1R3BaMZ1+f6rIcBffvoJBJed0lHXG/0J+Xup1AdLykHnXNBsRH0L9hhVzaZqSTMkAtdIbAHl2AsmBULyRGKliLJiHC2f3ieFNJJfQ/rlKv1uiw75rnMcGeMjbDvn6HIUDja9vLQWsFTGZGAtiKQLVV8GxqDt1UYeaQ7ihZPQMxfLV62Iqb9MOQeSgG6vTbm8ikEvZeLueE8HHvY+7Dja+QFxfufolEwmupyzqY/UyXx217/aPgci3mfXwYJgvF1nGhw5Xp853Ur5vTmIHA/7sH9ugClOhQOdQ6E3tjc6f2fOudabFhuPTWXbBQwDZORp1jZIxYrJw72O69O+3AggmmzAIXJknLsRuUIy/PaHuxi+medKqUrnHCVHCMaEOBBTPpVjchV6mfKbPFq3MzQD0JI4wKbdst0pHFToA/5JgPbhEvpoR1iJx+IDS0GLDfGu76+t05dp9rbyy8r5BQfg6+VW3ciOy1a9Gi1SIi3P3FP2/iqeybja24Ua9F/5RoXKxUY2D3aDYO2mi22BU4Amiln9szls2aYxpYa/QmnLvZhB5x4UiLC/NS9Xdn9CYLq5AAunxpXLgiqK65K85XqNnKesy1bdAacLFSg0FpMaylxc1aZBiT4VyF0JFWoxmnbzQiRCbF8N5xKK5uRl2zHhndItusvcNHIF53s4XCuXI1eiWE40KFGqmxYegdH46yhlaUNWgxqk8CSutbWBdMv5QotqBV4Y1G6IxmZKdGu/Rlt2i1CFGG4qT19zEmIwFagxlFZbSlHxOuQJPWgIRIJbKS2u+3vtHQipsNWmQlR7GLoHznXaPR40oNPVPulxyF+AgFCm80IlwpR1x4CK5YM2uZe8Tx9+suYv29VR99xNt8I7AfOQGKjK0XQluD3GYcfKGJjtsYI8JifREdJhdNofPRmXNoKpp0qFLbSrt2pE8tg4KzUHqxUsNarq7isYONoptN0BpMuGCtGMo8JBn/ttlCwWyhF43HZCTYVShkfg/uXGpHfznz2eToUHZB1uKmP1wIRkSxQ5MOJzhDYcZhNFtQ36znjcDplRDuspZ7oOD2/FGv1+OBBx6AwWCA2WzG1KlTsXjxYrtjfvzxR/z1r39FcjJd3+HBBx/E/PnzXX9x//7Avn0o9WOLL09lHzpZhmf+exrL7xqA1dsvYMtTt9qiUSwUfutQK2JwWgz+99St+K21UNTJV/IQH6HAL0UVWPT1SWxbPAEDrdmPYtCk1uG3K/ew7z+4/xbMHNI9qK45H5erNahs0uPtbSqoKtR2+9bel4unvy1E/tJJbMXLNR8fxtES+7jjktUz2pQjA9i/HQBkdIvA1ZoWvDpzIH7nItJDiEC87vc4FDH7+MFhGDwoFRv3X2GjQKblpOBilQZ7n73N7tgjB6/ira0qbF8yAdGpwvcxI5u5liWrZ0AJILFagx4JEXh03VEUXK5j97WX/3HGzHwP33mfOFuJJ/59AgCddRyTEIH51rGtvGcwXvzpDF3+15q81936z1NE+3sLtLNzW6krFAp8+eWXiIiIgNFoxP3334+JEyciNzfX7rjp06fj1Vdf7dhgAxzGl8rcOEnRziGNXCiHlCONzoj4CAWb3ZkWK26xfcdsvPwL1Zg5pD23Z2Bxx5oDAMC2AOTCrHcoOesdG/44BhaKwv3/2IdjN1vZ7F93GJQWjbM36QfH1Ro6AawzrU1MyEpkF5wBsM1CmDhtAPj5XCUG8ijt39/aB7dnJ6NPYtuJcABd/I7bOayvNezUW5fT3egZ7gKoY4VUxiU0Ir3tPsuBhttKXSKRICKC/qOZTCaYTCa/9SD1N90c/KiJEa79qowyYGDCHf95kO6mwnQ7EgvHsr+OPv9gx7EULAA8/0MRAPtFLZlUAhkkeOOOVJiju7tVypVh86JbkeEwA+ssZQN2n6+yU+hcHhrbG9vPVrLvM7o5K26JROK2QgeAoy/e4WToAMC7vxmK8avzscphYd9T3F243XvR1ivVUZeV1LUgSil3q4Z7oOGRg8hsNmP27NkYN24cxo0bh6FDhzods3PnTsyaNQuLFy9GRQV/7eRgxzH5QKguxZxce2v4Hw/Qtc1n/t8v0BnNbBKQ2A9Hx/HxWVvBDtO9yBFlCP8tPigtxqnIlyukUgl2PzPJbpur5uDBwLnyJrz00xmnPqNchvawn830dKPmf1so5FJeZZkWG4Zrq6ZjwaiO5WG4G0f++S/XBPedvaluVx2ZQMAjE1Emk2HTpk1Qq9VYtGgRLl26hH79bIWSJk+ejJkzZ0KhUOCbb77BsmXLsH79epffqdfroVKpoNPpoBLwEYmNp7Ida4AIfXZQrBkbOceYmmwW5dZDRW1+3lu0OtRgr2tUB901d/q8g0KNV1C4wXPctcuXnELQ2itbrbNP2rpeXgWVyvNErkC57jO+tO+7+WBuHFKj5EiLDmGPcQyOu1xWBZWqfTMUX513fY0t9+Pc+fOQSiS8shUyCQxmCn8cEe+0r1lvQrxU5pXx+vrv3a55f3R0NEaPHo2DBw/aKfW4OJv/af78+XjnnXfa/C6lUons7Gyo/Lh45KlsenW+hH3v+Nn/d28EUmPC6KJe+6rYY0JrW4AtdH3miIQUAOX4w4h40c+brsthG68yLDzorjkXiqIw5HX7ynrpKfE4XVnudOyQnIFOM6GOyB59VMMWebrU6Py3d4dAuO70PWGv1F//zViBzFubRXv/hGxk9+ev3e+ubLEpNpQDoF0rlug05PSI4ZWd26sREgAvzhvLbvvTbRJ8tO8KACBUEeKV8Yp13kIPCrfnF/X19VCrad+wTqfDoUOHkJGRYXdMdbXNR5Wfn4/MTPdqIAcbUqlEsCkFANw3shcm9uvmVJ8llOMKYPo6ju3lvi+yvXgjrC+Q+HDvZacyDLs4DTG4eNu1Nd9ayQ8AVBXqoK2xfuiKvQ/904eGC5ZSeG3WQPzwp7FQvTENk9up0H1JE6fYWohc+O+vNZicEshmDE5lXwdD+CIfblvq1dXVWL58OcxmMyiKwrRp0zB58mS89957GDRoEG6//XZ89dVXyM/Ph0wmQ0xMDFatWiXm2P1KVlIk8i9Utxm58sH9t7AVFbnlBBilnhguflai44812OOrP95/1WnbxKxu+PlcJc/R3sVRiTdqjYgTKLMcyDAexM1/Ho8hPVxHAS0c73nYpj/hhge7yv5s0ZsRkWj/++vO+T0HejkAIdzWKAMGDMDGjRudti9ZsoR9vXTpUixdutQ7IwtwmFC5ecN7uDyOGzrIvUmYokkdTYl2B0cDLFgj8YxmCywUhdyesfjlsr2l+ff7coFvC9EjLgwancmuDow3YSx/Jn2+XmsISqXOJBd5slgcLAzvbevI5Mp8adGb2GYzDPERCvSIC0NZQ2u7uigFAp23eIXIxFkLPzUEQV1tiUSCtNgw3GxshUQSvJb61L8fQJVahxHp8XbbHxzTC2EKGT7mtPQTS6kzRIfK0aA1ssox2PhwH90+zrG+f2fDVXZqi97Z/QIwD7pWKHxgcIlBcD6KAoAEa8KLpz/quwaliDGcNukRZ5tWBqNOX7Vdhau1LWgxmFHF6Rv5y7LJeGtOx+KaPYFJbGGs82CN+WcSqMIEmrl0FswCN7vFQqHFYOZV6szaV7Ba6sE56gBgak4yFozqieenDfDoc4FgGQWjpf4Jx49eyVHqQh2g1j06Ej8+Oc7r45g+OBWPjkvH6rlDAABvbVWhxcOuVYFAlFKOubek+XsYovH0HVkAnEtgM7RaOzU5ul8AIN2aSGXsYA0af0GUejtRymVYNXeI3cKKO/hLATwyLh0AvcCr1hlR16zH/x2uCcqGGY1aI343vg+2PHWr4DGTByRhWC/vp3gr5FKsuDuHLU0LCFuDgYrWYIJGb0JmByohBjpMT1qhrF/md8hnqTM19kus/YCDDaLUfYzWzV6O3mb64FSUrJ6BS1XNuFTVjFXbL2DbJY1dffdgIjs1yqOWft4mnKMMgkyns5FXXJdcZ4Np/F7f4lxCgqIo/PbTXwEAEUpnS52pJaQ1BN8MDCALpT6H20dTqDm1L2BuWIlPi/62D74fV0qMf91Y3KJRP50sw6NBFPa3roBOJuqMkS8MNqVuv+Y176NDCJFJcdVqhUconFUgU2YgSL0vxFL3NYyP77b+3bB18QS/jWPbGTqmW6huTSBR3qhz2pbi57UJrlJf8b/zfhyJ5yRF0dcuR8Ryz/6GWeQ0O8TvHr/egMOcZil8sejMQmkwrj0BRKn7HKbN1iNj0z2qbCcWjhUcA5FqjU2pD+1Bu1xSRS5X3BZC2ZfBQKw1HDdYk2vcQc42snGtmPn0NtN4PEh1OlHqvoapQOcvK8mxdGow6KZmTkmAD+4fhl1/mdhmg2Oxcaf8wJUa8ZuKtwdmttiZS2czM9CXfjrLbnNsRj0tJ4W3NR3jlmIaTwcbxKfuY6bmpHSoq0tHmZjVjY1RBlxn3AUKJXX0eA88N9krpV99wS/FtXjw8yP4+31Dcc8trrOOfQ1jgQbzbKMt+BplONYL4iarOXJmxZ1BWUsdIJZ6l+O5qf3t3n920LmOSiDx0OdHsHLbBaTGhHrU1MIXcC25qw5W+dVa+n3+hRqfjskdGF9xJ9bpvGtF3ETBi29Nc/n5qNCQoHVPBeeoCe3GsYHAydJGgSP9j8VCsR15+iVH+Xk0zvx13hD29dyPDtntO15CZ5r+77RzOWB/Y2aVeufV6pGcqBbG3cR2HHt4RNBa4e5AlHoXI5im3OusRc8AYP+lwLN4k6NDMXcYnZXZqLUPndtsVeapMaEBV56XGU5nVupSqYSdlWp09N+mpplecI8K7dxeZ6LUuxh8i2Pc5sK+4L/HbkCjbzsJ68T1eh+MpoPw6GtuXH1Fkw59XtjmfJAf+cdeuphXED3f2wWzUL38hzMAgLpmuvheIJTqEBOi1AmY/WGBT+RMW3sA6cu34vkfirBqf3Wbxw9Os9X5/sTFopY/4bPBf+Fp4lzWoBV/MG7SYqAfqJ3ZUgfAuliYuHTGDRMq0Le2s9C5z44QUFyo1LCvz9c4JxQ5wli8H94/jK3HEWjwuVb4GhYXVwVGeGOTtc9qWmxYUCSedYT5I+ioI6ZLGROzHkwuyPbgtlLX6/WYN28e7r77bsyYMQPvv/++0zEGgwFPP/008vLyMH/+fJSVlXl1sATvsPuZidi4aDym9/Pf4qPeRKGiqdXlMVqDGREKGWYMSXV5nD/hqvS9F6tBURRCpM4/q0Cou1+t1uG3314HAPxxYkYbRwc/WdaCZQNT6ZwQxlKX8/x9OhNun51CocCXX36JzZs3Y+PGjTh48CAKCwvtjvnuu+8QHR2NXbt24dFHH8W7777r9QETOk7fpCjk9oxFTKjvIgAucqx0hrGr8pG+fKtgIwOtwYwwntocgQR36AvXHcOhK3VOSS4AfS7+Zh9nsZlJguvMMKUCGAudWOoOSCQSRETQ2Ygmkwkmk8lp0S0/Px/33HMPAGDq1Kk4fPhwwK38E2xEcSrUif13OlfeJLivXsCK1RvNAe//dLxuD3x2hK3VzaU1AJS61lpududfJgZtDLYnMMqbKaLH1IHhS0zqTHhkBpnNZsydOxelpaW4//77MXToULv9VVVVSE2lp8pyuRxRUVFoaGhAfHw839cBoN06KpUKOp0OKpWqHafQcbqqbJPJFoZ37rxKVAumvNzZUmd484ejWDgs3imGvr6xEZTZ5PXr481rrlarnbZdue7cSu/6zUqoVHqvy3eEoih8dLQOfeIUuKufrRTFqv1VOFDSghApYKq7AVW97xWbr+915oFbUV0NXXw4KirpKK/LxRddNqT2Nr4+b4+Uukwmw6ZNm6BWq7Fo0SJcunQJ/fr169AAlEolsrOzoVKpkJ2d3aHvai9dVbZC9Sv7uv+AAaK07zKaLQiRSXFaUwqgBiEyiVPjgk0qNTap1Nj5l4l2SUYRJ1sR2qz2+vXx5jWPOtkKwL6ZQmh0IoAati8sAETExLEyxfybP/HVCfx8gX7QPDN7NACgtE6LAyV05rDRAgwcOFAU2W3hn3v9Gr4+3Qi5RIL1hXRCWE52NuQ+VOpinbfQg6JdZxYdHY3Ro0fj4MGDdtuTk5NRUUE3XTCZTNBoNIiL8373GYJ34NpqYpQZPVfehKyXtuPDvZdZl8S/Hh2J7FT+YmaOnWbMFirwF7V4DF4mfJFbPO2TA74px/DzuUqnbfsv2cJHu4DXhRdGoQPEp85SX1/PTjV1Oh0OHTqEjAz7FfQpU6bgp59+AgDs2LEDY8aM6dSV4IKdpAhxu/ccvUYnD72z4yJet9Ycz+0Zi02LxvMeb3BYYDRZqID/AfL1uPzyMB1hckvPWLvtxVXCLqiOYDRb8EXBNdQ127r89Iy3lSYurm5GhEKGN2bn4Kv5vUUZQzDR2XWS20q9uroaDz/8MGbNmoV58+Zh3LhxmDx5Mt577z3s2bMHADBv3jw0NjYiLy8P69atw7PPPivawAkdZ3TPcEy0FqUqrmpGQ4t3w+74usoo5FIo5FIoZc4/LK1DlqnZYgl4pR7lonvQ4tuzsPuZSez7skbXIZzt5ceTZVjxv/OY//FhAHSmaFgI/bChKArrD19Hi8GMh8emI9aHEU8E/+C2T33AgAHYuHGj0/YlS5awr5VKJW/8OiEwkUgkmNA3EQcu1WDWB79gQEoUfn56ote+/wNrOjoXJsvvuQlJ+LUK2K2qYvedLmvEnFvS8O2xUiwY1QtmKvCnyo6Lu1zkMin6cpo7ixUBw4R9Mi3acrrHoN76gHac/RA6P13Uw0Zg4M5EL/DEkneEYb1iBfeN7x2B936ba7ftP0dK8eHey3hl0zn0fWl7UFjqD49N590+O7e70zaxlHqkQ/PkW3rF4mZjK6o1OugMtFKf3D84Gz54G6Z3aWeGKPUujrfqf2w+XY5Dl+1rnjhG0yy5PcvuPZ/C/uZYKfvaaAp8nzq3AfZizvm9M2+o07Fanvh1b+AYTTS+byIA4GZDK747QYdX3hmgZRZ8zb7nbvP3EEQnsNP1CKLjLZ25eMMpAMCFN6dBKZdCIpGgQWvAgJQozBveA5MHJCGzW6TdZ/gUdpXatthXqdYhzc+9SD3hL3dkIbNbBKYPTrV7oBUsn4Lxq/OhE8lSN3GUemKkAglWa/SrX6/jx5M3AQAxYcK+/65EtIs1kM4CsdS7ON4o6tTEqSU+4JWf8ffdxQCAmmYDukUp8diEDCeFDrTd9Lq0XmvX+T1QGZNBJ9dJJBLMzk1zmqEkRykBAC0Gk9NnvQFTlmDb4gk49tIdiLTWC2cUOkCUOgD8YUIffw/BJxCl3sVxDO/StcNFcOamfQmAzYW0MqlR69DNqtD44D5QVszyT0KMN1j/u9E4+/pUwf1ymRS94sNx9qZz9qk3YJR6VKgcEomENyIn0Mst+IJHxxOlTuiCHCvxvDGFYwGryFA5KIpCTbMeSVHuNSSYMaQ7Xp5BZ93dOyywGjW3hUIuRaTStSdTIrGP9PEmTKEquTVMlDuWuPAQZKdGY2BqjCiyg4mUTt4cg4Eo9S6OwWSvkFv0HXcRJEQoUVqvhdFMIS3OPZ94VKgcj03IwNEXb8fffmNbZNz9jPdCLP3J9TrxmmT8+1c62YnJvo3iKPUpA5KxfckEhPEkSXUF/v370ezrQF909xZEqXdxHJX6/05XeP4dDpb6/ks1mPTOPgDA8F7ulYkItSbLJFmtqd/fSk+Ve8VHCH6mM7L9TAXSl29ts9Y8AGw7U4E1Oy/iXDnt1gmxWupct9aN+sDpuOQPbs1K9PcQfA5R6l2cVofFu61nPFfqJrNwjQFXPnUAeP3uHPzr0RFO21+ZORAlq2d0mhKxTLjjwWLhBtqVTTr86T8nAQCXq113Sipr0OLJ/5zE+/m2BC9ukao3Z+cAAMKVXdNC78p0jl8Mod0I1TL3BJO1TvVL050r0cWFu466eGRcOqYMSO7wGAKdEKv1/NDnR9EsENr4wd5i9jUzcxHikX8ddZbBKb3QIy4cgH0TD0LXgCj1Lk5Di9Fp28HiGkxbewCNVoX/xv/OY/ibuwS/g0l+uTMnmY2RZvBlidNAhvvwNJj4Ne2/f+UmXrlO74/gWZjlttHLSqZDSGcGcCtAXzEhKxG5qcGT79BRyC+ui/PQWLpq39bFt2LZtAEAgGf+exoXKjVQVdBlA/5VcA11Lop9Mco/RCaFnqOMVs0dLNawg47KJlujbb0LdxVDDafiIh8XKjQYm5Fgt43rS+8RF44Lb07Db0b09HCknY+vfj8aq+7sOg83otS7OGMyElCyegZyusewbb5qNLRC0Zvs3QR8kTF6kxlvbaWL9ctlEjRbj5k7LA2/HUkUCgM3M7ahld/9ckd2Evv6pouKjpVNOhjMFhy+WoerK6cLHteWC4fQOSFKncDimOCpd3AB/Pe4c5u2mw025cNVIpP6dev0das94dmp/fHc1P4AgF2XnQunNWoN2K2qZhuI/PXni4LfVVJnaybijYxgQueC1H4hsDjG8eqMZpg5K218mYpci5IbHx0VSm4tLqEhMjx5/GrUFgAAFsJJREFUWybe2XGRt/Fx7hv0moWqgg5PDHcRV/7zWbq70ch0Olz06Iu3e3u4hCDGLUu9oqICDz30EKZPn44ZM2bgyy+/dDrmyJEjGD58OGbPno3Zs2fjgw8+8PpgCeLiWLFRb7KgWWdzuTz73Wn858h1u2M0nP0SiYTN2otUklojjkgkEiRFKdkMUCHmDe+BEJnUKVOXIdVaGfKfD9OhoEnRoWx8P4Hgljklk8mwfPly5OTkoLm5Gffeey/Gjx+Pvn372h03YsQIfPLJJ6IMlCA+jgakzmhG/kX71PaXfjqLB0bbWqLVCSzotZU231UJkUl5lXpqTCgq1Tr865GRqGnW4/sTZShvbEXvBOfkK+bhSyKLCHy4dVckJSUhJ4dOZoiMjERGRgaqqsSpY0HwH44+8LpmAwpLG52O4ypypkXb1sW3Wr+D3k6UOj8KuRR1WjO+5dSNr23Wo1qjx0NjemPygCREW11XWoF4dqM1L4DPjUMgePyoLysrg0qlwtChzk0ACgsLcffdd+Oxxx5DcXExz6cJgYyjT/29PcXYUuScYcq0TQPohdL0hHDkdKcLRiVb3QBKUhWQlxCZBKcqWrHshzM4b03vH/HWbpgtFFufRWaNNzcLuGmYDF6i1Al8eGROtbS0YPHixXjxxRcRGWlfHzsnJwf5+fmIiIjA/v37sWjRIuzcubPN79Tr9VCpVNDpdFCpVJ6N3ksQ2TQVFc6lYfni0/ecvITIVlqJHyquRveoEPZ7nhsTjSM95Ki/eQ31N50+Kijbl/hTdkOzbWH5mwNnsWCorTZOhEkDlUqF8pt0vZbLV67iZqkUr+6pxAND45DXNwqNrWas2UWva1y6eMHjCKOuet27kmy3lbrRaMTixYsxa9Ys3HnnnU77uUp+0qRJeP3111FfX4/4+HiX36tUKpGdnQ2VSoXsbOc0c19AZNMcbywBUCt4vFJOJxd9fLQOy+eOgd5kRn3rVdS3mu2+Z/xwz2X7En/Krmm5yr7+5kwT3vjtOAD0tqkjs9E/JQrVshoAlejZuzee/74IVc0mrCmowVMzR+IDTq2XgQM9r0HfVa97Z5Qt9KBwa45MURReeuklZGRkYOHChbzH1NTUgKLoaWFRUREsFgvi4tyr0EcIDGLCbSn+o/vYP4w3LRqPoy/eYbeNKQ8woQtWwvMGf7otE58euAKADgHtZ03tZ9wqJjOFKzU2V1d9iwFlDW1XbyR0bdyy1E+cOIFNmzahX79+mD17NgDgmWeeQXl5OQBgwYIF2LFjBzZs2ACZTIbQ0FCsWbOGJJ8EGUxs+diMBDw3rT/m/uMQu29Ijxi7v+eJ6w04a+14NLl/Egie894e27rTktuz2OvLrG2YKXuf+kOfH8V5HhcZgcDFLaU+YsQIXLwonOEGAA8++CAefPBBrwyK4B/GZSZgTm53LLmjH/okRmBMRjx+vVoPqcQWGfPQmN746tfr2HexGv/HcQUQOgZXfzOWutlCoXtMKCQSCW42thKFTnALEqJAYFHKZVj721vQJ5GOjZ45pDu7neFVay9RbgTM/kvCNcIJ9jwytjfv9toWW5goY6mbLBQ0ehPyBtqXJv79rX3w2cPONegJBIAodYILGIuRGzoXIpNCIZdiKyfUkamnTmib12cPwuYHnRsgc4ulMW3pTGYKLXqTU8mFe25Jwx0DO38NekL7IEqdIAiTsahxqM7omFjEWPQE9+BLBF08JYuz31Yt00IBMWEhePoO2/6c7tGij5EQvJC0P4IgQsktEUoZ6q3el+Mv3+HUGIPgGscaO9dWTbdbhJZbOxi9+NMZAEC/5Ci0Guns0lF94kkAAsElRKkTBGEsxvF97ZsxxIYpcAOtWDCqJxIjXfcgJfDz5uwc9EuOQp/ECCclrXAw5aPDQhAdRhdIU7c6d6oiELgQpU4QhAnIiFDY3yZMOntmt0gQ2sdDY9MF9yVE2s98crpHs3VgZgzuOh18CO2DKHWCIPXWwl2JUfbWuFJOW5LRPPXVCR0nKjQEGd0icNWaeBQikyImTIrzb0xFqJx0MyK4hiyUEgQZbe2BOSc3zW47o9QjSSMM0fhy4SinbeEKOel0RGgT8qskCJKdGu20iAfQliMAwSYOhI7D7WlKIHgCsdQJLuGLtHhoDJ1AMzLddbE2QvthLPKBqSR8keAZxFIneMy4vokoWT3D38Po9OQvnYTUGGKxEzyDKHUCIUDJINFFhHZA3C8EAoHQiSBKnUAgEDoRRKkTCARCJ4IodQKBQOhEEKVOIBAInQii1AkEAqETIaEoh0aIPqawsBBKJan0RyAQCJ6g1+uRm5vrtN3vSp1AIBAI3oO4XwgEAqETQZQ6gUAgdCKIUicQCIROBFHqBAKB0IkgSp1AIBA6EUSpEwgEr0GC6fyPT5W62Uw3z/XXH95i8U+nHn/e6Mw19wcajQaAf657TU0NAP9c++LiYuj1ep/LBYATJ06gtLTUL7IBQKfT+U22P/WLv3UbF58o9RMnTmDZsmX46KOP0NjYyNtNRyyKioqwfv16AIBU6tuJSVFREV5++WX885//RH19vU9lnzlzBs899xw+/PBDn/7ILRYLmpub8fjjj+Ott94C4Nvrfv78eTzyyCN47733APB3bhKLCxcuYMGCBVi7di0aGxt9JhcAzp07h9/97nd45JFH2IepLyksLMRTTz2FN954A7/88otPjYlTp07h5ZdfxhdffIHm5maf/s39qduEkK1YsWKFmAJu3LiB559/HjNnzsSFCxdw4sQJAEB6erqYYgEAX3zxBd566y0cPXoUWVlZSE9Ph9lsFl3JmM1m/P3vf8cXX3yBu+66C8eOHcPZs2eRk5OD8PBwUWVbLBa8+eab+OabbzBjxgxcuXIFhw4dwoQJExASEiKqbIBWoiEhIdi4cSM0Gg0UCgWysrJgsVhEveEpisKqVauwbt063H///XjyySdFkyXEm2++iVtvvRUvvfQSIiMj2XGJed5GoxGvv/46vv32W/zhD3+ARqOBRCLBLbfcIvo1Zzhy5Ajefvtt3HvvvQgJCcHhw4cxcuRIhIWJ37Xp6NGjWLlyJWbNmoVr166hsLAQZrMZvXv3Fl22P3WbK0Q3oc6ePYvMzEzMnTsXy5cvR3Z2Nvbu3YuKigqxRaN379745JNPsGLFCnz66acAAJlMJvoUyWKxIDU1FWvXrsXcuXPx4osvorCw0CdTU6lUijFjxuCLL77A3Llz8dhjj0EikUAmk4kum+Hq1auIjY3FI488gs2bN6O5uRlSqVTU6y6RSKDVapGdnY05c+YAAEpLS33i+rFYLLhx4wbCw8Px6KOPAgAKCgqgVqtFn5YbDAaMHDkSX3/9NSZPnoypU6fiypUrMJlMPpshXbp0CYMHD8bdd9+N2bNnw2QyISIiwieyz58/j2HDhmHmzJl48sknUVtbi23btrHuNzE5c+aM33SbK7xuqRcWFqK1tRVxcXEAgLCwMPz0008YP348EhMToVQqUVJSgoqKCt66Bd6UnZ6ejoSEBPTq1Qu7du1CY2Mjhg4dKoq17ii7T58+SElJgcFgQExMDPbv349BgwYhOTnZq3L5ZGdmZkKpVKKgoAALFy5EZGQkLl++jNTUVMTHe7dZNFc2Y5VGRUXhwIEDmDRpEm7cuIHKykokJiYiOtq7TZQdz3vUqFF4//33oVarsWbNGpw6dQr79+9HamoqkpKSRJPNPDTXrl2Lnj174q9//SuOHz+O48ePo6SkBCNGjPCqxcyVHRISgv79+0MupztTnj17FjU1Nbj99ttFs9Qdr7tCocC7774LvV6Pl19+GUqlEidPnoTRaERWVpaoshsbG3H27FkMHToUCQkJ+PXXX9HS0gKdTofBgwd7VXZ+fj4KCgpgsViQkpKC0NBQ/Pjjjz7RbZ7gNc2mVqvxxz/+EQsXLsT27dvR0tICAFAqlRg+fDi2b98OgFZ2mZmZaGpq8tpikqNsrVYLgLaOZDIZlEolfve73+H7779HfX09+wMQQ3ZLSwtkMhmrwBQKBZqbm1FWVuZ1xeLqvAEgOjoaf/vb37Bu3Tr24VpbWyuabEaBnD17FhEREcjKykJWVhY++OADrFixAkaj0SuWs9B5R0ZG4oEHHsCOHTuwdOlSrFmzBt26dcPOnTu9tqbhSvbcuXPx3nvv4d5778Xnn3+O+fPno7CwEIWFhaLJlkgkoCiKva6jRo3C7t270dTU5HXDReg3np2djc8++ww3b97Ea6+9hq+++grDhg3DwYMHceXKFVFlp6enIzIyEsuXL8dTTz2FiooKDBw40Om30BGqq6vxxBNP4LPPPkNTUxNeeOEFHDx4ED179sQtt9wiqm5rD16z1BsbG2E0GpGXl8dOfdLT0xEaGgqdTodjx44hKSkJqampaGhowJYtWzBv3jxviBaUzbVSunfvjosXL+Ly5csYPXo0ioqKvGI1C8nmcvz4cVRVVWHu3LloaWlBeXk5YmNjRZPNnHdycjI7FqVSia1bt2LWrFlQKBSiyQZoF9DBgwexZcsW7NixA1lZWcjIyMBtt93mFcvRleyhQ4di+vTpyMjIgEwmQ3h4OLZs2YK7777bK2sKrmRHRkZi/fr1GDVqFLKzsxEfH48TJ04gNzcX3bp1E022RCKBRCKBxWJBVFQUiouLERYWhoyMjA7LdEc+QN9r33//Pe644w4kJSUhOjoa+/fvx2233YaoqCjRZMfGxmLs2LHo3r070tLS8PTTT0Oj0eDnn3/GrFmzvHK/HTlyBKGhoVi5ciVGjRoFmUyGHTt24K677hJdt7WHDin1jRs3Qq1WIyYmBvHx8RgwYAD69u2LoqIiVFVVIT09HVFRUYiOjkZDQwPWrVuHu+66CwUFBdDpdBg/fny7f2juyI6MjGRdAlKpFAMGDMBf/vIXfP7558jKysKgQYPa9Ud3Vzbj1zx37hy0Wi0qKyuxfPlyZGZmtnta6q5sR/bs2YPm5mZMmTKl3TMVd2WXl5dj7969SElJwdq1azFmzBhs2rQJOTk57Xb/eHLeoaGhduet1Wp9ct6JiYmIjY3F119/jby8PGzfvh0FBQWYPXt2uxWbJ/e5VCqFTqfDvn37kJ2djd69e3d4odZd+QaDAZWVlTh48CDuuOMO7Ny5E0VFRZgxY0a7gwPclS2TydCjRw/069cPALBt2zb069cPQ4YM6dB5NzU1ISkpCWlpaejTpw+7TlBWVgaj0Yhx48YhKioKjY2NXtVtHcVjpU5RFGpqavDEE0/g4sWLqKqqwq5duzBy5EhERUUhJCQEMpkMZ8+ehcFgwIABAxAeHo7c3FwUFxdj06ZNOH78OJYtW+axO8IT2UajEQMGDGAtmNLSUjz//PPo0aMH1q5d67HV2B7ZzPT3k08+wTfffIOYmBgsW7YMY8eOFf28AaC5uRnHjh3DX/7yF9TW1mLJkiUeW4zt+XsnJCRg3LhxmDp1KhQKBeRyOW6//XZ0797dJ+dtMBhw/PhxLF68GHV1dViyZAkSExNFP28AyMnJgVarxe7du3Hy5Em89tprHkditPc+N5vNUCqV2LFjB3Q6HUaPHt0uhd6ec5fJZIiJiUFBQQH+/e9/4/Lly3j11VeRlpYm+rkzHD9+HH/+85/R0NCAhQsXeryGwyf7559/xtixY5GYmAij0QiZTIbDhw+joqICkydPRkREhFd0m1ehPMBkMlEURVFXr16lli5dym574403qEWLFtkdu27dOmrNmjWUWq2mNBoNeyzz2lPaK1ur1VIURVG1tbXU4cOHfSZbo9FQzc3NFEVR1JYtW6jt27f7TLZaraZ0Oh1FURRVUFBA7dq1y6eyW1pa2GPNZrNPZbe2tlIURVEnTpzw+Xlz722DweBT2cx9TlEUpdfr2yW7vfKbmprY697a2kqVlpb6TDb3fqusrKT27dsnmmzmmMcff5wqKCigKIrWKxRFUUajsd26zdu4tZJiNpuxZs0arFmzBkePHsW1a9fYEDmZTIaXXnoJp06dwtGjR9nPzJ8/H1qtFgsXLsSdd96Jqqoq/P/27hi0iT6Ow/jTS9GqiIQodrDoZI2FgkFB1CJqBFG0NogEi5rg0EU7GHRSCi6CCCJK0UUFkaJQa6iLODkomg5BB7FDMRJD0kKFUKsSE/8O79vA++L71jS5xF6+ny3Q69NLk18ud5ecy+X65a4BO9u7du0ik8ng8XjYvHlz1drHjx9n9+7dTExMsG/fPvbs2VO1digUYseOHYyPj7Nlyxb8fn/V2uFwGL/fX/x/l3qwrtz13rlzJ+Pj4/h8vqqv98zjHCj5rXclHucz7bkcMym3P3O/NzU10dLSUtW23+8nk8mwcuVKtm/fblvb5XKRy+Vwu92sWbOGK1euEA6HyWazNDY2ljzb7DLrMy4WixEIBMhms6xevZqrV6/S2NjIq1evePPmzV+/xLI4efIk165dKy737NkzBgYGWLduHcPDw3M6KFmpdnNzc9XbXq+X4eHhOb0Nq1S7lvd5Ldr1ut7ltCvR/xPu92o9x3O5HENDQ4RCIaanp7lz5w7Lli0ruW2r2TblR0ZGzNDQUPF2X1+fuXfvnhkcHDRdXV3GGGMKhYKZmJgwvb29JplMGmOMefr0qYnFYmW9jVBbbbXtbde6P5/a6XTavH792pw5c8a8ffu2rLadZt1Sb2trY+/evcVPxvl8PtLpNIFAgEKhwN27d7Esi0wmUzwKDeD3+9m0aVNZLzhqq622ve1a9+dL27IsmpubaW9v59KlS3i93rLadpp1qC9atIgFCxYU9zO9ePGieFraxYsXGRsbo6enh0gkwvr164HKfSRabbXVtrdd6/58abe1tVW0bavf3aSfOZPhxIkTJpFIGGOMSSQSJpvNmpGREZPJZCr7HkJttdWuWrvW/Xpt2+G3T02wLIt8Po/b7WZ0dJSenh76+/uxLIuNGzfa8p0maqutdnXate7Xa9sWpbwCxONx09raaoLBoHnw4IFdLzRqq612Ddq17tdru9JKGurpdNrcuHGjrA83zJXaaqvt7H69tiutwZj5sOdfRER+hy48LSLiIBrqIiIOoqEuIuIgGuoiIg6ioS4i4iCVu1inyDzg9XpZu3Yt+Xwel8vFwYMHCYVC//sVwR8/fiQej7N///4q/qUic6OhLnWlqamJaDQKwOTkJJFIhM+fP9Pb2/ufy6RSKR4/fqyhLvOCzlOXurJhwwbi8XjxdjKZ5NChQ7x8+ZJUKsXZs2f5+vUrAOfPn8fn83H48GHGxsZYtWoVXV1dHD16lMuXLxOLxcjlcnR3dxMMBmu1SiL/oC11qWstLS0UCgUmJyfxeDzcvn2bhQsXkkgkOH36NA8fPiQSiXDr1i1u3rwJwP3791m6dCmDg4PkcjmCwSBbt24t+Yo/InbQUBf5Wz6f58KFC7x79w7LskgkEr/8uefPnzM6OsqTJ08AmJqa4sOHDxrq8kfQUJe6lkwmcblceDwerl+/zvLly4lGo/z48YP29vZfLmOM4dy5c3R0dFT5rxWZnU5plLr16dMn+vr66O7upqGhgampKVasWIFlWUSj0eIVcZYsWcL09HRxuW3btjEwMMD3798BeP/+PV++fKnJOoj8m7bUpa58+/aNzs7O4imNnZ2dhMNhAI4cOcKpU6d49OgRHR0dLF68GIDW1lYsy+LAgQMEAgGOHTtGKpUiEAhgjMHtdtPf31/L1RIp0tkvIiIOot0vIiIOoqEuIuIgGuoiIg6ioS4i4iAa6iIiDqKhLiLiIBrqIiIOoqEuIuIgPwFW5M/CrfHTOQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_with_mean(df=df_psales.loc['AAPL', PSALES]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, we can plot the P/Sales ratio for ticker WMT, which also shows a high P/Sales ratio about 25% above its historical mean in early 2020, so we can draw a similar conclusion, that it might experience a significantly drop over the coming year or two, unless the company either experiences a similar Sales Growth, or the stock-market has \"decided\" that it wants to permanently value WMT at a higher P/Sales ratio than its historical average." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_with_mean(df=df_psales.loc['WMT', PSALES]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following plot shows the P/Sales ratio for ticker MSFT, which has nearly tripled over the last 10 years, in a nearly continuous increase, without any indication of mean-reversion." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_with_mean(df=df_psales.loc['MSFT', PSALES]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is an example of a stock that dropped dramatically in March 2020 due to the Corono-virus panic. This is ticker CCL for the Carnival Corporation which is one of the world's largest cruise-ship operators, which had one of the early virus-incidents on one of their ships. At the time of this writing it is trading at a P/Sales ratio around 0.5. If it is to revert to its mean around 2.1 from the last 10 years, then it would give roughly a 400% return. The question is whether the company will go bankrupt or have to issue more shares at low valuation ratios, in order to survive the Corona-panic. Time will tell if this is a fantastic or terrible investment at these low prices." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NAGUQCc394omJidiYCNz66DgyHlbgP88OQmLrEEgP5+Fubg1mfH8P19+aAECbtTnlW60FHRsRBmQZF8tKSOiAFiG+9R7zCQuRITN7hGDhlAH1PpcjqO93f7k6G4C20JlQJLb4WZ9rlxHuXws1y0LsH2zz/J543dlzXmvUqdBZlsXKlSsRHx+PuXPnWjymsLAQEREREAgESE9Ph0ajQWhoaMNH3Ah6vaF9MqhVGvyHag0LkW4B6Md5g3GnsBq/XXpIi6KETT4/alCOqTornHOtWHKhcHAWPLfoKNZ9hh9VdSmnTH+OAB/zn2FD3dtv7zL/sUuayOKnPch4v1uV2vw7ZlkWNQo1fCUMGKGAWteZUKdCP3/+PFJSUtCxY0dMmzYNALB48WI8fPgQADBz5kzs3bsX33//PRiGgY+PD9atW+e2BZcKk3Tq8/dKUFAp12f2xUcGID4yAHsy8siHTtgNF5LIj5luF+GPuyZlaAEguU9LXN1ZgZggbaJQiK95eCD/Og31M+/209AAGEtjSgi3HAffFJHwmmtYKrzVbsUuAEBkoBQRAVLUUgckI+pU6P369cP167aLWM2ePRuzZ8922KAcyfRPtVUWTZMXJCIhKXTCbjgrl+EZKvzuRHyee6Qd/jQ4Tn8TCJQYFPqZO8X45MhtfeIRAIT5mytctZrFwcx8hAdI0at1iN3jNFXmr07ugr7hzolxdwbT+7ZCcbUCd4uqcehagdG+fRl5+teFlXK0DPGlXBITmkaqmJPgRwqYKXSGFDphmwReanybMH8AxtfRIxbS+QFAIBBYrSl+4laRkTIHoA+l5aPSaPDc1+fw2Cf2Z5BWWSg3+0gHy2NsqogZIeaP7AClWmN2w/zLt+f1r6f0bAGJSFhnW73mhlcr9GO80DLGxAUkFQkhJx86AVitu81fh1kwqgMAY4X+wvD2Zp+xhFRk+ExRlXkFwb5tzdebbPnorXHlQbnR9uKkjkY3JU8iJU3r0n1vzzWM+vCIWRjn4PhwPCitxe93SlzWIMQT8DqF3r1lsP71i/813NH9pObeJYVKY7FOB9F8uF9cg66r92Lr2fsAgMs55fjyuHYxVKZUY9bANsh6dxLaRZhb6L4S+34+UxMN1+S9YvOuR23D/bH/b8ON3tt9Oc/sOEvcKaxCeY12YTDfpHzAwtEJVuPjPYV/HbmNO4XVkKs0+u5KANA5NhAPdB2L7tvRSaq54HUKnV9wqEuLIP3rcJNEihzdxfDUF7+7ZmBEk6SwSqsE/3MiCwAw5Z8n8NbOTLAsi1qFGj5i4wVNfrp8sK8EC0Z2wI/zBuPiq0lWZdiKMvnphcEAgFCT63P9gRt1jl2h0mDUh0cx77/aaqLWfPreQK1CDT8Jg7FdonHtzfHo08bwVMP3o8ct34l/7LnmjiE2CbxOofNrO3AJHwDMLBUu6qVKTmFPzZnf72iLbJkWsWq3YheqFWqj2j8AwPD6pvlKGPx9XCcMaBdmppCtwff8dYgKQP84ba5GRIAUp5aPwv+Z1AYPshDSuDM9Fwcz8/WK68I9bULS9Tz7+nF6IrnlMlTUqtA23E9/k+XquXPRMNya2KdHbrtnkE0Ar6uHrmGBNmF+Zo9h2hAyw3uc0SRTkv+tOfP+Xm0El2m4K4fpgiWX6dm3bSgCLLjx6oIfN20aQ90ixNdsrcdSV5/5Wy4YbSvUGry/95pRXfEoC3VlPIn1f+iJv229pN/m+q76SgzfOXez5RT6/y49dOEImyZeZ6GzLGuxOl6fNsahXzP6tgYAxOt8owRhCdNoFS5BjYsxry8VtYYbB9dTlM+kHrFG24EWLHQOzv0TKBXhk8MGq/TQkhHYZ+KT9zRCrbTEu3jf8NQt1sWsPyzTus3Il+6FCl3DGicnANqiROEmls4jCRGIDKxfjC/hXVTIjC1kbpGNT3KfVkbbnIVe327zH83sDUBrlXPrPEoLmZCJsUFI7t1Sv+1v8hSQ8dAQyTJPF2UTZ2KUxEcGuKVHqCvgr4VxN9uXvtd2YVJR6UXvUegVMiXmf3cBVx6WW4xosYQAwK8XH+C+hcgDwns4llWFrWfvY8rHJ4yU+EyTBfF7RdVGxbNWTOhs5vIQ6Xzo9a3D3SVWu0BfIVMiNti2db9sQmf9a0YowI9ns3H6djFS75Zg0kcn9Pu49mv3ig3JRAtGdqjXuJoqpmsXHB88Yaj0yjfcNBrW6CmlueI1PvTf0h5i52VtUZ+OdsbeFugK5Q9//zB+fmEw+sVZLyZGeC5rjxYA0GYdpt0v05erzXiorYo4f2R7fHL4Nv7+0yWj+O95I8zjzId3jMQf+rXGojEJ9RoD5xpnWa1rYPWULuhp5ekwmufOSb1bYlSqlw+3+Mf3/3N9TT2dgfHh+teZb4xH4mt7wAgFEDGWbVD+05VpEmFzwmssdH5Rn+hgH4zvGlOvz6/afsXRQyKaAKZJJ1yEBP96iQvXuiwelhviuBcndbR4PolIiH/M6FHvSohC3mKnhgXmDm1nFHpnyo/ztOGM9U1tr7bSWNkTObB4BI4vHQlfCYO7ayfi1tsTjPbzm0jXKIyL8TVXvEah8y98jYbF2uTumDmgNa7pSujWBX/xa/3+Gxj23iGHj5FwPY/847DRNqfIbxcaEspEjMBo8bFLbBAWjq6fBV4X9bUZB7QLQ/846wq/Ky/Hgk9d7hxPokNUAFqHaQMcBAKBWcG//rwn6uv5xiGbeeWeU7/GkXiNQucvUjFCAUL9JVib3MMsMcQanD+OZVlsPHgT2SXWm+sSnkG1XGXWfJlT6PwqfUoVi7lD4vTbG5/q5fCxNKTMq62KpZy7iE+QjwhP9mtdbzmeilAowHOPtAMALNQtjHKcum3ZTeXteKVCH8Tzv9kLZ6Efvm6o8EbFuzwbS1ErMpUGCpUGMz47rX9PodYgmmfZJkQHOnws7XnrOnN4Nw9bmEZr6c8VaR5qG+InxsXXxjaZPqGuwlpxrqhA73lSqQ9eodBZ1rDCnfXuJP1jWl38tmCo/jWn0IurDLHBpmFthGeRq3vs5qfey5Rq7LtqXCdFpdY4fTExQCrSX2OWmklbwtrT5TMmN4R/Pt0bXz3Tv1kuBvZoZbywvFwXISQ2Kbdwu7AKcct3Im75Tq8u5uUVCj23gf4y/sXAWUP8xat3LHR/ITyDU7eK8JdvtDVO/pPcGqkrRwMA5Eo19mbkGx2r0rDwk9jnmmsM3BOfvUlJ/MqM/KxU/udTXxmNyT1aWKzY2BwY2yXaaJvLK+EvjMpVaoz+8Kh++4oFd5W34BUK3RFF7jnrRspL9f71woNGn5dwD09/eUZ/XYT7ifTW7v2SGjMLTaHWuLSVWbSdCv1STpn+9WO9W+hfcy3rQv3EiGpgxqq3YFqjSWShRSCXScpxw4tr3niFQrdWz7o+7L6ShzuFVUaWmqXWYETTZ8+VXP3reJ2/2Uek/b/++/hd7L5i7HIZEBcGVz6F+0vtexrg5y6tmtQFgLa2C2etW2ui0ZzgJ4ItGNlBXw7gn4dv6d8/cdO4ocgr2y57bWMMr7girunuuIsaEGr2VH9DVMCoD48apWOPSYy29BGiifPeXkPLxLa69RQxI4AlF3PG6+PQLy4Mwzu6rrOPvb5ufiilj5jBzbcn4PSKUXqjQypyvpuoqcN3kc4a1AbtdDfw1LsleKhbFH81JcPoMyoNi06r9iAz1/tcL16h0P/+k7YqW0MU+tuPdzfa3pGute4YoQClFoonEU0fMa/EbZnOlSIQCCw2XuZqpbgyKqLKSmVHU7q1CDbaFjNCiBmh3n3UraXlWPTmhJgXCSQSChHkY3iqzio2b+DN51UvTCYUsKa9nVxE5vbtSNywwSHn+v1OMYC6wxWra2rg72ceAcN9no9UzECl1qB3m1CIhALIlBqLvR/txZpsV9Gc5F/KKUctL4uwe4wv/P38zP7PptdLTmkt1BrL1TobAzd3Tv7AduGwJ7pQrtLoqwuajrWsRolAH5Fd1r47//eukM19r33bhkHMCFBeq0RmbgU6xwRBDCUu51nPKWlIiLO9OGvumZ9+isTERIv7vMJCbyyWwhzFQgHUGhY38itRVqtEWnYpir24I4yzqVFojHp0OhNrNko7XlXCjjHmseatQn0drswtYW+ouFQkhK+EsVi/JMRP3CzDFG3Bfa+cX13DskbrEB2iAoyqrtqbdOhJuK84V6dOwJEjDjnVU8t3AtDGoNvifmamxTtbC5bF0BW7jN6LDpIiv0KOMH8JVk/pgkU/pGFc12h8/sd+DRqjNdmuwp3yaxVq9H9tDwKlIlx+fZzT5c1/95A+qejcqjG4n30HiYmJuHmzCLO/OoPB8eH4/i+DnD4ODu67t/c65dOd8xM1Qnm783/vCtnc93rtzfEQiRnk5FXiqQ3H8MnTffD9yes4ca8afx7WDoMmdcH243fw1k5tOPKkHrH45Ok+ThuX0+aeaT2cmix0aP2rpq2+8iu0McCxwT76qALT+GXCPs7d07Z5q5SrjAoqOQOVWqNX5k/0bWVU/rZjjDZbc1qvFhY/2xQRCgUe3+jZVXBPLNzXpWFZnLin9aPn6X7P/KAHN3mbnYrHK3SWZSEQAAtHNa4O9JY/D0ILXvp3Z90jeVyEP7KpE0qj4FfC+8zJ/R4/P3ZH/3rV5C5G+6ICfXDnnYl4akAbp47BGm8/3g3JfVrWfSBRLx7tpC2HzLlahDyXS7co7W/6T4PbAjCuqaPWsDh/r9QogcvT8UiFfuBqPm7qqqvVKNRgWfPOLvWlW8tg7F88AgDwwoj22PNXbQuvS9llWPO/q40bcDNHxbOKPjp0Cx8fvOmwOOCDmflGrdz4VfYspfO709qdNbAt1j3p+MJfzZ1PZ/XFkb8/qq9jw4UysiwgFQnQs3WIvjLjCyPisXBUByREBUCtAaZ/egr93jrg9CdHV1GnQs/NzcUf//hHTJw4EZMmTcLXX39tdgzLsnjrrbeQlJSEKVOmICMjw8KZHMfz35xD0vpjAAwWWWFl4++y/lIR0teMxbLxnfTv5ZQaVsibWd0jh8CyrFnz3g/338DUj0+iykZC2O3CKsz+8ozNDM7iKjme+/ochr5rKHWcrsuu7Gxh0ZPwTnwljFEbPu6erdawqFVqEMBL5Arxk2Dx2E6QioVQ81rWjXj/iKuG61TqVOgMw2D58uXYtWsXtm7dii1btuDWrVtGxxw7dgxZWVnYt28f3nzzTaxZs8ZZ44XGJJh469n7AIASB8WMB/mIrVass9SBnbDNrst52JORZ/b+9fxKrLVRK2f0h0dx4lYRzuv875b4+JD2OqzmuXS4xhPfPjewoUMmPBzOQtewLGpVLPwk5k/vjEBg5Ap0hEHYFKhToUdFRaFr164AgICAAMTHxyM/33hx8ODBg3jssccgEAjQq1cvVFRUoKCgwNLpGo1pSVSuGM/L4zpZOrxRmPY1LK9ReuVCijO5wmtqbMrlB+UY9t4h/GZiwT/5Oa+0rY06PV+fzjJ7r0ahRs9WwXZXNCS8DyGvnsvdUoWZEcgdc+ausbHgDVUY6+VDz8nJQWZmJnr27Gn0fn5+PmJiDC3fYmJizJS+o+A/gstVatQo1OjVOgSxwfVrCWYPpnHTCrUGr6ZcsXiBEJax1YA7Pacc2SW1+C1NWwTtYVktxm84hlTeD81W7P+MPq2Mtr/9/R6O3ijEpRzrNxHC++FcLmd0CUepd82f8vgNTji84bqxeyWxuroaCxcuxCuvvIKAAPuaMNtCLpcj00Y8pTXSHxoUxKUrmTh9uwjdon3tOpdMJquXzFAfBqUy43/8f3+/j/7hanSMqJ8FWF/ZjuJemQKBUiH8BCpkZmbiDz9koUKuwXdPtkGYr/PTEDJyzLNwTSmrqERmZiYmfH3HbN/KbVcQrCpF+zDz77uk1FCNMO1yBl7dnqXf5n/X7vruSb57ZJfUaNdmbjzUXntLh0WYjaGk0jx79KuDl+E3ONJh43DH3O36RSuVSixcuBBTpkzB2LFjzfZHR0cjL8/gJ83Ly0N0tO3CVlKptEFB97X+pcB+rayThRKoNMDVArld58qsZ6D/+0+G4XldTe1hCRGG7uuBkUhMrF/4WX1lN5SSagXmf3cBoxOjMLVnC0z4+iCEAn7MRAYAACAASURBVGDnn+JxQx6ECrn2sXLWj/frleDSEGoVauSU30Vyn5YY20qAF37LsXhcQstI3XdjUOjJvVvi14tay33LVRm2/Nk4OqRCpkTBAcPN4lyZ4QltxYTOSExsr9921XdvjeYs3x2ytf7w+1ALJADkGD+wm5kLTiMwXIu924Tg4v0y7LpRiQ1/esRhVSydNXdbN4k6R86yLFauXIn4+HjMnTvX4jGjRo3C9u3bwbIs0tLSEBgYiKioqIaP2AZ92oRibbK2oNbdIm3SgMJJvq8LujoagHHURFmN9ciLn85lI7/CfQ1q+7y5H6fvFOOtnZn441epAKAvSvX5UYPC7BDV+KesuiiqkkOlYTEoPhxtQyX4g5V+l5bWJfg1NriFTj5D3z2Eyw8Mj8j//f2e/vXcoe0aM2zCw+FcLlwUlaVyxRW1hgirtx8zFOhLzynDlQflDinJ7Q7qtNDPnz+PlJQUdOzYEdOmTQMALF68GA8faheyZs6ciREjRuDo0aNISkqCr68v3nnnHacOmisrGujjXJdB95aGanetQg01Pqwt1JVWK/Dyz+lIjA3C7kXDnDo2e+B3Qq9RanCVVy50VGfn3HD5cLHmXM2MWYPaYOu5bLQM8TVa3P7hbDZWTDS2ZCICJfrX0UHm7pZKk4qF3I/3vRk9qE54M4fLGK2QKSGAeXADYDACp/VqgS4tDFUrbxdWYdkvlxHuL8H5V5NcMl5HUqdG7NevH65fv27zGIFAgNWrVztsUHXB1YHmSmc6qxHFhO6x+te92xja1Vl7IlDq4lrdaaFb406JNizLT8JAzAghb0ChLJZlkV8hR3SQVB/aWSFTIlAqshjqKVNqvw+pTsH2aBWCrX8ZhMQWQUi5+MCoTnXP1/cZfdZXLEKInxhlNUqbzScYXRG1Il0vWCkp82YPdy1WylQI92NsNs5eMcHYkNiSmg1AuxgvU6o9roCXR1793I+Wy+767nnnF1rqyOsEr7SiYThXjLX9zqS0WoE4XZEiS5TLtGP6z5z+kIiEDXJTnc0qxaC1B/HBvuvYfzUfGQ/L0WPNPnyv+xGYwlnofCU7MD4cQT5i/HFwHG6/M9HsM2MSo/FE31bo2zYU51aOga+YwXe/3zMLKWupc8OkzB9q9H4JVcRs9vCrUFYrbF/nof5aY/DTWdoiXZeyDQvtnlhd1X3VFhsBd9fkQhjDAyS2DneoTMC6y+XNHdoSAabuAFdw7l6pzf0Vcq1ybRvuB6lICLmy/gr95/Naxf3JYeN6LK9su4ynB5rXR+Fk+IgZwELehqXyr38f1xGdY4wbN1TKVXh7VyZWT9HmQ/x4NhsPymoxvU8rdGsZrLfkAWAi76mKaJ7wLyuZynaIMfe0P75bjNk+sQcWRfNoC52rfihy4he/96/D8f6MHgCAf0zXLp5Ys8DdWcRLU0fC00entRE6Yf4S+IoZoyw5e/nxnOUoFWtwTZrr4wbxExvbGPNHaqNVLtwrhUqtweWcciz9JR2Atn45oO1Uw2FvA2bCexHaUaPjs9l98H+PGiKhBAKBPkmRwxPTTTxToZt0DrLUAMBRdIoJxBO66Iw/9G+DIB+RUQlOPq5+RKtRqNBuxU5sPXvf7oVAqYhBoI+o3u311Dau7jB/y09IBpeLdT9kPK8GBwBEBxsvgP5leHuIhAJcyilHh5W78fLPl/T7hiVo+4CKGc+zpAjnYY9CH98tFsvGdzZ6z9QoUntgVrhHKnQfEwXhTAvdFImIsep/5iJH+AuoziS3XAaWBZb9chk1coPFfXzpSOz963D8a5bl4v2dY4OQ8bDCppI2ZcOBG1b3xQZbtor1FrqN1n0pC4ZiSVJHAEBibJCZ8peIhFDxxsk1BAeAIF01RZFOoQ/QVdQjmjcNVQeb5vQ32vbEjHCPVOgtQ43jkkUutNAkjMCqD51rhBFuxWJ1NBW8MghXc7Ux2Snzh6J1mB86xQRiYvdYvZsIAM6vGgNAqzir5Cq0f2UXrjywL935zB1t+nTP1uY3K/6Noe+b+zH901MYvPYgMh5qwyTD/Kx/H4E+Yv05fe3s2RoRIMXXzw7QL1RzTaGFHnk1E47GHgvdEuEBUuz/23BM15WUqI/B01TwyJ+AmBFizpA4w7YLf8likdCqDz1TF+ctt1FQypF8sM8QTsotVCZEGycMjUk0ZOxy/RT9JQYreN635+uUo1JrkJpVgu4tg/Hr/w0x289/VC2uVuD8vVLklsvwxbE7iAqUIrSOGxyXxVdmpVSuaXf7ER0jMaKjIUWbu6FTj00CaFzN+4ToQAzvqHXlkcvFhXBRJwKBa5sWWIsQ0WhYXLivDXmSuagZ8slb5nVSTEuFBvpo3RIS3lOMH0+hPyirNQoJLKiUmRXU4koTtwr1BSMU4N3k7nq/eUJUgM3FI3saQ7ePDMCjnSLxwRM9Le7/aZ7xTaRn62CjbW5RtKGWGUHwMTTIIIXuMuJ03dld/Z37SUSo5nU3uZ5XibjlO/HFcUNavcyCwi+uUeG9Pddc7peTiIRYNr4zNk4y1J7xNVH6hbwWXAPePojh7x82itgpNwkJfGpAG1x4NQlZ705Cp5hAm3OyJ4RTIhJi89wB6NMm1OJ+XwmDr58doN+OMYlkEZOFTljhmxn1bzfIXUeeWE3XYxV623D/ug9yAgFSkVGdh7W7tYVyfj5vCOlTWVBwH54oxL+O3MbFbNvx4vUhMdbYFXHr7QkWj/u/R9sjLtTg9ggwqW3BtYgrqDRkuA5777D+9Vcn7gKwHM3CCAX6R9PLuvKji0YnOLxj0IiOkdjx0iPo2ToEQzpEGO3jopzETox2IjyTSP/6p9pwFro1H3r7V3bhk8O3LO5zNx77C5CI3GON+UsZVPMiSo5cLwRgHJtuyWLl/OqONNB9xEIMS4jQh+/ZG74Z7GusmLnwwnsWapefuVOMH85qE4q6mNxAAG3nF86HPuWfJwBoXSJcpM/hvz9q15jsoVvLYKTMH6pffObg+snaWnwlCHvhHvQs5XaoNSzUGhbv77VdDoUjq6japZnjHpkpChgnk7gSf6kIVXIVWJZFuxW79O+X8mLQr+dXYt3+G3ikQwS2XXyAdx7vBmc4WlRqFmJGiM9m961XKn9Lk+qF3A3qic9Omx374ncXAABTerawuLgpEAig0cCoyW67iACsnhKBGX1boV2E85+kwnS1fMJckDFMeAYp84dqnxyrzdsf1oXB5WL+qy2qsr9VXblMjQkfHMHsQW3wFq+iozPxWAvdVvNgZxKgU+inbxsvSFaY+Io/OngTT35+Gt+n3kdBpVxvmdfXzfvj2WxM//SU2ftlNQpcflAOkVAAiUhoZrXawldi7HKZ9slJI5eRSChAoI8IKrVGnywVaaWfKiPUWjJcOdIwfwniwv3gI2bQt61r4sK5PC9XhYsSTZ+erUOsrsnUBRdkYclCt6f3aHmtEnHLd+KprdqSzjvTcxs0jobgsQq9k85H+970Hi6V66/zoVvKzOSnuPN9yAPfOai/OOrrcln6SzrOW6jTsvhHbcYkf4G2PpxdOQa//N9g/fbff7pktF+lZnH8VpF++4VH4y2eRyjQVjvcqnPLyJRqm9XtnMFFXd16T4wbJpoeDK/JdFGVHHHLd+Knc9rr29L6mClfn8oy2jY19pyJx7pcooN8nN5xxxJypQYqDYssC/7mYF8xCnR3cNMyADVK7YXQUH+aSq0x8pEfuqZtwm0pdNEeIgOlVsMrB7cPx+nbxXiZp+SjAi1ngwqFWh96XIQ26ugZXn6Aq8gp1dZWr8/jMEFYg3O5TP/U4IJ8Y8dVPNGvtdFvpkahMgsTBsyLBbrS0PBYC91d7M3Q+uRMLVoARvVRTB/NHlRwpXXt/+fy42Bf2XYZLMvi6sMKozK5n822nN5vD9YahPRpEwoVr8a4LbSLooa8gIndXF/tMEHXfSnZpGk0QTQES6VEuEgwftLgZ0dumx0HAEWV7iu7Swq9ntjqkqRUsziweITNz5vW9bYFP579x3M5KKiUY4nJjWR8IxSoNb97fTr+qFkWJdUKvXXsilLGpoztqs2GJR864QhahfmZvTdUFyrLt9A/OmQ5dFGtMf6Nu9IDSQq9nvRta3uhpa5enfWx0E0rIl64V6ovL+AIRIwQ6//QE8m9DUlHvy0Yalbu9kMrGZwAsOXMfQDAym1XAMCsGa8rWJLUCamvjEYUlc4lHEALC8XmuDWwWl7ZaWu6wLRkgMSF+RGk0OvJX8d0tLpvWq8WZu+9Ma2r0XZ9fOj8yBPAuHaLo3i8dyus+0MvZL07CVnvTkKPViFmTSKm97XuyuBi4DnckdwjFApImRMOw9KiPheWW8lLKuR3MeNj+hN3ZY9bUuj1xFZ4IBcbv2qSoU9hZIAUl14bi/fHa5V9rUljibd2XEX7V3ZBodLg/L1SxC3fqQ+JNC3De7uw2iFzqIsWIb5YODrBrmO/4aXk+9hZLZEgmjrfPjcAW/8ySO9P//1OCU7dLkKlTLsWFuonNnOtcJjWgDH9zTsT+gXWE0tKK0SX2ML98/luFR8xg2A/MSL9tYuGS39JN7LSvzxxF2oNi0U/XNTHm8/89+8ADOFPv744xEzue9N7YLtJP01HMkJXce4RkzR7UwQCgf4mZ6mGDUF4IsMSIjEwPhxHl46Er27B/+l/n8HZuyUQCQXwk4ishjCqNSz8JAz+NiQSTw9sA5WGdVm2KCn0emLpcWzByA4AAMZCXfYgX62y46+c77psnmiw+4p5RtuBTG1ookypBt8Y2PHSI3iyf2uzllmOpG/bMBxfOhL/fX5gnccOig8HACT3aVnHkQThWbQM8cXAeEOC3OHrhQjwEUHMCCyGI6o1LL48cRc1CjXGJgTqO3LZU3XUEZBCbyRXXh+nryWi1IU08XV+kK58Lb8S4KIf0jDv23MothE3rVRr9D0zB8SFGaX2d21hXlPFGbS2sNpviWcfiQMALDdp6UUQ3oBpRy4/MQNGKNCHMvK5b9JXmMvKdpXbhRR6IwmQihCia4XGlSPgXwBcmzTTDuK/3ymx2ag5YeVu5JTWIthXbFZ0y9WZmHUxpH0Est6dRAuThFfypK6nMIePhIFIKIRKo4FGwyKryLC2ZdrNjOs94KqkN1LoDqBdpPaxigtZnNrTEO3Cxa2bBn9M7hGr98FNt5EQw90kTPsdEgThGnq3CTVqRO4rZiDSuVx+vfgAj35wBKd0ZTK4aJiOus5hd3WBDEt+NE9EdAak0BsA11xj71+HAwA6xwThtwVD9SGNAoFAb6VzCyqm2WffnbmPrGLtPzsi0JAQ8/pU4zBHjpGdo3Ds5ZH473N1+7QJgnAs6//QS/8642EFGKEAFbUqfY2XXVe062Kca+WNad20B+uepvnNzZ1JnbVcVqxYgSNHjiA8PBw7duww23/mzBm8+OKLaNVKa2UmJSVhwYIFjh9pE+LIyyPN3uvRyniBctuLQ3Ejv1LvHrHUx3ruprMAgFBeHe9HEqxHlbQJ90ObcPv82gRBOI7JPVpgwZaL+u10XTOX/nHa5CJfMYPCSjmW/3oZgC68WQ4E1qMKqiOo00JPTk7Gl19+afOYfv36ISUlBSkpKV6vzO0lJtgHw3mNjG35vUd1jtK/bh8ZYFRid0j7cKeMjyCIhrFpTn99/SBuEfTfx++i/9sH9NvtI7X7J/XQJunxf+POpE6F3r9/fwQHB9d1GNEIOkYH4rvnB2LjU9rHuk9n9wUAbPhDL7w3w7XlgQmCsMysgdr+pIPbh+OpAdrX+RWWFzu56JYWIb4I9RObNZVxFg55HkhLS8PUqVMRFRWFZcuWISHBvizD5sbGp3rh5/M5iI/wx9en7xntG8pL4BnXNcYtpYEJgrDO2493x9uPazsPcWtj9mDaWN6ZNFqhd+3aFYcOHYK/vz+OHj2K+fPnY9++fXV+Ti6XIzMzs7Hi64VMJnO5TL7sjj7AK0O0MeQDI1vhxd+0tVpcMSZ3zt3d8pvz3N0t31vnXlpoe5EzMzNTL1sMFfKLSl3yPTRaoQcEGKoLjhgxAq+//jpKSkoQFma7/ZhUKkViYqLNYxxNZmamy2Vak50IIOJQAYqqFC4Zkzvn7m75zXnu7pbvrXO/p84FThRa3PfSqA5ITOykl5319R1klSmRpQrBhO6N7xdg68bQ6LDFwsJCfTGa9PR0aDQahIY2rJdfc+PEslHIfGO8u4dBEEQ9sVbHZVKPWCwZ28nivv/TNVx3JnVa6IsXL0ZqaipKS0sxfPhwvPTSS1CptP6gmTNnYu/evfj+++/BMAx8fHywbt26JpfJ2FTxqYcfjiCIpkNClKF07lfP9EOgjxitw3wRVkeTlQv3SxvcvNoe6lTo69ats7l/9uzZmD17tsMGRBAE0dTpxGsCPzox2u7P7b+a71SFTpmiBEEQDcSecMTHeR3B2umqLzoL16YxEQRBeAlX3xgHoR3u5dmD2mLbxQcAzIt3ORpS6ARBEA3AT2Kf+uzW0lDuusbJ8ejkciEIgnAiUhGDa29qo9nq0yS+IZBCJwiCcDJSXaNouZNdLqTQCYIgnIxAIICEETq9tygpdIIgCBcgEQmdvihKCp0gCMIFiBkBWegEQRDeAFnoBEEQXoKYEUJBFjpBEITnQxY6QRCElyBhSKETBEF4BRIRhS0SBEF4BeRDJwiC8BIkjBBKFaX+EwRBeDxikRBystAJgiA8HwkjgJIWRQmCIDwfkVAItZVepI6CFDpBEIQLYBgBlBqy0AmCIDwesVAAFdVDJwiC8HxELkgsohZ0BEEQLuDXCznQsEBptQKh/hKnyCALnSAIwgVw66Gn7xQ7TQYpdIIgCBeSerfEaecmhU4QBOFCNp/Kctq5SaETBEG4gGEJEU6XUadCX7FiBQYPHozJkydb3M+yLN566y0kJSVhypQpyMjIcPggCYIgPJ3NcwcAAOaNiHeajDoVenJyMr788kur+48dO4asrCzs27cPb775JtasWePI8REEQXgFjFAAH7EQrBND0etU6P3790dwcLDV/QcPHsRjjz0GgUCAXr16oaKiAgUFBQ4dJEEQhDfg7PT/Rseh5+fnIyYmRr8dExOD/Px8REVF2fycXC5HZmZmY8XXC5lM5nKZTUF2c5ffnOfubvk0dxPZrAaFRcVOG5PbEoukUikSExNdKjMzM9PlMpuC7OYuvznP3d3yae7GsiXiHASHhDZqTLZuBo2OcomOjkZeXp5+Oy8vD9HR0Y09LUEQhNfBCAVQOdHl0miFPmrUKGzfvh0syyItLQ2BgYF1ulsIgiCaI4xAALUTKy7W6XJZvHgxUlNTUVpaiuHDh+Oll16CSqUCAMycORMjRozA0aNHkZSUBF9fX7zzzjtOGyxBEIQnwwgFcGbTojoV+rp162zuFwgEWL16tcMGRBAE4a2IGOda6JQpShAE4SIYQRP3oRMEQRD2oXW5kEInCILweESMEEondi0ihU4QBOEixIwAKvKhEwRBeD5iRgilE8NcSKETBEG4CJFQQC4XgiAIb0DMCKEiC50gCMLzEQoFqJSpnHZ+txXnIgiCaG4cu1EIAFBrWDBCgcPPTxY6QRCEi3FWpAspdIIgCBfjrOQiUugEQRAuxlnp/6TQCYIgXIzaSaGLpNAJgiBcjJJ86ARBEJ7NzAFtAACsk3KLSKETBEG4iB6tggGQQicIgvB4uMhzjZM0Oil0giAIFyEUaFW6s6q5kEInCIJwFToTXUNhiwRBEJ6N45P9jSGFThAE4SL0LhdaFCUIgvBsBJzLhRZFCYIgPBtaFCUIgvASUrNKAAB7M/Kccn5S6ARBEC7i6sMKAMDJW0VOOT8pdIIgCBchEWlVrkLlxloux44dw7hx45CUlIQvvvjCbP+vv/6KQYMGYdq0aZg2bRp++uknhw+UIAjC05HqFLrcSQq9zhZ0arUab7zxBjZt2oTo6GjMmDEDo0aNQocOHYyOmzhxIl577TWnDJIgCMIbkLrbQk9PT0fbtm3RunVrSCQSTJo0CQcPHnTKYAiCILwZvctF7SYLPT8/HzExMfrt6OhopKenmx23b98+nD17Fu3atcOKFSsQGxtr87xyuRyZmZkNGHLDkclkLpfZFGQ3d/nNee7ulk9zN5YdJZYDAHygcsq46lTo9jBy5EhMnjwZEokEP/zwA5YtW4ZvvvnG5mekUikSExMdId5uMjMzXS6zKchu7vKb89zdLZ/mbiz71U4sNl/YhYl92iIxsYOVT9Z9XmvU6XKJjo5GXp4hZjI/Px/R0dFGx4SGhkIikQAAnnjiCWRkZDRooARBEN4MIxTg2Msj8czgOKecv06F3r17d2RlZSE7OxsKhQI7d+7EqFGjjI4pKCjQvz506BDat2/v+JESBEF4AW3C/eAvdYhzxIw6zyoSifDaa6/h+eefh1qtxvTp05GQkICNGzeiW7duGD16NL799lscOnQIDMMgODgYa9eudcpgCYIgCOvYdZsYMWIERowYYfTeokWL9K+XLFmCJUuWOHZkBEEQRL2gTFGCIAgvgRQ6QRCEl0AKnSAIwksghU4QBOElCFjWWc2QbJOWlgapVOoO0QRBEB6LXC5Hr169LO5zm0InCIIgHAu5XAiCILwEUugEQRBeAil0giAIL4EUOkEQhJdACp0gCMJLIIVOEAThJZBCJwiiUVDkc9PBKxW6RuOcfn114e4LW61Wu1V+ZWUlAPd8/4WFhQDc9z+4efMm5HK5W2SfP38e9+/fd4tsQNtqzV1w17y7/u/ulm+K1yj09PR0fds7odC100pPT8eqVavw73//GyUlJS6VDQCXL1/Gyy+/jE8++cTlP2yNRoOqqirMmzcPb731FgDXfv9Xr17FM888g40bNwIABAKBy2QDwLVr1zBz5kxs2LABZWVlLpWdkZGBZ599Fs8884z+ZupK0tLS8NJLL+GNN97AiRMnXGpQXLx4EatWrcLmzZtRVVXl8v/7+fPnsWzZMnz66acoKytzuXxrMGvWrFnj7kE0ls2bN+Ott95CamoqEhISEBcXB7Va7XTFolarsX79emzevBkTJkzA2bNnceXKFXTt2hV+fn5OlQ1olembb76JH374AZMmTcLt27dx6tQpDBs2DGKx2OnyAa0CFYvF2L59OyorKyGRSJCQkACNRuPUi5xlWaxduxabNm3C008/jRdffNFpsmzx5ptv4pFHHsHKlSsREBCgH5sz565UKvH6669j69at+POf/4zKykoIBAL07t3b6d87x5kzZ/D2229j+vTpEIvFOH36NPr37w9fX1+ny05NTcU777yDKVOm4O7du0hLS4NarUbbtm2dLhsAsrOzsXTpUkyePBnXrl3D+fPnAQBxcXEukW8Lr7DQ27Zti88//xxr1qzBF198AQBgGMbpj0EajQaxsbHYsGEDkpOT8corryAtLc1lj6BCoRCDBg3C5s2bkZycjOeffx4CgQAMw7hEPsedO3cQEhKCZ555Br/99huqqqogFAqd+v0LBALU1NQgMTERjz32GADg/v37LnP3aDQaZGdnw8/PD3PmzAEAnDx5EhUVFU5/DFcoFOjfvz+2bNmCkSNHYty4cbh9+zZUKpXLno5u3LiB7t27Y+rUqZg2bRpUKhX8/f1dIvvq1avo06cPJk+ejBdffBFFRUXYtWuX3u3mbC5fvoz27dsjOTkZy5cvR2JiIg4fPozc3FyXyLeFR1roaWlpqK2tRWhoKADtnTE8PBxt2rTB/v37UVZWhp49ezrFSjeV3a5dO8TExEChUCA4OBhHjx5Ft27dzBppO0t++/btIZVKcfLkScydOxcBAQG4desWYmNjERYW5lT5nCUaGBiIY8eOYcSIEcjOzkZeXh4iIiIQFBTkNNkAMGDAAHz00UeoqKjAunXrcPHiRRw9ehSxsbGIiopyqGxT+dyNc8OGDWjdujXee+89nDt3DufOnUNWVhb69evnUEuZL1ssFqNTp04QibQNx65cuYLCwkKMHj3aaRa66XcvkUjwwQcfQC6XY9WqVZBKpbhw4QKUSiUSEhKcKrusrAxXrlxBz549ER4ejt9//x3V1dWQyWTo3r27Q2UD2j7JJ0+ehEajQUxMDHx8fPDrr79i6NChiIiIgFQqRVZWFnJzc60WzXIVHmWhV1RU4C9/+Qvmzp2L3bt3o6amBoDWEmIYBlKpFM8++yx+/vlnlJSU6C94Z8iurq4GwzB6pSWRSFBVVYWcnBynKBNbcweAoKAgfPjhh9i0aRN8fX2xbds2FBUVOVU+pziuXLkCf39/JCQkICEhAf/85z+xZs0aKJVKh1jM1uYeEBCAWbNmYe/evViyZAnWrVuHyMhI7Nu3z6FrGbbkJycnY+PGjZg+fTq++uorPPHEE0hLS0NaWprTZAsEArAsq/9uBwwYgAMHDqC8vNzhBoyl6x4AEhMT8eWXX+LBgwdYvXo1vv32W/Tp0wfHjx/H7du3nSo7Li4OAQEBWL58OV566SXk5uaiS5cuZr+JxlJQUIAXXngBX375JcrLy7FixQocP34crVu3Ru/evbF7924AWqOuffv2KC8vd9vCOIdHWehlZWVQKpVISkrSP17FxcUZWSQtWrTA9evXcevWLQwcOBDp6ekOsZatyeZz7tw55OfnIzk5GdXV1Xj48CFCQkIaLduWfG7u0dHR+vFIpVLs3LkTU6ZMgUQicap8QOv6OX78OHbs2IG9e/ciISEB8fHxePTRRx1iLdqS3bNnT0ycOBHx8fFgGAZ+fn7YsWMHpk6d6rB1BFvyAwIC8M0332DAgAFITExEWFgYzp8/j169eiEyMtJpsgUCAQQCATQaDQIDA3Hz5k34+voiPj6+0TLtkQ9or7mff/4ZY8aMQVRUFIKCgnD06FE8+uijCAwMdJrskJAQDB48GC1atEDLli3x17/+FZWVldizZw+mTJnisCeUM2fOwMfHB++88w4GDBgAhmGwd+9elRJXeQAACMNJREFUTJgwATKZDGfPnkVUVBRiY2NRWlqKHTt2YMaMGQ6R3VCavELfvn07KioqEBwcjLCwMHTu3BkdOnRAeno68vPz9Xdr7vFfKBSic+fO+Nvf/oavvvoKCQkJ6NatW4P+yfbK5nyXGRkZqKmpQV5eHpYvX4727ds36vHTXvmmHDx4EFVVVRg1alSjnlLslf/w4UMcPnwYMTEx2LBhAwYNGoSUlBR07dq1wW6f+szdx8fHaO41NTUum3tERARCQkKwZcsWJCUlYffu3Th58iSmTZvWYKVWn2teKBRCJpPhyJEjSExMRNu2bRu9KGuvfIVCgby8PBw/fhxjxozBvn37kJ6ejkmTJjU4KMBe2QzDoFWrVujYsSMAYNeuXejYsSN69OjR4Hlz8svLyxEVFYWWLVuiXbt2+rWBnJwcKJVKDBkyBIGBgSgrK8OmTZswYcIEnDx5EjKZDEOHDnVZQIIlmqRCZ1kWhYWFeOGFF3D9+nXk5+dj//796N+/PwIDAyEWi8EwDK5cuQKlUonOnTvrrZX79+9j6dKlaNWqFTZs2FBvK7EhsrnH3M8//xw//PADgoODsWzZMgwePNglcweAqqoqnD17Fn/7299QVFSERYsWNchCrI98hUKBzp07Izw8HEOGDMG4ceMgkUggEokwevRotGjRwiVzVygUOHfuHBYuXIji4mIsWrQIERERLpk7AHTt2hU1NTU4cOAALly4gNWrV9c74qKh17xarYZUKsXevXshk8kwcODABinzhsydYRgEBwfj5MmT+O9//4tbt27htddeQ8uWLZ0+d45z585hwYIFKC0txdy5cxu0bmNJ/p49ezB48GBERERAqVSCYRicPn0aubm5GDlyJPz9/dGrVy/cvHkTKSkpOHfuHJYtW+YUd2t9J9OkUKlULMuy7J07d9glS5bo33vjjTfY+fPnGx27adMmdt26dWxFRQVbU1PDsizLFhUVsadPn3aZ7MrKSraqqoplWZbdsWMHu3v37gbJbqj8iooKViaTsSzLsidPnmT379/vcvnV1dX6Y9VqtUtl19bWsizLsufPn3fL3CsrK/XvKxQKl8rmrnmWZVm5XN4g2Q2VX15erv/ua2tr2fv377tMNv+ay8vLY48cOdIg2fbK546ZN28ee/LkSZZltXqGZVlWqVQaXQPupsksiqrVaqxbtw7r1q1Damoq7t69qw+/YxgGK1euxMWLF5Gamqr/zBNPPIGamhrMnTsXo0ePRl5eHsLDwzFo0CCXyX7mmWeQlJSEgoICTJo0CePHj3fp3OfMmYORI0ciPz8fQ4YMwZgxY1wqf+7cuRgzZgzy8/PBMEy9F+UaO/dRo0YhPz8fffr0ccvcx44di/z8fACo96O2I655TnZD1koaK5/77n18fNC6dWuXyh4zZgzy8vIQHR2NESNGOHXuDMNAoVAgNDQUcXFxWL9+PebOnYvy8nKIRCKLbk930SQUempqKpKTk1FeXo62bdti48aNEIlEOHPmDNLT0wFoF94WLFiAjz/+WP+5o0eP4vvvv0fnzp3xv//9DzExMS6XnZiYiP/9738NftRylPyGLvw66rtviHyau3tkO0J+Y757d/7eGypfoVBg27ZtmDNnDqqrq7F582YEBwc3SL5TcfcjAsuy7NmzZ9lt27bpt1evXs1+99137C+//MI+/vjjLMuyrFqtZgsKCtiFCxey2dnZLMuy7P79+9nU1FSPld3c5dPcae6ult0Q+bm5ueylS5fYl19+mb169Wqj5TuTJmGhd+3aFRMnTtRn2PXp0we5ublITk6GWq3Gt99+C6FQiLy8PP3qNgCMGTMG/fv391jZzV0+zZ3m7mrZ9ZUvFAoRExODHj164L333kNiYmKj5TuTJqHQfX19IZFI9D6sU6dO6cPd1q5di9u3b2PevHlYsmQJunTpAsBxyQPulN3c5dPcae6ull1f+V27dnW4fKfirkcDS3BREs899xyblZXFsizLZmVlseXl5ezZs2fZvLw8r5Td3OXT3GnuzW3uzqJJWOgcQqEQKpUKoaGhuH79OubNm4d//etfEAqF6Nevn9Pqo7hbdnOXT3OnuTe3uTsNd99RTLl48SLbqVMn9qmnnmJ//PHHZiO7ucunudPcm9vcnUGTU+i5ubnsZ5991qhECU+U3dzl09xp7u7A3fIdjYBlPcXbTxAEQdiiSfnQCYIgiIZDCp0gCMJLIIVOEAThJZBCJwiC8BIc16ONIJo4iYmJ6NixI1QqFRiGwWOPPYY5c+bYrBCZk5ODixcvYsqUKS4cKUE0DFLoRLPBx8cHKSkpAIDi4mIsWbIEVVVVWLhwodXPPHjwADt27CCFTngEFLZINBt69+6Nixcv6rezs7MxY8YM/P7773jw4AGWLl2K2tpaAMCrr76KPn364Mknn8Tt27fRqlUrPP744/jjH/+IDz74AKmpqVAoFJg1axaeeuopd02JIIwgC51otrRu3RpqtRrFxcUIDw/Hpk2bIJVKkZWVhcWLF+PXX3/FkiVL8J///Aeff/45AGDr1q0IDAzEL7/8AoVCgaeeegpDhw6td4MHgnAGpNAJAoBKpcIbb7yBa9euQSgUIisry+JxJ0+exPXr17F3714AQGVlJe7du0cKnWgSkEInmi3Z2dlgGAbh4eH45z//iYiICKSkpECj0VjtHs+yLFatWoVhw4a5eLQEUTcUtkg0S0pKSrB69WrMmjULAoEAlZWViIyMhFAoREpKir75gb+/P6qrq/Wfe+SRR/D9999DqVQCAO7evYuamhq3zIEgTCELnWg2yGQyTJs2TR+2OG3aNMydOxcA8PTTT+Oll17C9u3bMWzYMPj5+QEAOnXqBKFQiKlTpyI5ORl/+tOf8ODBAyQnJ4NlWYSGhuJf//qXO6dFEHooyoUgCMJLIJcLQRCEl0AKnSAIwks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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_with_mean(df=df_psales.loc['CCL', PSALES]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, let us try and fit a Multiple Linear Regression model to use the various P/Sales signals to predict the FUTURE 3-year average P/Sales ratio. This has $R^2 = 0.86$ which is only marginally better than if we only used either the current P/Sales ratio, or the PAST 3-year average P/Sales ratio. So there is little or no real advantage to combining these signals when predicting the FUTURE 3-year average P/Sales.\n", + "\n", + "Also note that because the data gets standardized to have 0 mean and 1 standard deviation before fitting the regression model, the fitted coefficients show the relative importance of the predictor signals. Clearly the most important predictive signal is the current P/Sales ratio. The second-most important signal is the PAST 3-year average P/Sales ratio. And of no real importance is the current P/Sales ratio divided by its PAST 3-year average." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.859
Model: OLS Adj. R-squared: 0.859
Method: Least Squares F-statistic: 1.214e+06
Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00
Time: 11:14:13 Log-Likelihood: -8.1478e+05
No. Observations: 595743 AIC: 1.630e+06
Df Residuals: 595739 BIC: 1.630e+06
Df Model: 3
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
P/Sales 1.9175 0.005 381.173 0.000 1.908 1.927
P/Sales 3Y Avg. PAST 0.4614 0.005 93.334 0.000 0.452 0.471
(P/Sales) / (P/Sales 3Y Avg. PAST) -0.0127 0.002 -6.668 0.000 -0.016 -0.009
Constant 2.8828 0.001 2342.083 0.000 2.880 2.885
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Omnibus: 143750.752 Durbin-Watson: 0.008
Prob(Omnibus): 0.000 Jarque-Bera (JB): 3687217.475
Skew: 0.581 Prob(JB): 0.00
Kurtosis: 15.132 Cond. No. 8.08


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==================================================================================\n", + "Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.859\n", + "Model: OLS Adj. R-squared: 0.859\n", + "Method: Least Squares F-statistic: 1.214e+06\n", + "Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00\n", + "Time: 11:14:13 Log-Likelihood: -8.1478e+05\n", + "No. Observations: 595743 AIC: 1.630e+06\n", + "Df Residuals: 595739 BIC: 1.630e+06\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "======================================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------------------------------\n", + "P/Sales 1.9175 0.005 381.173 0.000 1.908 1.927\n", + "P/Sales 3Y Avg. PAST 0.4614 0.005 93.334 0.000 0.452 0.471\n", + "(P/Sales) / (P/Sales 3Y Avg. PAST) -0.0127 0.002 -6.668 0.000 -0.016 -0.009\n", + "Constant 2.8828 0.001 2342.083 0.000 2.880 2.885\n", + "==============================================================================\n", + "Omnibus: 143750.752 Durbin-Watson: 0.008\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3687217.475\n", + "Skew: 0.581 Prob(JB): 0.00\n", + "Kurtosis: 15.132 Cond. No. 8.08\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fit a multiple linear regression model and show the result.\n", + "df = df_psales[[PSALES, PSALES_3Y_PAST, PSALES_3Y_FUTURE,\n", + " PSALES_REL_PAST]]\n", + "model = regression(df=df, y=PSALES_3Y_FUTURE, standardize=True)\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales vs. Other Signals\n", + "\n", + "Let us now investigate if any of the other signals can be used to predict the FUTURE 3-year average P/Sales ratio. First we calculate the linear correlations." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 18.2 s, sys: 743 ms, total: 18.9 s\n", + "Wall time: 18.4 s\n" + ] + } + ], + "source": [ + "%%time\n", + "df_corr = df_signals.corr()\n", + "df_corr_3y = df_signals_3y.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# New column names.\n", + "SIGNALS_NORMAL = 'Normal Signals'\n", + "SIGNALS_3Y = '3-Year Avg. Signals'\n", + "\n", + "# Create a new DataFrame with the correlations.\n", + "data = \\\n", + "{\n", + " SIGNALS_NORMAL: df_corr[PSALES_3Y_FUTURE],\n", + " SIGNALS_3Y: df_corr_3y[PSALES_3Y_FUTURE]\n", + "}\n", + "df = pd.DataFrame(data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The table below shows the absolute correlations between the FUTURE 3-year average P/Sales ratio and the various signals. A value of 1 means perfect correlation, while a value of 0 means there is no linear relation between the variables. Here we are only interested in comparing the correlation strength and not the direction, that is why we consider the absolute correlation.\n", + "\n", + "The first column shows the correlations for the normal signals which are calculated with the TTM financial data. The second column shows the correlations for the signals calculated with 3-year PAST averages for the financial data. The only real difference between these two columns seems to be for the P/E and Net Profit Margin, where the correlation is stronger when using the PAST 3-year averages.\n", + "\n", + "What we generally see is that the current P/Sales ratio has the strongest correlation with the FUTURE 3-year average P/Sales ratio. The next strongest correlation is for the PAST 3-year average P/Sales ratio. Then the Gross Profit Margin and Asset Turnover. The P/Book and P/E are also valuation ratios, so we will ignore those." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Normal Signals3-Year Avg. Signals
P/Sales 3Y Avg. FUTURE1.0000001.000000
P/Sales0.9038790.895450
P/Sales 3Y Avg. PAST0.8829700.882970
Gross Profit Margin0.5473880.550507
Asset Turnover0.4377740.437289
P/Book0.2999080.313731
Sales Growth0.2171110.230814
Sales Growth YOY0.1967130.214804
P/E0.1958130.271600
Current Ratio0.1578520.169831
Assets Growth YOY0.1492650.210366
Assets Growth0.1433400.210357
FCF Yield0.1419770.161792
(P/Sales) / (P/Sales 3Y Avg. PAST)0.1334960.133496
Net Profit Margin0.1222030.261017
Market-Cap0.0939900.093990
P/FCF0.0905780.085985
Assets Growth QOQ0.0899490.118375
Earnings Growth0.0894510.093019
FCF Growth QOQ0.0799010.081530
Debt Ratio0.0707230.111618
Dividend Yield0.0647650.011235
P/NCAV0.0638990.083722
Earnings Growth YOY0.0590440.051050
Sales Growth QOQ0.0550370.042719
(P/Sales 3Y Avg. FUTURE) / (P/Sales)0.0543910.054391
FCF Growth YOY0.0508460.039591
Earnings Growth QOQ0.0397060.044029
P/NetNet0.0389840.012176
Return on Assets0.0369600.084172
FCF Growth0.0358510.044218
Earnings Yield0.0344880.033062
Interest Coverage0.0270200.000833
Return on Equity0.0159050.050056
\n", + "
" + ], + "text/plain": [ + " Normal Signals 3-Year Avg. Signals\n", + "P/Sales 3Y Avg. FUTURE 1.000000 1.000000\n", + "P/Sales 0.903879 0.895450\n", + "P/Sales 3Y Avg. PAST 0.882970 0.882970\n", + "Gross Profit Margin 0.547388 0.550507\n", + "Asset Turnover 0.437774 0.437289\n", + "P/Book 0.299908 0.313731\n", + "Sales Growth 0.217111 0.230814\n", + "Sales Growth YOY 0.196713 0.214804\n", + "P/E 0.195813 0.271600\n", + "Current Ratio 0.157852 0.169831\n", + "Assets Growth YOY 0.149265 0.210366\n", + "Assets Growth 0.143340 0.210357\n", + "FCF Yield 0.141977 0.161792\n", + "(P/Sales) / (P/Sales 3Y Avg. PAST) 0.133496 0.133496\n", + "Net Profit Margin 0.122203 0.261017\n", + "Market-Cap 0.093990 0.093990\n", + "P/FCF 0.090578 0.085985\n", + "Assets Growth QOQ 0.089949 0.118375\n", + "Earnings Growth 0.089451 0.093019\n", + "FCF Growth QOQ 0.079901 0.081530\n", + "Debt Ratio 0.070723 0.111618\n", + "Dividend Yield 0.064765 0.011235\n", + "P/NCAV 0.063899 0.083722\n", + "Earnings Growth YOY 0.059044 0.051050\n", + "Sales Growth QOQ 0.055037 0.042719\n", + "(P/Sales 3Y Avg. FUTURE) / (P/Sales) 0.054391 0.054391\n", + "FCF Growth YOY 0.050846 0.039591\n", + "Earnings Growth QOQ 0.039706 0.044029\n", + "P/NetNet 0.038984 0.012176\n", + "Return on Assets 0.036960 0.084172\n", + "FCF Growth 0.035851 0.044218\n", + "Earnings Yield 0.034488 0.033062\n", + "Interest Coverage 0.027020 0.000833\n", + "Return on Equity 0.015905 0.050056" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.abs().sort_values(by=SIGNALS_NORMAL, ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us try and fit a Linear Regression Model to some of the signals with highest correlation. The reason we don't fit the regression model to all the signals, is that alot of them contain NaN (Not-a-Number), which results in the entire rows with NaN being removed, so the dataset becomes much smaller, and the correlation numbers already shows that many of the signals are not linearly related to the FUTURE 3-year average P/Sales anyway.\n", + "\n", + "The regression model has $R^2 = 0.86$ which is only marginally better than using only one signal, either the current P/Sales ratio or the PAST 3-year average P/Sales.\n", + "\n", + "Because the data is standardized (to having zero mean and one standard deviation) before the regression model is fitted, the coefficients show us which signals are most important in predicting the FUTURE 3-year average P/Sales ratio, and that is by far the current P/Sales ratio, followed by the PAST 3-year average P/Sales ratio. The Gross Profit Margin, Net Profit Margin, Asset Turnover, and Sales Growth only have a relatively minor effect on the linear regression model." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.855
Model: OLS Adj. R-squared: 0.855
Method: Least Squares F-statistic: 5.318e+05
Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00
Time: 11:14:32 Log-Likelihood: -7.1183e+05
No. Observations: 541733 AIC: 1.424e+06
Df Residuals: 541726 BIC: 1.424e+06
Df Model: 6
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
P/Sales 1.7282 0.003 527.654 0.000 1.722 1.735
P/Sales 3Y Avg. PAST 0.4053 0.003 120.979 0.000 0.399 0.412
Gross Profit Margin 0.0750 0.002 48.056 0.000 0.072 0.078
Net Profit Margin 0.0489 0.001 37.744 0.000 0.046 0.051
Asset Turnover -0.0655 0.001 -45.870 0.000 -0.068 -0.063
Sales Growth -0.0562 0.001 -43.573 0.000 -0.059 -0.054
Constant 2.8131 0.001 2299.638 0.000 2.811 2.816
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Omnibus: 165847.566 Durbin-Watson: 0.009
Prob(Omnibus): 0.000 Jarque-Bera (JB): 4337850.336
Skew: 0.903 Prob(JB): 0.00
Kurtosis: 16.745 Cond. No. 6.35


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==================================================================================\n", + "Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.855\n", + "Model: OLS Adj. R-squared: 0.855\n", + "Method: Least Squares F-statistic: 5.318e+05\n", + "Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00\n", + "Time: 11:14:32 Log-Likelihood: -7.1183e+05\n", + "No. Observations: 541733 AIC: 1.424e+06\n", + "Df Residuals: 541726 BIC: 1.424e+06\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "P/Sales 1.7282 0.003 527.654 0.000 1.722 1.735\n", + "P/Sales 3Y Avg. PAST 0.4053 0.003 120.979 0.000 0.399 0.412\n", + "Gross Profit Margin 0.0750 0.002 48.056 0.000 0.072 0.078\n", + "Net Profit Margin 0.0489 0.001 37.744 0.000 0.046 0.051\n", + "Asset Turnover -0.0655 0.001 -45.870 0.000 -0.068 -0.063\n", + "Sales Growth -0.0562 0.001 -43.573 0.000 -0.059 -0.054\n", + "Constant 2.8131 0.001 2299.638 0.000 2.811 2.816\n", + "==============================================================================\n", + "Omnibus: 165847.566 Durbin-Watson: 0.009\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 4337850.336\n", + "Skew: 0.903 Prob(JB): 0.00\n", + "Kurtosis: 16.745 Cond. No. 6.35\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Select signals with highest correlation.\n", + "df = df_signals[[PSALES_3Y_FUTURE, PSALES, PSALES_3Y_PAST,\n", + " GROSS_PROFIT_MARGIN, NET_PROFIT_MARGIN,\n", + " ASSET_TURNOVER, SALES_GROWTH]]\n", + "\n", + "# Fit a multiple linear regression model and show the result.\n", + "model = regression(df=df, y=PSALES_3Y_FUTURE, standardize=True)\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then try and remove the PAST P/Sales signals and redo the regression. Now we get $R^2 = 0.37$ and the coefficients show us that the Gross Profit Margin is by far the most important of these signals in predicting the FUTURE 3-year average P/Sales ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.373
Model: OLS Adj. R-squared: 0.373
Method: Least Squares F-statistic: 1.568e+05
Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00
Time: 11:14:32 Log-Likelihood: -2.1562e+06
No. Observations: 1054165 AIC: 4.312e+06
Df Residuals: 1054160 BIC: 4.312e+06
Df Model: 4
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Gross Profit Margin 0.9288 0.002 444.548 0.000 0.925 0.933
Net Profit Margin 0.2327 0.002 125.331 0.000 0.229 0.236
Asset Turnover -0.5591 0.002 -272.688 0.000 -0.563 -0.555
Sales Growth 0.3838 0.002 208.051 0.000 0.380 0.387
Constant 2.7000 0.002 1481.614 0.000 2.696 2.704
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Omnibus: 296969.460 Durbin-Watson: 0.003
Prob(Omnibus): 0.000 Jarque-Bera (JB): 1094935.742
Skew: 1.385 Prob(JB): 0.00
Kurtosis: 7.154 Cond. No. 1.73


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==================================================================================\n", + "Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.373\n", + "Model: OLS Adj. R-squared: 0.373\n", + "Method: Least Squares F-statistic: 1.568e+05\n", + "Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00\n", + "Time: 11:14:32 Log-Likelihood: -2.1562e+06\n", + "No. Observations: 1054165 AIC: 4.312e+06\n", + "Df Residuals: 1054160 BIC: 4.312e+06\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "=======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "---------------------------------------------------------------------------------------\n", + "Gross Profit Margin 0.9288 0.002 444.548 0.000 0.925 0.933\n", + "Net Profit Margin 0.2327 0.002 125.331 0.000 0.229 0.236\n", + "Asset Turnover -0.5591 0.002 -272.688 0.000 -0.563 -0.555\n", + "Sales Growth 0.3838 0.002 208.051 0.000 0.380 0.387\n", + "Constant 2.7000 0.002 1481.614 0.000 2.696 2.704\n", + "==============================================================================\n", + "Omnibus: 296969.460 Durbin-Watson: 0.003\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1094935.742\n", + "Skew: 1.385 Prob(JB): 0.00\n", + "Kurtosis: 7.154 Cond. No. 1.73\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Select signals with highest correlation except PAST P/Sales.\n", + "df = df_signals[[PSALES_3Y_FUTURE,\n", + " GROSS_PROFIT_MARGIN, NET_PROFIT_MARGIN,\n", + " ASSET_TURNOVER, SALES_GROWTH]]\n", + "\n", + "# Fit a multiple linear regression model and show the result.\n", + "model = regression(df=df, y=PSALES_3Y_FUTURE, standardize=True)\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we use the signals calculated from 3-year averages of the financial data, then we get a slightly higher $R^2 = 0.39$, probably because the 3-year average Net Profit Margin is a stronger predictor for FUTURE P/Sales ratios than the TTM Net Profit Margin:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.394
Model: OLS Adj. R-squared: 0.394
Method: Least Squares F-statistic: 8.840e+04
Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00
Time: 11:14:33 Log-Likelihood: -1.0928e+06
No. Observations: 544405 AIC: 2.186e+06
Df Residuals: 544400 BIC: 2.186e+06
Df Model: 4
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Gross Profit Margin 0.8332 0.003 294.783 0.000 0.828 0.839
Net Profit Margin 0.4459 0.003 174.401 0.000 0.441 0.451
Asset Turnover -0.5134 0.003 -186.497 0.000 -0.519 -0.508
Sales Growth 0.3496 0.002 141.262 0.000 0.345 0.354
Constant 2.7693 0.002 1134.388 0.000 2.765 2.774
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Omnibus: 153378.875 Durbin-Watson: 0.004
Prob(Omnibus): 0.000 Jarque-Bera (JB): 574252.393
Skew: 1.379 Prob(JB): 0.00
Kurtosis: 7.208 Cond. No. 1.78


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==================================================================================\n", + "Dep. Variable: P/Sales 3Y Avg. FUTURE R-squared: 0.394\n", + "Model: OLS Adj. R-squared: 0.394\n", + "Method: Least Squares F-statistic: 8.840e+04\n", + "Date: Wed, 18 Mar 2020 Prob (F-statistic): 0.00\n", + "Time: 11:14:33 Log-Likelihood: -1.0928e+06\n", + "No. Observations: 544405 AIC: 2.186e+06\n", + "Df Residuals: 544400 BIC: 2.186e+06\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "=======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "---------------------------------------------------------------------------------------\n", + "Gross Profit Margin 0.8332 0.003 294.783 0.000 0.828 0.839\n", + "Net Profit Margin 0.4459 0.003 174.401 0.000 0.441 0.451\n", + "Asset Turnover -0.5134 0.003 -186.497 0.000 -0.519 -0.508\n", + "Sales Growth 0.3496 0.002 141.262 0.000 0.345 0.354\n", + "Constant 2.7693 0.002 1134.388 0.000 2.765 2.774\n", + "==============================================================================\n", + "Omnibus: 153378.875 Durbin-Watson: 0.004\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 574252.393\n", + "Skew: 1.379 Prob(JB): 0.00\n", + "Kurtosis: 7.208 Cond. No. 1.78\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Select signals with highest correlation except PAST P/Sales.\n", + "df = df_signals_3y[[PSALES_3Y_FUTURE,\n", + " GROSS_PROFIT_MARGIN, NET_PROFIT_MARGIN,\n", + " ASSET_TURNOVER, SALES_GROWTH]]\n", + "\n", + "# Fit a multiple linear regression model and show the result.\n", + "model = regression(df=df, y=PSALES_3Y_FUTURE, standardize=True)\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales vs. Asset Turnover & Sales Growth\n", + "\n", + "We will now study how some of the individual signals might be used to predict the FUTURE 3-year average P/Sales ratio. First we make a scatter-plot of the Asset Turnover on the x-axis and the FUTURE 3-year average P/Sales on the y-axis. The hue is the PAST 3-year average P/Sales ratio.\n", + "\n", + "The scatter-plot is not completely random. There does seem to be a tendency for the FUTURE 3-year average P/Sales ratio to have an almost reciprocal relation with the Asset Turnover, but there is a very large spread of the data-points." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(df=df_signals, x=ASSET_TURNOVER, y=PSALES_3Y_FUTURE,\n", + " hue=PSALES_3Y_PAST);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us try and \"zoom in\" on the points whose PAST 3-year average P/Sales ratio is below 4. This is shown in following scatter-plot, where we can see that there does seem to be a relation between the Asset Turnover, the PAST 3-year average P/Sales ratio, and the FUTURE 3-year average P/Sales." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select and plot only some of the signals.\n", + "mask = (df_signals[PSALES_3Y_PAST] < 4)\n", + "df = df_signals.loc[mask]\n", + "plot_scatter(df=df, x=ASSET_TURNOVER, y=PSALES_3Y_FUTURE,\n", + " hue=PSALES_3Y_PAST);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let us try and make a scatter-plot of the PAST TTM Sales Growth on the x-axis, the FUTURE 3-year average P/Sales ratio on the y-axis, and the hue is the PAST 3-year average P/Sales.\n", + "\n", + "The scatter-plot looks like a large blob of random points. There does not seem to be any simple and clear relation between TTM Sales Growth and FUTURE 3-year average P/Sales ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(df=df_signals, x=SALES_GROWTH, y=PSALES_3Y_FUTURE,\n", + " hue=PSALES_3Y_PAST);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can again try and \"zoom in\" on the scatter-plot and only show the points whose PAST 3-year average P/Sales ratio is less than 4. But once again the scatter-plot does not seem to show a clear relation between the TTM Sales Growth and FUTURE 3-year average P/Sales ratio." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select and plot only some of the signals.\n", + "mask = (df_signals[PSALES_3Y_PAST] < 4)\n", + "df = df_signals.loc[mask]\n", + "plot_scatter(df=df, x=SALES_GROWTH, y=PSALES_3Y_FUTURE,\n", + " hue=PSALES_3Y_PAST);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales vs. Gross Profit Margin\n", + "\n", + "Let us now study whether the Gross Profit Margin can be used to predict the FUTURE 3-year average P/Sales ratio, so we make a scatter-plot with these data-points on the x- and y-axis. The plot shows there is a clear correlation, although the data-points are quite dispersed and we only get $R^2 = 0.34$." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 6.84 * x + -0.37 (R^2=0.34, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only use data-rows where Gross Profit Margin < 1.0\n", + "# because it may distort the line-fitting.\n", + "mask = (df_signals[GROSS_PROFIT_MARGIN] < 1.0)\n", + "df = df_signals.loc[mask]\n", + "\n", + "# Create the scatter-plot.\n", + "plot_scatter_fit(df=df, x=GROSS_PROFIT_MARGIN, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us now make another scatter-plot using the PAST 3-year average Gross Profit Margin on the x-axis, and the FUTURE 3-year average P/Sales ratio on the y-axis. This shows the same kind of correlation and the $R^2$ is nearly the same as in the plot above where we used the TTM Gross Profit Margin on the x-axis." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 6.96 * x + -0.35 (R^2=0.35, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only use data-rows where Gross Profit Margin < 1.0\n", + "# because it may distort the line-fitting otherwise.\n", + "mask = (df_signals_3y[GROSS_PROFIT_MARGIN] < 1.0)\n", + "df_3y = df_signals_3y.loc[mask]\n", + "\n", + "# Create the scatter-plot.\n", + "plot_scatter_fit(df=df_3y, x=GROSS_PROFIT_MARGIN, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also combine some of the plots above, by making a scatter-plot of the PAST 3-year average P/Sales ratio on the x-axis, and the FUTURE 3-year average P/Sales ratio on the y-axis, and the hue is the TTM Gross Profit Margin.\n", + "\n", + "This shows that the FUTURE 3-year average P/Sales ratio is strongly correlated with the PAST 3-year average P/Sales ratio, and there is also a correlation between the Gross Profit Margin and P/Sales ratio, so higher Gross Profit Margins tend to have higher P/Sales ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(x=PSALES_3Y_PAST, y=PSALES_3Y_FUTURE,\n", + " hue=GROSS_PROFIT_MARGIN, df=df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## P/Sales vs. Net Profit Margin\n", + "\n", + "Let us now study whether the Net Profit Margin can be used to predict the FUTURE 3-year average P/Sales ratio, so we make a scatter-plot with these data-points on the x- and y-axis. There seems to be a correlation in the plot, but due to the many outliers, the linear regression has a very poor fit with nearly zero $R^2$." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 1.50 * x + 2.55 (R^2=0.01, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter_fit(df=df_signals,\n", + " x=NET_PROFIT_MARGIN, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us try and use the PAST 3-year average Net Profit Margin on the x-axis instead. This has only had a minor effect on the outliers, so the line still has a very poor fit." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 4.47 * x + 2.35 (R^2=0.07, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter_fit(df=df_signals_3y,\n", + " x=NET_PROFIT_MARGIN, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So let us try and only use the data-points with positive Net Profit Margin. Now the correlation with the FUTURE 3-year average P/Sales ratio is much clearer and we get a linear fit with $R^2 = 0.4$." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 21.13 * x + 0.59 (R^2=0.40, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only use the rows with positive Net Profit Margin.\n", + "mask = (df_signals_3y[NET_PROFIT_MARGIN] > 0.0)\n", + "df = df_signals_3y.loc[mask]\n", + "\n", + "# Make the scatter-plot.\n", + "plot_scatter_fit(df=df, x=NET_PROFIT_MARGIN, y=PSALES_3Y_FUTURE);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Net vs. Gross Profit Margin\n", + "\n", + "In the sections above, we found correlations with similar $R^2$ values for both Net and Gross Profit Margin versus the FUTURE 3-year average P/Sales ratio. Let us now compare the Net and Gross Profit Margins to see if they are strongly correlated with each other. We do this by calculating the ratio between them and showing various statistics and plots." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1.905977e+06\n", + "mean 8.507507e-02\n", + "std 4.430154e-01\n", + "min -1.109272e+01\n", + "25% 4.108827e-02\n", + "50% 1.624370e-01\n", + "75% 2.706583e-01\n", + "max 1.859813e+00\n", + "dtype: float64" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate ratio between Net and Gross Profit Margin.\n", + "df = df_signals_3y[NET_PROFIT_MARGIN] / df_signals_3y[GROSS_PROFIT_MARGIN]\n", + "\n", + "# Show basic statistics.\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the statistics table above, we see that the median ratio between Net and Gross Profit Margin is around 0.16. We can also plot a histogram to show the distribution of the ratios between Net and Gross Profit Margin. We clip the ratios between -1 and 1 to remove outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.clip(lower=-1, upper=1).hist(bins=50);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also make a scatter-plot with the Gross Profit Margin on the x-axis and the Net Profit Margin on the y-axis. These are the PAST 3-year average values. The plot clearly shows a correlation, but the linear fit has zero $R^2$ because of outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 0.04 * x + 0.02 (R^2=0.00, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter_fit(df=df_signals_3y,\n", + " x=GROSS_PROFIT_MARGIN, y=NET_PROFIT_MARGIN);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us remove the outliers for both the Net and Gross Profit Margins. This gives a linear fit with $R^2 = 0.29$ and formula:\n", + "\n", + "$$\n", + " Net\\ Profit\\ Margin = 0.18 \\cdot Gross\\ Profit\\ Margin + 0.02\n", + "$$\n", + "\n", + "This is nearly the same relation between Net and Gross Profit Margin as the median ratio of 0.16 shown in the statistics table above." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "y = 0.18 * x + 0.02 (R^2=0.29, p=0e+00)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only use some of the data-points.\n", + "mask = (df_signals_3y[NET_PROFIT_MARGIN] >= 0.0) \\\n", + " & (df_signals_3y[GROSS_PROFIT_MARGIN] < 1.0)\n", + "df = df_signals_3y.loc[mask]\n", + "\n", + "# Make the scatter-plot.\n", + "plot_scatter_fit(df=df, x=GROSS_PROFIT_MARGIN, y=NET_PROFIT_MARGIN);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "Forecasting the change in valuation ratio such as the P/Sales ratio is an essential component of long-term stock forecasting. This was a statistical study of which signals could be used to predict the FUTURE 3-year average P/Sales ratio. These are the results:\n", + "\n", + "- The strongest predictor for the FUTURE 3-year average P/Sales ratio is the CURRENT P/Sales ratio and the PAST 3-year average P/Sales ratio, with the CURRENT P/Sales ratio having slightly stronger correlation with the FUTURE P/Sales ratios.\n", + "\n", + "- The P/Sales ratio does not exhibit mean-reversion in the traditional sense. It seems that **in aggregate**, the stocks tend to have the same average P/Sales ratios in the FUTURE 3-years as they did in the PAST 3-years. But the **individual** stocks can experience significant changes in their P/Sales ratios.\n", + "\n", + "- Some individual stocks such as AAPL and WMT seem to have had mean-reverting P/Sales ratios in the past 10 years, while other stocks such as MSFT have had continually increasing P/Sales ratios in the past 10 years. We cannot tell from this study alone whether that will continue in the future.\n", + "\n", + "- The Gross Profit Margin predicted the FUTURE 3-year average P/Sales ratio with $R^2 \\simeq 0.35$.\n", + "\n", + "- The PAST 3-year average Net Profit Margin predicted the FUTURE 3-year average P/Sales ratio with $R^2 \\simeq 0.4$ - provided we only use the positive Net Profit Margin, otherwise the $R^2$ was zero due to outliers.\n", + "\n", + "- The Gross Profit Margin and *positive* Net Profit Margin were correlated with $R^2 \\simeq 0.3$.\n", + "\n", + "CAVEAT: We used data for a fairly short period of time, which ended in March 2020 and only went back about 6-7 years on average for the individual stocks, with the max period being 11 years for one stock. Ideally this kind of study would be done with 20-30 years of data, in which case there might be stronger signs of mean-reversion for the P/Sales ratio over 5-10 year periods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## License (MIT)\n", + "\n", + "Copyright (c) 2020 by [Magnus Erik Hvass Pedersen](http://www.hvass-labs.org/)\n", + "\n", + "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n", + "\n", + "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n", + "\n", + "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE." + ] + } + ], + "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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/README.md b/README.md index 526e213..d439a14 100644 --- a/README.md +++ b/README.md @@ -34,6 +34,8 @@ modified and run again. 4. Multi-Objective Portfolio Optimization ([Notebook](https://github.com/Hvass-Labs/FinanceOps/blob/master/04_Multi-Objective_Portfolio_Optimization.ipynb)) ([Google Colab](https://colab.research.google.com/github/Hvass-Labs/FinanceOps/blob/master/04_Multi-Objective_Portfolio_Optimization.ipynb)) +5. Forecasting the P/Sales Ratio ([Notebook](https://github.com/Hvass-Labs/FinanceOps/blob/master/05_Forecasting_PSales_Ratio.ipynb)) ([Google Colab](https://colab.research.google.com/github/Hvass-Labs/FinanceOps/blob/master/05_Forecasting_PSales_Ratio.ipynb)) + ## Videos @@ -97,10 +99,12 @@ which clones FinanceOps to your work-directory on Colab. !git clone https://github.com/Hvass-Labs/FinanceOps.git os.chdir(work_dir) + ## Data Sources -- Price data from [Yahoo Finance](https://finance.yahoo.com/quote/%5EGSPC/history?p=%5EGSPC). -- Financial data for individual stocks collected manually by the author from the 10-K Forms filed with the [U.S. SEC](http://www.sec.gov/cgi-bin/browse-edgar?company=&match=&CIK=jnj&filenum=&State=&Country=&SIC=&owner=exclude&Find=Find+Companies&action=getcompany). +- Recent share-price and fundamental data from [SimFin](https://github.com/SimFin/simfin). +- Older share-price data from [Yahoo Finance](https://finance.yahoo.com/quote/%5EGSPC/history?p=%5EGSPC). +- Financial data for some individual stocks collected manually by the author from the 10-K Forms filed with the [U.S. SEC](http://www.sec.gov/cgi-bin/browse-edgar?company=&match=&CIK=jnj&filenum=&State=&Country=&SIC=&owner=exclude&Find=Find+Companies&action=getcompany). - Newer S&P 500 data from the [S&P Earnings & Estimates Report](http://www.spindices.com/documents/additional-material/sp-500-eps-est.xlsx) and older data from the research staff at S&P and Compustat (some older data is approximated by their research staff). - Financial data for Exchange Traded Funds (ETF) from Morningstar Direct. - U.S. Government Bond yield for 1-year constant maturity. From the [U.S. Federal Reserve](https://www.federalreserve.gov/datadownload/Choose.aspx?rel=H15). diff --git a/requirements.txt b/requirements.txt index 33fe7c2..a96c097 100644 --- a/requirements.txt +++ b/requirements.txt @@ -20,5 +20,7 @@ sklearn notebook # Jupyter Notebook. ipywidgets # Interaction for Jupyter Notebook. pygmo # Multi-objective optimization. +statsmodels # Statistical modelling. +simfin # Financial database. ################################################################