{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "This notebook was generated on 17 April 2020. Vortexa is constantly improving the quality of our data and models, and consequently some historical data points may change causing future runs of the notebook to yield different results.\n", "\n", "Note that this notebook fetches and analyses public data from the website of U.S. Energy Information Admistration (EIA, www.eia.gov). Vortexa is not responsible for any third-party content.\n", "\n", "The version of Vortexa SDK used to generate this notebook was:\n", "\n", "vortexasdk-0.14.2\n", "\n", "The following packages were installed to run this notebook:\n", "\n", "xlrd==1.2.0\n", "matplotlib==3.2.1\n", "statsmodels==0.11.1" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "from statsmodels.tsa.stattools import grangercausalitytests\n", "from vortexasdk import CargoTimeSeries, Products, Geographies\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "plt.rcParams['figure.figsize'] = (15, 10)\n", "plt.rcParams.update({'font.size': 14})\n", "pd.options.display.max_columns = None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Crude Floating Storage and its relation to Prices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The oil markets are in turmoil. Demand for crude oil has collapsed due to the COVID-19 pandemic, and supply has surged due to the Russia-Saudi Arabia price war, causing an unprecedented oil glut that is rapidly filling land-based storage. [Vortexa data](https://analytics.vortexa.com/?activeTemplateId=b6c73502e93045b90c7fd05620f24b5d936695bb&page=Storage&tabId=e151735d-c29a-49e8-bceb-a7c35ef0d047&unit=t) shows that global crude oil floating storage has been steadily increasing since mid-March, suggesting that storage demand has started spilling over to seaborne storage.\n", "\n", "In this Notebook we analyse Vortexa's crude oil floating storage data (retrieved using our [Python SDK](https://github.com/VorTECHsa/python-sdk)) and its relationship to crude oil prices. Floating storage is directly determined by oil prices and market dynamics; however, it is not known whether floating storage may be predictive of oil prices in the future. In other words, can floating storage be used as a trading signal for crude oil? Here we apply Granger causality analysis on floating storage and price data, and for the first time demonstrate that floating storage may have significant predictive value for spot crude oil prices 2-3 months into the future." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fetching and Visualising the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vortexa global crude oil floating storage data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this analysis, we will look at the 4-year period ending in 31 January 2020, before the COVID-19 pandemic had a significant impact on floating storage." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Defining date range for historical analysis\n", "# NB: Vortexa data is currently available from 2016-01-01 with a maximum date range of 4 years per query \n", "START_DATE = datetime(2016, 1, 31)\n", "END_DATE = datetime(2020, 1, 31)\n", "DATE_RANGE = pd.date_range(START_DATE, END_DATE)\n", "\n", "# Define floating storage unit (t = metric tonnes, b = barrels)\n", "UNIT = 't'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the [CargoTimeSeries](https://vortechsa.github.io/python-sdk/endpoints/cargo_timeseries/) endpoint to download floating storage data from Vortexa. The function below makes an API query to retrieve the time series of global crude floating storage. The only filters set in this query are the required start and end time, the activity (set to `storing_state` for floating storage), and the product (set to Crude/Condensates; similar results are obtained if only Crude is selected, as Condensate floating storage volumes are low). The frequency of the time series is set to daily (the most granular available), and unit to metric tonnes (`t`; for barrels use `b`). Importantly, `disable_geographic_exclusion_rules` is set to `True` so that intra-country movements are included in the aggregation. Unless this parameter is set the default behaviour is to ignore cargo movements that load and discharge in the same country. Finally, we do not set `filter_storage_locations` so that the query will return the total amount of crude stored globally. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def fetch_global_crude_floating_storage_timeseries(start_date, end_date, unit='t'):\n", " \n", " # Find Crude/Condensates ID, ensuring its uniqueness\n", " crude_and_condensates = [p.id for p in Products().search('crude').to_list() if p.name=='Crude/Condensates']\n", " assert len(crude_and_condensates) == 1\n", " \n", " # make Vortexa API query\n", " # NB: disable_geographic_exclusion_rules is set to True to include intra-movements\n", " df_fs = CargoTimeSeries().search(timeseries_frequency='day',\n", " timeseries_unit=unit,\n", " disable_geographic_exclusion_rules=True,\n", " filter_products=crude_and_condensates,\n", " filter_activity=\"storing_state\",\n", " filter_time_min=start_date,\n", " filter_time_max=end_date).to_df()\n", "\n", " # rename columns\n", " df_fs = df_fs.rename(columns={'key': 'date',\n", " 'value': unit,\n", " 'count': 'number_of_cargo_movements'})\n", " \n", " # remove time zone from timestamp\n", " df_fs['date'] = pd.to_datetime(df_fs['date']).dt.tz_localize(None)\n", " \n", " return df_fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function above makes the API query and returns a Pandas DataFrame with the time series data. Vessels in floating storage are considered to be in cargo movements, and CargoTimeSeries() will return a count of cargo movements satisfying the filters and their total volume. When the function is run, the SDK prints some log messages confirming the parameters used in the query. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-04-17 05:36:37,978 vortexasdk.operations — INFO — Searching Products with params: {'term': ['crude'], 'ids': [], 'product_parent': [], 'allowTopLevelProducts': True}\n", "2020-04-17 05:36:37,981 vortexasdk.client — INFO — Creating new VortexaClient\n", "2020-04-17 05:36:38,262 vortexasdk.client — INFO — 18 Results to retreive. Sending 1 post requests in parallel using 6 threads.\n", "2020-04-17 05:36:38,667 vortexasdk.operations — INFO — Searching CargoTimeSeries with params: {'filter_activity': 'storing_state', 'filter_time_min': '2016-01-31T00:00:00.000Z', 'filter_time_max': '2020-01-31T00:00:00.000Z', 'timeseries_activity_time_span_min': None, 'timeseries_activity_time_span_max': None, 'filter_charterers': [], 'filter_owners': [], 'filter_products': ['54af755a090118dcf9b0724c9a4e9f14745c26165385ffa7f1445bc768f06f11'], 'filter_vessels': [], 'filter_destinations': [], 'filter_origins': [], 'filter_storage_locations': [], 'filter_ship_to_ship_locations': [], 'filter_waypoints': [], 'disable_geographic_exclusion_rules': True, 'timeseries_frequency': 'day', 'timeseries_unit': 't', 'timeseries_activity': 'storing_state', 'size': 500}\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " date t number_of_cargo_movements\n", "0 2016-01-31 7436278 108\n", "1 2016-02-01 7841026 107\n", "2 2016-02-02 7555497 114\n", "3 2016-02-03 8065912 120\n", "4 2016-02-04 8329186 118\n", "... ... ... ...\n", "1457 2020-01-27 7919126 118\n", "1458 2020-01-28 8155308 121\n", "1459 2020-01-29 8501078 124\n", "1460 2020-01-30 8081172 117\n", "1461 2020-01-31 6827855 100\n", "\n", "[1462 rows x 3 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_fs = fetch_global_crude_floating_storage_timeseries(START_DATE, END_DATE, UNIT)\n", "df_fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The returned dataframe contains the dates spanning the requested range, the quantity in the requested unit (tonnes), and the number of cargo movements included in the aggregation. We now create a Pandas Series to hold the floating storage quantity in kilotonnes (kt) and plot this data: " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "floating_storage = df_fs.set_index('date')[UNIT] / 1000\n", "floating_storage.plot(title='Global crude oil floating storage', grid=True)\n", "plt.xlabel('date')\n", "plt.ylabel('k' + UNIT);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The broader trend suggests that global floating storage peaked in 2016 and then decreased until the end of 2018, after which it slowly increased until the January 2020. We will now see how the crude oil prices were behaving during this period." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EIA crude oil prices " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The US Energy Information Administration (EIA) reports daily [spot prices](https://www.investopedia.com/terms/s/spotprice.asp) of crude oil and other products on their [website](https://www.eia.gov/dnav/pet/pet_pri_spt_s1_d.htm). This data is publicly available and we download the Excel file directly into a Pandas DataFrame below. (NB: although the series has daily resolution, the Excel file is updated on a weekly basis. For details see the information in the [Regular Weekly Releases](https://www.eia.gov/petroleum/data.php#summary) box.) `ffill` is used to fill gaps in the price data, so we can compare the latest price against floating storage. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Cushing, OK WTI Spot Price FOB (Dollars per Barrel)Europe Brent Spot Price FOB (Dollars per Barrel)
2016-01-3133.6633.14
2016-02-0131.6232.45
2016-02-0229.9030.98
2016-02-0332.2932.38
2016-02-0431.6332.76
.........
2020-01-2753.0958.54
2020-01-2853.3359.37
2020-01-2953.2959.46
2020-01-3052.1957.72
2020-01-3151.5857.77
\n", "

1462 rows × 2 columns

\n", "
" ], "text/plain": [ " Cushing, OK WTI Spot Price FOB (Dollars per Barrel) \\\n", "2016-01-31 33.66 \n", "2016-02-01 31.62 \n", "2016-02-02 29.90 \n", "2016-02-03 32.29 \n", "2016-02-04 31.63 \n", "... ... \n", "2020-01-27 53.09 \n", "2020-01-28 53.33 \n", "2020-01-29 53.29 \n", "2020-01-30 52.19 \n", "2020-01-31 51.58 \n", "\n", " Europe Brent Spot Price FOB (Dollars per Barrel) \n", "2016-01-31 33.14 \n", "2016-02-01 32.45 \n", "2016-02-02 30.98 \n", "2016-02-03 32.38 \n", "2016-02-04 32.76 \n", "... ... \n", "2020-01-27 58.54 \n", "2020-01-28 59.37 \n", "2020-01-29 59.46 \n", "2020-01-30 57.72 \n", "2020-01-31 57.77 \n", "\n", "[1462 rows x 2 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spot_prices = pd.read_excel('https://www.eia.gov/dnav/pet/xls/PET_PRI_SPT_S1_D.xls', sheet_name='Data 1', skiprows=[0,1])\n", "spot_prices = spot_prices.set_index('Date').fillna(method='ffill').reindex(DATE_RANGE, method='ffill')\n", "spot_prices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We open the sheet containing the crude oil spot prices (sheet `Data 1`) in the DataFrame and see that it contains two series: `Cushing, OK WTI Spot Price` and `Europe Brent Spot Price`. WTI (West Texas Intermediate) is the name of a crude oil grade produced in the US, and Brent is a crude grade produced in the North Sea. Both prices are used as international benchmark in oil transactions. This data is plotted below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spot_prices.plot(title='EIA spot crude oil prices', grid=True)\n", "plt.xlabel('date')\n", "plt.ylabel('USD');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We proceed the analysis with `Cushing, OK WTI Spot Price`, which is kept as a Pandas Series below. We choose WTI because EIA provides both spot and future prices for WTI, but not for Brent." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "spot_prices = spot_prices.iloc[:, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we retrieve [future prices](https://www.investopedia.com/terms/f/futures.asp) also from [EIA](https://www.eia.gov/dnav/pet/pet_pri_fut_s1_d.htm). We download the Excel file with the historical price data of [NYMEX WTI Future contracts](https://www.cmegroup.com/trading/why-futures/welcome-to-nymex-wti-light-sweet-crude-oil-futures.html) into a DataFrame." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Cushing, OK Crude Oil Future Contract 1 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 2 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 3 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 4 (Dollars per Barrel)
2016-01-3133.6235.2836.7838.00
2016-02-0131.6233.3634.9336.23
2016-02-0229.8831.6133.2434.63
2016-02-0332.2833.8635.3936.67
2016-02-0431.7233.3834.9536.30
...............
2020-01-2753.1453.1853.1352.97
2020-01-2853.4853.5253.4853.33
2020-01-2953.3353.4153.4253.31
2020-01-3052.1452.2352.2752.23
2020-01-3151.5651.6851.7751.80
\n", "

1462 rows × 4 columns

\n", "
" ], "text/plain": [ " Cushing, OK Crude Oil Future Contract 1 (Dollars per Barrel) \\\n", "2016-01-31 33.62 \n", "2016-02-01 31.62 \n", "2016-02-02 29.88 \n", "2016-02-03 32.28 \n", "2016-02-04 31.72 \n", "... ... \n", "2020-01-27 53.14 \n", "2020-01-28 53.48 \n", "2020-01-29 53.33 \n", "2020-01-30 52.14 \n", "2020-01-31 51.56 \n", "\n", " Cushing, OK Crude Oil Future Contract 2 (Dollars per Barrel) \\\n", "2016-01-31 35.28 \n", "2016-02-01 33.36 \n", "2016-02-02 31.61 \n", "2016-02-03 33.86 \n", "2016-02-04 33.38 \n", "... ... \n", "2020-01-27 53.18 \n", "2020-01-28 53.52 \n", "2020-01-29 53.41 \n", "2020-01-30 52.23 \n", "2020-01-31 51.68 \n", "\n", " Cushing, OK Crude Oil Future Contract 3 (Dollars per Barrel) \\\n", "2016-01-31 36.78 \n", "2016-02-01 34.93 \n", "2016-02-02 33.24 \n", "2016-02-03 35.39 \n", "2016-02-04 34.95 \n", "... ... \n", "2020-01-27 53.13 \n", "2020-01-28 53.48 \n", "2020-01-29 53.42 \n", "2020-01-30 52.27 \n", "2020-01-31 51.77 \n", "\n", " Cushing, OK Crude Oil Future Contract 4 (Dollars per Barrel) \n", "2016-01-31 38.00 \n", "2016-02-01 36.23 \n", "2016-02-02 34.63 \n", "2016-02-03 36.67 \n", "2016-02-04 36.30 \n", "... ... \n", "2020-01-27 52.97 \n", "2020-01-28 53.33 \n", "2020-01-29 53.31 \n", "2020-01-30 52.23 \n", "2020-01-31 51.80 \n", "\n", "[1462 rows x 4 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future_prices = pd.read_excel('https://www.eia.gov/dnav/pet/xls/PET_PRI_FUT_S1_D.xls', sheet_name='Data 1', skiprows=[0,1])\n", "future_prices = future_prices.set_index('Date').fillna(method='ffill').reindex(DATE_RANGE, method='ffill')\n", "future_prices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Data 1` sheet in the Excel file contains the prices of four different crude oil future contracts (Contract 1-4). \"Contract 1\" sets the physical delivery of crude oil in the month following the expiry date of the contract, \"Contract 2\" sets the delivery 2 months ahead, and so on until \"Contract 4\" (for details please refer [here](https://www.eia.gov/dnav/pet/TblDefs/pet_pri_fut_tbldef2.asp)). A plot of the four future contract prices is shown below. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "future_prices.plot(title='EIA future crude oil prices', grid=True)\n", "plt.xlabel('date')\n", "plt.ylabel('USD');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we calculate the difference between the future prices and the spot price, also known as [calendar spread](https://www.investopedia.com/terms/c/calendarspread.asp)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Cushing, OK Crude Oil Future Contract 1 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 2 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 3 (Dollars per Barrel)Cushing, OK Crude Oil Future Contract 4 (Dollars per Barrel)
2016-01-31-0.041.623.124.34
2016-02-010.001.743.314.61
2016-02-02-0.021.713.344.73
2016-02-03-0.011.573.104.38
2016-02-040.091.753.324.67
...............
2020-01-270.050.090.04-0.12
2020-01-280.150.190.150.00
2020-01-290.040.120.130.02
2020-01-30-0.050.040.080.04
2020-01-31-0.020.100.190.22
\n", "

1462 rows × 4 columns

\n", "
" ], "text/plain": [ " Cushing, OK Crude Oil Future Contract 1 (Dollars per Barrel) \\\n", "2016-01-31 -0.04 \n", "2016-02-01 0.00 \n", "2016-02-02 -0.02 \n", "2016-02-03 -0.01 \n", "2016-02-04 0.09 \n", "... ... \n", "2020-01-27 0.05 \n", "2020-01-28 0.15 \n", "2020-01-29 0.04 \n", "2020-01-30 -0.05 \n", "2020-01-31 -0.02 \n", "\n", " Cushing, OK Crude Oil Future Contract 2 (Dollars per Barrel) \\\n", "2016-01-31 1.62 \n", "2016-02-01 1.74 \n", "2016-02-02 1.71 \n", "2016-02-03 1.57 \n", "2016-02-04 1.75 \n", "... ... \n", "2020-01-27 0.09 \n", "2020-01-28 0.19 \n", "2020-01-29 0.12 \n", "2020-01-30 0.04 \n", "2020-01-31 0.10 \n", "\n", " Cushing, OK Crude Oil Future Contract 3 (Dollars per Barrel) \\\n", "2016-01-31 3.12 \n", "2016-02-01 3.31 \n", "2016-02-02 3.34 \n", "2016-02-03 3.10 \n", "2016-02-04 3.32 \n", "... ... \n", "2020-01-27 0.04 \n", "2020-01-28 0.15 \n", "2020-01-29 0.13 \n", "2020-01-30 0.08 \n", "2020-01-31 0.19 \n", "\n", " Cushing, OK Crude Oil Future Contract 4 (Dollars per Barrel) \n", "2016-01-31 4.34 \n", "2016-02-01 4.61 \n", "2016-02-02 4.73 \n", "2016-02-03 4.38 \n", "2016-02-04 4.67 \n", "... ... \n", "2020-01-27 -0.12 \n", "2020-01-28 0.00 \n", "2020-01-29 0.02 \n", "2020-01-30 0.04 \n", "2020-01-31 0.22 \n", "\n", "[1462 rows x 4 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calendar_spread = future_prices - pd.concat([spot_prices] * 4, axis=1).values\n", "calendar_spread" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the calendar spreads makes it easy to visualise the periods in which the crude oil market was in [contango](https://www.investopedia.com/terms/c/contango.asp) (spread > 0) and in [backwardation](https://www.investopedia.com/terms/b/backwardation.asp) (spread < 0)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "calendar_spread.plot(title='Spread between Future and Spot crude oil prices', grid=True)\n", "plt.xlabel('date')\n", "plt.ylabel('USD');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will continue the analysis with \"Cushing, OK Crude Oil Future Contract 4\" future prices and the corresponding calendar spread, both as Pandas Series." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "future_prices = future_prices.iloc[:, 3]\n", "calendar_spread = calendar_spread.iloc[:, 3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cross-correlation analysis" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Maximum lag in days used for cross-correlation and Granger causality analysis\n", "MAXLAG = 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start investigating the relationship between floating storage and prices by doing a simple [cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation) analysis. For this, we use the [pandas.Series.corr](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.corr.html) function to compute the Pearson correlation coefficient between two time series as we slide one of them in time using the [shift](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.shift.html) function." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def crosscorr(series_x, series_y, lags):\n", " return pd.Series([series_y.corr(series_x.shift(lag)) for lag in lags], index=lags)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate how this function works, let's look at the first few lags when we cross-correlated `calendar_spread` and `floating_storage`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.572660\n", "1 0.576399\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crosscorr(calendar_spread, floating_storage, lags=[0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All values are [Pearson correlation coefficients](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient) between the two input variables. The index values correspond to the number of days the first variable is shifted \"down\" relative to the second one, so past values of the first variable are correlated against the present values of the second variable. In the above example, at index `1` \"today's\" floating storage is correlated with \"yesterday's\" calendar spread, or equivalently the calendar spread is correlated against floating storage 1 day in the future.\n", "\n", "To help visualise the cross-correlation between the different variables, we define the following function: " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def plot_crosscorr(series_x, series_y, maxlag, label_x, label_y):\n", " lags = np.arange(0, maxlag+1)\n", "\n", " plt.subplot('211')\n", " xcorr_x_y = crosscorr(series_x, series_y, lags)\n", " xcorr_x_y.plot(title=f'{label_x} -> {label_y}', grid=True)\n", " plt.ylabel('correlation coeff.')\n", "\n", " plt.subplot('210')\n", " xcorr_y_x = crosscorr(series_y, series_x, lags)\n", " xcorr_y_x.plot(title=f'{label_y} -> {label_x}', grid=True)\n", " plt.xlabel('lag [days]')\n", " plt.ylabel('correlation coeff.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_crosscorr` splits the cross-correlation results in two: the top plot has the correlation values between `series_x` and future values of `series_y`, and the bottom plot the correlation between `series_y` and future values of `series_x`. Plotting the cross-correlation between calendar spread and floating storage we obtain:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_crosscorr(calendar_spread, floating_storage, maxlag=MAXLAG, label_x='calendar spread', label_y='floating storage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calendar spread and floating storage are positively correlated over the entire range of lag values examined. The largest value corresponds to the correlation between calendar spread and floating storage around 80 days in the future (top plot).\n", "\n", "Next we cross-correlate spot prices and floating storage:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_crosscorr(spot_prices, floating_storage, maxlag=MAXLAG, label_x='spot prices', label_y='floating storage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spot prices are negatively correlated with floating storage over the entire range of lag values. The largest negative amplitude was found when spot prices were correlated with floating storage ~90 days in the future.\n", "\n", "Though useful to detect potential links between variables, cross-correlation is notoriously difficult to interpret. One of the main shortcomings of cross-correlation analysis is that it doesn't disentangle the temporal correlations within each time series (i.e., their [autocorrelation](https://en.wikipedia.org/wiki/Autocorrelation)) and between time series. If `x` and `y` are correlated with zero lag, and future values of `y` are correlated with the present value of `y`, then chances are `x` is also correlated with future values of `y` even if it does not have any direct causal link with future `y`.\n", "\n", "We use the `crosscorr` function to calculate and plot the autocorrelation of each time series (alternatively one can use [pd.Series.autocorr](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.autocorr.html) iteratively)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lags = np.arange(0, MAXLAG+1)\n", "\n", "crosscorr(floating_storage, floating_storage, lags).plot()\n", "crosscorr(calendar_spread, calendar_spread, lags).plot()\n", "crosscorr(spot_prices, spot_prices, lags).plot()\n", "plt.grid()\n", "plt.title('Auto-correlation')\n", "plt.legend(['floating storage', 'calendar spread', 'spot prices'])\n", "plt.xlabel('lag [days]')\n", "plt.ylabel('correlation coeff.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, both spot prices and calendar spread have strong positive autocorrelations even after after 100 days (by definition, autocorrelation at lag 0 is always 1). This follows our intuition that price reversals don't have very frequently; if prices are up, they tend to stay up within this timeframe. We need a different tool to disentangle these correlations and identify significant links between floating storage and the price signals." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Granger causality analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Granger causality](http://www.scholarpedia.org/article/Granger_causality) is a statistical tool developed specifically to address the \"autocorrelation\" problem such as the one found above. Granger causality tests whether or not knowledge of `x` helps predict future values of `y` beyond what can be predicted by knowing past values of `y` (thereby controlling for `y`'s autocorrelation). It is commonly used in econometrics and neuroscience to identify potential causal links between multiple time series.\n", "\n", "We use the [grangercausalitytests](https://www.statsmodels.org/stable/generated/statsmodels.tsa.stattools.grangercausalitytests.html) implementation provided in the `statsmodels` package. To check whether `calendar_spread` Granger-causes `floating_storage` with a lag of 1 or 2 days, we run:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=18.7489 , p=0.0000 , df_denom=1458, df_num=1\n", "ssr based chi2 test: chi2=18.7875 , p=0.0000 , df=1\n", "likelihood ratio test: chi2=18.6677 , p=0.0000 , df=1\n", "parameter F test: F=18.7489 , p=0.0000 , df_denom=1458, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=9.7210 , p=0.0001 , df_denom=1455, df_num=2\n", "ssr based chi2 test: chi2=19.5088 , p=0.0001 , df=2\n", "likelihood ratio test: chi2=19.3796 , p=0.0001 , df=2\n", "parameter F test: F=9.7210 , p=0.0001 , df_denom=1455, df_num=2\n" ] } ], "source": [ "gct = grangercausalitytests(pd.concat([floating_storage, calendar_spread], axis=1), maxlag=2, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`grangercausalitytests` runs four different tests (`ssr based F test`, `ssr based chi2 test`, `likelihood ratio test`, `parameter F test`), all of which return similar results. `ssr based F test` and `parameter F test` are based on [F distribution](https://en.wikipedia.org/wiki/F-distribution), and `ssr based chi2 test` and `likelihood ratio test` are based on the [Chi-squared distribution](https://en.wikipedia.org/wiki/Chi-squared_distribution).\n", "For each test, it returns the test statistic, the p-value, and the degrees of freedom. The p-values returned above are all significant (i.e., lower than the conventional threshold of 0.05), suggesting that the second column (`calendar_spread`) Granger-causes the first column (`floating_storage`) at both 1- and 2-day lags.\n", "\n", "The following function plots the Granger causality p-values obtained at each lag and for both directions (`x -> y` and `y -> x`). It also plots the confidence level as a visual aid for the easy identification of significant results." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def plot_granger_pvalues(series_x, series_y, maxlag, label_x, label_y, test='ssr_ftest', confidence_level=0.05):\n", " lags = np.arange(1, maxlag+1)\n", "\n", " plt.subplot('211')\n", " gct_x_y = grangercausalitytests(pd.concat([series_y, series_x], axis=1), maxlag=maxlag, verbose=False)\n", " pvalue_x_y = pd.Series([gct_x_y[lag][0][test][1] for lag in lags], index=lags)\n", " pvalue_x_y.plot(title=f'{label_x} -> {label_y}', grid=True)\n", " plt.plot((0, maxlag),(confidence_level, confidence_level),'--r')\n", " plt.ylabel('p-value')\n", "\n", " plt.subplot('210')\n", " gct_y_x = grangercausalitytests(pd.concat([series_x, series_y], axis=1), maxlag=maxlag, verbose=False)\n", " pvalue_y_x = pd.Series([gct_y_x[lag][0][test][1] for lag in lags], index=lags)\n", " pvalue_y_x.plot(title=f'{label_y} -> {label_x}', grid=True)\n", " plt.plot((0, maxlag),(confidence_level, confidence_level),'--r')\n", " plt.xlabel('lag [days]')\n", " plt.ylabel('p-value')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now test for Granger causality between calendar spread and floating storage:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_granger_pvalues(calendar_spread, floating_storage, maxlag=MAXLAG, label_x='calendar spread', label_y='floating storage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The blue lines indicate the p-values of the Granger causality tests, and to identify the significant results we need to look where the p-values dip below the threshold of significance (dashed red lines, set at the conventional threshold of 0.05).\n", "\n", "Significant results were found in the top plot, suggesting that calendar spread Granger-causes floating storage both in the short term (1-10 days) and in the long-term (around ~60 days, and 80-90 days). This result was expected, as contango structure in the oil markets creates opportunities to profit by storing crude oil on tankers until prices move higher. The lags might reflect the time it takes to charter a vessel and pick up the cargo. On the other hand, the bottom plot shows no consistent evidence in the opposite direction (i.e. floating storage Granger-causing calendar spread).\n", "\n", "Next we apply the Granger causality test between spot prices and floating storage:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_granger_pvalues(spot_prices, floating_storage, maxlag=MAXLAG, label_x='spot prices', label_y='floating storage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top plot shows significant evidence for spot prices Granger-causing floating storage in the short term (1-10 days), but no consistent evidence in the long-term. Most importantly, the bottom plot shows **significant evidence that crude oil floating storage Granger-causes spot prices with a lag of 2-3 months**. By the definition of Granger causality, this means that **floating storage may have significant predictive value for spot crude oil prices 2-3 months into the future**.\n", "\n", "Lastly, we check whether a similar result can be found between the two price signals:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_granger_pvalues(spot_prices, calendar_spread, maxlag=MAXLAG, label_x='spot prices', label_y='calendar spread')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Though there's evidence that calendar spread Granger-causes spot prices between 4-36 days (bottom plot), there is no evidence that calendar spread has any predictive value for spot prices in the 2-3 month lag range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This Notebook presents evidence that global crude oil floating storage data has predictive value over spot WTI prices 2-3 months into the future. This evidence was obtained by applying Granger causality analysis on floating storage time series retrieved using [Vortexa's Python SDK](https://www.vortexa.com/insight/arming-commodity-experts-with-vortexas-python-sdk) and public crude oil prices downloaded from the EIA website. Granger causality test accounts for the autocorrelation that is present in both price and floating storage data, and was also able to reveal the [arbitrage-driven causal link between calendar spread and floating storage](https://www.bloomberg.com/professional/blog/floating-u-s-crude-storage-economics-and-drivers/) in the same data.\n", "\n", "Floating storage is again starting to build up due to the contango structure in the oil market, as evidenced by the latest Vortexa data: " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-04-17 05:37:11,869 vortexasdk.operations — INFO — Searching Products with params: {'term': ['crude'], 'ids': [], 'product_parent': [], 'allowTopLevelProducts': True}\n", "2020-04-17 05:37:12,012 vortexasdk.client — INFO — 18 Results to retreive. Sending 1 post requests in parallel using 6 threads.\n", "2020-04-17 05:37:12,604 vortexasdk.operations — INFO — Searching CargoTimeSeries with params: {'filter_activity': 'storing_state', 'filter_time_min': '2020-01-08T00:00:00.000Z', 'filter_time_max': '2020-04-17T00:00:00.000Z', 'timeseries_activity_time_span_min': None, 'timeseries_activity_time_span_max': None, 'filter_charterers': [], 'filter_owners': [], 'filter_products': ['54af755a090118dcf9b0724c9a4e9f14745c26165385ffa7f1445bc768f06f11'], 'filter_vessels': [], 'filter_destinations': [], 'filter_origins': [], 'filter_storage_locations': [], 'filter_ship_to_ship_locations': [], 'filter_waypoints': [], 'disable_geographic_exclusion_rules': True, 'timeseries_frequency': 'day', 'timeseries_unit': 't', 'timeseries_activity': 'storing_state', 'size': 500}\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "end_ts = pd.Timestamp('now')\n", "start_ts = end_ts - pd.Timedelta('100 d')\n", "\n", "df_fs_now = fetch_global_crude_floating_storage_timeseries(start_ts.date(), end_ts.date(), UNIT)\n", "\n", "floating_storage_now = df_fs_now.set_index('date')[UNIT] / 1000\n", "floating_storage_now.plot(title='Global crude oil floating storage - last 100 days', grid=True)\n", "plt.xlabel('date')\n", "plt.ylabel('k' + UNIT);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our results highlight the importance of floating storage as a factor in the dynamics of oil markets. Traders with access to Vortexa floating storage data will have an advantage in forecasting prices 2-3 months ahead better than those without this data. With the world in turmoil and a rapidly increasing oil glut, market participants need more than ever to be kept well-informed about the state of global floating storage." ] } ], "metadata": { "kernelspec": { "display_name": "py_37_env", "language": "python", "name": "py_37_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }