{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook briefly explores the kind of things that can be done with Vortexa's SDK. We'll create some useful helper functions, some interactive plots, and experiment with the latest data visualisation technology available." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses libraries outside of the core Vortexa Python SDK dependencies, namely:\n", "\n", "```\n", "ipywidgets==7.5.1\n", "keplergl==0.2.1\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "from datetime import datetime\n", "import warnings\n", "\n", "from ipywidgets import interactive\n", "from keplergl import KeplerGl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import vortexasdk as v\n", "\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "\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": [ "# 1. Find product and geography children" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's write a few methods to help us manipulate the reference data found in the SDK." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def find_children(all_reference_records, parent_id):\n", " return [g for g in all_reference_records if parent_id in [p['id'] for p in g['parent']]]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 2000it [00:00, 4831.81it/s] \n" ] } ], "source": [ "all_products = v.Products().load_all()\n", "fuel_oil = v.Products().search(\"Fuel Oil\", exact_term_match=True)[0]['id']\n", "fuel_oil_children = find_children(all_products, fuel_oil)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "High Sulphur Fuel Oil\n", "Low Sulphur Fuel Oil\n" ] } ], "source": [ "for child in fuel_oil_children:\n", " print(child['name'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Create product name dictionary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a dictionary with product `id`s as dictionary keys, and product names as dictionary values. This will come in useful when we need to switch between product `id`s and product names." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 2000it [00:00, 2801.76it/s] \n", "Loading from API: 9000it [00:01, 7781.26it/s] \n", "Loading from API: 2000it [00:00, 6326.44it/s] \n", "Loading from API: 12000it [00:02, 4987.01it/s] \n" ] } ], "source": [ "all_reference_data = [\n", " v.Products().load_all(),\n", " v.Geographies().load_all(),\n", " v.Corporations().load_all(),\n", " v.Vessels().load_all()\n", "]\n", "\n", "def flatten(l):\n", " return [item for sublist in l for item in sublist]\n", "\n", "id_to_name = {r['id'] : r['name'] for r in flatten(all_reference_data)}" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 2000it [00:00, 4838.69it/s] \n" ] } ], "source": [ "product_id_to_name = {p['id'] : p['name'] for p in v.Products().load_all()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Plot Floating Storage by product" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use our `find_children` function to split floating storage by product" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def load_fs(id_to_name, product_id):\n", " df_fs = v.CargoTimeSeries().search(timeseries_frequency='day',\n", " timeseries_unit='t',\n", " disable_geographic_exclusion_rules=True,\n", " filter_products=product_id,\n", " filter_activity=\"storing_state\",\n", " timeseries_activity_time_span_min=1000 * 60 * 60 * 24 * 7,\n", " filter_time_min=datetime(2019, 9, 30),\n", " filter_time_max=datetime(2020, 9, 30)).to_df(columns=['key', 'value'])\n", " \n", " product_name = id_to_name[product_id]\n", " col_name = '{} kt'.format(product_name)\n", " # divide by 1000 to get kt\n", " df_fs['value'] = df_fs['value'] / 1000\n", " df_fs = df_fs.rename(columns={'value': col_name}) \n", " # We're not interested in the timestamp here, just the date\n", " df_fs['date'] = df_fs['key'].dt.date\n", " \n", " return df_fs.set_index('date')[col_name]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "df = pd.concat([load_fs(product_id_to_name, child['id']) for child in fuel_oil_children], axis=1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Interactive Custom Floating Storage trends\n", "\n", "Here we use the CargoTimeSeries SDK endpoint and Jupyter Notebook's interactive plotting features to explore global .\n", "\n", "Let's see how the total tonnage of Crude in floating storage globally has varied over the last year. The definition of floating storage is a fluid one, does a vessel standing stationary for 7 days count as floating storage, or is 14 days required? The SDK lets us specify the minimum days required for a cargo to be included in floating storage aggregates, we'll take advantage of that parameter here.\n", "\n", "First we use the Products endpoint to find the id of Crude/Condensates\n", "\n", "Then, we search the CargoTimeSeries endpoint, finding the total global tonnage in floating storage each day over the last 3 years. The minimum-days-required-for-a-stationary-vessel-to-count-as-floating-storage parameter (we'll call this `min_days` from now on), we'll consider `7, 10, 13, ... 31` days, given by python's range function, `range(7, 32, 3)`.\n", "\n", "Merging these dataframes allows us to interactively plot each column." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "crude_and_condensates = v.Products().search('Crude/Condensates', exact_term_match=True)[0][\"id\"]\n", "\n", "def convert_days_to_ms(n_days):\n", " return 1000 * 60 * 60 * 24 * n_days\n", "\n", "def fetch_global_crude_floating_storage_timeseries(n_days_storage_minimum):\n", " # NB: disable_geographic_exclusion_rules is set to True to include intra-movements\n", " df_fs = v.CargoTimeSeries().search(timeseries_frequency='day',\n", " timeseries_unit='t',\n", " disable_geographic_exclusion_rules=True,\n", " filter_products=crude_and_condensates,\n", " filter_activity=\"storing_state\",\n", " timeseries_activity_time_span_min=convert_days_to_ms(n_days_storage_minimum),\n", " filter_time_min=datetime(2019, 1, 1),\n", " filter_time_max=datetime(2020, 9, 30)).to_df(columns=['key', 'value'])\n", " \n", " # convert to kt\n", " df_fs['value'] = df_fs['value'] / 1000\n", " \n", " # rename columns\n", " df_fs = df_fs.rename(columns={'key': 'date',\n", " 'value': 'min{}d kt'.format(n_days_storage_minimum)\n", " })\n", " \n", " # We're not interested in the timestamp here, just the date\n", " df_fs['date'] = df_fs['date'].dt.date\n", " \n", " return df_fs.set_index('date')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "df = pd.concat([fetch_global_crude_floating_storage_timeseries(d) for d in range(7, 32, 3)], axis=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def plot_figure(min_days):\n", " plt.figure(2)\n", " x = df.index\n", " y_col = 'min{}d kt'.format(min_days)\n", " y = df[y_col]\n", " df[y_col].plot(ylim=(0, df.max().max()))\n", " \n", " plt.xlabel('date')\n", " plt.ylabel('kt');\n", " plt.title('Crude global floating storage, of minimum duration {} days'.format(min_days))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "31587b74c5e24e3593fd129593f01eba", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=19, description='min_days', max=32, min=7, step=3), Output()), _dom_clas…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interactive_plot = interactive(plot_figure, min_days=(7, 32, 3))\n", "output = interactive_plot.children[-1]\n", "interactive_plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So short term fs has vastly increased, though it's difficult to see the percentage increases from this chart. Let's scale each floating storage aggregate with respect to its 2019 levels to see the percentage increase on 2019." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_2020 = df[df.index >= datetime(2020, 1, 1).date()]\n", "df_2019 = df[df.index < datetime(2020, 1, 1).date()]\n", "\n", "# For each n_days_storage_medium, we calculate the mean kt in floating storage during 2019\n", "mean_2019 = df_2019.mean()\n", "\n", "(df_2020 / mean_2019).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 5. What are the busiest Clean import ports?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# First we find the id for clean petroleum products\n", "clean_id = v.Products().search(\"Clean Petroleum Products\", exact_term_match=True)[0]['id']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 17500it [00:31, 563.59it/s] \n", "Loading from API: 17000it [00:21, 780.22it/s] \n", "Loading from API: 17500it [00:34, 513.20it/s] \n", "Loading from API: 17500it [00:19, 885.56it/s] \n", "Loading from API: 17000it [00:19, 893.82it/s] \n" ] } ], "source": [ "def load_clean_import_count_month(month):\n", "\n", " vms = v.VesselMovements().search(\n", " filter_activity='unloading_start',\n", " filter_time_min=datetime(2020, month, 1),\n", " filter_time_max=datetime(2020, month + 1, 1),\n", " filter_products=clean_id\n", " ).to_df()\n", " \n", " \n", " # Count the number of vessels, then rename col & transpose\n", " col_name = 'destination.location.port.label'\n", " visit_counts = vms[col_name].value_counts()\n", " return pd.DataFrame(visit_counts)\\\n", " .rename(columns={col_name: datetime(2020, month, 1)})\\\n", " .transpose()\n", "\n", "\n", "counts_per_month = pd.concat([load_clean_import_count_month(month) for month in range(5, 10)])" ] }, { "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": [ "busiest_ports = counts_per_month.sum().sort_values().tail(5).index\n", "counts_per_month[busiest_ports].plot(figsize=(8, 8), title='Monthly Tanker Visits');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Change in Voyage time for Jet heading from Asia to Europe for suexmax tankers" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Find our geography IDs\n", "asia = v.Geographies().search('Asia', exact_term_match=True)[0]['id']\n", "europe = v.Geographies().search('Europe', exact_term_match=True)[0]['id']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "vms = v.VesselMovements().search(filter_activity='unloading_start',\n", " filter_time_min=datetime(2020, 1, 1),\n", " filter_time_max=datetime(2020, 10, 1),\n", " filter_origins=asia,\n", " filter_destinations=europe, \n", " filter_vessel_classes=['suezmax']\n", " ).to_df('all')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Remove movements without timestamps, and calculate journey length\n", "vms = vms[(vms['destination.start_timestamp'].notna()) & (vms['origin.end_timestamp'].notna())]\n", "vms['journey_days'] = (vms['destination.start_timestamp'] - vms['origin.end_timestamp']) / np.timedelta64(1, 'D')\n", "vms['journey_start_month'] = vms['origin.end_timestamp'].dt.month" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# TODO: How to remove FS from these records?" ] }, { "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": [ "journey_times = vms.groupby(by='journey_start_month')['journey_days'].mean()\n", "\n", "journey_times.plot(title='Mean time in days taken for Suezmax to transport Jet from Asia to Europe, 2020');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Which tankers take consistent routes, and which don't?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how varied an indiviual vessel's routes are. For each vessel, we'll calculate two things:\n", "\n", "1. The total number of routes taken\n", "2. The total number of distinct routes taken" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 110500it [02:30, 736.40it/s] \n" ] } ], "source": [ "search_result = v.VesselMovements().search(filter_activity='unloading_start',\n", " filter_time_min=datetime(2020, 7, 1),\n", " filter_time_max=datetime(2020, 10, 12),\n", " )\n", "# we're only interested in an vessel's IMO, and the movement origin & destination\n", "vms = search_result.to_df(['vessel.imo', 'origin.location.port.label', 'destination.location.port.label'])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# we're only interested in movements with known origin and destination\n", "vms = vms[(vms['origin.location.port.label'].notnull()) & (vms['destination.location.port.label'].notnull())]\n", "\n", "vms['route'] = vms['origin.location.port.label'] + ' -> ' + vms['destination.location.port.label'] " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "unique_route_count = vms.groupby('vessel.imo')['route'].nunique()\n", "all_routes_count = vms.groupby('vessel.imo')['route'].count()\n", "\n", "all_routes_count_df = pd.DataFrame(all_routes_count).rename(columns={'route': 'all routes count'})\n", "unique_route_count_df = pd.DataFrame(unique_route_count).rename(columns={'route': 'unique routes count'})" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "route_counts = pd.concat([all_routes_count_df, unique_route_count_df], axis=1)\n", "\n", "route_counts.plot(x='all routes count', y='unique routes count', kind='scatter');" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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9792010.017171.0
\n", "
" ], "text/plain": [ " all routes count unique routes count proportion unique\n", "vessel.imo \n", "9436707.0 20 20 1.0\n", "9433860.0 16 16 1.0\n", "9433561.0 18 18 1.0\n", "9442550.0 16 16 1.0\n", "9792010.0 17 17 1.0" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "route_counts['proportion unique'] = route_counts['unique routes count'] / route_counts['all routes count']\n", "route_counts[route_counts['all routes count'] > 15].sort_values('proportion unique').tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. World heatmap of fleet age" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading from API: 51000it [01:17, 654.85it/s] \n" ] } ], "source": [ "vms = v.VesselMovements().search(filter_activity='unloading_start',\n", " filter_time_min=datetime(2020, 9, 1),\n", " filter_time_max=datetime.now()\n", " ).to_df('all')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Only interested in the last movement per vessel\n", "last_movements = vms.sort_values(by='end_timestamp', ascending=True)\\\n", " .drop_duplicates(subset=['vessel.id'], keep='last')\n", "\n", "# calculate vessel age\n", "last_movements['vessel_age'] = datetime.now().year - last_movements['vessel.year']\n", "\n", "# we're only interested in age and lat lon coords for our plotting\n", "age_coords = last_movements[['vessel_age', 'destination.pos.0', 'destination.pos.1']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "map_1 = KeplerGl()\n", "map_1.add_data(data=age_coords)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "map_1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }