{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interstate 94 - Hourly traffic volume prediction (multivariate time series)\n",
"\n",
"In this tutorial, we demonstrate a time series application of getML. We predict the hourly traffic volume on I-94 westbound from Minneapolis-St Paul.\n",
"We benchmark our results against [Facebook's Prophet](https://facebook.github.io/prophet/). getML's relational learning algorithms outperform Prophet's classical time series approach by ~15%.\n",
"\n",
"Summary:\n",
"\n",
"- Prediction type: __Regression model__\n",
"- Domain: __Transportation__\n",
"- Prediction target: __Hourly traffic volume__\n",
"- Source data: __Multivariate time series, 5 components__\n",
"- Population size: __24096__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Background\n",
"\n",
"The dataset features some particularly interesting characteristics common for time series, which classical models may struggle to deal with appropriately. Such characteristics are:\n",
"\n",
"- High frequency (hourly)\n",
"- Dependence on irregular events (holidays)\n",
"- Strong and overlapping cycles (daily, weekly)\n",
"- Anomalies\n",
"- Multiple seasonalities\n",
"\n",
"\n",
"The analysis is built on top of a dataset provided by the [MN Department of Transportation](https://www.dot.state.mn.us), with some data preparation done by [John Hogue](https://github.com/dreyco676/Anomaly_Detection_A_to_Z/)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's get started with the analysis and set-up your session:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%pip install -q \"getml==1.5.0\" \"matplotlib==3.9.2\" \"scipy==1.14.1\" \"cmdstanpy==1.2.4\" \"Prophet==1.1.5\" \"plotly==5.24.0\" \"ipywidgets==8.1.5\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"getML API version: 1.5.0\n",
"\n"
]
}
],
"source": [
"import os\n",
"import warnings\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from scipy import stats\n",
"import getml\n",
"\n",
"os.environ[\"PYARROW_IGNORE_TIMEZONE\"] = \"1\"\n",
"warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
"%matplotlib inline\n",
"\n",
"print(f\"getML API version: {getml.__version__}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Launching ./getML --allow-push-notifications=true --allow-remote-ips=true --home-directory=/home/user --in-memory=true --install=false --launch-browser=true --log=false --token=token in /home/user/.getML/getml-1.5.0-x64-linux...\n",
"Launched the getML Engine. The log output will be stored in /home/user/.getML/logs/20240912144337.log.\n",
"\u001b[2K Loading pipelines... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
"\u001b[?25h"
]
},
{
"data": {
"text/html": [
"
Connected to project 'interstate94'.\n",
"
\n"
],
"text/plain": [
"Connected to project \u001b[32m'interstate94'\u001b[0m.\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"getml.engine.launch(allow_remote_ips=True, token=\"token\")\n",
"getml.engine.set_project(\"interstate94\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Loading data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1.1 Download from source\n",
"\n",
"Downloading the raw data and convert it into a prediction ready format takes time. To get to the getML model building as fast as possible, we prepared the data for you and excluded the code from this notebook. It is made available in the example notebook featuring the full analysis. We only include data after 2016 and introduced a fixed train/test split at 80% of the available data."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"traffic = getml.datasets.load_interstate94()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n"
],
"text/plain": [
" name ds traffic_volume holiday day month weekday hour \n",
" role time_stamp target categorical categorical categorical categorical categorical\n",
" unit time stamp, comparison only day month weekday hour \n",
" 0 2016-01-01 1513 New Years Day 1 1 4 0 \n",
" 1 2016-01-01 01:00:00 1550 New Years Day 1 1 4 1 \n",
" 2 2016-01-01 02:00:00 993 New Years Day 1 1 4 2 \n",
" 3 2016-01-01 03:00:00 719 New Years Day 1 1 4 3 \n",
" 4 2016-01-01 04:00:00 533 New Years Day 1 1 4 4 \n",
" ... ... ... ... ... ... ... \n",
"24091 2018-09-30 19:00:00 3543 No holiday 30 9 6 19 \n",
"24092 2018-09-30 20:00:00 2781 No holiday 30 9 6 20 \n",
"24093 2018-09-30 21:00:00 2159 No holiday 30 9 6 21 \n",
"24094 2018-09-30 22:00:00 1450 No holiday 30 9 6 22 \n",
"24095 2018-09-30 23:00:00 954 No holiday 30 9 6 23 \n",
"\n",
" name year \n",
" role categorical\n",
" unit year \n",
" 0 2016 \n",
" 1 2016 \n",
" 2 2016 \n",
" 3 2016 \n",
" 4 2016 \n",
" ... \n",
"24091 2018 \n",
"24092 2018 \n",
"24093 2018 \n",
"24094 2018 \n",
"24095 2018 \n",
"\n",
"\n",
"24096 rows x 8 columns\n",
"memory usage: 0.96 MB\n",
"type: getml.DataFrame"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traffic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1.2 Prepare data for getML\n",
"\n",
"The `getml.datasets.load_interstate94` method took care of the entire data preparation:\n",
"* Downloads csv's from our servers into python\n",
"* Converts csv's to getML [DataFrames](https://getml.com/latest/reference/data/data_frame#dataframe)\n",
"* Sets [roles](https://getml.com/latest/user_guide/concepts/annotating_data#roles) & [units](https://getml.com/latest/user_guide/concepts/annotating_data#annotating-units) to columns inside getML DataFrames"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Data visualization__\n",
"\n",
"The first week of the original traffic time series is plotted below."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(20, 10))\n",
"\n",
"# 2016/01/01 was a friday, we'd like to start the visualizations on a monday\n",
"start = getml.data.time.datetime(2016, 1, 4)\n",
"end = getml.data.time.datetime(2016, 1, 11)\n",
"\n",
"fig.suptitle(\n",
" \"Traffic volume for first full week of the training set\",\n",
" fontsize=14,\n",
" fontweight=\"bold\",\n",
")\n",
"traffic_first_week = traffic[(traffic.ds >= start) & (traffic.ds < end)]\n",
"ax.plot(\n",
" traffic_first_week[\"ds\"].to_numpy(),\n",
" traffic_first_week[\"traffic_volume\"].to_numpy(),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Traffic__: population table\n",
"\n",
"To allow the algorithm to capture seasonal information, we include time components (such as the day of the week) as categorical variables. Note that we could have also used getML's Seasonal preprocessor (`getml.prepreprocessors.Seasonal()`), but in this case the information was already included in the dataset."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Train/test split__\n",
"\n",
"We use [getML's split functionality](https://getml.com/latest/reference/data/split) to retrieve a lazily evaluated split column, that we can supply to the time series api below."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"split_date = pd.Timestamp(year=2018, month=3, day=15)\n",
"split = getml.data.split.time(traffic, \"ds\", test=split_date.timestamp())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Split columns are columns of mere strings that can be used to subset the data by forming bolean conditions over them:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
"
],
"text/plain": [
" ds yhat yhat_lower yhat_upper y \\\n",
"96 2018-03-19 00:00:00 859.617951 -207.858174 1974.022755 540.0 \n",
"97 2018-03-19 01:00:00 216.459702 -889.354763 1306.151399 293.0 \n",
"98 2018-03-19 02:00:00 -200.431458 -1284.662499 878.980263 254.0 \n",
"99 2018-03-19 03:00:00 -6.085258 -984.172460 1046.820185 348.0 \n",
"100 2018-03-19 04:00:00 927.972706 -159.947263 1975.792030 819.0 \n",
".. ... ... ... ... ... \n",
"260 2018-03-25 20:00:00 2490.645008 1386.373695 3567.847457 2784.0 \n",
"261 2018-03-25 21:00:00 2019.153096 977.311072 3086.498967 3967.0 \n",
"262 2018-03-25 22:00:00 1744.073754 710.266119 2762.178865 1794.0 \n",
"263 2018-03-25 23:00:00 1434.614860 370.683908 2419.102388 984.0 \n",
"264 2018-03-26 00:00:00 915.967229 -159.422846 1956.315584 518.0 \n",
"\n",
" cutoff \n",
"96 2018-03-18 23:00:00 \n",
"97 2018-03-19 00:00:00 \n",
"98 2018-03-19 01:00:00 \n",
"99 2018-03-19 02:00:00 \n",
"100 2018-03-19 03:00:00 \n",
".. ... \n",
"260 2018-03-25 19:00:00 \n",
"261 2018-03-25 20:00:00 \n",
"262 2018-03-25 21:00:00 \n",
"263 2018-03-25 22:00:00 \n",
"264 2018-03-25 23:00:00 \n",
"\n",
"[169 rows x 6 columns]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prediction_prophet[\n",
" (prediction_prophet.ds >= start_date) & (prediction_prophet.ds <= end_date)\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {
"lines_to_next_cell": 0
},
"source": [
"What can we take from this plot? The strong time-related patterns carry on to the testing set and the xgboost is able to incorporate this information to deliver highly accurate 1-step ahead predictions. Notice that Prophets additive components model results in negative predictions for the weekends' lows at night. We can also see an anomaly on March, 24 that neither model is able to predict (feel free to play with the window to verify that its an anomaly).\n",
"\n",
"Now we benchmark the performance of h-step ahead forecasts. Remember, in the models, only deterministic features are incorporated. Here, we fit the h-step ahead forecast with Prophet. This is how Prophet is meant to be applied. We allow for multiplicative seasonalities to at least partially remedy the problem with negative predictions discussed above."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# h-step ahead forecast with Prophet\n",
"from IPython.display import Image\n",
"\n",
"try:\n",
" forecast_prophet = pd.read_csv(\"assets/forecast_prophet.csv\")\n",
" forecast_prophet[\"ds\"] = pd.to_datetime(forecast_prophet[\"ds\"])\n",
" display(Image(filename=\"components.png\"))\n",
"except FileNotFoundError:\n",
" import logging\n",
" import cmdstanpy\n",
"\n",
" logger = logging.getLogger(\"cmdstanpy\")\n",
" logger.addHandler(logging.NullHandler())\n",
" logger.propagate = False\n",
" logger.setLevel(logging.CRITICAL)\n",
"\n",
" from prophet import Prophet\n",
"\n",
" traffic_prophet = traffic.to_pandas().rename(\n",
" {\"traffic_volume\": \"y\"}, axis=\"columns\"\n",
" )\n",
"\n",
" model_forecast_prophet = Prophet(seasonality_mode=\"multiplicative\")\n",
" model_forecast_prophet.fit(traffic_prophet[traffic_prophet.ds < split_date])\n",
"\n",
" future = pd.DataFrame(traffic_prophet[traffic_prophet.ds >= split_date].ds)\n",
"\n",
" forecast_prophet = model_forecast_prophet.predict(future)\n",
"\n",
" forecast_prophet.to_csv(\n",
" \"assets/forecast_prophet.csv\", encoding=\"utf-8\", index=False\n",
" )\n",
" model_forecast_prophet.plot_components(forecast_prophet)\n",
" pd.plotting.register_matplotlib_converters()"
]
},
{
"cell_type": "markdown",
"metadata": {
"lines_to_next_cell": 0
},
"source": [
"A typical Prophet components graph. "
]
},
{
"cell_type": "markdown",
"metadata": {
"lines_to_next_cell": 0
},
"source": [
"Seasonalities are now applied multiplicatively, but the combination of the totally bottoming out daily cycle and the negative additive trend will result in negative predictions nonetheless.\n",
"\n",
"Score the Prophet model."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"lines_to_next_cell": 0
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R2: 0.8244945581002756\n"
]
}
],
"source": [
"r2_forecast_prophet = (\n",
" stats.pearsonr(\n",
" forecast_prophet[\"yhat\"].values,\n",
" time_series.test.population.traffic_volume.to_numpy(),\n",
" )[0]\n",
" ** 2\n",
")\n",
"print(\"R2:\", r2_forecast_prophet)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4. Conclusion\n",
"\n",
"__Benchmarks against Prophet__\n",
"\n",
"By design, Prophet isn't capable of delivering the 1-step ahead predictions we did with getML. To retrieve a benchmark in the 1-step case nonetheless, we mimic 1-step ahead predictions through cross-validating the model on a rolling origin. This gives Prophet an advantage as all information up to the origin is incorporated when *fitting* the model and a new fit is calculated for every 1-step ahead forecast.\n",
"\n",
"\n",
"__Results__\n",
"\n",
"We have benchmarked getML against Facebook’s Prophet library on a univariate time series with strong seasonal components.\n",
"Prophet is made for exactly these sort of data sets, so you would expect this to be a home run for Prophet. The opposite is true - getML’s relational learning algorithms outperform Prophet's 1-step ahead predictions by ~15 percentage points:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"