{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Traffic volume prediction on LA's 101 North freeway\n",
"\n",
"### Univariate time series prediction with getML\n",
"\n",
"In this tutorial, we demonstrate a time series application of getML. \n",
"\n",
"We benchmark our results against [Facebook's Prophet](https://facebook.github.io/prophet/) and [tsfresh](https://tsfresh.readthedocs.io/en/latest/). \n",
"\n",
"getML's relational learning algorithms outperform Prophet's classical time series approach by **~14%** and tsfresh's brute force approaches to feature engineering by **~26%** (measured in terms of the **predictive R-squared**).\n",
"\n",
"Summary:\n",
"\n",
"- Prediction type: __Regression model__\n",
"- Domain: __Transportation__\n",
"- Prediction target: __traffic volume__ \n",
"- Source data: __Univariate time series__\n",
"- Population size: __47497__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Background\n",
"\n",
"The data set features some particularly interesting characteristics common for time series, which classical models may struggle to deal with. Such characteristics are:\n",
"\n",
"- High frequency (every five minutes)\n",
"- Dependence on irregular events (holidays, Dodgers games)\n",
"- Strong and overlapping cycles (daily, weekly)\n",
"- Anomalies\n",
"- Multiple seasonalities\n",
"\n",
"\n",
"To quote the maintainers of the data set:\n",
"\n",
"\"_This loop sensor data was collected for the Glendale on ramp for the 101 North freeway in Los Angeles. It is close enough to the stadium to see unusual traffic after a Dodgers game, but not so close and heavily used by game traffic so that the signal for the extra traffic is overly obvious._\"\n",
"\n",
"The dataset was originally collected for this paper:\n",
"\n",
"> \"Adaptive event detection with time-varying Poisson processes\" A. Ihler, J. Hutchins, and P. Smyth\n",
"Proceedings of the 12th ACM SIGKDD Conference (KDD-06), August 2006. \n",
"\n",
"It is maintained by the UCI Machine Learning Repository:\n",
"\n",
"> Dua, D. and Graff, C. (2019). [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml). Irvine, CA: University of California, School of Information and Computer Science. "
]
},
{
"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": 1,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"import gc\n",
"import os\n",
"from pathlib import Path\n",
"from urllib import request\n",
"import time\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from scipy.stats import pearsonr\n",
"import scipy\n",
"\n",
"from IPython.display import Image\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For various technical reasons, we want to pre-store the features for prophet and tsfresh. However, you are very welcome to try this at home and fully reproduce our results. You can just set the two constants to \"True\"."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"RUN_PROPHET = False\n",
"RUN_TSFRESH = False\n",
"\n",
"if RUN_PROPHET:\n",
" from fbprophet import Prophet\n",
"\n",
"if RUN_TSFRESH:\n",
" import tsfresh\n",
" from tsfresh.utilities.dataframe_functions import roll_time_series\n",
" from tsfresh.feature_selection.relevance import calculate_relevance_table"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"getML engine is already running.\n",
"\n",
"Connected to project 'dodgers'\n"
]
}
],
"source": [
"import getml\n",
"\n",
"getml.engine.launch(home_directory=Path.home(), allow_remote_ips=True, token='token')\n",
"getml.engine.set_project('dodgers')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Loading data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1 Download from source\n",
"\n",
"We begin by downloading the data from the UC Irvine Machine Learning repository:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"fname = \"Dodgers.data\"\n",
"\n",
"if not os.path.exists(fname):\n",
" fname, res = request.urlretrieve(\n",
" \"https://archive.ics.uci.edu/ml/machine-learning-databases/event-detection/\" + fname, \n",
" fname\n",
" )\n",
" \n",
"data_full_pandas = pd.read_csv(fname, header=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we use the pre-stored features, we have to download them as well:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"PROPHET_FILES = [\n",
" \"predictions_prophet_train.csv\",\n",
" \"predictions_prophet_test.csv\",\n",
" \"combined_train_pandas.csv\",\n",
" \"combined_test_pandas.csv\"\n",
"]\n",
"\n",
"if not RUN_PROPHET:\n",
" for fname in PROPHET_FILES:\n",
" if not os.path.exists(fname):\n",
" fname, res = request.urlretrieve(\n",
" \"https://static.getml.com/datasets/dodgers/\" + fname, \n",
" fname\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"TSFRESH_FILES = [\n",
" \"tsfresh_train_pandas.csv\",\n",
" \"tsfresh_test_pandas.csv\"\n",
"]\n",
"\n",
"if not RUN_TSFRESH:\n",
" for fname in TSFRESH_FILES:\n",
" if not os.path.exists(fname):\n",
" fname, res = request.urlretrieve(\n",
" \"https://static.getml.com/datasets/dodgers/\" + fname, \n",
" fname\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prophet is pretty strict about how the columns should be named, so we adapt to these restriction:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data_full_pandas.columns = [\"ds\", \"y\"]\n",
"\n",
"data_full_pandas = data_full_pandas[data_full_pandas[\"y\"] >= 0]\n",
"\n",
"data_full_pandas = data_full_pandas.reset_index()\n",
"\n",
"del data_full_pandas[\"index\"]\n",
"\n",
"data_full_pandas[\"ds\"] = [\n",
" datetime.strptime(dt, \"%m/%d/%Y %H:%M\") for dt in data_full_pandas[\"ds\"]\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n"
],
"text/plain": [
" \n",
" 0 train\n",
" 1 train\n",
" 2 train\n",
" 3 train\n",
" 4 train\n",
" ... \n",
"\n",
"\n",
"47497 rows\n",
"type: StringColumnView"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"split = getml.data.split.time(population=data_full, time_stamp=\"ds\", test=getml.data.time.datetime(2005, 8, 20))\n",
"split"
]
},
{
"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."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.3 Define relational model\n",
"\n",
"To start with relational learning, we need to specify the data model. We manually replicate the appropriate time series structure by setting time series related join conditions (`horizon`, `memory` and `allow_lagged_targets`). This is done abstractly using [Placeholders](https://docs.getml.com/latest/user_guide/data_model/data_model.html#placeholders)\n",
"\n",
"The data model consists of two tables:\n",
"* __Population table__ `traffic_{test/train}`: holds target and the contemporarily available time-based components\n",
"* __Peripheral table__ `traffic`: same table as the population table\n",
"* Join between both placeholders specifies (`horizon`) to prevent leaks and (`memory`) that keeps the computations feasible"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"data model\n",
"
"
],
"text/plain": [
" date time set used target mae rmse rsquared\n",
"0 2024-02-21 14:58:34 combined_train y 4.6572 6.4011 0.7633\n",
"1 2024-02-21 14:58:34 combined_test y 6.1772 8.4081 0.6661"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"combined_score = pipe_combined.score(combined_test)\n",
"combined_score"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, combining tsfresh and Prophet generates better predictions than any single one of them, but it is still considerably worse than getML."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00] \n",
"Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00] \n",
"\n"
]
}
],
"source": [
"predictions_combined_test = pipe_combined.predict(combined_test)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"length = 4000\n",
"\n",
"plt.subplots(figsize=(20, 10))\n",
"\n",
"plt.plot(np.asarray(data_test_pandas[\"y\"])[:length], label=\"ground truth\")\n",
"plt.plot(predictions_getml_test[:length], label=\"getml\")\n",
"plt.plot(predictions_combined_test[:length], label=\"tsfresh + prophet\")\n",
"plt.legend(loc=\"upper right\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.7 Features\n",
"\n",
"The most important feature is the following:"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"```sql\n",
"DROP TABLE IF EXISTS \"FEATURE_2_10\";\n",
"\n",
"CREATE TABLE \"FEATURE_2_10\" AS\n",
"SELECT AVG( \n",
" CASE\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" > 20.066490 ) AND ( t2.\"hour__strftime__h__ds\" IN ( '08', '09', '10', '11', '12', '15', '16', '17', '18', '19', '20', '04' ) ) THEN -1.394368488597821\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" > 20.066490 ) AND ( t2.\"hour__strftime__h__ds\" NOT IN ( '08', '09', '10', '11', '12', '15', '16', '17', '18', '19', '20', '04' ) OR t2.\"hour__strftime__h__ds\" IS NULL ) THEN 4.672067599328447\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" <= 20.066490 OR t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 5.860806 ) THEN -2.101703021927502\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" <= 20.066490 OR t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 5.860806 OR t2.\"y\" IS NULL ) THEN -14.75388432235446\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 18.830769 ) AND ( t1.\"ds\" - t2.\"ds\" > 4784.328358 ) THEN -11.30552661895596\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 18.830769 ) AND ( t1.\"ds\" - t2.\"ds\" <= 4784.328358 OR t1.\"ds\" IS NULL OR t2.\"ds\" IS NULL ) THEN 21.46969850522014\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 18.830769 OR t2.\"y\" IS NULL ) AND ( t1.\"hour__strftime__h__ds__mapping_target_1_avg\" > 20.927806 ) THEN -26.35680613438945\n",
" WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 18.830769 OR t2.\"y\" IS NULL ) AND ( t1.\"hour__strftime__h__ds__mapping_target_1_avg\" <= 20.927806 OR t1.\"hour__strftime__h__ds__mapping_target_1_avg\" IS NULL ) THEN -10.85061566502193\n",
" ELSE NULL\n",
" END\n",
") AS \"feature_2_10\",\n",
" t1.rowid AS rownum\n",
"FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
"INNER JOIN \"DATA_FULL__STAGING_TABLE_2\" t2\n",
"ON 1 = 1\n",
"WHERE t2.\"ds__1_000000_hours\" <= t1.\"ds\"\n",
"AND ( t2.\"ds__3_000000_hours\" > t1.\"ds\" OR t2.\"ds__3_000000_hours\" IS NULL )\n",
"GROUP BY t1.rowid;\n",
"```"
],
"text/plain": [
"'DROP TABLE IF EXISTS \"FEATURE_2_10\";\\n\\nCREATE TABLE \"FEATURE_2_10\" AS\\nSELECT AVG( \\n CASE\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" > 20.066490 ) AND ( t2.\"hour__strftime__h__ds\" IN ( \\'08\\', \\'09\\', \\'10\\', \\'11\\', \\'12\\', \\'15\\', \\'16\\', \\'17\\', \\'18\\', \\'19\\', \\'20\\', \\'04\\' ) ) THEN -1.394368488597821\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" > 20.066490 ) AND ( t2.\"hour__strftime__h__ds\" NOT IN ( \\'08\\', \\'09\\', \\'10\\', \\'11\\', \\'12\\', \\'15\\', \\'16\\', \\'17\\', \\'18\\', \\'19\\', \\'20\\', \\'04\\' ) OR t2.\"hour__strftime__h__ds\" IS NULL ) THEN 4.672067599328447\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" <= 20.066490 OR t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 5.860806 ) THEN -2.101703021927502\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" > 16.860223 ) AND ( t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" <= 20.066490 OR t2.\"weekday__strftime__w__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 5.860806 OR t2.\"y\" IS NULL ) THEN -14.75388432235446\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 18.830769 ) AND ( t1.\"ds\" - t2.\"ds\" > 4784.328358 ) THEN -11.30552661895596\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" > 18.830769 ) AND ( t1.\"ds\" - t2.\"ds\" <= 4784.328358 OR t1.\"ds\" IS NULL OR t2.\"ds\" IS NULL ) THEN 21.46969850522014\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 18.830769 OR t2.\"y\" IS NULL ) AND ( t1.\"hour__strftime__h__ds__mapping_target_1_avg\" > 20.927806 ) THEN -26.35680613438945\\n WHEN ( t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" <= 16.860223 OR t2.\"hour__strftime__h__ds__mapping_1_target_1_avg\" IS NULL ) AND ( t2.\"y\" <= 18.830769 OR t2.\"y\" IS NULL ) AND ( t1.\"hour__strftime__h__ds__mapping_target_1_avg\" <= 20.927806 OR t1.\"hour__strftime__h__ds__mapping_target_1_avg\" IS NULL ) THEN -10.85061566502193\\n ELSE NULL\\n END\\n) AS \"feature_2_10\",\\n t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"DATA_FULL__STAGING_TABLE_2\" t2\\nON 1 = 1\\nWHERE t2.\"ds__1_000000_hours\" <= t1.\"ds\"\\nAND ( t2.\"ds__3_000000_hours\" > t1.\"ds\" OR t2.\"ds__3_000000_hours\" IS NULL )\\nGROUP BY t1.rowid;'"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pipe.features.to_sql()[pipe.features.sort(by=\"importances\")[0].name]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.8 Productionization\n",
"\n",
"It is possible to productionize the pipeline by transpiling the features into production-ready SQL code. Please also refer to getML's `sqlite3` and `spark` modules."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"pipe.features.to_sql().save(\"dodgers_pipeline\", remove=True)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"pipe.features.to_sql(dialect=getml.pipeline.dialect.spark_sql).save(\"dodgers_spark\", remove=True)"
]
},
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"cell_type": "markdown",
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"source": [
"### 2.9 Summary of results\n",
"\n",
"For a more convenient overview, we summarize these results into a table."
]
},
{
"cell_type": "code",
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{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Name
\n",
"
R-squared
\n",
"
RMSE
\n",
"
MAE
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
getML
\n",
"
76.01%
\n",
"
6.42
\n",
"
4.67
\n",
"
\n",
"
\n",
"
1
\n",
"
Prophet
\n",
"
63.06%
\n",
"
8.32
\n",
"
6.22
\n",
"
\n",
"
\n",
"
2
\n",
"
tsfresh
\n",
"
49.43%
\n",
"
9.30
\n",
"
7.19
\n",
"
\n",
"
\n",
"
3
\n",
"
Prophet + tsfresh
\n",
"
66.61%
\n",
"
8.41
\n",
"
6.18
\n",
"
\n",
" \n",
"
\n",
"
"
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"text/plain": [
" Name R-squared RMSE MAE\n",
"0 getML 76.01% 6.42 4.67\n",
"1 Prophet 63.06% 8.32 6.22\n",
"2 tsfresh 49.43% 9.30 7.19\n",
"3 Prophet + tsfresh 66.61% 8.41 6.18"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"from collections import namedtuple\n",
"\n",
"prophet_score = namedtuple('Score', ['mae', 'rmse', 'rsquared'])(out_of_sample['mae'], out_of_sample['rmse'], out_of_sample['rsquared'])\n",
"scores = [getml_score, prophet_score, tsfresh_score, combined_score]\n",
"\n",
"pd.DataFrame(data={\n",
" 'Name': ['getML', 'Prophet', 'tsfresh', 'Prophet + tsfresh'],\n",
" 'R-squared': [f'{score.rsquared:.2%}' for score in scores],\n",
" 'RMSE': [f'{score.rmse:,.2f}' for score in scores],\n",
" 'MAE': [f'{score.mae:,.2f}' for score in scores]\n",
"})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, getML outperforms both Prophet and tsfresh by all three measures."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Conclusion\n",
"\n",
"We have compared getML's feature learning algorithms to Prophet and tsfresh on a data set related to traffic on LA's 101 North freeway. We found that getML significantly outperforms both Prophet and tsfresh. These results are consistent with the view that relational learning is a powerful tool for time series analysis.\n",
"\n",
"You are encouraged to reproduce these results. You will need [getML](https://getml.com/product) to do so. You can download it for free."
]
}
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