{
"cells": [
{
"cell_type": "markdown",
"id": "cb9e5d62",
"metadata": {},
"source": [
"# Classification notebook"
]
},
{
"cell_type": "markdown",
"id": "d3ed2b1d",
"metadata": {},
"source": [
"This notebook contains the simple examples of timeseries classification using ETNA library.\n",
"\n",
"**Table of Contents**\n",
"\n",
"* [Classification](#chapter1) \n",
" * [Load Dataset](#section_1_1)\n",
" * [Feature extraction](#section_1_2)\n",
" * [Cross validation](#section_1_3)\n",
"* [Predictability analysis](#chapter2)\n",
" * [Load Dataset](#section_2_1)\n",
" * [Load pretrained analyzer](#section_2_2)\n",
" * [Analyze segments predictability](#section_2_3)"
]
},
{
"cell_type": "markdown",
"id": "d56594f0",
"metadata": {},
"source": [
"## Classification \n",
"\n",
"**Task formulation**: Given the set of time series $\\{x_i\\}_{i=1}^{N}$ and corresponding labels $\\{y_i\\}_{i=1}^{N}$ we need to find a classifier that can learn the relationship between time series and label and accurately predict the label of new series.\n",
"\n",
"Our library introduces tools for binary time series classification in experimental format. This implies that the architecture and the API of the objects from `etna.experimental` module might face changes in the future. To use this module, you need to install the corresponding dependencies. \n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8ddb765a",
"metadata": {},
"outputs": [],
"source": [
"#!pip install \"etna[classification]\" -q"
]
},
{
"cell_type": "markdown",
"id": "f3ccf196",
"metadata": {},
"source": [
"### Load Dataset \n",
"\n",
"Consider the example `FordA` dataset from [UCR archive](https://www.cs.ucr.edu/~eamonn/time_series_data/). Dataset consists of engine noise measurements and the problem is to diagnose whether a certain symptom exists in the engine. The comprehensive description of `FirdA` dataset can be found [here](http://www.timeseriesclassification.com/description.php?Dataset=FordA). \n",
"\n",
"To load the dataset, we will use `fetch_ucr_dataset` util form [`pyts` library](https://pyts.readthedocs.io/en/stable/index.html). "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d5c515aa",
"metadata": {},
"outputs": [],
"source": [
"from pyts.datasets.ucr import fetch_ucr_dataset\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "da9ae9ad",
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = fetch_ucr_dataset(dataset=\"FordA\", return_X_y=True)\n",
"y_train[y_train == -1], y_test[y_test == -1] = 0, 0 # transform labels to 0,1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c6f62d48",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((3601, 500), (1320, 500), (3601,), (1320,))"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.shape, X_test.shape, y_train.shape, y_test.shape"
]
},
{
"cell_type": "markdown",
"id": "970ff753",
"metadata": {},
"source": [
"Let's visualize a sample from each class. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "60e2be7c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for c in [0, 1]:\n",
" class_samples = X_train[y_train == c]\n",
" plt.plot(class_samples[0], label=\"class \" + str(c), c=[\"r\", \"b\"][c])\n",
"plt.legend(loc=\"best\");"
]
},
{
"cell_type": "markdown",
"id": "ae38212d",
"metadata": {},
"source": [
"### Feature extraction \n",
"\n",
"Raw time series values usually are not the best features for the classifier. Series length is usually much higher than the number of samples in the dataset, this case classifiers to work poorly. There exists special technique to extract more informative features from the time series, you can find a comprehensive review of them in this [paper](https://hal.inria.fr/hal-03558165/document).\n",
"\n",
"In our library we offer two methods for feature extraction able to work with the time series of different length\n",
"1. `TSFreshFeatureExtractor` - extract features using `extract_features` method form [tsfresh](https://tsfresh.readthedocs.io/en/latest/)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a582691c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/a.p.chikov/PycharmProjects/etna_dev/etna-ts/etna/settings.py:61: UserWarning: `tsfresh` is not available, to install it, run `pip install tsfresh==0.19.0 && pip install protobuf==3.20.1`\n",
" warnings.warn(\n"
]
}
],
"source": [
"from etna.experimental.classification.feature_extraction import TSFreshFeatureExtractor"
]
},
{
"cell_type": "markdown",
"id": "48898c55",
"metadata": {},
"source": [
"Using this method requires installing `tsfresh` separately due to the dependencies conflict."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "51ed64b9",
"metadata": {},
"outputs": [],
"source": [
"!pip install tsfresh==0.19.0 -q && pip install protobuf==3.20.1 -q"
]
},
{
"cell_type": "markdown",
"id": "48934419",
"metadata": {},
"source": [
"Constructor expects parameters of `extract_features` method, see the full list [here](https://tsfresh.readthedocs.io/en/latest/api/tsfresh.feature_extraction.html?highlight=feature_extraction#tsfresh.feature_extraction.extraction.extract_features) and `fill_na_value` parameter defines the value to fill the possible NaNs in the generated features"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "854a393a",
"metadata": {},
"outputs": [],
"source": [
"from etna.experimental.classification.feature_extraction import TSFreshFeatureExtractor\n",
"from tsfresh.feature_extraction.settings import MinimalFCParameters\n",
"from tsfresh import extract_features"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a26404cb",
"metadata": {},
"outputs": [],
"source": [
"tsfresh_feature_extractor = TSFreshFeatureExtractor(default_fc_parameters=MinimalFCParameters(), fill_na_value=-100)"
]
},
{
"cell_type": "markdown",
"id": "1341d8d4",
"metadata": {},
"source": [
"2. `WEASELFeatureExtractor` -- extract features using the WEASEL algorithm, see the original [paper](https://arxiv.org/pdf/1701.07681.pdf)\n",
"\n",
"This method has a long list of parameters, the most important of them are: \n",
"- **padding_value** -- value to pad the series on test set to fit the shortest series in train set\n",
"- **word_size**, **n_bins** -- word size and the alphabet size to approximate the series(strongly influence on the performance)\n",
"- **window_sizes** -- sizes of the sliding windows\n",
"- **window_steps** -- steps of the windows\n",
"- **chi2_threshold** -- feature selection threshold(the greter, the fewer features are selected)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "39de5856",
"metadata": {},
"outputs": [],
"source": [
"from etna.experimental.classification.feature_extraction import WEASELFeatureExtractor"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "efac0a3f",
"metadata": {},
"outputs": [],
"source": [
"weasel_feature_extractor = feature_extractor = WEASELFeatureExtractor(\n",
" padding_value=-10,\n",
" word_size=4,\n",
" n_bins=4,\n",
" window_sizes=[0.2, 0.3, 0.5, 0.7, 0.9],\n",
" window_steps=[0.1, 0.15, 0.25, 0.35, 0.45],\n",
" chi2_threshold=2,\n",
")"
]
},
{
"cell_type": "markdown",
"id": "777174b2",
"metadata": {},
"source": [
"### Performance evaluation \n",
"\n",
"To evaluate the performance of our feature extraction methods, we will use `masked_crossval_score` method of `TimeSeriesBinaryClassifier`. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9d9cb6a8",
"metadata": {},
"outputs": [],
"source": [
"from etna.experimental.classification import TimeSeriesBinaryClassifier\n",
"from sklearn.linear_model import LogisticRegression"
]
},
{
"cell_type": "markdown",
"id": "9aed4683",
"metadata": {},
"source": [
"Firstly, we need to create the instance of `TimeSeriesBinaryClassifier`, which requires setting the feature extractor and the classification model with sklearn interface."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "473ce6ae",
"metadata": {},
"outputs": [],
"source": [
"model = LogisticRegression(max_iter=1000)\n",
"clf = TimeSeriesBinaryClassifier(feature_extractor=tsfresh_feature_extractor, classifier=model)"
]
},
{
"cell_type": "markdown",
"id": "4eff3fdc",
"metadata": {},
"source": [
"Then we need to prepare the fold masks"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "3e58c3ee",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import KFold\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "bea29ea8",
"metadata": {},
"outputs": [],
"source": [
"mask = np.zeros(len(X_train))\n",
"for fold_idx, (train_index, test_index) in enumerate(KFold(n_splits=5).split(X_train)):\n",
" mask[test_index] = fold_idx"
]
},
{
"cell_type": "markdown",
"id": "e797448e",
"metadata": {},
"source": [
"Then we can run the cross validation and evaluate the performance on 5 folds."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "825794c8",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Feature Extraction: 100%|█████████████████| 2880/2880 [00:01<00:00, 2330.32it/s]\n",
"Feature Extraction: 100%|███████████████████| 721/721 [00:00<00:00, 2502.10it/s]\n",
"Feature Extraction: 100%|█████████████████| 2881/2881 [00:01<00:00, 2582.49it/s]\n",
"Feature Extraction: 100%|███████████████████| 720/720 [00:00<00:00, 2602.03it/s]\n",
"Feature Extraction: 100%|█████████████████| 2881/2881 [00:01<00:00, 2545.80it/s]\n",
"Feature Extraction: 100%|███████████████████| 720/720 [00:00<00:00, 2388.25it/s]\n",
"Feature Extraction: 100%|█████████████████| 2881/2881 [00:01<00:00, 2495.73it/s]\n",
"Feature Extraction: 100%|███████████████████| 720/720 [00:00<00:00, 2483.62it/s]\n",
"Feature Extraction: 100%|█████████████████| 2881/2881 [00:01<00:00, 2401.59it/s]\n",
"Feature Extraction: 100%|███████████████████| 720/720 [00:00<00:00, 1763.24it/s]\n"
]
}
],
"source": [
"metrics = clf.masked_crossval_score(x=X_train, y=y_train, mask=mask)"
]
},
{
"cell_type": "markdown",
"id": "b7c8d506",
"metadata": {},
"source": [
"The returned `metrics` dict contains the set of standard classification metrics for each fold:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1ea88a41",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'precision': [0.5383522727272727,\n",
" 0.5160048049745619,\n",
" 0.5422891046203586,\n",
" 0.48479549208199746,\n",
" 0.5564688579909953],\n",
" 'recall': [0.531589156237011,\n",
" 0.5139824524851263,\n",
" 0.538684876779783,\n",
" 0.4855088120003704,\n",
" 0.5484257847863261],\n",
" 'fscore': [0.511929226858391,\n",
" 0.497349709114415,\n",
" 0.5324451810300866,\n",
" 0.4796875,\n",
" 0.5365782570679103],\n",
" 'AUC': [0.5555427269508459,\n",
" 0.5453465132609517,\n",
" 0.5570033834266291,\n",
" 0.5186734158461681,\n",
" 0.5629105765287568]}"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "211d5c5d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'precision': 0.5275821064790372,\n",
" 'recall': 0.5236382164577233,\n",
" 'fscore': 0.5115979748141605,\n",
" 'AUC': 0.5478953232026702}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{metric: np.mean(values) for metric, values in metrics.items()}"
]
},
{
"cell_type": "markdown",
"id": "bdbbc4f3",
"metadata": {},
"source": [
"This feature extraction method shows quite poor quality on this dataset, let's try out the second one."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "5eac234c",
"metadata": {},
"outputs": [],
"source": [
"clf = TimeSeriesBinaryClassifier(feature_extractor=weasel_feature_extractor, classifier=model)\n",
"metrics = clf.masked_crossval_score(x=X_train, y=y_train, mask=mask)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "1482b8a9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'precision': [0.8489879944589811,\n",
" 0.8723519197376037,\n",
" 0.8526994807058697,\n",
" 0.8640069169960474,\n",
" 0.8791666666666667],\n",
" 'recall': [0.8490470912421682,\n",
" 0.8723059471722574,\n",
" 0.8539010057371147,\n",
" 0.8638383900737677,\n",
" 0.8802257832388056],\n",
" 'fscore': [0.848819918551392,\n",
" 0.8722212362749713,\n",
" 0.8526401964797381,\n",
" 0.863862627821725,\n",
" 0.8790824629033722],\n",
" 'AUC': [0.9314875536877107,\n",
" 0.945698389548657,\n",
" 0.9299313249560619,\n",
" 0.9476758541930307,\n",
" 0.9500847267465704]}"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "bdcfe547",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'precision': 0.8634425957130338,\n",
" 'recall': 0.8638636434928226,\n",
" 'fscore': 0.8633252884062397,\n",
" 'AUC': 0.9409755698264062}"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{metric: np.mean(values) for metric, values in metrics.items()}"
]
},
{
"cell_type": "markdown",
"id": "60fef515",
"metadata": {},
"source": [
"As you can see, the feature extraction performance strongly depends on the task domain, so it is a good practice to benchmark several methods on your task."
]
},
{
"cell_type": "markdown",
"id": "03015d30",
"metadata": {},
"source": [
"## Predictability analysis \n",
"**Task formulation**: Given the set of time series $\\{x_i\\}_{i=1}^{N}$ we need to define whether each of the series can be forecasted with some quality threshold.\n",
"\n",
"This is the extension of the classification task, which helps you to perform some kind of pre-validation on your dataset. This might help to identify the \"bad\" segments, which should be processed separately.\n",
"\n",
"You can train the `PredictabilityAnalyzer` on your own, however it requires using the dataset consists of the best possible scores for the segments, which might be hard to collect. Therefore, we pretrained several instances of the analyzer on the datasets with `H`, `D` and `W` frequencies."
]
},
{
"cell_type": "markdown",
"id": "92d911a8",
"metadata": {},
"source": [
"### Load Dataset \n",
"To demonstrate the usage of this tool, we will use M4 dataset."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "eb184f09",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from etna.datasets import TSDataset\n",
"from tqdm.notebook import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "9f102d39",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"100 91.3M 100 91.3M 0 0 6748k 0 0:00:13 0:00:13 --:00:01 9628k:--:-- 9564k\n"
]
}
],
"source": [
"!curl \"https://raw.githubusercontent.com/Mcompetitions/M4-methods/master/Dataset/Train/Daily-train.csv\" -o m4.csv"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "fa077ffa",
"metadata": {},
"outputs": [],
"source": [
"df_raw = pd.read_csv(\"m4.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b37dec40",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6f6be5aa6ded4474ae5f1ba6199869a0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/4227 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfs = []\n",
"for i in tqdm(range(len(df_raw))):\n",
" segment_name = df_raw.iloc[i, 0]\n",
" segment_values = df_raw.iloc[i, 1:].dropna().astype(float).values\n",
" segment_len = len(segment_values)\n",
" timestamps = pd.date_range(\n",
" start=pd.to_datetime(\"2022-11-04\") - pd.to_timedelta(\"1d\") * (segment_len - 1), end=\"2022-11-04\"\n",
" )\n",
" df_segment = pd.DataFrame({\"target\": segment_values, \"segment\": segment_name, \"timestamp\": timestamps})\n",
" dfs.append(df_segment)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "e2665588",
"metadata": {},
"outputs": [],
"source": [
"df = pd.concat(dfs)\n",
"df = TSDataset.to_dataset(df)\n",
"ts = TSDataset(df=df, freq=\"D\")"
]
},
{
"cell_type": "markdown",
"id": "2f271798",
"metadata": {},
"source": [
"Let's visualize several random segments from the dataset"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "fe0ed6c9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of segments: 4227\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Number of segments:\", len(ts.segments))\n",
"ts.plot(n_segments=10)"
]
},
{
"cell_type": "markdown",
"id": "4d4fdce3",
"metadata": {},
"source": [
"Dataset consists of 4k segments of 1-4 years length. As the plot suggests, the behavior of the segments are different across the dataset, and it might be hard to predict all of them accurately. Let's try to evaluate the SMAPE on the backtest using some baseline model."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "89be6d07",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/a.p.chikov/Library/Caches/pypoetry/virtualenvs/etna-ts-5LkX4_TY-py3.8/lib/python3.8/site-packages/torchmetrics/utilities/prints.py:36: UserWarning: Torchmetrics v0.9 introduced a new argument class property called `full_state_update` that has\n",
" not been set for this class (SMAPE). The property determines if `update` by\n",
" default needs access to the full metric state. If this is not the case, significant speedups can be\n",
" achieved and we recommend setting this to `False`.\n",
" We provide an checking function\n",
" `from torchmetrics.utilities import check_forward_full_state_property`\n",
" that can be used to check if the `full_state_update=True` (old and potential slower behaviour,\n",
" default for now) or if `full_state_update=False` can be used safely.\n",
" \n",
" warnings.warn(*args, **kwargs)\n"
]
}
],
"source": [
"from etna.pipeline import Pipeline\n",
"from etna.models import NaiveModel\n",
"from etna.metrics import SMAPE"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "75132e0d",
"metadata": {},
"outputs": [],
"source": [
"pipeline = Pipeline(model=NaiveModel(), transforms=[], horizon=30)"
]
},
{
"cell_type": "markdown",
"id": "8b293b2b",
"metadata": {},
"source": [
"It takes about 2 minutes even for naive model to evaluate the performance on this dataset, imagine what time it takes for more complex one."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4d37dc70",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
"[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 26.3s remaining: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 53.6s remaining: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 1.4min remaining: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 1.4min finished\n"
]
}
],
"source": [
"metrics, _, _ = pipeline.backtest(ts, metrics=[SMAPE()], n_folds=3, aggregate_metrics=False)"
]
},
{
"cell_type": "markdown",
"id": "b9476b3f",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Let's visualize the resulting metrics"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "9be354ae",
"metadata": {},
"outputs": [],
"source": [
"from etna.analysis import metric_per_segment_distribution_plot, plot_metric_per_segment"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "0cf82f66",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.plot(segments=metrics.head(10)[\"segment\"])"
]
},
{
"cell_type": "markdown",
"id": "62687cb5",
"metadata": {},
"source": [
"It took only about 15 seconds to analyze the dataset and suggest the set of possible bad segments for weasel-based analyzer, which is much faster than using any baseline pipeline."
]
},
{
"cell_type": "markdown",
"id": "5f840ef5",
"metadata": {},
"source": [
"However, there might be false-positives in the results. "
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "652392f3",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"