{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Get started\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/etna-team/etna/master?filepath=examples/101-get_started.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook contains the simple examples of time series forecasting pipeline\n", "using ETNA library.\n", "\n", "**Table of contents**\n", "\n", "* [Loading dataset](#chapter1)\n", "* [Plotting](#chapter2)\n", "* [Forecasting single time series](#chapter3)\n", " * [Naive forecast](#section_3_1)\n", " * [Prophet](#section_3_2)\n", " * [Catboost](#section_3_3)\n", "* [Forecasting multiple time series](#chapter4)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "!pip install \"etna[prophet]\" -q" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Loading dataset " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load and look at the dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": " month sales\n0 1980-01-01 15136\n1 1980-02-01 16733\n2 1980-03-01 20016\n3 1980-04-01 17708\n4 1980-05-01 18019", "text/html": "
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monthsales
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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/monthly-australian-wine-sales.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Library works with a special data structure called `TSDataset`. It stores all the necessary information to work with multiple time series.\n", "\n", "To create an instance of `TSDataset` we should reformat our `df` into one of two supported formats:\n", "\n", "- Long format\n", " - Has columns `timestamp`, `segment`, `target`\n", " - Column `timestamp` stores timestamp values\n", " - Column `target` stores values of time series\n", " - Column `segment` stores identifiers of different time series\n", "- Wide format\n", " - Index stores timestamp values\n", " - Columns has two levels with names 'segment', 'feature'. Each column stores values for a given feature in a given segment.\n", "\n", "More details about the formats could be found in documentation for `etna.datasets.DataFrameFormat`.\n", "\n", "Usually it is much easier to create dataframe in a long format. So, let's do it!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": " timestamp target segment\n0 1980-01-01 15136 main\n1 1980-02-01 16733 main\n2 1980-03-01 20016 main\n3 1980-04-01 17708 main\n4 1980-05-01 18019 main", "text/html": "
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" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"timestamp\"] = pd.to_datetime(df[\"month\"])\n", "df[\"target\"] = df[\"sales\"]\n", "df.drop(columns=[\"month\", \"sales\"], inplace=True)\n", "df[\"segment\"] = \"main\"\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a wide format from a long format the `TSDataset.to_dataset` could be used:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": "segment main\nfeature target\ntimestamp \n1980-01-01 15136\n1980-02-01 16733\n1980-03-01 20016\n1980-04-01 17708\n1980-05-01 18019", "text/html": "
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segmentmain
featuretarget
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" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.datasets.tsdataset import TSDataset\n", "\n", "wide_df = TSDataset.to_dataset(df)\n", "wide_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to create a `TSDataset`! Additionally to passing a dataframe we should specify the frequency of our data. \\\n", "Our library implements 2 ways to do this:\n", "1. Using [`pd.DataOffsets` objects](https://pandas.pydata.org/docs/user_guide/timeseries.html#dateoffset-objects)\n", "2. Using [offset aliases](https://pandas.pydata.org/docs/user_guide/timeseries.html#offset-aliases)\n", "\n", "In our case, it is monthly data at the beginning of the month. Let's look at both options:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# 1. Use pd.offsets\n", "from pandas.tseries.offsets import MonthBegin\n", "\n", "ts = TSDataset(df, freq=MonthBegin(1))\n", "\n", "# 2. Use offset alias\n", "ts = TSDataset(df, freq=\"1MS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both methods give the same result, but be careful, sometimes aliases are different for different versions `pandas`. We recommend using the `pd.DateOffsets`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you accidentally set the wrong data frequency, you will get a warning, for example:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/d.d.smorchkov/PycharmProjects/etna/etna/datasets/tsdataset.py:363: UserWarning: You probably set wrong freq. Discovered freq in you data is MS, you set D\n", " warnings.warn(\n" ] } ], "source": [ "wrong_freq_ts = TSDataset(df, freq=\"D\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, now we can look at the basic information about the dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 1\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: MS\n", "end_timestamp: 1994-08-01 00:00:00\n", " start_timestamp length num_missing\n", "segments \n", "main 1980-01-01 176 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or in `DataFrame` format" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": " start_timestamp end_timestamp length num_missing num_segments \\\nsegments \nmain 1980-01-01 1994-08-01 176 0 1 \n\n num_exogs num_regressors num_known_future freq \nsegments \nmain 0 0 0 MS ", "text/html": "
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start_timestampend_timestamplengthnum_missingnum_segmentsnum_exogsnum_regressorsnum_known_futurefreq
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" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Library also has several internal public datasets. You can use them to compare some models with public benchmarks. It is easy to use:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": "segment main\nfeature target\ntimestamp \n1980-01-01 15136\n1980-02-01 16733\n1980-03-01 20016\n1980-04-01 17708\n1980-05-01 18019", "text/html": "
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segmentmain
featuretarget
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" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.datasets import load_dataset\n", "\n", "ts = load_dataset(name=\"australian_wine_sales_monthly\")\n", "\n", "ts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the full list of available internal datasets:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['ETTh1', 'ETTh2', 'ETTm1', 'ETTm2', 'IHEPC_T', 'australian_wine_sales_monthly', 'electricity_15T', 'm3_monthly', 'm3_other', 'm3_quarterly', 'm3_yearly', 'm4_daily', 'm4_hourly', 'm4_monthly', 'm4_quarterly', 'm4_weekly', 'm4_yearly', 'tourism_monthly', 'tourism_quarterly', 'tourism_yearly', 'traffic_2008_10T', 'traffic_2008_hourly', 'traffic_2015_hourly', 'weather_10T']\n" ] } ], "source": [ "from etna.datasets.internal_datasets import list_datasets\n", "\n", "print(list_datasets())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More information about internal datasets can be found in this [documentation page](https://docs.etna.ai/stable/internal_datasets.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Plotting \n", "\n", "Let's take a look at the time series in the dataset" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Forecasting single time series \n", "\n", "Our library contains a wide range of different models for time series forecasting. Let's look at some of them." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's predict the monthly values in 1994 for our dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "HORIZON = 8" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(test_size=HORIZON)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Naive forecast \n", "\n", "We will start by using the `NaiveModel` that just takes the value from `lag` time steps before.\n", "\n", "This model doesn't require any features, so to make a forecast we should define pipeline with this model and set a proper horizon value." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from etna.models import NaiveModel\n", "from etna.pipeline import Pipeline\n", "\n", "# Define a model\n", "model = NaiveModel(lag=12)\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, horizon=HORIZON)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a forecast." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling `pipeline.forecast` without parameters makes a forecast for the next `HORIZON` points after the end of the training set." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 1\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: MS\n", "end_timestamp: 1994-08-01 00:00:00\n", " start_timestamp length num_missing\n", "segments \n", "main 1994-01-01 8 0\n" ] } ], "source": [ "forecast_ts.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the result metric and plot the prediction. All the methods already built-in in ETNA." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": "{'main': 11.492045838249387}" }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.metrics import SMAPE\n", "\n", "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from etna.analysis import plot_forecast\n", "\n", "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Prophet\n", "\n", "Now we can try to improve the forecast by using Prophet model." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "14:49:14 - cmdstanpy - INFO - Chain [1] start processing\n", "14:49:14 - cmdstanpy - INFO - Chain [1] done processing\n" ] } ], "source": [ "from etna.models import ProphetModel\n", "\n", "# Define a model\n", "model = ProphetModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": "{'main': 10.533082049402035}" }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Catboost \n", "\n", "Finally, let's try the ML-model. This kind of models require some features to make a forecast. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.3.1 Basic transforms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ETNA has a wide variety of transforms to work with data, let's take a look at some of them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Lags**\n", "\n", "Lag transformation is the most basic one. It gives us some previous value of the time series. For example, the first lag is the previous value, and the fifth lag is the value five steps ago. Lags are essential for regression models, like linear regression or boosting, because they allow these models to grasp information about the past." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scheme of working:\n", "\n", "![lags-scheme](./assets/get_started/lags.gif)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LagTransform\n", "\n", "lags = LagTransform(in_column=\"target\", lags=list(range(HORIZON, 24)), out_column=\"lag\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are some limitations on available lags during the forecasting. Imagine that we want to make a forecast for 3 step ahead. We can't take the previous value when we make a forecast for the last step, we just don't know the value. For this reason, you should use `lags` >= `HORIZON` when using a `Pipeline`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Statistics**\n", "\n", "Statistics are another essential feature. It is also useful for regression models as it allows them to look at the information about the past but in different ways than lags. There are different types of statistics: mean, median, standard deviation, minimum and maximum on the interval." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scheme of working:\n", "\n", "![statistics-scheme](./assets/get_started/statistics.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the window includes the current timestamp. For this reason, we shouldn't apply the statistics transformations to target variable, we should apply it to lagged target variable." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import MeanTransform\n", "\n", "mean = MeanTransform(in_column=f\"lag_{HORIZON}\", window=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Dates**\n", "\n", "The time series also has the timestamp column that we have not used yet. But date number in a week and in a month, as well as week number in year or weekend flag can be really useful for the machine learning model. And ETNA allows us to extract all this information with `DateFlagTransform`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import DateFlagsTransform\n", "\n", "date_flags = DateFlagsTransform(\n", " day_number_in_week=False,\n", " day_number_in_month=False,\n", " week_number_in_month=False,\n", " month_number_in_year=True,\n", " season_number=True,\n", " is_weekend=False,\n", " out_column=\"date_flag\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Logarithm**\n", "\n", "However, there is another type of transform that alters the column itself. We call it “inplace transform”. The easiest is `LogTransform`. It logarithms values in a column." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LogTransform\n", "\n", "log = LogTransform(in_column=\"target\", inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.3.2 Forecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's pass these transforms into our `Pipeline`. It will do all the work with applying the transforms and making exponential inverse transformation after the prediction." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from etna.models import CatBoostMultiSegmentModel\n", "\n", "# Define transforms\n", "transforms = [lags, mean, date_flags, log]\n", "\n", "# Define a model\n", "model = CatBoostMultiSegmentModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, transforms=transforms, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": "{'main': 10.78610453770036}" }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Forecasting multiple time series \n", "\n", "In this section you may see example of how easily ETNA works with multiple time series and get acquainted with other transforms the library contains." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "HORIZON = 30" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": " timestamp segment target\n0 2019-01-01 segment_a 170\n1 2019-01-02 segment_a 243\n2 2019-01-03 segment_a 267\n3 2019-01-04 segment_a 287\n4 2019-01-05 segment_a 279", "text/html": "
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timestampsegmenttarget
02019-01-01segment_a170
12019-01-02segment_a243
22019-01-03segment_a267
32019-01-04segment_a287
42019-01-05segment_a279
\n
" }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/example_dataset.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts = TSDataset(df, freq=\"D\")\n", "ts.plot()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", "end_timestamp: 2019-11-30 00:00:00\n", " start_timestamp length num_missing\n", "segments \n", "segment_a 2019-01-01 334 0\n", "segment_b 2019-01-01 334 0\n", "segment_c 2019-01-01 334 0\n", "segment_d 2019-01-01 334 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(test_size=HORIZON)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", "end_timestamp: 2019-11-30 00:00:00\n", " start_timestamp length num_missing\n", "segments \n", "segment_a 2019-11-01 30 0\n", "segment_b 2019-11-01 30 0\n", "segment_c 2019-11-01 30 0\n", "segment_d 2019-11-01 30 0\n" ] } ], "source": [ "test_ts.info()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LinearTrendTransform\n", "from etna.transforms import SegmentEncoderTransform\n", "\n", "# Define transforms\n", "log = LogTransform(in_column=\"target\")\n", "trend = LinearTrendTransform(in_column=\"target\")\n", "seg = SegmentEncoderTransform()\n", "lags = LagTransform(in_column=\"target\", lags=list(range(HORIZON, 96)), out_column=\"lag\")\n", "date_flags = DateFlagsTransform(\n", " day_number_in_week=True,\n", " day_number_in_month=True,\n", " week_number_in_month=True,\n", " week_number_in_year=True,\n", " month_number_in_year=True,\n", " year_number=True,\n", " is_weekend=True,\n", ")\n", "mean = MeanTransform(in_column=f\"lag_{HORIZON}\", window=30)\n", "transforms = [log, trend, lags, date_flags, seg, mean]\n", "\n", "# Define a model\n", "model = CatBoostMultiSegmentModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, transforms=transforms, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": "{'segment_a': 6.146211495853116,\n 'segment_b': 5.912030620420745,\n 'segment_c': 11.833167344191255,\n 'segment_d': 5.026194101393468}" }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=20)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 4 }