{ "cells": [ { "cell_type": "markdown", "id": "sy00001", "metadata": {}, "source": [ "# Time Series - Synthetic series" ] }, { "cell_type": "markdown", "id": "sy00002", "metadata": {}, "source": [ "A `TimeSeries` can make its own data, take a record apart, and estimate the parameters behind it. With these parameters, you can build new series: more realizations of the same process, or the same process with something changed. This tutorial goes through this cycle with daily temperature.\n", "\n", "A series is the sum of three parts. The **Trend** is a straight line. The **Cycle** repeats every year. The **Remainder** is what is left, and it has two parts of its own: the **Memory**, which carries part of the previous step, and the **Shocks**, which are new and random at each step:\n", "\n", "$$x_t = \\text{Trend}_t + \\text{Cycle}_t + \\text{Remainder}_t, \\qquad \\text{Remainder}_t = \\underbrace{\\varphi \\, \\text{Remainder}_{t-1}}_{\\text{Memory}} + \\underbrace{\\varepsilon_t}_{\\text{Shocks}}, \\qquad \\varepsilon_t \\sim \\mathcal{N}(0, \\sigma^2)$$\n", "\n", "Covered here:\n", "\n", "- Generating a series from physical specs with `.generate()`\n", "- Splitting a series into its parts with `.decompose()`\n", "- Estimating the parameters with `.fit()`\n", "- Building new series from fitted and perturbed parameters\n", "- A Monte Carlo simulation with random realizations of the shocks\n", "\n", "```{seealso}\n", "Check out the {doc}`Stochastic series - AR(1) generator ` tutorial for the functions behind these methods, and the {doc}`Time Series - Collection visuals ` tutorial for the plots used here.\n", "```" ] }, { "cell_type": "markdown", "id": "sy00003", "metadata": {}, "source": [ "## Notebook setup\n", "\n", "For users running this tutorial as a Jupyter Notebook, this cell must be executed first:" ] }, { "cell_type": "code", "execution_count": 1, "id": "sy00004", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Install `plans` in `google.colab`.\n", "# Use `pip install plans` for other environments.\n", "\n", "if \"google.colab\" in sys.modules:\n", " import os\n", " os.system(f\"{sys.executable} -m pip install -q plans\")\n", "\n", "# This avoids warnings related to uninstalled fonts\n", "import logging\n", "# Set the matplotlib font manager logger to only show errors (hides warnings)\n", "logging.getLogger('matplotlib.font_manager').setLevel(logging.ERROR)\n", "\n", "from plans.datasets import (\n", " TemperatureSeries,\n", " TimeSeries,\n", " TimeSeriesCollection,\n", " TimeSeriesEnsemble,\n", ")\n", "from plans.datasets.analyst import Univar" ] }, { "cell_type": "markdown", "id": "sy00005", "metadata": {}, "source": [ "## Generate\n", "\n", "Each series class has its own default specs in `.generator_specs`, in physical terms, so they apply to any time step. Here we add a warming trend to the defaults of the temperature:" ] }, { "cell_type": "code", "execution_count": 2, "id": "sy00006", "metadata": {}, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": "{'baseline': 18.0,\n 'topline': 28.0,\n 'peak_day': 15,\n 'power': 1.0,\n 'memory_days': 3.0,\n 'remainder_sd': 1.5,\n 'change_per_year': 0.1}" }, "execution_count": 2 } ], "source": [ "ts = TemperatureSeries(name=\"Station\")\n", "ts.generator_specs[\"change_per_year\"] = 0.1\n", "ts.generator_specs" ] }, { "cell_type": "markdown", "id": "sy00007", "metadata": {}, "source": [ "The `.generate()` method returns a dataframe by default. With `inplace=True`, the data goes into the object. A `seed` makes the result reproducible:" ] }, { "cell_type": "code", "execution_count": 3, "id": "sy00008", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
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} } ], "source": [ "ts.generate(start=\"2000-01-01\", end=\"2019-12-31\", seed=1, inplace=True)\n", "ts.view(show=True)" ] }, { "cell_type": "markdown", "id": "sy00009", "metadata": {}, "source": [ "## Decompose\n", "\n", "The `.decompose()` method splits the data into its parts, and returns a dataframe with one column for each. Without parameters, it estimates them from the data:" ] }, { "cell_type": "code", "execution_count": 4, "id": "sy00010", "metadata": {}, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " datetime trend cycle remainder shocks\n0 2000-01-01 21.917108 4.934382 0.522693 0.522693\n1 2000-01-02 21.917400 4.956947 1.232649 0.860207\n2 2000-01-03 21.917693 4.978005 1.226689 0.348373\n3 2000-01-04 21.917985 4.997550 -0.487571 -1.361641\n4 2000-01-05 21.918278 5.015575 0.594260 0.941675", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
datetimetrendcycleremaindershocks
02000-01-0121.9171084.9343820.5226930.522693
12000-01-0221.9174004.9569471.2326490.860207
22000-01-0321.9176934.9780051.2266890.348373
32000-01-0421.9179854.997550-0.487571-1.361641
42000-01-0521.9182785.0155750.5942600.941675
\n
" }, "execution_count": 4 } ], "source": [ "df_parts = ts.decompose()\n", "df_parts.head()" ] }, { "cell_type": "markdown", "id": "sy00011", "metadata": {}, "source": [ "Stacked panels read naturally here. Note that each panel has its own y range, so read the values on the axes before comparing the size of the parts:" ] }, { "cell_type": "code", "execution_count": 5, "id": "sy00012", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "def make_series(df, field, name):\n", " # plain series of temperature from a column\n", " ts_new = TimeSeries(name=name, alias=name)\n", " ts_new.varname = \"Temperature\"\n", " ts_new.units = \"Celsius\"\n", " ts_new.set_data(input_df=df, input_dtfield=\"datetime\", input_varfield=field)\n", " return ts_new\n", "\n", "def make_collection(name, ls_series):\n", " tsc = TimeSeriesCollection(name=name)\n", " for ts_new in ls_series:\n", " tsc.append(new_object=ts_new)\n", " tsc.update(details=True)\n", " return tsc\n", "\n", "df_parts[\"series\"] = ts.data[ts.varfield].values\n", "ls_panels = [\"Series\", \"Trend\", \"Cycle\", \"Remainder\", \"Shocks\"]\n", "\n", "tsc_parts = make_collection(\n", " name=\"Decomposition\",\n", " ls_series=[make_series(df=df_parts, field=s.lower(), name=s) for s in ls_panels],\n", ")\n", "tsc_parts.view_specs[\"layout\"] = \"stacked-simple\"\n", "tsc_parts.view_specs[\"panels\"] = [[s] for s in ls_panels]\n", "tsc_parts.view(show=True)" ] }, { "cell_type": "markdown", "id": "sy00013", "metadata": {}, "source": [ "Nothing is lost. The trend, the cycle and the remainder add up to the series:" ] }, { "cell_type": "code", "execution_count": 6, "id": "sy00014", "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "Largest difference: 3.55e-15 C\n" } ], "source": [ "vct_sum = df_parts[\"trend\"] + df_parts[\"cycle\"] + df_parts[\"remainder\"]\n", "print(f\"Largest difference: {np.abs(vct_sum - df_parts['series']).max():.2e} C\")" ] }, { "cell_type": "markdown", "id": "sy00015", "metadata": {}, "source": [ "The memory is the part of the remainder that does not come from the shocks. A closer look at one year shows how the remainder follows the memory, and how the shocks push it around:" ] }, { "cell_type": "code", "execution_count": 7, "id": "sy00016", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "df_parts[\"memory\"] = df_parts[\"remainder\"] - df_parts[\"shocks\"]\n", "ls_panels = [\"Remainder\", \"Memory\", \"Shocks\"]\n", "\n", "tsc_rem = make_collection(\n", " name=\"Remainder\",\n", " ls_series=[make_series(df=df_parts, field=s.lower(), name=s) for s in ls_panels],\n", ")\n", "tsc_rem.view_specs[\"layout\"] = \"stacked-simple\"\n", "tsc_rem.view_specs[\"panels\"] = [ls_panels]\n", "tsc_rem.view_specs[\"xmin\"] = pd.Timestamp(\"2010-01-01\")\n", "tsc_rem.view_specs[\"xmax\"] = pd.Timestamp(\"2010-12-31\")\n", "tsc_rem.view(show=True)" ] }, { "cell_type": "markdown", "id": "sy00017", "metadata": {}, "source": [ "## Fit\n", "\n", "The `.fit()` method gives the parameters of the same model as a dictionary, and it leaves the data untouched. It works on a regular series without gaps. If the record has gaps, deal with them first using `.interpolate_gaps()`." ] }, { "cell_type": "code", "execution_count": 8, "id": "sy00018", "metadata": {}, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": "{'start': 21.917108010205244,\n 'slope': 0.0002924402071757246,\n 'amplitude': 10.049533099187814,\n 'period': 365.2425,\n 'phase': 15.169431670471338,\n 'power': 1.0462826759192567,\n 'phi': 0.7125438865173589,\n 'sigma': 1.0421041072881938,\n 'origin': '2000-01-01 00:00:00',\n 'freq': 'D'}" }, "execution_count": 8 } ], "source": [ "params = ts.fit()\n", "params" ] }, { "cell_type": "markdown", "id": "sy00019", "metadata": {}, "source": [ "The trend comes as `start` and `slope`, the cycle as `amplitude`, `period`, `phase` and `power`, the memory as `phi` and the shocks as `sigma`. These are values per step, and `origin` and `freq` tell which dates they refer to. Converting them to the terms of `.generator_specs` shows how close the fit gets to the specs that made the data:" ] }, { "cell_type": "code", "execution_count": 9, "id": "sy00020", "metadata": {}, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " specs fit\nTrend change per year 0.1 0.107\nCycle range 10.0 10.050\nMemory days 3.0 2.951\nRemainder sd 1.5 1.485", "text/html": "
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specsfit
Trend change per year0.10.107
Cycle range10.010.050
Memory days3.02.951
Remainder sd1.51.485
\n
" }, "execution_count": 9 } ], "source": [ "specs = ts.generator_specs\n", "df_check = pd.DataFrame(\n", " {\n", " \"specs\": {\n", " \"Trend change per year\": specs[\"change_per_year\"],\n", " \"Cycle range\": specs[\"topline\"] - specs[\"baseline\"],\n", " \"Memory days\": specs[\"memory_days\"],\n", " \"Remainder sd\": specs[\"remainder_sd\"],\n", " },\n", " \"fit\": {\n", " \"Trend change per year\": params[\"slope\"] * params[\"period\"],\n", " \"Cycle range\": params[\"amplitude\"],\n", " \"Memory days\": -1 / np.log(params[\"phi\"]),\n", " \"Remainder sd\": params[\"sigma\"] / np.sqrt(1 - params[\"phi\"] ** 2),\n", " },\n", " }\n", ")\n", "df_check.round(3)" ] }, { "cell_type": "markdown", "id": "sy00021", "metadata": {}, "source": [ "## Build new series\n", "\n", "The fitted parameters go back into `.generate()`. Since `origin` and `freq` are part of them, they work from any start date, and the trend and the cycle carry over. A new seed gives new shocks:" ] }, { "cell_type": "code", "execution_count": 10, "id": "sy00022", "metadata": {}, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " datetime tas\n0 2020-01-01 29.272041\n1 2020-01-02 28.669198\n2 2020-01-03 28.358947\n3 2020-01-04 26.028630\n4 2020-01-05 28.792039", "text/html": "
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datetimetas
02020-01-0129.272041
12020-01-0228.669198
22020-01-0328.358947
32020-01-0426.028630
42020-01-0528.792039
\n
" }, "execution_count": 10 } ], "source": [ "df_future = ts.generate(start=\"2020-01-01\", end=\"2029-12-31\", params=params, seed=2)\n", "df_future.head()" ] }, { "cell_type": "markdown", "id": "sy00023", "metadata": {}, "source": [ "To see the effect of one parameter, change it and generate again with the same seed. All series below use the same random numbers, so any difference comes from the change. Here is one perturbation of each part of the model, each on a panel with the fitted series:" ] }, { "cell_type": "code", "execution_count": 11, "id": "sy00024", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "dc_changes = {\n", " \"Steeper trend\": {\"slope\": 5 * params[\"slope\"]},\n", " \"Larger cycle\": {\"amplitude\": 1.5 * params[\"amplitude\"]},\n", " \"Longer memory\": {\"phi\": 0.95},\n", " \"Larger shocks\": {\"sigma\": 2 * params[\"sigma\"]},\n", "}\n", "\n", "def make_realization(name, params_new):\n", " df = ts.generate(start=\"2020-01-01\", end=\"2029-12-31\", params=params_new, seed=2)\n", " return make_series(df=df, field=ts.varfield, name=name)\n", "\n", "ls_series = [make_realization(name=\"Fitted\", params_new=params)]\n", "for name, dc_change in dc_changes.items():\n", " ls_series.append(make_realization(name=name, params_new=dict(params, **dc_change)))\n", "\n", "tsc_new = make_collection(name=\"Perturbed parameters\", ls_series=ls_series)\n", "# same color for the fitted series, and another for the perturbed ones\n", "tsc_new.collection[\"Fitted\"].view_specs[\"color\"] = \"silver\"\n", "for name in dc_changes:\n", " tsc_new.collection[name].view_specs[\"color\"] = \"tab:blue\"\n", "tsc_new.view_specs[\"layout\"] = \"stacked-simple\"\n", "tsc_new.view_specs[\"panels\"] = [[\"Fitted\", name] for name in dc_changes]\n", "tsc_new.view(show=True)" ] }, { "cell_type": "markdown", "id": "sy00025", "metadata": {}, "source": [ "The trend turns around the start of the fitted record, so a steeper one is already far away after 20 years. Note also that `phi` and `sigma` both change the size of the remainder, since its variance is $\\sigma^2 / (1 - \\varphi^2)$. A longer memory makes warm and cold spells last longer, and also makes them larger." ] }, { "cell_type": "markdown", "id": "sy00026", "metadata": {}, "source": [ "## Monte Carlo simulation\n", "\n", "Now to a question that one series can not answer. How hot can a day get in 2030, if the process stays the same? A single realization gives one value. Many realizations give a distribution.\n", "\n", "Here, each member has the same trend, cycle and memory, and its own random realization of the Gaussian shocks, which is what a different seed gives. A `TimeSeriesEnsemble` holds them:" ] }, { "cell_type": "code", "execution_count": 12, "id": "sy00027", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "n_members = 200\n", "\n", "tse = TimeSeriesEnsemble(name=\"Monte Carlo\", base_object=TemperatureSeries)\n", "for seed in range(n_members):\n", " name = f\"R{seed + 1:03d}\"\n", " ts_member = TemperatureSeries(name=name, alias=name)\n", " ts_member.set_data(\n", " input_df=ts.generate(start=\"2030-01-01\", end=\"2030-12-31\", params=params, seed=seed),\n", " input_dtfield=ts.dtfield,\n", " input_varfield=ts.varfield,\n", " )\n", " tse.append(new_object=ts_member)\n", "tse.update(details=True)\n", "\n", "tse.view_specs[\"bands\"] = [[5, 95]]\n", "tse.view_specs[\"reducers\"] = [\"mean\"]\n", "tse.view(show=True)" ] }, { "cell_type": "markdown", "id": "sy00028", "metadata": {}, "source": [ "The mean of the members follows the trend and the cycle, and the width of the band comes from the remainder only. This can be checked. The spread between members at each step should match the standard deviation of the remainder:" ] }, { "cell_type": "code", "execution_count": 13, "id": "sy00029", "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "Spread between members: 1.48 C\nRemainder from the parameters: 1.49 C\n" } ], "source": [ "vct_std = tse.std().iloc[:, 1].values\n", "print(f\"Spread between members: {vct_std.mean():.2f} C\")\n", "print(f\"Remainder from the parameters: {params['sigma'] / np.sqrt(1 - params['phi'] ** 2):.2f} C\")" ] }, { "cell_type": "markdown", "id": "sy00030", "metadata": {}, "source": [ "Each member has its hottest day of the year. Together, they give the distribution of the answer:" ] }, { "cell_type": "code", "execution_count": 14, "id": "sy00031", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "vct_max = np.array([tse.collection[n].data[ts.varfield].max() for n in tse.collection])\n", "\n", "uv = Univar(name=\"Hottest day of 2030\")\n", "uv.varname = \"Temperature\"\n", "uv.units = \"Celsius\"\n", "uv.set_array(array=vct_max)\n", "uv.view_specs[\"title\"] = \"Monte Carlo | Hottest day of 2030\"\n", "uv.view(show=True)" ] }, { "cell_type": "code", "execution_count": 15, "id": "sy00032", "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "P(hottest day > 33 C): 62.0%\nP(hottest day > 34 C): 14.5%\nP(hottest day > 35 C): 3.0%\n" } ], "source": [ "for threshold in [33, 34, 35]:\n", " print(f\"P(hottest day > {threshold} C): {np.mean(vct_max > threshold):.1%}\")" ] }, { "cell_type": "markdown", "id": "sy00033", "metadata": {}, "source": [ "```{warning}\n", "The members only differ by their shocks. The parameters are taken as known, while in practice they come with their own uncertainty, so this spread is a lower bound. The shocks are also Gaussian and additive, so the model does not fit variables with a skewed distribution as it fits temperature.\n", "```" ] }, { "cell_type": "markdown", "id": "sy00034", "metadata": {}, "source": [ "## Recap\n", "\n", "- `.generate()` makes a series from physical specs in `.generator_specs`, or from parameters.\n", "- `.decompose()` splits a series into trend, cycle, remainder and shocks. The remainder holds the memory and the shocks.\n", "- `.fit()` estimates the parameters from a regular series without gaps, and they work from any start date.\n", "- Changing a parameter and keeping the seed shows the effect of that parameter alone.\n", "- Different seeds give different realizations of the shocks, and an ensemble of them makes a Monte Carlo simulation." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }