{ "cells": [ { "cell_type": "markdown", "id": "5090007c", "metadata": {}, "source": [ "# Time Series - Large Clusters" ] }, { "cell_type": "markdown", "id": "d2315153", "metadata": {}, "source": [ "Real station networks can easily hold dozens of series. Showing every station with its own color and label stops working well before that, so the `TimeSeriesCluster` views change their form above a number of series set by `view_specs[\"n_series_max\"]` (10 by default).\n", "\n", "This tutorial builds a synthetic network of 40 temperature stations to showcase these forms:\n", "\n", "- Data availability, where the Gantt chart turns into lines\n", "- All series in background style, and highlighting a few of them\n", "- Correlation between many stations\n", "\n", "```{seealso}\n", "Check out the {doc}`Time Series - Clusters ` tutorial first.\n", "```" ] }, { "cell_type": "markdown", "id": "515af3e8", "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": "052d3d2e", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:50.033578Z", "iopub.status.busy": "2026-10-30T21:52:50.032847Z", "iopub.status.idle": "2026-10-30T21:52:51.296997Z", "shell.execute_reply": "2026-10-30T21:52:51.295494Z" } }, "outputs": [], "source": [ "import sys\n", "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\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", "from plans.datasets import TemperatureSeries, TemperatureSeriesCluster\n", "\n", "# This avoids warnings related to uninstalled fonts\n", "import logging\n", "logging.getLogger('matplotlib.font_manager').setLevel(logging.ERROR)\n", "\n", "rng = np.random.default_rng(seed=3) # ensure reproducibility" ] }, { "cell_type": "markdown", "id": "01560f15", "metadata": {}, "source": [ "## Build a large synthetic network\n", "\n", "Forty stations are scattered over a 60 x 30 km region. The weather anomalies come from four weather centers, and each station mixes them according to its distance to each center, so nearby stations share more weather. Stations are named from west to east." ] }, { "cell_type": "code", "execution_count": 2, "id": "01abcb17", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:51.302838Z", "iopub.status.busy": "2026-10-30T21:52:51.301620Z", "iopub.status.idle": "2026-10-30T21:52:51.325910Z", "shell.execute_reply": "2026-10-30T21:52:51.323762Z" } }, "outputs": [], "source": [ "n_stations = 40\n", "n = 730 # two years, daily\n", "t = np.arange(n)\n", "\n", "# station coordinates (km), sorted west to east\n", "x = np.sort(rng.uniform(low=0, high=60, size=n_stations))\n", "y = rng.uniform(low=0, high=30, size=n_stations)\n", "\n", "def make_anomaly(phi, sd):\n", " # autoregressive anomaly: a[t] = phi * a[t-1] + shock\n", " a = np.zeros(n)\n", " e = rng.normal(loc=0, scale=sd, size=n)\n", " for i in range(1, n):\n", " a[i] = phi * a[i - 1] + e[i]\n", " return a\n", "\n", "# weather centers and their anomalies\n", "centers = rng.uniform(low=[0, 0], high=[60, 30], size=(4, 2))\n", "anomalies = np.array([make_anomaly(phi=0.8, sd=1.5) for _ in centers])\n", "cycle = 18 + 5 * np.sin(2 * np.pi * (t - 100) / 365)" ] }, { "cell_type": "code", "execution_count": 3, "id": "83375e9e", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:51.332124Z", "iopub.status.busy": "2026-10-30T21:52:51.331677Z", "iopub.status.idle": "2026-10-30T21:52:51.598391Z", "shell.execute_reply": "2026-10-30T21:52:51.596773Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 3))\n", "ax.scatter(x, y, color=\"tab:blue\", s=15, label=\"stations\")\n", "ax.scatter(centers[:, 0], centers[:, 1], color=\"tab:red\", marker=\"x\", label=\"weather centers\")\n", "ax.set_aspect(\"equal\")\n", "ax.set_xlabel(\"X (km)\")\n", "ax.set_ylabel(\"Y (km)\")\n", "ax.legend(loc=\"upper left\", bbox_to_anchor=(1.01, 1), frameon=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "60eb94c9", "metadata": {}, "source": [ "## Assemble the cluster\n", "\n", "Instead of an info table, the cluster can also be assembled in memory: set up each `TemperatureSeries` with `.set_data()` and its coordinates, then `.append()` it. Records start at random dates, and some stations have long gaps:" ] }, { "cell_type": "code", "execution_count": 4, "id": "78634f4d", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:51.603106Z", "iopub.status.busy": "2026-10-30T21:52:51.602603Z", "iopub.status.idle": "2026-10-30T21:52:52.953992Z", "shell.execute_reply": "2026-10-30T21:52:52.952737Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "Series in the cluster: 40\n" } ], "source": [ "dates = pd.date_range(start=\"2021-01-01\", periods=n, freq=\"D\")\n", "tsc = TemperatureSeriesCluster(name=\"Large Network\")\n", "\n", "for k in range(n_stations):\n", " # mix of weather center anomalies, closer centers weigh more\n", " d = np.hypot(centers[:, 0] - x[k], centers[:, 1] - y[k])\n", " w = np.exp(-d**2 / (2 * 15**2))\n", " values = cycle + (w / w.sum()) @ anomalies + rng.normal(loc=0, scale=0.8, size=n)\n", "\n", " # random record start and some long gaps\n", " values[: rng.integers(low=0, high=300)] = np.nan\n", " if k % 3 == 0:\n", " i_gap = rng.integers(low=300, high=650)\n", " values[i_gap : i_gap + rng.integers(low=20, high=60)] = np.nan\n", "\n", " name = f\"ST{k + 1:02d}\"\n", " ts = TemperatureSeries(name=name, alias=name)\n", " ts.set_data(\n", " input_df=pd.DataFrame({\"datetime\": dates, \"T\": values}),\n", " input_dtfield=\"datetime\",\n", " input_varfield=\"T\",\n", " )\n", " ts.x = x[k]\n", " ts.y = y[k]\n", " tsc.append(new_object=ts)\n", "\n", "tsc.update(details=True)\n", "print(f\"Series in the cluster: {len(tsc.catalog)}\")" ] }, { "cell_type": "markdown", "id": "76966940", "metadata": {}, "source": [ "## Data availability\n", "\n", "The Gantt chart sizes each row to the space available. With many series the bars become thin lines, and the station labels give way to a series count. The prevalence panel keeps its rows aligned with the Gantt chart, sorted by coverage:" ] }, { "cell_type": "code", "execution_count": 5, "id": "4800377c", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:52.958617Z", "iopub.status.busy": "2026-10-30T21:52:52.958107Z", "iopub.status.idle": "2026-10-30T21:52:58.616679Z", "shell.execute_reply": "2026-10-30T21:52:58.614929Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "tsc.view()" ] }, { "cell_type": "markdown", "id": "d4e32514", "metadata": {}, "source": [ "The overlapping data panel shows how the network grows during the first year, as stations start recording, and the dips caused by the long gaps." ] }, { "cell_type": "markdown", "id": "c04480fb", "metadata": {}, "source": [ "## All series together\n", "\n", "Above `n_series_max`, the `series` layout draws every station in a light background style, without a legend or mean lines. The overlaid histograms add up to a shading of where values concentrate, and the CDFs show the spread among stations:" ] }, { "cell_type": "code", "execution_count": 6, "id": "89684ffd", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:52:58.621689Z", "iopub.status.busy": "2026-10-30T21:52:58.621136Z", "iopub.status.idle": "2026-10-30T21:53:01.435652Z", "shell.execute_reply": "2026-10-30T21:53:01.434022Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "tsc.view_specs[\"layout\"] = \"series\"\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "886d9518", "metadata": {}, "source": [ "### Highlighting stations\n", "\n", "To follow particular stations, list them in `view_specs[\"highlight\"]`. They are drawn in color, with a legend and mean lines, on top of the others. Lets highlight the westmost and the eastmost stations:" ] }, { "cell_type": "code", "execution_count": 7, "id": "c39f66b7", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:01.440536Z", "iopub.status.busy": "2026-10-30T21:53:01.440029Z", "iopub.status.idle": "2026-10-30T21:53:04.361513Z", "shell.execute_reply": "2026-10-30T21:53:04.359976Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "tsc.view_specs[\"highlight\"] = [\"ST01\", \"ST40\"]\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "1ec5454b", "metadata": {}, "source": [ "Highlighting also works on small clusters, to point out one station among the others. To clear it, set it back to `None`." ] }, { "cell_type": "markdown", "id": "22195609", "metadata": {}, "source": [ "## Correlation between many stations\n", "\n", "The `correlation` layout also drops labels and value annotations above `n_series_max`:" ] }, { "cell_type": "code", "execution_count": 8, "id": "3f006ee8", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:04.366592Z", "iopub.status.busy": "2026-10-30T21:53:04.366058Z", "iopub.status.idle": "2026-10-30T21:53:05.089439Z", "shell.execute_reply": "2026-10-30T21:53:05.087656Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "tsc.view_specs[\"highlight\"] = None\n", "tsc.view_specs[\"layout\"] = \"correlation\"\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "ada4c686", "metadata": {}, "source": [ "All stations correlate strongly, so the default color range (-1 to 1) hides the structure. Narrow it with `range_corr`. Since stations are named from west to east, the heatmap now reads as a map of how correlation changes along the region, highest near the diagonal (neighbors):" ] }, { "cell_type": "code", "execution_count": 9, "id": "7f495781", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:05.094093Z", "iopub.status.busy": "2026-10-30T21:53:05.093574Z", "iopub.status.idle": "2026-10-30T21:53:05.821856Z", "shell.execute_reply": "2026-10-30T21:53:05.820384Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "tsc.view_specs[\"range_corr\"] = [0.7, 1.0]\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "f775781d", "metadata": {}, "source": [ "For many stations, correlation against distance is often more telling. Combine `.get_correlation()` with the station coordinates:" ] }, { "cell_type": "code", "execution_count": 10, "id": "7dd29a35", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:05.826670Z", "iopub.status.busy": "2026-10-30T21:53:05.826164Z", "iopub.status.idle": "2026-10-30T21:53:06.740375Z", "shell.execute_reply": "2026-10-30T21:53:06.739750Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "df_corr = tsc.get_correlation(method=\"pearson\")\n", "names = list(df_corr.index)\n", "coords = {name: (tsc.collection[name].x, tsc.collection[name].y) for name in names}\n", "\n", "ls_dist, ls_corr = [], []\n", "for i in range(len(names)):\n", " for j in range(i + 1, len(names)):\n", " (xi, yi), (xj, yj) = coords[names[i]], coords[names[j]]\n", " ls_dist.append(np.hypot(xi - xj, yi - yj))\n", " ls_corr.append(df_corr.iloc[i, j])\n", "\n", "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.scatter(ls_dist, ls_corr, s=4, color=\"tab:blue\", alpha=0.5)\n", "ax.set_xlabel(\"Distance (km)\")\n", "ax.set_ylabel(\"Pearson r\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cab006ff", "metadata": {}, "source": [ "Correlation decays with distance, as nearby stations share more weather. This is the reason why inverse distance weighting works well in `.regionalize()`." ] }, { "cell_type": "markdown", "id": "ee4f5a13", "metadata": {}, "source": [ "## Recap\n", "\n", "- Above `view_specs[\"n_series_max\"]` series, the cluster views drop per-series labels and colors.\n", "- The Gantt chart fits its rows to the space available, turning into lines for many series.\n", "- `view_specs[\"highlight\"]` draws selected stations in color over the others.\n", "- For many stations, correlation against distance complements the heatmap." ] } ], "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 }