{ "cells": [ { "cell_type": "markdown", "id": "f1aaf511", "metadata": {}, "source": [ "# Time Series - Clusters" ] }, { "cell_type": "markdown", "id": "687d6deb", "metadata": {}, "source": [ "A `TimeSeriesCluster` holds series of the **same variable from different sites**, like a network of weather stations or rain gauges. Unlike a `TimeSeriesCollection`, which accepts miscellaneous data, a cluster can compare its series against each other: how correlated the sites are, and how one site can fill the gaps of another.\n", "\n", "This tutorial builds a synthetic network of five temperature stations in two sub-regions:\n", "\n", "| Station | Sub-region | Range | Gaps |\n", "|---|---|---|---|\n", "| `S1` | west | full year | 1 large (30d) |\n", "| `S2` | west | full year | none |\n", "| `S3` | west | full year | none |\n", "| `S4` | east | Mar-Dec (shorter) | none |\n", "| `S5` | east | full year | 1 small (3d) |\n", "\n", "Covered here:\n", "\n", "- Loading the stations into a `TemperatureSeriesCluster`\n", "- Viewing data availability and all series together\n", "- Correlation between stations via `get_correlation()`\n", "- Gap filling from other stations via `regionalize()`, comparing uniform and inverse-distance weights\n", "\n", "```{seealso}\n", "Check out the {doc}`Time Series - Collections ` tutorial first.\n", "```" ] }, { "cell_type": "markdown", "id": "26d30523", "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": "8152e86a", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:29.058713Z", "iopub.status.busy": "2026-10-30T21:53:29.058018Z", "iopub.status.idle": "2026-10-30T21:53:30.237525Z", "shell.execute_reply": "2026-10-30T21:53:30.236753Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "Outputs will be saved to: ./outputs\\time-series-cluster\n" } ], "source": [ "import sys\n", "import copy\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 TemperatureSeriesCluster\n", "from plans.datasets.analyst import Bivar\n", "\n", "# This avoids warnings related to uninstalled fonts\n", "import logging\n", "logging.getLogger('matplotlib.font_manager').setLevel(logging.ERROR)\n", "\n", "OUTPUT_DIR = Path(\"outputs/time-series-cluster\")\n", "OUTPUT_DIR.mkdir(parents=True, exist_ok=True)\n", "print(f\"Outputs will be saved to: ./{OUTPUT_DIR}\")\n", "\n", "rng = np.random.default_rng(seed=7) # ensure reproducibility" ] }, { "cell_type": "markdown", "id": "c355c607", "metadata": {}, "source": [ "## Build a synthetic station network\n", "\n", "Each station gets the same cycle, a weather anomaly common to the whole region, a weather anomaly of its own sub-region, and some local shocks. The anomalies have memory (an autoregressive process), so warm or cold spells last for some days. Stations in the same sub-region share more signal, so they should correlate more." ] }, { "cell_type": "code", "execution_count": 2, "id": "353ea125", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:30.241403Z", "iopub.status.busy": "2026-10-30T21:53:30.240869Z", "iopub.status.idle": "2026-10-30T21:53:30.258907Z", "shell.execute_reply": "2026-10-30T21:53:30.257583Z" } }, "outputs": [], "source": [ "n = 365\n", "t = np.arange(n)\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", "cycle = 18 + 4 * np.sin(2 * np.pi * (t - 100) / 365)\n", "anomaly_region = make_anomaly(phi=0.8, sd=1.0)\n", "anomaly_subregion = {\n", " \"west\": make_anomaly(phi=0.8, sd=1.2),\n", " \"east\": make_anomaly(phi=0.8, sd=1.2),\n", "}\n", "\n", "# stations: sub-region and coordinates (km)\n", "stations = pd.DataFrame({\n", " \"Name\": [\"S1\", \"S2\", \"S3\", \"S4\", \"S5\"],\n", " \"Subregion\": [\"west\", \"west\", \"west\", \"east\", \"east\"],\n", " \"X\": [0, 2, 1, 10, 11],\n", " \"Y\": [0, 1, 3, 2, 0],\n", "})\n", "\n", "dates = pd.date_range(start=\"2021-01-01\", periods=n, freq=\"D\")\n", "dc_series = {}\n", "for _, row in stations.iterrows():\n", " dc_series[row[\"Name\"]] = (\n", " cycle\n", " + anomaly_region\n", " + anomaly_subregion[row[\"Subregion\"]]\n", " + rng.normal(loc=0, scale=0.8, size=n)\n", " )" ] }, { "cell_type": "markdown", "id": "0b4adc3f", "metadata": {}, "source": [ "Lets look at where the stations are:" ] }, { "cell_type": "code", "execution_count": 3, "id": "e9400752", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:30.263295Z", "iopub.status.busy": "2026-10-30T21:53:30.262931Z", "iopub.status.idle": "2026-10-30T21:53:30.401849Z", "shell.execute_reply": "2026-10-30T21:53:30.400846Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
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" } } ], "source": [ "fig, ax = plt.subplots(figsize=(4, 3))\n", "colors = {\"west\": \"tab:blue\", \"east\": \"tab:orange\"}\n", "for _, row in stations.iterrows():\n", " ax.scatter(row[\"X\"], row[\"Y\"], color=colors[row[\"Subregion\"]], s=40)\n", " ax.annotate(row[\"Name\"], (row[\"X\"], row[\"Y\"]), xytext=(5, 5), textcoords=\"offset points\")\n", "ax.set_xlim(-2, 13)\n", "ax.set_ylim(-2, 5)\n", "ax.set_aspect(\"equal\")\n", "ax.set_xlabel(\"X (km)\")\n", "ax.set_ylabel(\"Y (km)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "877d244e", "metadata": {}, "source": [ "Now add the gaps. Before removing the values of the large gap in `S1`, keep them as the **truth**, so we can later check how well the gap was filled:" ] }, { "cell_type": "code", "execution_count": 4, "id": "bd211396", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:30.405277Z", "iopub.status.busy": "2026-10-30T21:53:30.404971Z", "iopub.status.idle": "2026-10-30T21:53:30.425499Z", "shell.execute_reply": "2026-10-30T21:53:30.424702Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "['outputs\\\\time-series-cluster\\\\S1.csv', 'outputs\\\\time-series-cluster\\\\S2.csv', 'outputs\\\\time-series-cluster\\\\S3.csv', 'outputs\\\\time-series-cluster\\\\S4.csv', 'outputs\\\\time-series-cluster\\\\S5.csv']\n" } ], "source": [ "# large gap in S1 -- keep the truth\n", "GAP = slice(150, 180)\n", "truth = dc_series[\"S1\"][GAP].copy()\n", "dc_series[\"S1\"][GAP] = np.nan\n", "\n", "# small gap in S5\n", "dc_series[\"S5\"][200:203] = np.nan\n", "\n", "# save files -- S4 starts later\n", "ls_files = []\n", "for name, values in dc_series.items():\n", " df = pd.DataFrame({\"datetime\": dates, \"T\": values})\n", " if name == \"S4\":\n", " df = df.iloc[60:]\n", " file = OUTPUT_DIR / f\"{name}.csv\"\n", " df.to_csv(file, sep=\";\", index=False)\n", " ls_files.append(str(file))\n", "print(ls_files)" ] }, { "cell_type": "markdown", "id": "8c713a5f", "metadata": {}, "source": [ "## Load into a Time Series Cluster\n", "\n", "Like a collection, a cluster is loaded from an info table. The `X` and `Y` columns are the station coordinates, used later for inverse-distance weights. Here we use `TemperatureSeriesCluster`, a cluster ready for temperature series:" ] }, { "cell_type": "code", "execution_count": 5, "id": "e8dfaa13", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:30.430253Z", "iopub.status.busy": "2026-10-30T21:53:30.429688Z", "iopub.status.idle": "2026-10-30T21:53:30.674118Z", "shell.execute_reply": "2026-10-30T21:53:30.673067Z" } }, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " name x y start end variable_min variable_max\n0 S1 0 0 2021-01-01 2021-12-31 7.014798 27.477313\n1 S2 2 1 2021-01-01 2021-12-31 8.057301 27.454874\n2 S3 1 3 2021-01-01 2021-12-31 8.387260 26.842874\n3 S4 10 2 2021-03-02 2021-12-31 8.225353 26.716260\n4 S5 11 0 2021-01-01 2021-12-31 7.162614 25.622818", "text/html": "
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" }, "execution_count": 5 } ], "source": [ "info = pd.DataFrame({\n", " \"Name\": stations[\"Name\"],\n", " \"Alias\": stations[\"Name\"],\n", " \"File\": ls_files,\n", " \"VarField\": \"T\",\n", " \"DtField\": \"datetime\",\n", " \"Units\": \"C\",\n", " \"X\": stations[\"X\"],\n", " \"Y\": stations[\"Y\"],\n", " \"Code\": stations[\"Name\"],\n", " \"Source\": \"synthetic\",\n", " \"Description\": \"daily air temperature, \" + stations[\"Subregion\"] + \" sub-region\",\n", " \"Color\": \"tab:red\",\n", "})\n", "info_file = OUTPUT_DIR / \"info.csv\"\n", "info.to_csv(info_file, sep=\";\", index=False)\n", "\n", "tsc = TemperatureSeriesCluster(name=\"Network\")\n", "tsc.load_data(table_file=info_file)\n", "tsc.catalog[[\"name\", \"x\", \"y\", \"start\", \"end\", \"variable_min\", \"variable_max\"]]" ] }, { "cell_type": "markdown", "id": "c2aacea7", "metadata": {}, "source": [ "## Data availability\n", "\n", "The default `.view()` is inherited from the collection: the Gantt chart of each series epochs, the overlapping data across series, and the series prevalence. Note the gap in `S1` and the late start of `S4`:" ] }, { "cell_type": "code", "execution_count": 6, "id": "52bcb390", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:30.677468Z", "iopub.status.busy": "2026-10-30T21:53:30.677242Z", "iopub.status.idle": "2026-10-30T21:53:31.641293Z", "shell.execute_reply": "2026-10-30T21:53:31.639250Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
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" } } ], "source": [ "tsc.view()" ] }, { "cell_type": "markdown", "id": "a61f3b1d", "metadata": {}, "source": [ "## All series together\n", "\n", "Since all series are the same variable, they can share the same axes. The `series` layout mirrors the single `TimeSeries` view, overlaying every station: the series, their histograms (with common bins) and their CDFs, with dashed lines for the means:" ] }, { "cell_type": "code", "execution_count": 7, "id": "803366c8", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:31.645748Z", "iopub.status.busy": "2026-10-30T21:53:31.645231Z", "iopub.status.idle": "2026-10-30T21:53:32.508658Z", "shell.execute_reply": "2026-10-30T21:53:32.507056Z" } }, "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": "d1537fa4", "metadata": {}, "source": [ "The cycle dominates, but the two sub-regions drift apart during warm and cold spells. Note also that `S4` has a higher mean: its record starts in March, missing the coldest months. Comparing statistics between sites requires a common period." ] }, { "cell_type": "markdown", "id": "e78747cb", "metadata": {}, "source": [ "For the series only, use the `series-simple` layout:" ] }, { "cell_type": "code", "execution_count": 8, "id": "ede5e6f2", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:32.513675Z", "iopub.status.busy": "2026-10-30T21:53:32.513184Z", "iopub.status.idle": "2026-10-30T21:53:32.776676Z", "shell.execute_reply": "2026-10-30T21:53:32.775194Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "tsc.view_specs[\"layout\"] = \"series-simple\"\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "84fecc72", "metadata": {}, "source": [ "## Correlation between stations\n", "\n", "The `.get_correlation()` method computes the correlation matrix between all stations, using only the time steps where both have data. Pairs with fewer overlapping steps than `min_overlap` are set to `NaN`:" ] }, { "cell_type": "code", "execution_count": 9, "id": "57f21eaa", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:32.781593Z", "iopub.status.busy": "2026-10-30T21:53:32.781101Z", "iopub.status.idle": "2026-10-30T21:53:32.878123Z", "shell.execute_reply": "2026-10-30T21:53:32.876505Z" } }, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " S1 S2 S3 S4 S5\nS1 1.000 0.952 0.952 0.644 0.690\nS2 0.952 1.000 0.953 0.607 0.673\nS3 0.952 0.953 1.000 0.617 0.685\nS4 0.644 0.607 0.617 1.000 0.961\nS5 0.690 0.673 0.685 0.961 1.000", "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
S1S2S3S4S5
S11.0000.9520.9520.6440.690
S20.9521.0000.9530.6070.673
S30.9520.9531.0000.6170.685
S40.6440.6070.6171.0000.961
S50.6900.6730.6850.9611.000
\n
" }, "execution_count": 9 } ], "source": [ "df_corr = tsc.get_correlation(method=\"pearson\", min_overlap=30)\n", "df_corr.round(3)" ] }, { "cell_type": "markdown", "id": "5f5b15d4", "metadata": {}, "source": [ "Use the `correlation` layout to see it as a heatmap:" ] }, { "cell_type": "code", "execution_count": 10, "id": "73cda059", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:32.882595Z", "iopub.status.busy": "2026-10-30T21:53:32.882071Z", "iopub.status.idle": "2026-10-30T21:53:33.227566Z", "shell.execute_reply": "2026-10-30T21:53:33.226126Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "tsc.view_specs[\"layout\"] = \"correlation\"\n", "tsc.view()" ] }, { "cell_type": "markdown", "id": "f0cee9a0", "metadata": {}, "source": [ "The two sub-regions show up as two blocks: stations of the same sub-region correlate around 0.95, while stations of different sub-regions stay around 0.7. Spearman correlation is also available with `method=\"spearman\"`.\n", "\n", "```{note}\n", "With a strong cycle, correlation is partly driven by the shared cycle itself. Even unrelated sites under the same climate correlate well.\n", "```" ] }, { "cell_type": "markdown", "id": "569d4b35", "metadata": {}, "source": [ "## Filling gaps from other stations\n", "\n", "The `.regionalize()` method fills the gaps of every station with a weighted average of the other stations, on the time steps where they have data. Observed values are never changed. Two weighting methods are available:\n", "\n", "- `average`: all other stations get the same weight.\n", "- `idw`: inverse distance weighting, closer stations get more weight.\n", "\n", "Check the share of each station in the weights for `S1`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "f140ec50", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:33.232029Z", "iopub.status.busy": "2026-10-30T21:53:33.231409Z", "iopub.status.idle": "2026-10-30T21:53:33.252439Z", "shell.execute_reply": "2026-10-30T21:53:33.250915Z" } }, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " average idw\nS2 0.25 0.47\nS3 0.25 0.33\nS4 0.25 0.10\nS5 0.25 0.10", "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
averageidw
S20.250.47
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\n
" }, "execution_count": 11 } ], "source": [ "df_weights = pd.DataFrame(\n", " {method: tsc.get_weights_by_name(name=\"S1\", method=method) for method in [\"average\", \"idw\"]},\n", " index=[\"S2\", \"S3\", \"S4\", \"S5\"],\n", ")\n", "df_weights = df_weights / df_weights.sum()\n", "df_weights.round(2)" ] }, { "cell_type": "markdown", "id": "ff97f17b", "metadata": {}, "source": [ "Since `.regionalize()` changes the data in place, lets run each method on a copy of the cluster:" ] }, { "cell_type": "code", "execution_count": 12, "id": "3fad08fa", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:33.256796Z", "iopub.status.busy": "2026-10-30T21:53:33.256307Z", "iopub.status.idle": "2026-10-30T21:53:36.249153Z", "shell.execute_reply": "2026-10-30T21:53:36.247662Z" } }, "outputs": [], "source": [ "dc_clusters = {}\n", "for method in [\"average\", \"idw\"]:\n", " dc_clusters[method] = copy.deepcopy(tsc)\n", " dc_clusters[method].regionalize(method=method)" ] }, { "cell_type": "markdown", "id": "d3f208e4", "metadata": {}, "source": [ "The gap in `S1` is now closed:" ] }, { "cell_type": "code", "execution_count": 13, "id": "4447cb43", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:36.252997Z", "iopub.status.busy": "2026-10-30T21:53:36.252326Z", "iopub.status.idle": "2026-10-30T21:53:37.270406Z", "shell.execute_reply": "2026-10-30T21:53:37.268851Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "tsc_idw = dc_clusters[\"idw\"]\n", "tsc_idw.view_specs[\"layout\"] = \"full\"\n", "tsc_idw.view()" ] }, { "cell_type": "markdown", "id": "5873abc3", "metadata": {}, "source": [ "### How good is the filling?\n", "\n", "Since we kept the truth, we can compare the filled values against it using the `Bivar` metrics:" ] }, { "cell_type": "code", "execution_count": 14, "id": "39573a9a", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:37.274957Z", "iopub.status.busy": "2026-10-30T21:53:37.274390Z", "iopub.status.idle": "2026-10-30T21:53:37.810939Z", "shell.execute_reply": "2026-10-30T21:53:37.809308Z" } }, "outputs": [ { "output_type": "execute_result", "metadata": {}, "data": { "text/plain": " RMSE MAE Bias R2\naverage 1.952558 1.547067 7.487313 0.022263\nidw 1.040685 0.824099 2.649993 0.722251", "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
RMSEMAEBiasR2
average1.9525581.5470677.4873130.022263
idw1.0406850.8240992.6499930.722251
\n
" }, "execution_count": 14 } ], "source": [ "gap_dates = dates[GAP]\n", "dc_filled = {}\n", "for method, cluster in dc_clusters.items():\n", " ts = cluster.collection[\"S1\"]\n", " s = ts.data.set_index(ts.dtfield)[ts.varfield]\n", " dc_filled[method] = s.loc[gap_dates].values\n", "\n", "df_metrics = pd.DataFrame(\n", " {method: Bivar.get_metrics(observed=truth, predicted=filled) for method, filled in dc_filled.items()}\n", ").T\n", "df_metrics[[\"RMSE\", \"MAE\", \"Bias\", \"R2\"]]" ] }, { "cell_type": "markdown", "id": "bbb765ed", "metadata": {}, "source": [ "And see it on the gap window:" ] }, { "cell_type": "code", "execution_count": 15, "id": "30ca7c89", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T21:53:37.815657Z", "iopub.status.busy": "2026-10-30T21:53:37.815118Z", "iopub.status.idle": "2026-10-30T21:53:38.063745Z", "shell.execute_reply": "2026-10-30T21:53:38.062255Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": 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" } } ], "source": [ "fig, ax = plt.subplots(figsize=(7, 3))\n", "ax.plot(gap_dates, truth, color=\"black\", label=\"truth\")\n", "ax.plot(gap_dates, dc_filled[\"average\"], color=\"tab:gray\", linestyle=\"--\", label=\"average\")\n", "ax.plot(gap_dates, dc_filled[\"idw\"], color=\"tab:blue\", label=\"idw\")\n", "ax.set_ylabel(\"Temperature (C)\")\n", "ax.legend(frameon=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c22ff71b", "metadata": {}, "source": [ "Inverse distance weighting follows the truth much closer, since it relies mostly on `S2` and `S3`, which share the west sub-region weather. The uniform average gives half of the weight to the east stations, which have their own weather.\n", "\n", "```{warning}\n", "`.regionalize()` takes the other stations values as they are. Stations with systematically different levels (e.g., temperature at different elevations) will bias the filling.\n", "```" ] }, { "cell_type": "markdown", "id": "c02c1c88", "metadata": {}, "source": [ "## Recap\n", "\n", "- A `TimeSeriesCluster` holds same-variable series from different sites, loaded from an info table with station coordinates.\n", "- The `series` and `correlation` layouts show the series together and the correlation between sites; the default layout shows data availability.\n", "- `get_correlation()` compares sites on their overlapping time steps.\n", "- `regionalize()` fills gaps from other sites, with uniform or inverse-distance weights." ] } ], "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 }