{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Benchmarking Kriging\n", "\n", "In this tutorial, we will learn how to validate our Kriging model. We'll compare it to the **Inverse Distance Weighting** function, where the unknown point value is interpolated as the weighted mean of its neighbors. Weights are inversely proportional to the distance between neighboring points, decreasing faster when we raise denominator to the higher number.\n", "\n", "## Prerequisites\n", "\n", "- **Domain**:\n", " - semivariance and covariance functions\n", " - kriging (basics)\n", "- **Package**:\n", " - `TheoreticalVariogram`\n", " - `ExperimentalVariogram`\n", " - `ordinary_kriging()`\n", "- **Programming**:\n", " - Python basics\n", " - `pandas` basics\n", "\n", "## Table of contents\n", "\n", "1. Introduction - IDW as benchmarking tool.\n", "2. Perform IDW and validate outputs.\n", "3. Perform Kriging and validate outputs.\n" ], "id": "5b4a48bdd5047804" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 1. Introduction - IDW as bechmarking tool\n", "\n", "(1) **General Form of Inverse Distance Weighting**\n", "\n", "$$z(u)=\\frac{\\sum_{i}{(\\lambda_{i} * z_{i})}}{\\sum_{i}{\\lambda{i}}}$$\n", "\n", "where:\n", "\n", "- $z(u)$: predicted value\n", "- $i$: i-th known location\n", "- $z_{i}$: value at known location $i$\n", "- $\\lambda_{i}$: weight assigned to the point in known location $i$\n", "\n", "(2) **Weighting Parameter**\n", "\n", "$$\\lambda_{i}=\\frac{1}{d_{i}^{p}}$$\n", "\n", "where:\n", "\n", "- $d$: is a distance from the known point $z_{i}$ to the unknown point $z(u)$\n", "- $p$: is a hyperparameter that controls correlation between a known and unknown point. Greater $p$ means that the influence of the closest neighbors is extremely high, but it quickly diminishes with a distance. On the other hand, you may set a small $p$ to emphasize that even distant neighbors are influencing the unknown location.\n", "\n", "---\n", "\n", "**IDW** is a simple yet powerful technique. Unfortunately, it has a significant drawback: we must set $p$ - power - manually, and it is constant across all distances. That's why Kriging - in most cases - performs much better than IDW, weights are related to the distance to a neighbor, and are estimated when we build semivariogram model.\n" ], "id": "a3f8be85ef6c7765" }, { "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-12-21T14:57:14.308718Z", "start_time": "2025-12-21T14:57:10.373001Z" } }, "cell_type": "code", "source": [ "import geopandas as gpd\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from tqdm import tqdm\n", "\n", "from pyinterpolate import inverse_distance_weighting\n", "from pyinterpolate import build_experimental_variogram, build_theoretical_variogram\n", "from pyinterpolate import ordinary_kriging" ], "id": "initial_id", "outputs": [], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.635617Z", "start_time": "2025-12-21T14:57:14.463895Z" } }, "cell_type": "code", "source": [ "# Load DEM data\n", "\n", "df = pd.read_csv(\n", " '../data/dem.csv'\n", ")\n", "# Populate geometry column and set CRS\n", "\n", "dem_geometry = gpd.points_from_xy(x=df['longitude'], y=df['latitude'], crs='epsg:4326')\n", "dem = gpd.GeoDataFrame(df, geometry=dem_geometry)\n", "\n", "# Transform crs to metric values\n", "dem.to_crs(epsg=2180, inplace=True)\n", "dem.plot(column='dem', cmap='gist_earth', alpha=0.6, vmin=0, legend=True);" ], "id": "5af06ea43429df4d", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.676034Z", "start_time": "2025-12-21T14:57:15.671105Z" } }, "cell_type": "code", "source": [ "step_size = 500 # meters\n", "max_range = 10000 # meters" ], "id": "46c75bd51e31a09c", "outputs": [], "execution_count": 3 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.718620Z", "start_time": "2025-12-21T14:57:15.712556Z" } }, "cell_type": "code", "source": [ "train = dem.sample(n=int(0.02*len(dem)))\n", "test = dem.loc[~dem.index.isin(train.index)]" ], "id": "9af3cd9de3e7c945", "outputs": [], "execution_count": 4 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.765862Z", "start_time": "2025-12-21T14:57:15.760188Z" } }, "cell_type": "code", "source": "print(len(train), len(test))", "id": "d6d6052e9da6df9c", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "137 6758\n" ] } ], "execution_count": 5 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:16.222367Z", "start_time": "2025-12-21T14:57:15.863266Z" } }, "cell_type": "code", "source": "train.plot(column='dem', cmap='gist_earth', alpha=0.6, vmin=0, legend=True)", "id": "479a5fc369d6783f", "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 2. Perform IDW and validate outputs\n", "\n", "Inverse Distance Weighting doesn't require variogram modeling. We pass the `power` parameter that affects weighting\". Things to remember are:\"\n", "\n", "- large `power` value -> closer neighbors are more important\n", "- `power` which is close to the zero -> all neighbors are important, and we assume that the distant process has the same effect on our variable as the closest neighbors" ], "id": "3a8e4c2846d74180" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:34.244571Z", "start_time": "2025-12-21T14:57:16.262698Z" } }, "cell_type": "code", "source": [ "idw_power = 2\n", "number_of_neighbors = 8\n", "\n", "idw_preds = test['geometry'].apply(\n", " lambda loc: inverse_distance_weighting(\n", " unknown_location=(loc.x, loc.y),\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " no_neighbors=number_of_neighbors,\n", " power=idw_power\n", " )\n", " )" ], "id": "5e0e2c5a664f35e9", "outputs": [], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:34.278024Z", "start_time": "2025-12-21T14:57:34.271135Z" } }, "cell_type": "code", "source": [ "idw_rmse = np.mean(\n", " np.sqrt(\n", " (test['dem'] - idw_preds)**2\n", " )\n", ")\n", "\n", "print(f'Root Mean Squared Error of prediction with IDW is {idw_rmse}')" ], "id": "9fa20bdb1a9e67d6", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Root Mean Squared Error of prediction with IDW is 4.742992331513811\n" ] } ], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": [ "**Clarification**: Obtained Root Mean Squared Error could serve as a baseline for further model development. To build a better reference, we create four IDW models of powers:\n", "\n", "1. `0.5`\n", "2. `1`\n", "3. `2`\n", "4. `4`" ], "id": "27b9dbf0159efdb7" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:25.014991Z", "start_time": "2025-12-21T14:57:34.331986Z" } }, "cell_type": "code", "source": [ "IDW_POWERS = [0.5, 1, 4] # we have 2 already\n", "idws = {\n", " 2: idw_rmse\n", "}\n", "\n", "for pw in tqdm(IDW_POWERS):\n", " idw_preds = test['geometry'].apply(\n", " lambda loc: inverse_distance_weighting(\n", " unknown_location=(loc.x, loc.y),\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " no_neighbors=number_of_neighbors,\n", " power=pw\n", " )\n", " )\n", " idw_rmse = np.mean(\n", " np.sqrt(\n", " (test['dem'] - idw_preds)**2\n", " )\n", " )\n", " idws[pw] = idw_rmse" ], "id": "8fe383a135a95705", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3/3 [00:50<00:00, 16.88s/it]\n" ] } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:25.045922Z", "start_time": "2025-12-21T14:58:25.040271Z" } }, "cell_type": "code", "source": [ "for pw, val in idws.items():\n", " print(f'Root Mean Squared Error of prediction with IDW of power {pw} is {val:.4f}')" ], "id": "454539599e2f99c3", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Root Mean Squared Error of prediction with IDW of power 2 is 4.7430\n", "Root Mean Squared Error of prediction with IDW of power 0.5 is 5.5618\n", "Root Mean Squared Error of prediction with IDW of power 1 is 5.1866\n", "Root Mean Squared Error of prediction with IDW of power 4 is 4.6035\n" ] } ], "execution_count": 10 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 3. Perform Kriging and validate outputs\n", "\n", "Now, we are going to compare IDW results to Kriging output." ], "id": "2714fb282a072b2a" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:25.123796Z", "start_time": "2025-12-21T14:58:25.096620Z" } }, "cell_type": "code", "source": [ "exp_var = build_experimental_variogram(\n", " values=train['dem'],\n", " geometries=train['geometry'],\n", " step_size=step_size,\n", " max_range=max_range\n", ")" ], "id": "22479ac58ca36efe", "outputs": [], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:25.320774Z", "start_time": "2025-12-21T14:58:25.151865Z" } }, "cell_type": "code", "source": [ "theo_var = build_theoretical_variogram(\n", " experimental_variogram=exp_var,\n", " models_group='linear'\n", ")" ], "id": "cb1cefe03c8129e4", "outputs": [], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:25.498773Z", "start_time": "2025-12-21T14:58:25.348961Z" } }, "cell_type": "code", "source": "theo_var.plot()", "id": "21e0037c472c3894", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:26.935104Z", "start_time": "2025-12-21T14:58:25.530351Z" } }, "cell_type": "code", "source": [ "kriging_preds = ordinary_kriging(\n", " theoretical_model=theo_var,\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " unknown_locations=test['geometry'],\n", " no_neighbors=number_of_neighbors,\n", " allow_approximate_solutions=False)\n", "\n", "kriging_preds = kriging_preds[:, 0]" ], "id": "302d75785e97b8e5", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6758/6758 [00:01<00:00, 4889.41it/s]\n" ] } ], "execution_count": 14 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:27.003516Z", "start_time": "2025-12-21T14:58:26.999312Z" } }, "cell_type": "code", "source": [ "kriging_rmse = np.mean(\n", " np.sqrt(\n", " (test['dem'] - kriging_preds)**2\n", " )\n", ")" ], "id": "183852125c712fd2", "outputs": [], "execution_count": 15 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:27.038991Z", "start_time": "2025-12-21T14:58:27.033758Z" } }, "cell_type": "code", "source": "print(f'Root Mean Squared Error of prediction with Kriging is {kriging_rmse}')", "id": "aaa5f2eb521277bb", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Root Mean Squared Error of prediction with Kriging is 4.583546966509806\n" ] } ], "execution_count": 16 }, { "metadata": {}, "cell_type": "markdown", "source": "Your results may be different (if your train and test sets are divided in a different way), but in most cases, Kriging will be better than IDW or very close to the best results from IDW. Even more important is that for the single data source with a low number of samples, we don't have the opportunity to perform the validation step, and we're unable to guess how big the power parameter should be. With Kriging, we model variogram, and *voila!* - model works.", "id": "638d51e1eb657a80" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Changelog\n", "\n", "| Date | Changes | Author |\n", "|------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------|\n", "| 2025-11-07 | Used **values** and **geometries** parameters instead of **ds** in the experimental variogram initialization, and **known_values** and **known_geometries** for kriging process (instead of **known_locations** parameter), the same for `inverse_distance_weighting()` | @SimonMolinsky (Szymon Moliński) |\n", "| 2025-05-02 | Tutorial has been adapted to the 1.0 release | @SimonMolinsky (Szymon Moliński) |\n", "| 2025-07-11 | Changed behavior of `ordinary_kriging` and simplified tutorial | @SimonMolinsky (Szymon Moliński) |" ], "id": "6d4a1dc33fdc898c" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:27.100893Z", "start_time": "2025-12-21T14:58:27.098324Z" } }, "cell_type": "code", "source": "", "id": "a14af9810a21b403", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }