diff --git a/labs/lab03_spatial_cross_validation/03_spatial_cross_validation.ipynb b/labs/lab03_spatial_cross_validation/03_spatial_cross_validation.ipynb index 0fd952d..b7bfa67 100644 --- a/labs/lab03_spatial_cross_validation/03_spatial_cross_validation.ipynb +++ b/labs/lab03_spatial_cross_validation/03_spatial_cross_validation.ipynb @@ -2,10 +2,10 @@ "cells": [ { "cell_type": "markdown", - "id": "0d41c0dc", + "id": "462126ad", "metadata": {}, "source": [ - "# LAB 03 ? Spatial Cross-Validation\n", + "# LAB 03 — Spatial Cross-Validation\n", "\n", "## Random K-Fold versus spatially blocked validation\n", "\n", @@ -26,7 +26,7 @@ }, { "cell_type": "markdown", - "id": "5440328a", + "id": "ddceb166", "metadata": {}, "source": [ "## Experimental design\n", @@ -58,13 +58,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "68e33e95", + "id": "c098073e", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:44.299076Z", - "iopub.status.busy": "2026-10-05T00:53:44.298857Z", - "iopub.status.idle": "2026-10-05T00:53:46.257764Z", - "shell.execute_reply": "2026-10-05T00:53:46.256296Z" + "iopub.execute_input": "2026-10-06T20:16:02.485986Z", + "iopub.status.busy": "2026-10-06T20:16:02.485741Z", + "iopub.status.idle": "2026-10-06T20:16:04.959506Z", + "shell.execute_reply": "2026-10-06T20:16:04.956909Z" } }, "outputs": [ @@ -119,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "fffbe061", + "id": "af0bfb06", "metadata": {}, "source": [ "## 1. Load the persisted experiment\n", @@ -132,13 +132,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "c0401dd9", + "id": "6b97de27", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.259812Z", - "iopub.status.busy": "2026-10-05T00:53:46.259546Z", - "iopub.status.idle": "2026-10-05T00:53:46.326308Z", - "shell.execute_reply": "2026-10-05T00:53:46.324588Z" + "iopub.execute_input": "2026-10-06T20:16:04.963010Z", + "iopub.status.busy": "2026-10-06T20:16:04.962547Z", + "iopub.status.idle": "2026-10-06T20:16:05.494888Z", + "shell.execute_reply": "2026-10-06T20:16:05.492338Z" } }, "outputs": [ @@ -185,7 +185,7 @@ }, { "cell_type": "markdown", - "id": "54027ad8", + "id": "bf2fec2e", "metadata": {}, "source": [ "## 2. Reconstruct the controlled spatial dataset\n", @@ -198,13 +198,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "56b2d2d1", + "id": "8bcf1c03", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.328534Z", - "iopub.status.busy": "2026-10-05T00:53:46.328268Z", - "iopub.status.idle": "2026-10-05T00:53:46.384932Z", - "shell.execute_reply": "2026-10-05T00:53:46.383586Z" + "iopub.execute_input": "2026-10-06T20:16:05.498597Z", + "iopub.status.busy": "2026-10-06T20:16:05.498213Z", + "iopub.status.idle": "2026-10-06T20:16:05.534390Z", + "shell.execute_reply": "2026-10-06T20:16:05.533496Z" } }, "outputs": [ @@ -309,10 +309,10 @@ }, { "cell_type": "markdown", - "id": "6814dd7c", + "id": "a5bbebe4", "metadata": {}, "source": [ - "## 3. Primary spatial validation geometry ? 5 km\n", + "## 3. Primary spatial validation geometry — 5 km\n", "\n", "Each 5 km spatial block is assigned wholly to one validation fold. This\n", "prevents the same block from appearing simultaneously in training and\n", @@ -325,13 +325,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "4f5d8e4b", + "id": "250bf35e", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.386932Z", - "iopub.status.busy": "2026-10-05T00:53:46.386704Z", - "iopub.status.idle": "2026-10-05T00:53:46.401569Z", - "shell.execute_reply": "2026-10-05T00:53:46.400232Z" + "iopub.execute_input": "2026-10-06T20:16:05.535789Z", + "iopub.status.busy": "2026-10-06T20:16:05.535652Z", + "iopub.status.idle": "2026-10-06T20:16:05.544503Z", + "shell.execute_reply": "2026-10-06T20:16:05.543894Z" } }, "outputs": [ @@ -376,19 +376,19 @@ { "cell_type": "code", "execution_count": 5, - "id": "f598092c", + "id": "29d29645", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.403816Z", - "iopub.status.busy": "2026-10-05T00:53:46.403539Z", - "iopub.status.idle": "2026-10-05T00:53:46.691321Z", - "shell.execute_reply": "2026-10-05T00:53:46.690246Z" + "iopub.execute_input": "2026-10-06T20:16:05.545790Z", + "iopub.status.busy": "2026-10-06T20:16:05.545669Z", + "iopub.status.idle": "2026-10-06T20:16:05.723301Z", + "shell.execute_reply": "2026-10-06T20:16:05.722643Z" } }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -407,7 +407,7 @@ " s=20,\n", ")\n", "\n", - "ax.set_title(\"LAB03 ? 5 KM SPATIAL CROSS-VALIDATION FOLDS\")\n", + "ax.set_title(\"LAB03 — 5 KM SPATIAL CROSS-VALIDATION FOLDS\")\n", "ax.set_xlabel(\"Easting (m)\")\n", "ax.set_ylabel(\"Northing (m)\")\n", "ax.set_aspect(\"equal\")\n", @@ -422,28 +422,28 @@ }, { "cell_type": "markdown", - "id": "c96fd5bf", + "id": "02d3ee7f", "metadata": {}, "source": [ - "## 4. Primary comparison ? Random CV versus 5 km Spatial CV\n", + "## 4. Primary comparison — Random CV versus 5 km Spatial CV\n", "\n", "RMSE and MAE are treated as the primary performance metrics.\n", "\n", - "R? is reported as a complementary diagnostic because spatial folds may have\n", - "very different target variance. Under low within-fold variance, R? can become\n", + "R² is reported as a complementary diagnostic because spatial folds may have\n", + "very different target variance. Under low within-fold variance, R² can become\n", "unstable or negative even when absolute prediction error remains moderate." ] }, { "cell_type": "code", "execution_count": 6, - "id": "eca532f7", + "id": "0a0594e9", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.693895Z", - "iopub.status.busy": "2026-10-05T00:53:46.693640Z", - "iopub.status.idle": "2026-10-05T00:53:46.707952Z", - "shell.execute_reply": "2026-10-05T00:53:46.706562Z" + "iopub.execute_input": "2026-10-06T20:16:05.724677Z", + "iopub.status.busy": "2026-10-06T20:16:05.724543Z", + "iopub.status.idle": "2026-10-06T20:16:05.731838Z", + "shell.execute_reply": "2026-10-06T20:16:05.731167Z" } }, "outputs": [ @@ -470,7 +470,7 @@ " \n", " Metric\n", " Random K-Fold\n", - " Spatial CV ? 5 km\n", + " Spatial CV — 5 km\n", " \n", " \n", " \n", @@ -497,7 +497,7 @@ "" ], "text/plain": [ - " Metric Random K-Fold Spatial CV ? 5 km\n", + " Metric Random K-Fold Spatial CV — 5 km\n", "0 Pooled RMSE 3.968 4.261\n", "1 Pooled MAE 2.807 2.962\n", "2 Median test-to-train separation (m) 1107.709 2387.713" @@ -525,7 +525,7 @@ " primary[\"random_pooled_mae\"],\n", " primary[\"random_median_separation_m\"],\n", " ],\n", - " \"Spatial CV ? 5 km\": [\n", + " \"Spatial CV — 5 km\": [\n", " primary[\"spatial_pooled_rmse\"],\n", " primary[\"spatial_pooled_mae\"],\n", " primary[\"spatial_median_separation_m\"],\n", @@ -539,13 +539,13 @@ { "cell_type": "code", "execution_count": 7, - "id": "5a5ee4e2", + "id": "abd90fc8", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.710150Z", - "iopub.status.busy": "2026-10-05T00:53:46.709904Z", - "iopub.status.idle": "2026-10-05T00:53:46.715783Z", - "shell.execute_reply": "2026-10-05T00:53:46.714933Z" + "iopub.execute_input": "2026-10-06T20:16:05.733021Z", + "iopub.status.busy": "2026-10-06T20:16:05.732900Z", + "iopub.status.idle": "2026-10-06T20:16:05.735762Z", + "shell.execute_reply": "2026-10-06T20:16:05.735260Z" } }, "outputs": [ @@ -586,7 +586,7 @@ }, { "cell_type": "markdown", - "id": "d48d4db9", + "id": "fdfa7cb9", "metadata": {}, "source": [ "### Interpretation\n", @@ -603,7 +603,7 @@ }, { "cell_type": "markdown", - "id": "c159ba22", + "id": "13e58cfa", "metadata": {}, "source": [ "## 5. Sensitivity to spatial block size\n", @@ -613,20 +613,20 @@ "across folds.\n", "\n", "For this reason, stronger performance degradation at larger block sizes\n", - "cannot be interpreted only as ?more leakage removed?; fold support and target\n", + "cannot be interpreted only as \"more leakage removed\"; fold support and target\n", "heterogeneity must also be examined." ] }, { "cell_type": "code", "execution_count": 8, - "id": "81d2abab", + "id": "da35bc9e", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.719284Z", - "iopub.status.busy": "2026-10-05T00:53:46.719023Z", - "iopub.status.idle": "2026-10-05T00:53:46.734289Z", - "shell.execute_reply": "2026-10-05T00:53:46.732793Z" + "iopub.execute_input": "2026-10-06T20:16:05.736930Z", + "iopub.status.busy": "2026-10-06T20:16:05.736811Z", + "iopub.status.idle": "2026-10-06T20:16:05.742987Z", + "shell.execute_reply": "2026-10-06T20:16:05.742245Z" } }, "outputs": [ @@ -744,19 +744,19 @@ { "cell_type": "code", "execution_count": 9, - "id": "f5092683", + "id": "5d23174b", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.737299Z", - "iopub.status.busy": "2026-10-05T00:53:46.737057Z", - "iopub.status.idle": "2026-10-05T00:53:46.892862Z", - "shell.execute_reply": "2026-10-05T00:53:46.891456Z" + "iopub.execute_input": "2026-10-06T20:16:05.744186Z", + "iopub.status.busy": "2026-10-06T20:16:05.744063Z", + "iopub.status.idle": "2026-10-06T20:16:05.813134Z", + "shell.execute_reply": "2026-10-06T20:16:05.812326Z" } }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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KqEyZMnH6peexAZ40ggXwhI0bN05ubm66efOmZs6caWkvWrSoxo0bF2+wqFu3riZPnmx5HRMTo549e6pJkybauHGjqlWrJkmWW8rGd+bj/v37ypQpU5z2cuXKWeqIiopS9+7dFRAQoJUrV8a5zeajYm+5mRrly5dP8nawsV8s7ezs5O7urs8++0xt2rSxfPGP/eISERGhrFmzxjtG7F9OY/umZp2UePz3lFqxX0aSU0PscYqOjtahQ4d08eJFjRs3TiVKlEh0vY4dO+qTTz5RWFiYJk2apJYtW8rDwyPB/tWrV9fy5ct17949HT58WBs3btSvv/6qWrVqacyYMerWrZtVf7PHIrnv+VgBAQEaO3asAgICkr2Nl156SZUqVdKUKVM0ePBgOTo6Wi5JDAoKsuo7YcIEOTs7KyIiwupzW6JECY0bN+6JBYv43hvjxo1T6dKlrS59Mh7OodTkyZP12Wefmdrmo5+bxCT22XF0dNSwYcPUokULTZo0Kc7xNSMqKkoPHjyId7sTJkyQp6dnouu7u7tr2LBhGjZsmE6fPq29e/dq7ty5+vjjjzVlyhRt3rw53tvpxq4rySpAxFq+fLlu3ryp8PBwLVu2TP379483WKTnsQGeNIIF8ATdv39ff/zxh6pUqaJFixZZLStVqpTmz5+vkydP6oUXXkh0HHt7e/Xu3VujR4/W77//bvmS5e3tLenhWYjHn2Vw8eJF5c+fP9FxnZycNHz4cP3++++aPHlyosFi5cqVunbtWqLjJcTd3T3JYJHUF9PSpUtr6dKlOnDgQIKXaBw4cECSLP+Yp2YdWzh8+LAkJetZHI8fpz59+qhTp07KkSNHol+y27Rpo48++khfffWVduzYoaFDhyartkyZMql8+fIqX768goKCVLp0aX366afq2rWr7O3T7+rahN7zZgUFBalr165atmyZ/P399ccff6h69epWZ+0ePHigyZMnq2rVqlqyZInV+iVKlNCcOXN0+PBhlSxZMk1qSszj741t27Zp//79at26dZwzRNWqVdP48eP16aefxjunKLlij0XsZyMhBw8eVN68eRM8s9G8eXPVqlVL/fv3V5s2bVJdz+NS8nlJiq+vr3x9fRUQEKCSJUuqb9++mjp1apz5NrFKlSol6eEzcR7366+/Snp4lnrZsmWJbje9jg3wpBEsgCdowYIFunbtmmbPnq1cuXLFWf7CCy9owoQJ+uabb5IcK3bS4eXLly1tsV+2du7cqSpVqljaw8PDdeTIEXXq1CnJcV1cXOTg4BDvX+Ae9fPPPyc5VnoKDAzU8OHD9ccffyQYEv744w85ODjo9ddfT/U6T9qdO3e0cOFCFS9ePMmzDvEZMmSIlixZovfff18NGza0vE8elz17dr322mv68ccfVaBAAdWvXz/BMW/cuBHvg8hcXV1VoUIFzZ07V1euXFGePHlSXG9KxPeeNys2YE2YMEHR0dG6fPmy5bKoWEuXLtX58+e1bdu2eMN5qVKlNH78eI0cOTLN6orPvXv3NH/+fBUsWNByOdn48eNVrlw5qwfrxTp58qQKFy6s9evXq169eqnerpeXl2rXrq1ly5bp2rVr8QaHzZs369ixY/rwww8THWvEiBGqXr16mh6r6dOnS5KaNWuW4nVjb3IQ39ncWrVqSXp4HBPi5eWlOnXqaOnSpbp582aSZ0cSkx7HBnjSmLwNPEHjxo1TxYoV4w0V0sNrxSdNmqTo6Ogkx4q9w9Ojk3SrV6+uUqVKady4cXrw4IGlffz48Xrw4IFVsLhw4UK825k6daqio6PVqFGjZO+XLVSoUEGdOnXS+PHj4530OHPmTM2ePVu9evWyXJefmnWepHv37qlDhw66deuWvv/++1SN4eTkpK+//lrnz5/XTz/9lGjfnj17KjAwUAMHDkz0bEPsZSKPvqekh5OGt2zZIi8vrwTf02kpvve8WVmyZFFgYKCWLVumb7/9VlmzZtUbb7xh1WfcuHEqU6ZMgmf8Ys90JHTzhbQQGRmpd999V5cuXdL3338ve3t73b59WzNnzlTjxo3jXeeFF15QsWLF0mQS9/fff6/o6Gi98847ioqKslp27do1de7cWfny5dPnn3+e6DjVqlVTq1atNGLECN26dct0XUuXLtWoUaPUpEkT+fv7p3j9q1evql69ejp16lScZbGXliU1Jyj22HTo0CHBu7ElR1ofG8AWOGMBpLG1a9fq4sWLcdpfeOEFrVmzRl988UWC6/r7++uXX37R0qVLrf76FjtBV3r4BWPfvn369ddfVb16dfXq1cvSz87OTlOmTFHDhg3VuHFjtWnTRkePHtXIkSP15ZdfWn0h27Jli/r27auAgAAVLVpU9+/f16ZNmzR79my9/fbbGeI6319++UX29vZq1qyZ3nzzTb388ssyDEOrV6/WvHnz1KtXrzh/fU7NOpL17+BRvr6+ltutJtTH2dlZLVu2THC88PBwHTx4UHPmzJGdnZ3mz5+fqi9JsV5//XVVqFBB3377rbp27ZrgX1Fr1apl+atsYnx9fdW7d2/98ccfatu2rby9vRUaGqrJkyfr1q1bmj17dpxgkpJjEZ/kvufTQlBQkCZOnKht27apS5cuVtfqnzt3TsuXL090m/7+/ho1alScmy+cOXMm3mPg7e2d6KVcj653+/ZtHT58WLNnz9aDBw80Z84cNW/eXNLDIBweHp5gsIit7ddff9X169fjnWCcXBUrVtTixYvVrl07lStXTh06dJCXl5dOnDih33//XdmyZdOaNWuUO3fuJMcaOnSoFi5cqPDw8BRdvjRv3jy5ubnp/v37On/+vP7++29t2LBB77zzToJBPHadx1WtWlWFChWSm5ubLly4oFKlSqlNmzaqXr267t27p/Xr12vu3Llq3bp1vPPeHlWhQgWtXLlSb7/9tooXL642bdqoePHiio6O1qlTpzRnzhxlzpxZhQsXTnIfU3tsgKcFwQJII8WKFVNgYKCOHj2qo0ePxlles2ZNvfHGG1Z3I3lc/fr19eabb+rcuXOSHv71OfYftdjrp52dneXt7a1Zs2bp1VdfjXPtdKVKlXTo0CFNmjRJ69evV7Zs2fT333+rTp06Vv1atGihGjVqaNasWdq5c6ciIyNVrFgx/ffff1aXUT1psfucnNs3Ojs76/fff1ePHj20cOFC/ffff5bbbX799dfx/sOc0nXi+x08qkaNGqpQoUKifTJnzmz5Mv34eA4ODnJ3d5ePj48mT56s+vXrJ+uuMIkdJzs7O40aNUpjx47V5s2b5e/vb+kfe7vehPj6+iowMNDqnvvdunXTW2+9pQULFujQoUMKDg5WlixZ9NFHH+n111+3+jKZ1PF69Fgktl+Prp/Ue156eElKYGBgqs40Va9eXe+//76uX7+u//3vf1bLDh48qFatWiX65bJ27dp66623LH9QiL3D1qP78KjKlSurRo0aCgwMtLok7/H1HBwclDlzZvn4+GjcuHFq2LCh1bM5rl69qjZt2iR6G9jYug4cOGD1/4DXX389zjysWFWqVNHt27ctN4OI5efnp5MnT2ru3Lnatm2bDh48qJw5c2rs2LF67bXX4rxvY8d5PHQWKVJEI0aM0ObNm5N1uV/sOKtWrZKdnZ0yZcqkHDlyqF27dvrzzz/jfT7Eo+vEx8vLS4UKFVL27NkVEhKif/75R//++682b96sBw8eqGTJkvrnn3/iBO+Ejk3t2rV17NgxLVu2TJs2bdK6devk6uqqfPnyadCgQWratKlVYE2rYwM8bewMwzBsXQQAAACAjI05FgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwLcM/xyImJkbnz59XlixZ4r23OQAAAIDUMQxD4eHhypcvX5xnrzwuwweL8+fPy8fHx9ZlAAAAAM+s0NBQeXt7J9onwweLLFmySHq4s1mzZrVxNQAAAMCzIywsTD4+Ppbv3InJ8MEi9vKnrFmzEiwAAACAdJCcKQdM3gYAAABgGsECAAAAgGkECwAAAACmZfg5FskRExOj+/fv27oMQE5OTnJwcLB1GQAAAGnumQ8W9+/fV0hIiGJiYmxdCiBJ8vT0VN68eXnuCgAAeKY808HCMAxduHBBDg4O8vHxSfKhHkB6MgxDERERunz5siTJy8vLxhUBAACknWc6WERHRysiIkL58uWTm5ubrcsB5OrqKkm6fPmycufOzWVRAADgmfFM/wn/wYMHkiRnZ2cbVwL8n9iQGxUVZeNKAAAA0s4zHSxicS07nia8HwEAwLPouQgWSLkhQ4bo6NGjti7jiRkyZIiCg4MT7fPdd9/pwIEDT6giAACAjOWZnmORUS1YsEB79uyR9PD2pN7e3mrUqJHy5s37xGoYMmSIXnzxRRUrVuyJbTPWsGHD9PLLL6tatWqWtlOnTmnKlCmqVauWGjRoYNV/165dWrRoUZxxGjZsqFq1aiVrm0OGDFGpUqVUokSJBPt899138vb2VpkyZZK5JwAAAM+P5zJYFPxs6RPd3qlhr6ao/4IFC7R+/Xp17NhRd+/e1Z9//qlu3bpp4cKFatiwYTpV+fQYNmyYMmXKZAkWBw4cUKNGjVS1alV99tlncfrv2rVLgwYN0ldfffWkSwUAAMD/91wGi4ygYMGCGjBggOV1o0aN9MUXX1gFi++++063b9+Wvb29fHx89Morryh//vyW5ffv39eQIUMUFBSk4OBg7du3T7lz51br1q3l4uJitb01a9Zox44d8vX11auvxh+Edu7cqXXr1sne3l5+fn4qW7ZsnG29++67Onz4sA4cOGDZlpOTkxYvXqwjR46oePHiatasWbLnGWzevFmvvvqqWrZsqd9++y3BuyjZ29tbHa/H7d27V2vWrFFMTIwaNGig8uXLJ7ntf/75R5s3b5aPj4+aNGmSrHoBAACeV8yxyCAqVaqkY8eOxbssKipKixcvVunSpbVx40ZL+/379zVw4EA1adJEI0eO1IULFzR48GDVq1dPhmFY+vXt21fNmzfXqVOntHjxYlWuXDnOk8oHDx6s2rVr68iRI9q/f78qVaqk0aNHx9lWvXr1NHr0aJ0/f159+/aVv7+//P39NXnyZF2+fFldunRRr169krXPK1asUMOGDdW5c2eNHz8+1bdm/f7771W1alUdOHBAwcHBqlGjhoYNG5boOt98840aN26sEydOaOXKlapUqZJu376dqu0DAAA8DzhjkUHs2LFDRYoUsWr7+OOPrV5/9dVX+uKLL7Rhwwar9tq1a+vnn3+WJPXq1Us+Pj7677//VLNmTR07dkwjRoywfImXpG+//dbqkqPjx49r4MCBmjt3rgICAixjdu/eXa1atbJ60FuTJk0sgaNJkyZq2LChPv74Y40YMUKSVKdOHbVu3VojRoyQk5NTgvu7ePFiffrppxoyZIg++uijJI9PTExMnDMW/fr108WLF/X5559r4sSJatOmjSTplVde0dtvv63AwEAVKlQozlhnz57V119/rZkzZ6p58+aSpJ9//lkffPBBknUAAAA8rzhj8ZQ6deqUBgwYoH79+snPz0979uzR999/b9UnOjpaS5Ys0ahRozRgwACdPHlS+/btizNWixYtLP+dL18+5cqVS6dOnZIkrV69Wl5eXlaXWHXq1Mlq/dWrVytnzpyWUCFJHTp0kGEYcUJMs2bNLP9dunTpeNuioqJ0/vz5RPd/27ZtcnNzU+PGjRPtl5R169bJyclJb775pqWtdevWypIli9asWRPvOmvXrpWbm5tV3e+++y63iQUAAEgEZyyecg8ePNDly5dVtGhRlSxZ0tJ++/Zt1axZU9HR0WrQoIE8PT1lb2+vmzdvxhnD3d3d6rWjo6Pl4WwXLlyIc7epnDlzytHx/94a58+fj9PHwcFBuXPn1rlz5xLcVuwY8bUl9XC4fv366d9//1W9evW0Zs0alS1bVhERERo+fLilT4UKFSxhJ6E5FufPn1eePHlkb/9/GdrOzk558+aNU3usCxcuKE+ePFZBwtXVVR4eHonWDADAc2kA/z6mqwG3bF1BsnHG4ikVO3l76NCh2rp1q27fvq333nvPsnzhwoW6cuWKdu3apZ9++kmDBg1K1R2jvLy8dPHiRau2q1evKjo62vI6X758cfrEBp5HJ4unJRcXF82bN0/Vq1dXvXr1LLffTal8+fLp8uXLiomJsbQZhqGLFy8mWLuXl5cuXbpkNQ/l7t27unUr43ywAQAAnjSCRQaQKVMmjR49WnPnztU///wjSYqIiJCTk5PlDEB0dLTGjx+f4rH9/Px04cIF/f3335a2CRMmWPVp2LChrl69qiVLlljapk6dKjs7O9WpUyc1u5Qszs7O+uuvv1S3bl01aNBAwcHBGjBggOXn0UuzElKvXj3dv39fs2fPtrTNmzdP4eHhcZ6H8eg6d+7c0cKFCy1tEydOtAoaAAAAsMalUBlE7dq11bRpU3366afavHmzmjVrpn79+qlBgwaqXLmy1qxZo7CwsBSPW7RoUX300Udq0aKF2rVrp7CwMO3YscNqYnXRokXVv39/BQYGqm3btoqOjta0adP03XffKV++fGm5m3E4OTlp1qxZatu2rRo2bKhVq1apUqVKyV7f29tbQ4YMUceOHbV69WrZ29tr6tSpGjhwYLwTtyXJx8dHX3zxhdq0aaN27dopMjJSmzZtUubMmdNqtwAAAJ45z2WwSOkD65605s2bxztXYtSoUZo2bZouXryovHnz6sCBA5o7d65u3rypb775RsWKFdOff/5p6e/s7Kz+/fvL29vbapzevXvrpZdesrz+9ttv5efnZ3mOxa+//qrRo0dbPXW7X79+8vf3tzzHYseOHVbPsYhvW25uburfv7/V/AxPT0/1799f2bNnT3D/P/vsM6unbjs6Omr69On66aeftHHjRpUvX97q1rMVKlRI9OF4vXr1Uv369fX333/LMAxt2rRJFSpUsOrz+eefWz11+6uvvlLdunUtz7H48ccfNX78eJ66DQAAkAA7I4Nf3xEWFiYPDw/dunVLWbNmtVp27949hYSEqFChQsqUKZONKgSs8b4EADxTmLydvmw8eTux79qPY44FAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA057L280CAGyIO8ikLxvfQQbA88umwWL37t06ceKEVZuHh4f8/PxsVBEAAACA1LBpsPjtt9+0ZMkSq4ehFShQgGABAAAAZDA2vxSqWrVq+uuvv2xdBh5x9OhROTs7q2DBgum6TnqO86jDhw/L3d1dPj4+aTYmAAAArNl88vatW7e0bNkybdq0SWFhYbYu56ly6dIl7du3T+Hh4em2jSNHjuj06dNWbZ988om+++67FI2T1DonTpzQli1btGXLFm3dulVHjx5VZGRkisdJje7du+vnn39O1bpXrlzRnj17dPbsWT36kPq9e/fq1KlTCa63detWXbp0KVXbBAAAyIhsfsZi586d+uGHH3Tu3DmdP39eP/30k95+++0E+0dGRlp9IU1VGHnSEwdTOJHuyJEjeuedd3Tw4EEVLFhQoaGhql69uoYPH67SpUunaWkfffSRihQpoh9++MHSVrx4ceXOnTtNt/P1119r3rx5KlWqlKSHoSksLEyjRo1Shw4d0nRbaWHbtm3q2bOn9u7dq6JFi+rGjRuKjIxUz5499dlnn+mnn37S9u3btW/fvjjrbtiwQS+//LJ2796tPHny2KB6AACAJ8+mZyzeeOMNnT17VqtWrdLBgwf1xRdfqFOnTjpw4ECC6wwdOlQeHh6Wn2fx8pY333xTuXLl0sWLF7V3715dv35dPXr00OHDhy19Dh8+rNDQUBmGoZMnT+rYsWNxxgkJCbGcJTh27Jiio6Otlp84cUI3b97UxYsXLf3u3bunTp066fXXX0/2OMlVoUIFyzghISHq1auXgoKCkhUOT58+rd27d+v27dsJ9rl27Zr27t2riIiIJMfbt2+fDh48GO+yrVu3qk6dOqpWrZrljMXp06d16NAhhYeH68GDBwoKCtL+/fu1Y8eOOOtPmDBBFStW1EsvvZRkHQAAAM8KmwaL+vXry83NzfL6o48+UtasWbV8+fIE1+nbt69u3bpl+QkNDX0SpT4x9+7d0549e/TGG2/I1dXV0t6oUSO1atXK8rp79+567733VKRIETVp0kTly5dX3bp1devW/50dmTNnjnr27KmePXvqlVdekbe3t1asWGFZPn36dB08eFAbNmyw9Lt06VKcy5GSGie1atSooejoaF29ejXBPpcuXVKtWrVUtmxZvfnmm8qTJ49Gjhxp1Sc8PFyBgYHKnz+/3nrrLRUoUCDRS58GDhwoPz+/eC/FkqSePXuqXLlyGjlypNX7M3v27Prmm2/k4OCg6tWrq1SpUpowYYLVumFhYZo7d646deqUnEMAAADwzLD5HItH2dnZKUuWLLp8+XKCfVxcXJQ1a1arn2dJpkyZVKhQIf322286dOhQon1XrVql8ePHKzg4WKdPn9aVK1fUv39/y/JPPvnE6gzBoEGD1L59e925c0eS9OWXX6pmzZoKDAy09PP19Y2znaTGSa6wsDDLOIsWLdLnn3+uRo0a6YUXXkhwne7duys6Olrnzp3TkSNHNGfOHPXp00ebN2+29Hnvvfd04MABHTt2TIcOHdLZs2fl4OAQZyzDMNS9e3dNmjRJ//77rypUqBCnz5UrV7Rlyxa1b99ednZ2ie5Pp06dNGPGDN29e9fSNmPGDBmGoTZt2iTnkAAAADwzbBYsYmJi4vylevfu3Tp9+rQqVapko6qeDnPmzFF4eLhKly6tvHnzqmXLlpo+fbrV5GFJ8vPzU7169SRJOXLk0Mcff6yJEyda9YmOjtbJkye1bds2lSlTRtevX08ysMQnLcY5fvy45cxHnz59dObMGXXr1i3B/mFhYZozZ46++uorZcmSRZLUpEkT1atXz3Km4Nq1a5o1a5YGDx5suSwuU6ZM6tq1q9VYUVFRatu2rdasWaONGzeqWLFi8W4z9gxYoUKFktyf9u3b6+7du5o3b56lbcKECWrdurU8PHgAGAAAeL7YbPL2gwcPVKtWLQUEBKh06dI6c+aMfvzxxziX/DyPKlasqN27d+vkyZP677//tGLFCrVv314bNmzQb7/9ZulXvHhxq/VKlCih8PBwXb16VTlz5tSCBQssX9y9vLzk5OQkwzB04cKFFNWTVuNUqFBB69evt7xevny5mjZtqg0bNqhWrVpx+p88eVKSVLJkSav20qVLa//+/ZIezhMxDEPlypVLdNtjx45VTEyMjh49Km9v7wT7ZcqUSVLybgqQM2dOBQQEaMKECWrbtq3279+v7du3p/ldrQAAADICm52xcHJy0vbt2+Xt7a3169frxo0bGjdunJYvXx7vZSzPoxdeeEHt2rXT1KlT1a9fP02YMEH37t2zLH/8UqQ7d+7Izs5O7u7uio6OVrt27fTll1/q/Pnz2rlzp/755x/Z2dkpJiYm2TWk1Tjx8ff3V968ebVgwYJ4l8eepXh8wvbt27cty2LnQCQVBDp06KBy5cqpQ4cOiU7uLlq0qDJnzqw9e/Ykax+CgoK0fv16hYSEaMKECSpatKjq1KmTrHUBAACeJTadY5ElSxb16NFDkyZN0qhRo9SiRQtblvNUMAwj3rkL2bNnl4ODg9V1/+vWrbP6cr9q1SqVLl1amTJl0sWLF3Xnzh01bNjQsnz16tV68OCB1biurq6KiopKsJ7kjpMakZGRCgsLS/CyoYIFCypXrlxatWqVpS06Olpr1qyxXC5XokQJ5c6dO044eTSASZKHh4dWrVqlO3fuqGnTpgmGCycnJ3Xq1Em//PKLzp07F2f5478bPz8/+fj46Ndff9XUqVOZtA0AAJ5bNn+OBaxFRUWpZMmSevPNN1WlShXlyJFDe/fu1cCBA9WpUye5uLhY+p4/f16BgYEKCgrSnj179OOPP2rGjBmSpPz586to0aLq3bu3evbsqZMnT6p///6yt7fOkmXKlNGMGTP0999/y93dPc4tUpM7TnLETt6WpBs3bui3336Tg4NDghOdHRwcNHjwYPXq1UtOTk4qVqyYxo4dq6ioKH344YeSJEdHR40cOVKdOnVSVFSUXn75ZR05ckQrV67U4sWLrcaLDRd+fn5q2rSplixZYnXXp1hDhw7V/v37Va1aNX388cd66aWXdOPGDe3Zs0d//PGHjh07ZjmrZm9vr3feeUfffPONJD2Vz+QAAAB4EggWTxlnZ2ft27dPEydO1KxZs3Tt2jV5eXlp7Nixat26tVXfDz74QF5eXvr5558VHR2t6dOnW54/YWdnp5UrV2rw4MEaNGiQvLy8NGvWLPXv31/Zs2e3jNGrVy+Fh4dr6NChunPnjmbNmmX1gLzkjpPUQ/UKFy6s4OBg9ezZU9LDL/klS5bUrl27rO4K9fg47733nrJnz66pU6dq7ty5evHFFzVmzBirsxzt2rWTj4+Pfv/9dw0ZMkTlypWzug1sqVKlVKBAAUmSp6enVq9erQ4dOuibb76xBIJHubm5afXq1ZozZ44WL16sefPmKWfOnCpfvry2bdsW51K9d999VytWrFDVqlWVN2/eBI8BAADAs8zOePxWQxlM7KU0t27dinPr2Xv37ikkJESFChWyTMp9VjRs2FCVKlXSsGHDbF0KUuhZfl8CyTKAu6alqwG3ku4DpCU+0+nLxp/pxL5rP+6peo4FAAAAgIyJYJFBPXp5DwAAAGBrzLHIoH766SdblwAAAABYcMYCAAAAgGkECwAAAACmPRfBIoPf+ArPGN6PAADgWfRMB4vY5w3cv3/fxpUA/yf2qd9OTk42rgQAACDtPNOTtx0dHeXm5qYrV67IyckpVU+LBtKKYRiKiIjQ5cuX5enpGedBewAAABnZMx0s7Ozs5OXlpZCQEJ0+fdrW5QCSHj79myd0AwCAZ80zHSwkydnZWUWLFuVyKDwVnJycOFMBAACeSc98sJAke3t7ZcqUydZlAAAAAM8sJh0AAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANEdbFwAkywAPW1fwbBtwy9YVAACADI4zFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMe2qCxb///qugoCDNmjXL1qUAAAAASCFHWxcgSVeuXNHbb7+t27dvy93dXYGBgbYuCQAAAEAK2PyMhWEY6tChgz744AN5e3vbuhwAAAAAqWDzYDFy5Ejdu3dPH330ka1LAQAAAJBKNr0Uavv27fruu++0Y8cO2dnZJWudyMhIRUZGWl6HhYWlV3kAAAAAkslmZyzCwsL01ltvafTo0Sm6BGro0KHy8PCw/Pj4+KRjlQAAAACSw2bBYvr06bp27ZpWrlypoKAgBQUFKTQ0VH///beCgoIUExMT73p9+/bVrVu3LD+hoaFPuHIAAAAAj7PZpVB16tTRiBEjrNpWrVolLy8vVatWLcFLo1xcXOTi4vIkSgQAAACQTDYLFqVKlVKpUqWs2saMGaPSpUsrKCjIRlWlXsHPltq6hGfaqUy2rgDPEz7P6YvPM540PtPpi880Ytn8rlAAAAAAMr6n4gF5sfr37y8vLy9blwEAAAAghZ6qYNGiRQtblwAAAAAgFbgUCgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgWoqCxc2bN5Pss2fPnlSWAgAAACCjSlGwyJYtm9XrEiVKxOlTvnx5cxUBAAAAyHBMXQp15MiRtKoDAAAAQAbGHAsAAAAAphEsAAAAAJhGsAAAAABgmmOKV3B0TPQ1AAAAgOdPilLBuHHj0qsOAAAAABlYioJFUFBQetUBAAAAIANLkzkW27dv16pVq3Tr1q20GA4AAABABpOiYBESEqIuXbpYtXXs2FFVqlRRo0aNVLJkSQUHB6dpgQAAAACefikKFsOGDVPVqlUtrzdu3KgpU6Zo3LhxOnz4sCpXrqxBgwaleZEAAAAAnm4pCharVq3SK6+8Ynm9bNky1ahRQ0FBQSpRooSGDx+ujRs3pnmRAAAAAJ5uKQoWly5dUrZs2Syvt2zZojp16lhe+/r66sqVK2lXHQAAAIAMIUXBomDBglq/fr0k6caNG9q8ebNVsDhz5ox8fX3TtEAAAAAAT78U3W62U6dOatu2rd544w1t375duXLlUr169SzL16xZY3WpFAAAAIDnQ4qCRe/evRUdHa0FCxYoX758mjRpkjJlymRZ/u+//+rrr79O8yIBAAAAPN1SFCzs7Oz06aef6tNPP413+fTp09OkKAAAAAAZS5o8IA8AAADA8y1FZyzc3d2T1e/27dupKgYAAABAxpSiYHHnzh35+vqqffv2ypcvX3rVBAAAACCDSVGwWLhwocaPH6/hw4erYcOG6tSpk5o2bSonJ6f0qg8AAABABpCiORYBAQFatGiRQkJCVKNGDfXp00fe3t7q06ePDh8+nOKN37p1S4MGDVLNmjVVrlw5tWnTRrt3707xOAAAAABsK1WTt728vPT555/r2LFjmjlzpjZs2KBSpUqleJwPPvhAzs7O+uGHHzR58mRlyZJFtWvX1vHjx1NTFgAAAAAbSdGlUI8KCwvTjBkzNHHiRB0+fFjvvPNOiseYPHmyHBwcLK9/+eUXTZw4Uf/884+KFCmS2tIAAAAAPGEpChaGYeiff/7RhAkTNHfuXJUrV07vvfeeAgMDk33HqEc9Giokae7cubK3t1e1atVSPBYAAAAA20lRsChatKjCw8P19ttva8eOHSpZsqTpAjZs2KAOHTooLCxMhmFo0aJFiV5WFRkZqcjISMvrsLAw0zUAAAAAMCdFcyxOnDihsLAw/frrr6pcubLc3d3j/UmJKlWqaP369Vq1apVat26tNm3aKDg4OMH+Q4cOlYeHh+XHx8cnRdsDAAAAkPZSdMZi3LhxaV6Aq6urChYsqIIFC6pSpUratGmTxowZozFjxsTbv2/fvurdu7fldVhYGOECAAAAsLEUBYugoKD0qsPC3d1dERERCS53cXGRi4tLutcBAAAAIPlSdbvZxCxbtixZ/SIiItSnTx9duXJFkvTgwQP9/vvv2r59u1q2bJnWZQEAAABIR6m63WxoaKgiIyOtbgm7fft2ffLJJ9qwYYNiYmKSHMPV1VW+vr6qWLGi7t27p9u3b8vX11dTp05V06ZNU1MWAAAAABtJ0RmLkJAQlStXTgUKFFDRokVVuXJlXb58Wb1791bVqlXl4OCgHTt2JGssOzs7ffDBBzpz5owOHz6s69ev6/Dhw2rTpk2qdgQAAACA7aTojMUnn3wiFxcXzZkzR5I0bNgw1apVSxEREVqyZImaNGmSqiJy5MiRqvUAAAAAPB1SFCz+/fdf/fvvvypatKgkqWzZsipRooS2bt2qKlWqpEuBAAAAAJ5+KboU6vLly1bzKooVKyZJqlixYtpWBQAAACBDSVGwMAxDdnZ2ltex/+3g4JC2VQEAAADIUFJ8VyhHx7irPN4WHR2d+ooAAAAAZDg2f/I2AAAAgIzvqXvyNgAAAICMJ82fvA0AAADg+UOwAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYluy7QpUoUSLZgwYHB6eqGAAAAAAZU7KDRc+ePS3/HRISopEjR6p58+aqXLmyJGn79u1asGCBPvroozQvEgAAAMDTLdnBomvXrpb/bty4scaPH6+OHTta9Zk8ebJmzZqVZsUBAAAAyBhSNcdi69atatmyZZz2li1basuWLaaLAgAAAJCxpCpYuLi4aO3atXHa165dq0yZMpkuCgAAAEDGkuxLoR7Vu3dvtW3bVp06dVLlypVlGIZ27NihCRMmaNCgQWldIwAAAICnXKqCxSeffKIXXnhB33//vf78809JUqlSpfTHH3/o9ddfT9MCAQAAADz9UhUsJKlVq1Zq1apVWtYCAAAAIIMy9YA8wzB04cKFtKoFAAAAQAaVqmBx9+5dffDBB3J3d1e+fPks7R06dNCBAwfSrDgAAAAAGUOqgkX//v21bds2LV682Kq9RYsWGjhwYJoUBgAAACDjSNUci5kzZ2r16tUqXry4VXvNmjXVoUOHNCkMAAAAQMaRqjMWly5dkre3tyTJzs7O0h4dHa2oqKi0qQwAAABAhpGqYFGmTBnLA/IeDRbjxo1TxYoV06YyAAAAABlGqi6FGjBggNq3b68PP/xQkvTbb79pxYoVWrRokVasWJGmBQIAAAB4+qXqjMVrr72mmTNnat26dcqUKZN69uypy5cva9myZfLz80vrGgEAAAA85VL9gLxGjRqpUaNGaVkLAAAAgAzK1APyAAAAAEBKwRmLl156KdmD7tmzJxWlAAAAAMiokh0s2rVrl551AAAAAMjAkh0sPv744/SsAwAAAEAGxhwLAAAAAKalOljMmTNHlSpVUubMmZU5c2ZVqlRJc+bMScvaAAAAAGQQqbrd7C+//KKPPvpInTp1Us+ePWVnZ6fNmzerffv2unLlirp165bWdQIAAAB4iqUqWIwcOVJ//vmnWrVqZWlr27at6tatq88++4xgAQAAADxnUnUpVGhoaLwPx2vUqJFCQ0NNFwUAAAAgY0lVsPD19dXy5cvjtC9btky+vr6miwIAAACQsaTqUqhPPvlEHTp00Nq1a1WlShVJ0tatWzVlyhSNGTMmTQsEAAAA8PRLVbDo3Lmz8uTJo+HDh2v27NmSpFKlSmn27NkKCAhI0wIBAAAAPP1SFSwkKSAggBABAAAAQBIPyAMAAACQBnhAHgAAAADTeEAeAAAAANN4QB4AAAAA03hAHgAAAADTeEAeAAAAANN4QB4AAAAA03hAHgAAAADTUhwsFi5cqEWLFskwDH388cdq3rx5OpQFAAAAICNJ0RyLiRMnqnnz5tqyZYu2bt2qFi1aaNKkSelVGwAAAIAMIkXB4ocfftDo0aN18OBBHTx4UD/88IO+//779KoNAAAAQAaRomBx/PhxvfPOO5bXnTp10okTJ9K8KAAAAAAZS4qCxd27d5U5c2bLa3d3d0VERKR5UQAAAAAylhRP3h48eHCSbf369Ut9RQAAAAAynBQFi/z58+vXX39Nso1gAQAAADxfUhQszp49m151AAAAAMjAUjTHAgAAAADiQ7AAAAAAYBrBAgAAAIBpBAsAAAAApj0VweLGjRsKDw+3dRkAAAAAUsmmwWLChAkqWbKkihQponz58qlcuXLatGmTLUsCAAAAkAo2CxYPHjzQ5s2btWDBAl27dk3Xr19X7dq19dprr+natWu2KgsAAABAKtgsWDg4OGj8+PEqXry4JMnJyUlffPGFbty4oe3bt9uqLAAAAACp8FTMsYgVHBws6eHTvAEAAABkHCl68nZ6un37trp3765XXnlFZcuWTbBfZGSkIiMjLa/DwsKeRHkAAAAAEvFUnLG4d++emjdvrpiYGE2bNi3RvkOHDpWHh4flx8fH5wlVCQAAACAhNg8WkZGRat68uc6ePau1a9cqZ86cifbv27evbt26ZfkJDQ19QpUCAAAASIhNL4WKDRWnTp3SunXrlDdv3iTXcXFxkYuLyxOoDgAAAEBy2SxYPHjwQK+//rp27dqluXPn6s6dOzp+/LgkKXfu3MqaNautSgMAAACQQjYLFmFhYQoODlaWLFnUsWNHq2VDhw5V69atbVMYAAAAgBSzWbDIli2b5QwFAAAAgIzN5pO3AQAAAGR8BAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAApj0VwWL9+vX69ddfdf78eVuXAgAAACAVHG258cWLF+uTTz5R5syZtXPnTpUoUUL58uWzZUkAAAAAUsGmwcLFxUXz5s1TlixZ5OPjY8tSAAAAAJhg02DxyiuvSJLOnj1ryzIAAAAAmGTTYJEakZGRioyMtLwOCwuzYTUAAAAApKdk8nZKDB06VB4eHpYfLqECAAAAbC/DBYu+ffvq1q1blp/Q0FBblwQAAAA89zLcpVAuLi5ycXGxdRkAAAAAHpHhzlgAAAAAePrY9IzFkSNHtG7dOt28eVOStGjRIgUHB6tSpUqqVKmSLUsDAAAAkAI2DRbXr1/Xnj17JEldunRRRESE9uzZI29vb1uWBQAAACCFbBosqlevrurVq9uyBAAAAABpgDkWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwzdHWBQQHB2vcuHG6dOmSypYtq//9739yd3e3dVkAAAAAUsCmZyx27dqlihUr6vr166pdu7b++usv1a5dW5GRkbYsCwAAAEAK2TRY9O3bVy+//LImTZqkLl26aMWKFTpy5IgmTZpky7IAAAAApJDNgkVkZKTWrl2rVq1aWdpy5MihBg0aaNmyZbYqCwAAAEAq2GyOxZkzZxQdHa0CBQpYtRcoUEAbNmxIcL3IyEirS6Vu3bolSQoLC0ufQpMpJjLCptt/1oXZGbYu4dlm48/P04bPc/ri85zO+DzHwWc6ffGZTmc2/kzHfsc2jKR/zzYLFrHhwM3Nzard3d1d9+7dS3C9oUOHauDAgXHafXx80rZAPFU8bF3As24YRxhPDu+2dMbnGU8Y77h09pR8psPDw+XhkXgtNgsWsYXduHHDqv3atWvy9PRMcL2+ffuqd+/eltcxMTG6fv26cuTIITs7u3SpFbYVFhYmHx8fhYaGKmvWrLYuB4AJfJ6BZwuf6WefYRgKDw9Xvnz5kuxrs2Dh7e2tbNmyad++fWrSpImlfd++fXrxxRcTXM/FxUUuLi5WbYkFETw7smbNyv+0gGcEn2fg2cJn+tmW1JmKWDabvG1nZ6e2bdtqwoQJunnzpiRpw4YN2r59u9q1a2ersgAAAACkgk0fkPfNN99o165dKlmypEqWLKmtW7fq888/V/369W1ZFgAAAIAUsmmwyJo1qzZu3Kjt27fr0qVLKlOmjAoVKmTLkvAUcnFxUf/+/eNcAgcg4+HzDDxb+EzjUXZGcu4dBQAAAACJsOmTtwEAAAA8GwgWAAAAAEwjWOCpdPnyZW3fvt3WZQBIJxcuXNCuXbtsXQaANLJp0ybLXT7x/CJYIN1FRkZq48aNcX4efzjio5YtW6YWLVo8wSoBJCY6Olpbt25VcHBwgn0iIiK0c+dOnThxIsnx5s6dqzZt2qRliQCS6f79+9q/f79OnTqlmJiYBPsdP35cO3fu1N27d5Mcs27dutqyZUtalokMyKZ3hcLz4cKFC6pdu7YqVqyoTJkyWdqHDx+uGjVq2LAyAEmJiIjQ8OHDNWnSJN24cUOvvPKK/vrrrzj9Zs2apffee0958uTRxYsXVaFCBc2fP1/ZsmWzQdUA4hMREaEvv/xSkydPVv78+XXlyhVly5ZNkydPVpUqVSz9rl69qmbNmungwYPKlSuXrly5okmTJvEHPySJMxZ4YmbOnGl1xiKloSI0NFQbN25UZGSk1aVSV65c0a5du3Tnzh1L35CQEO3du1eRkZFpug/A8+batWuSHl7mkNAzhkJCQtS+fXsNGzZMR48e1dmzZ3XlyhV9+OGHKdrWqVOntGnTJkVHR1tdKnXp0iXt2rVLERERlr4nTpzQvn37FBUVlco9A54/165dU/78+RUaGqp9+/YpNDRUVapUUfPmzfXgwQNLv/fff1/37t3TuXPndOzYMfXr109t27bVuXPnkr2tqKgobdq0SWfOnJH0f5dKRUZGat++fZZ2SQoLC9POnTt15cqVtNtZ2ATBAk/MqVOntHv3boWHh6d43c2bN+ull17S5s2b5eLiomXLlqlJkyZq1KiRqlevrlatWil//vxasmSJ/Pz81KhRIwUEBKh48eIKCQlJh70Bng8+Pj4aMGCAvL29E+wzdepUeXp6qkuXLpIePqOoR48emj17tlXgT8zatWv10ksvae/evXJ0dNTcuXMVEBCgunXrqk6dOmrRooUKFCigFStWqE6dOmratKmaNGmi0qVLp+jLDvA88/HxUe/eveXm5iZJcnR0VOfOnXXhwgXLJYw3btzQ/Pnz1bt3b2XOnFmS1KNHDzk7O2vGjBnJ2s6dO3f02muvqU+fPsqSJYukh5dKvfvuuypYsKDat2+vIkWKqHv37hozZoyKFy+uTp06ydvbW2PHjk2HPceTQrDAE9O+fXu1a9dOOXLkUFBQkNVfHxOzYsUKNWrUSCNGjFCfPn0s7VevXpWfn5+OHz+u48ePq0aNGnrttdfUrFkzHT16VCdPnlTBggU1bNiw9NolAJJ2796t8uXLy97+//5JqVKliiIjI3Xo0KEk158/f76aN2+uX3/9Vd26dbO0nzt3Tm+99ZaOHDmikydPqkyZMvL399e7776rw4cPKyQkRJ6enho1alS67BfwPNi+fbucnZ3l4+MjSdq/f78ePHigihUrWvo4OzurXLly2r17d5LjXb9+XQ0bNpQk/f3331aXQ549e1ZHjhzRnj17NH36dI0ZM0azZs3SsWPHtGfPHv3222/q06dPsuZ04OlEsEC6c3V11fz583X+/HkdPHhQu3fv1qJFi9S3b98k150xY4Zat26tKVOm6N1337ValilTJvXu3VuSZG9vLz8/P2XNmlUffPCBJMnBwUENGjTQ/v37036nAFhcv35dOXLksGqLfX39+vVE150wYYI6duyo2bNn680337Ralj17dnXt2lXS/32e8+XLp44dO0qSnJycVK9ePT7jQCodOXJEAwYM0McffyxXV1dJ//eZje8zndTn+dy5c6pTp44KFiyoxYsXW86MxPrggw+UNWtWSVKjRo0kPTwb4u7ubmm7c+cOVxpkYAQLpLs8efKoefPmltelS5dWjx49NHPmzETXu3r1qtq1a6eBAwfGO2EsR44cVn8hdXV1Va5cuaz6uLq6JvvMCIDUcXJy0r1796zaYv/i6OzsnOB6p0+fVlBQkEaMGKHGjRvHWR7f55nPOJA2zpw5o0aNGqlhw4YaNGiQpd3JyUmS4v1MJ/Z5lqTu3btLkqZNm2YZ51G5c+e2/HdskHn0Mx3bxmc64yJYwCby5Mmjy5cvKzo6OsE+OXPm1ODBgzVw4EBuYQc8xXx9fePMc4h9XaBAgUTX+/zzz9W3b99kXWIBIG2cOXNGL7/8ssqXL68ZM2bIwcHBsszX11eS4v1MJ/Z5lqSvv/5aV65c0ccff5z2RSNDIFgg3cU3eXPVqlUqXry4HB0Tv+Nx37599emnn6pRo0aEC+Ap5efnpx07dujChQuWtoULF6pQoUIqXLhwout+88036tKlixo2bKg9e/akc6UAzp49q3r16qlcuXKaPXt2nDMLpUqVUr58+bRo0SJL28mTJ7V//375+fklOnbp0qW1du1aTZ06VR999FG61I+nG8+xQLobPny4zpw5o8aNGytz5syaO3euFi5cqDlz5iRr/c8//1yGYahRo0ZatWqVqlatms4VA3jU5s2b9eDBA12/fl0ODg7auHGjnJycLJ/FVq1aaeTIkWrWrJn69u2rI0eO6JdfftG0adOSNf6QIUNkGIYaNmyoNWvWqFy5cum5O8Bz69q1a6pXr56cnZ3Vo0cPbd261bKsbNmy8vDwkL29vYYOHaqgoCDlyJFDhQoV0tdff61atWqpadOmSW4jNlzUr19fdnZ2+u6779Jzl/CUIVgg3Q0YMECzZ8/WwoULdfPmTRUrVkz79+9X8eLFE1wnT548Vg/r+eKLL+Ts7Kyvv/5aEydOjLNckry8vFSpUiWrNm9vb5UvXz5tdwh4zvTv399yzXNMTIw+++wzeXp6asmSJZIeTqxevXq1hg8frp9//lmenp5atGiR/P39ExwzX758VnedGTp0qFxdXdW/f39NnDgxznIp/s9zgQIF9OKLL6bVrgLPtEuXLilPnjySpC+//NJq2ejRoy2fr/bt28vT01NTpkzRihUrLLeOfXRe4+Nq1apluQNUmTJltGbNGnXv3l1//fWXWrVqZbVckuzs7FSzZk15eHhY2hwdHVWzZk3LLWqR8dgZhmHYuggAAAAAGRtzLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwB4zoWEhGjRokVpus6xY8e0bNmyNN9uUpKz3eRKj/oA4FlGsACAp0RwcLCWLFmi//77z/Kk67R28uRJLV682Kptw4YN6tatW4rGSWqdlStXqnfv3qbGSI3kbDe50qM+AHiWESwAwMbCw8Pl5+enGjVqaOzYserbt69KliypH374Ic23tXbtWnXv3t2qrVChQmrWrFmabyuj47gAQMo42roAAHjeDRw4UMePH9fJkyfl6ekpSbp165bVZTjHjh3TsWPH5Ofnp7179+rcuXOqWrWq8ubNa+lz8eJFrV+/XpLk6uqq4sWLq0SJEpbl586d0/bt23Xnzh3NnDlTklSuXDkVKFBAjRo1SvY4KREVFZVgvQnZt2+fjh8/Li8vL1WtWlX29nH/BhYaGqrdu3crT548qlSpkhwcHBIcb8eOHTp16pSaN28uR8e4/+xdu3ZNO3fulKOjoypVqqSsWbNKUpzjMn/+fEVGRsZZ//XXX5eTk5Mk6fTp09qzZ49y5MihChUqyM3NLcn9BYBnBcECAGzswIEDqlixoiVUSJKHh4fefvtty+uVK1dq8ODByp8/v1xdXRUTE6M9e/Zo5syZCggIkCRdunRJCxYskCTduXNHmzZtkr+/v6ZOnSo7OztduHBBu3fvVkREhKWfm5ubrl+/rn79+iV7nOS6efOmqlWrlmC9j4uOjtYbb7yh9evXq1q1atq3b5/y5s2r5cuXK1euXJIkwzD04Ycfavz48apataru3bsnR0dHLV261BIIHjVz5ky99957mjJlSryhYsGCBWrfvr0qVqwoZ2dnnThxQr/99psaNGigDRs2WB2X5cuXKywszLLugQMHdPDgQd26dUuOjo7q2bOnpk6dqmrVqunq1au6cOGC5s6dq8qVKyf7mAFAhmYAAGyqf//+hqurq/HLL78Y586di7fP6NGjDUnGiBEjrNbLmzevEREREe86V65cMby8vIy//vrL0jZu3DjD19fXqt+kSZOM/PnzJ1hffOMktU5y6n18jDFjxhjZs2c3Tp8+bRiGYYSFhRkvvvii0blzZ0ufn3/+2XBzczP27t1rafvvv/+My5cvW7ZbvHhxS18PDw9jzZo1CdZZqVIlY8iQIZbX165dM9avX5/kPoaEhBg5c+Y0PvnkE8MwDOP33383ChcubFy9etXSZ/DgwUaJEiUS3DYAPGuYYwEANta3b1/16NFD/fv3V/78+eXj46POnTvr1KlTVv1cXFys5kd8/PHHunz5sv755x9LW1RUlLZs2aJ58+bp77//lo+Pj7Zt25bimtJinOTU+6iZM2eqXbt2KlCggCQpS5Ys6tGjh2bNmmXpM2XKFLVv314vvviipa169eqWMxqxBg0apAEDBmjNmjWqX79+gjW6urrq6NGjunfvniQpe/bsqlu3bqL7defOHTVr1kyVK1fW0KFDJUmTJk3Siy++qHXr1mnOnDmaPXu23N3dFRwcrAsXLiQ6HgA8K7gUCgBszMXFRcOGDdPQoUN18OBBbdy4UaNGjdKCBQt06NAhy5dmLy8vubi4WNZzd3dXrly5dPr0aUnS/v371aRJE8u8iMyZM+vSpUu6fPlyiupJq3GSqvdxp0+fVqtWrazaChcurLCwMN24cUPZsmXTmTNn9Oabbya63dOnT2vAgAEaO3asKlasmGjf0aNHq3PnzsqVK5dq1KihgIAABQUFWdX9KMMw1LFjR0VGRmrGjBmW+R+nTp3S/fv39ddff1n1DwwM1P379xOtAQCeFQQLAHhK2NnZqUyZMipTpoz8/PxUpEgRrV69Wm3atJH0cM7CowzD0M2bN5UzZ05J0hdffKH69etrypQplj6NGzeWYRgpqiOtxkmq3sflzJlT169ft2q7fv26nJycLPMnPD09de3atUS36+vrqx49eqh3794qUqSIGjRokGDfcuXKadu2bbpw4YLWrFmjgQMHatOmTZo+fXq8/QcPHqy///5bW7dulYeHh6U9a9asql+/voYPH55obQDwLONSKACwsccveZJkuTTn0QndN2/etNytSZKWLVummJgYy+Tgixcvqnjx4pblFy9e1KZNm6zGdXd3t4ydkOSMkxxJ1fu4WrVqacGCBYqJibG0zZkzR9WrV7fc9emVV17RrFmzrM4C3LlzJ85zP7p166bhw4crICBAa9asSbDGc+fOSXp4dqVdu3bq0aOHtmzZEm/fhQsXatCgQZoxY4aKFStmtaxx48aaNm2awsPD4x0fAJ4HnLEAABsbPny4du7cKX9/fxUsWFAXLlzQb7/9purVq1v9tT1z5sxq3769evTooZiYGA0bNkw9evSQj4+PJKl58+YaOXKkMmXKJEdHR40ePTrOnZAqVKigK1euaPDgwSpSpIjKlSsXp57kjJMcSdX7uH79+mnOnDlq0qSJWrZsqc2bN2vhwoVW4eTLL7/UihUrVL16dXXo0EH37t3TjBkztGzZsji3dv3f//4nwzAUEBCgxYsXxzvXomXLlipdurSqVq2qu3fvatSoUXrrrbfi9Ltz547efvtt1a1bVzdv3rTcrld6eLvZr776SmvWrFHlypXVuXNnubm5aevWrTp58mSCc0oA4FlDsAAAG/vll1+0c+dOLV26VBs2bFC2bNk0bNgwq+cjSJK3t7fmzJmjmTNn6vz58xo1apQ6dOhgWf7ZZ5/J29tbGzZskIuLi3788UeFhIRYPQeiWLFiWrZsmRYtWqSDBw/Kzc0tzoPgkjNOUg+PK1asmLp06aKOHTsmWO/jY+TOnVt79uzRb7/9po0bNypv3rzatWuX1TM0cubMqR07dmjixInavXu38uXLp7/++kteXl6W7b766quW/h988IFcXV01bdo0vfTSS8qePbtVnRs3btS0adO0efNmOTs768cff7TU9Gh9MTExatKkiSRZbsUbKyAgQNmzZ9e2bds0depUbd26VZkyZVLDhg2TnA8CAM8SOyOlF80CAJ64MWPGaMyYMQoODrZ1KQAAxIs5FgAAAABMI1gAQAbw+CU+AAA8bbgUCgAAAIBpnLEAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGDa/wNRBeGxGhEKsQAAAABJRU5ErkJggg==", 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" ] @@ -790,7 +790,7 @@ " label=\"Spatial Block CV\",\n", ")\n", "\n", - "ax.set_title(\"LAB03 ? POOLED RMSE BY VALIDATION DESIGN\")\n", + "ax.set_title(\"LAB03 — POOLED RMSE BY VALIDATION DESIGN\")\n", "ax.set_xlabel(\"Spatial block size\")\n", "ax.set_ylabel(\"Pooled RMSE\")\n", "ax.set_xticks(positions, labels)\n", @@ -803,19 +803,19 @@ { "cell_type": "code", "execution_count": 10, - "id": "a778119e", + "id": "3342e59b", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:46.894887Z", - "iopub.status.busy": "2026-10-05T00:53:46.894698Z", - "iopub.status.idle": "2026-10-05T00:53:47.030920Z", - "shell.execute_reply": "2026-10-05T00:53:47.029580Z" + "iopub.execute_input": "2026-10-06T20:16:05.814452Z", + "iopub.status.busy": "2026-10-06T20:16:05.814329Z", + "iopub.status.idle": "2026-10-06T20:16:05.893672Z", + "shell.execute_reply": "2026-10-06T20:16:05.893052Z" } }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -840,7 +840,7 @@ " label=\"Spatial Block CV\",\n", ")\n", "\n", - "ax.set_title(\"LAB03 ? MEDIAN TEST-TO-TRAIN SPATIAL SEPARATION\")\n", + "ax.set_title(\"LAB03 — MEDIAN TEST-TO-TRAIN SPATIAL SEPARATION\")\n", "ax.set_xlabel(\"Spatial block size (km)\")\n", "ax.set_ylabel(\"Median nearest train distance (km)\")\n", "ax.legend()\n", @@ -851,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "142ffd5a", + "id": "6112678d", "metadata": {}, "source": [ "## 6. Fold stability\n", @@ -864,13 +864,13 @@ { "cell_type": "code", "execution_count": 11, - "id": "dfd8537a", + "id": "69ad3261", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:47.032909Z", - "iopub.status.busy": "2026-10-05T00:53:47.032707Z", - "iopub.status.idle": "2026-10-05T00:53:47.051531Z", - "shell.execute_reply": "2026-10-05T00:53:47.049919Z" + "iopub.execute_input": "2026-10-06T20:16:05.895006Z", + "iopub.status.busy": "2026-10-06T20:16:05.894883Z", + "iopub.status.idle": "2026-10-06T20:16:05.906149Z", + "shell.execute_reply": "2026-10-06T20:16:05.905472Z" } }, "outputs": [ @@ -966,19 +966,19 @@ { "cell_type": "code", "execution_count": 12, - "id": "290b9e9f", + "id": "65b018ce", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:47.054157Z", - "iopub.status.busy": "2026-10-05T00:53:47.053912Z", - "iopub.status.idle": "2026-10-05T00:53:47.209937Z", - "shell.execute_reply": "2026-10-05T00:53:47.207140Z" + "iopub.execute_input": "2026-10-06T20:16:05.907330Z", + "iopub.status.busy": "2026-10-06T20:16:05.907210Z", + "iopub.status.idle": "2026-10-06T20:16:05.980700Z", + "shell.execute_reply": "2026-10-06T20:16:05.979936Z" } }, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1003,10 +1003,10 @@ " positions + width / 2,\n", " fold_rmse[\"spatial_block\"],\n", " width,\n", - " label=\"Spatial Block CV ? 5 km\",\n", + " label=\"Spatial Block CV — 5 km\",\n", ")\n", "\n", - "ax.set_title(\"LAB03 ? FOLD-LEVEL RMSE, PRIMARY 5 KM DESIGN\")\n", + "ax.set_title(\"LAB03 — FOLD-LEVEL RMSE, PRIMARY 5 KM DESIGN\")\n", "ax.set_xlabel(\"Fold\")\n", "ax.set_ylabel(\"RMSE\")\n", "ax.set_xticks(positions, fold_rmse.index)\n", @@ -1018,7 +1018,7 @@ }, { "cell_type": "markdown", - "id": "fee9d8c7", + "id": "f4d185e7", "metadata": {}, "source": [ "## 7. Why 5 km is the primary scenario\n", @@ -1037,13 +1037,13 @@ { "cell_type": "code", "execution_count": 13, - "id": "26e82689", + "id": "9366f166", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:47.212507Z", - "iopub.status.busy": "2026-10-05T00:53:47.212301Z", - "iopub.status.idle": "2026-10-05T00:53:47.222924Z", - "shell.execute_reply": "2026-10-05T00:53:47.221561Z" + "iopub.execute_input": "2026-10-06T20:16:05.982032Z", + "iopub.status.busy": "2026-10-06T20:16:05.981905Z", + "iopub.status.idle": "2026-10-06T20:16:05.987818Z", + "shell.execute_reply": "2026-10-06T20:16:05.987146Z" } }, "outputs": [ @@ -1162,7 +1162,7 @@ }, { "cell_type": "markdown", - "id": "c06721ae", + "id": "81b1b30f", "metadata": {}, "source": [ "## 8. Methodological limitations\n", @@ -1187,7 +1187,7 @@ }, { "cell_type": "markdown", - "id": "a92b6b7c", + "id": "9dea1e99", "metadata": {}, "source": [ "## 9. Conclusion\n", @@ -1201,7 +1201,7 @@ "\n", "The 10 km and 20 km experiments show that increasingly coarse spatial\n", "blocking can produce an even more demanding test, but also reduce effective\n", - "spatial support and destabilize fold-level metrics such as R?.\n", + "spatial support and destabilize fold-level metrics such as R².\n", "\n", "Therefore, model performance in spatial machine learning should always be\n", "interpreted together with the geometry and support of the validation design." @@ -1210,13 +1210,13 @@ { "cell_type": "code", "execution_count": 14, - "id": "556a30c1", + "id": "cc6d9ad7", "metadata": { "execution": { - "iopub.execute_input": "2026-10-05T00:53:47.225046Z", - "iopub.status.busy": "2026-10-05T00:53:47.224863Z", - "iopub.status.idle": "2026-10-05T00:53:47.232687Z", - "shell.execute_reply": "2026-10-05T00:53:47.230881Z" + "iopub.execute_input": "2026-10-06T20:16:05.988918Z", + "iopub.status.busy": "2026-10-06T20:16:05.988803Z", + "iopub.status.idle": "2026-10-06T20:16:05.993244Z", + "shell.execute_reply": "2026-10-06T20:16:05.992558Z" } }, "outputs": [