{ "cells": [ { "cell_type": "markdown", "id": "902dd432-0718-4047-ad23-f77b38a75d36", "metadata": {}, "source": [ "# Detecting Tipping Points with Ammonyte's Augmented KS Test\n", "\n", "_Description:_ Detect tipping points using the augmented KS test, showing p-value and D-statistic outputs, and evaluate detections against known events using precision, recall, and F1 score.\n", "\n", "## Goal\n", "This notebook demonstrates how to use Ammonyte's `kstest()` method to detect abrupt climate transitions in the NGRIP ice core record using the augmented Kolmogorov-Smirnov (KS) test of Bagniewski et al. (2021).\n", "\n", "## Scientific Background\n", "**Tipping points** represent **critical transition events** in the climate system where the system rapidly shifts from one stable state to another. These abrupt transitions are fundamental to understanding:\n", "- Past climate variability and stability\n", "- Mechanisms driving abrupt climate change\n", "- Early warning signals for future climate shifts\n", "\n", "## Methodology\n", "The primary detection method employed is the **augmented Kolmogorov-Smirnov (KS) test**, a statistical approach specifically designed for identifying abrupt transitions in paleoclimate records.\n", "\n", "## Implementation\n", "The workflow and parameter settings are based on the methodology described in:\n", "\n", "**Reference**: [Bagniewski, W., et al. (2021). \"Automatic detection of \n", "abrupt transitions in paleoclimate records.\" *Chaos* 31, \n", "113129.](https://doi.org/10.1063/5.0062543)\n", "\n", "## Dataset\n", "Analysis will be performed on the **NGRIP (North Greenland Ice Core Project)** dataset, which provides high-resolution $\\delta^{18}O$ isotope measurements spanning the last glacial period—ideal for studying\n", "Dansgaard-Oeschger events and other rapid climate transitions.\n", "\n", "## Expected Outcomes\n", "- Identification and quantification of abrupt climate transitions\n", "- Statistical characterization of transition timing and magnitude\n", "- Visualization of detected tipping points in the context of paleoclimate variability" ] }, { "cell_type": "markdown", "id": "454ee042-2326-4e98-9d97-eed6a800dbfd", "metadata": {}, "source": [ "## Import Required Libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "cbded5f6-effa-40a5-a5fd-5e5ea9e7c8d0", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import ammonyte as amt\n", "from ammonyte.core.series import Series\n", "from ammonyte.utils.ks import KS_test" ] }, { "cell_type": "markdown", "id": "66ba40b2-dc91-40db-8f4f-90e9ea856456", "metadata": {}, "source": [ "## Load the NGRIP Dataset\n", "\n", "The **NGRIP (North Greenland Ice Core Project)** dataset contains high-resolution $\\delta^{18}O$ isotope measurements spanning the last glacial period. It is used here to demonstrate detection of abrupt climate transitions." ] }, { "cell_type": "code", "execution_count": 2, "id": "1976b96e-d386-48b3-b34a-b87137b44d5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time axis values sorted in ascending order\n", "Time axis values sorted in ascending order\n", "Loaded NGRIP dataset: NGRIP Ice Core Data\n", "Time range: 0.05 - 122.27 kyr b2k\n", "Number of data points: 6112\n", "Value range: -46.50 - -32.11 ‰\n", "{'label': 'NGRIP Ice Core Data'}\n" ] }, { "data": { "text/plain": [ "None\n", "Age [kyr b2k]\n", "0.05 -35.11\n", "0.07 -34.65\n", "0.09 -34.53\n", "0.11 -35.29\n", "0.13 -35.02\n", " ... \n", "122.19 -32.85\n", "122.21 -32.66\n", "122.23 -32.66\n", "122.25 -32.51\n", "122.27 -32.56\n", "Name: δ¹⁸O [‰], Length: 6112, dtype: float64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load NGRIP dataset using the proper ammonyte data path\n", "ngrip = amt.Series.from_csv('../ammonyte/data/NGRIP.csv')\n", "\n", "# Display basic metadata about the dataset\n", "print(f\"Loaded NGRIP dataset: {ngrip.label}\")\n", "print(f\"Time range: {ngrip.time.min():.2f} - {ngrip.time.max():.2f} {ngrip.time_unit}\")\n", "print(f\"Number of data points: {len(ngrip.time)}\")\n", "print(f\"Value range: {ngrip.value.min():.2f} - {ngrip.value.max():.2f} {ngrip.value_unit}\")\n", "\n", "# Show the object\n", "ngrip" ] }, { "cell_type": "markdown", "id": "4b030738-b32f-4db0-8afb-edf865ce1d75", "metadata": {}, "source": [ "### Dataset Metadata" ] }, { "cell_type": "code", "execution_count": 3, "id": "1d89e3b9-b6a9-406e-a85c-6dd846ac036b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== NGRIP DATASET INFO ===\n", "Original NGRIP series label: NGRIP Ice Core Data\n", "Value name: δ¹⁸O\n", "Value unit: ‰\n", "Time name: Age\n", "Time unit: kyr b2k\n" ] } ], "source": [ "print(\"=== NGRIP DATASET INFO ===\")\n", "print(f\"Original NGRIP series label: {ngrip.label}\")\n", "print(f\"Value name: {ngrip.value_name}\")\n", "print(f\"Value unit: {ngrip.value_unit}\")\n", "print(f\"Time name: {ngrip.time_name}\")\n", "print(f\"Time unit: {ngrip.time_unit}\")\n" ] }, { "cell_type": "markdown", "id": "afe8a336-b1f8-4c9d-8a3e-f7db01792a0a", "metadata": {}, "source": [ "### NGRIP $\\delta^{18}O$ Record\n", "More negative values indicate colder conditions." ] }, { "cell_type": "code", "execution_count": 4, "id": "c99b98f4-2d25-4351-8d79-15c97afaeb63", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The NGRIP series is already loaded with proper metadata\n", "#plot the time series to visualize the data\n", "fig, ax = ngrip.plot(figsize=(15, 6))\n", "ax.set_title('NGRIP Ice Core $\\delta^{18}O\\ [\\%]$ Record')\n", "ax.grid(True, alpha=0.3)" ] }, { "cell_type": "markdown", "id": "6ccd0b1d-e456-4e3b-a666-c01ff5334753", "metadata": {}, "source": [ "## Step 1: Apply KS Test\n", "\n", "The augmented KS test scans the time series with sliding windows of varying sizes, comparing statistical distributions on either side of each candidate transition point.\n", "\n", "**Parameters (from Bagniewski et al. 2021, optimized for NGRIP):**\n", "- `w_min = 0.12`, `w_max = 2.5`: window size range (kyr)\n", "- `n_w = 15`: number of logarithmically-spaced window sizes\n", "- `d_c = 0.77`: KS statistic threshold\n", "- `n_c = 3`: minimum samples per window half\n", "- `s_c = 2`: standard deviation ratio cutoff\n", "- `x_c = 0.8`: minimum proxy value change (‰)" ] }, { "cell_type": "code", "execution_count": 5, "id": "92c4a7b0-144c-4cdc-a345-a870f521eeb8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deterministic Transition Detection Results - NGRIP Ice Core Data\n", "================================================================\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "| Method | Total Transitions | Upward Jumps | Downward Jumps | Series Label |\n", "+==========+=====================+================+==================+=====================+\n", "| KS test | 104 | 49 | 55 | NGRIP Ice Core Data |\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "\n", "Transition Details:\n", " 1. Time: 8.14 kyr b2k, Direction: Upward, d_statistics: 0.4080, p_values: < 1e-8\n", " 2. Time: 8.30 kyr b2k, Direction: Downward, d_statistics: 0.3760, p_values: < 1e-7\n", " 3. Time: 10.20 kyr b2k, Direction: Upward, d_statistics: 0.9203, p_values: < 1e-56\n", " 4. Time: 10.86 kyr b2k, Direction: Upward, d_statistics: 0.9680, p_values: < 1e-65\n", " 5. Time: 11.52 kyr b2k, Direction: Downward, d_statistics: 0.9040, p_values: < 1e-53\n", " 6. Time: 11.68 kyr b2k, Direction: Upward, d_statistics: 0.9520, p_values: < 1e-62\n", " 7. Time: 12.78 kyr b2k, Direction: Downward, d_statistics: 0.3520, p_values: < 1e-6\n", " 8. Time: 13.26 kyr b2k, Direction: Downward, d_statistics: 0.2160, p_values: < 1e-2\n", " 9. Time: 13.56 kyr b2k, Direction: Upward, d_statistics: 0.2640, p_values: < 1e-3\n", " 10. Time: 13.96 kyr b2k, Direction: Upward, d_statistics: 0.3760, p_values: < 1e-7\n", " 11. Time: 14.18 kyr b2k, Direction: Downward, d_statistics: 0.4240, p_values: < 1e-9\n", " 12. Time: 14.68 kyr b2k, Direction: Upward, d_statistics: 0.6160, p_values: < 1e-21\n", " 13. Time: 19.94 kyr b2k, Direction: Upward, d_statistics: 0.4320, p_values: < 1e-10\n", " 14. Time: 21.88 kyr b2k, Direction: Downward, d_statistics: 0.1600, p_values: 0.08\n", " 15. Time: 23.36 kyr b2k, Direction: Upward, d_statistics: 0.4800, p_values: < 1e-12\n", " 16. Time: 24.92 kyr b2k, Direction: Downward, d_statistics: 0.2640, p_values: < 1e-3\n", " 17. Time: 27.50 kyr b2k, Direction: Downward, d_statistics: 0.2000, p_values: 0.01\n", " 18. Time: 27.78 kyr b2k, Direction: Upward, d_statistics: 0.2880, p_values: < 1e-4\n", " 19. Time: 28.60 kyr b2k, Direction: Downward, d_statistics: 0.2320, p_values: < 1e-2\n", " 20. Time: 28.90 kyr b2k, Direction: Upward, d_statistics: 0.3120, p_values: < 1e-5\n", " 21. Time: 32.04 kyr b2k, Direction: Downward, d_statistics: 0.4640, p_values: < 1e-11\n", " 22. Time: 32.52 kyr b2k, Direction: Upward, d_statistics: 0.2596, p_values: < 1e-3\n", " 23. Time: 33.36 kyr b2k, Direction: Downward, d_statistics: 0.4880, p_values: < 1e-13\n", " 24. Time: 33.74 kyr b2k, Direction: Upward, d_statistics: 0.3157, p_values: < 1e-5\n", " 25. Time: 34.74 kyr b2k, Direction: Downward, d_statistics: 0.3520, p_values: < 1e-6\n", " 26. Time: 35.02 kyr b2k, Direction: Downward, d_statistics: 0.3440, p_values: < 1e-6\n", " 27. Time: 35.48 kyr b2k, Direction: Upward, d_statistics: 0.1520, p_values: 0.11\n", " 28. Time: 35.76 kyr b2k, Direction: Upward, d_statistics: 0.2080, p_values: < 1e-2\n", " 29. Time: 35.94 kyr b2k, Direction: Downward, d_statistics: 0.2320, p_values: < 1e-2\n", " 30. Time: 37.06 kyr b2k, Direction: Downward, d_statistics: 0.2320, p_values: < 1e-2\n", " 31. Time: 38.22 kyr b2k, Direction: Upward, d_statistics: 0.5600, p_values: < 1e-17\n", " 32. Time: 39.90 kyr b2k, Direction: Downward, d_statistics: 0.2240, p_values: < 1e-2\n", " 33. Time: 40.16 kyr b2k, Direction: Upward, d_statistics: 0.2160, p_values: < 1e-2\n", " 34. Time: 40.96 kyr b2k, Direction: Downward, d_statistics: 0.5440, p_values: < 1e-16\n", " 35. Time: 41.46 kyr b2k, Direction: Upward, d_statistics: 0.2160, p_values: < 1e-2\n", " 36. Time: 42.28 kyr b2k, Direction: Downward, d_statistics: 0.2960, p_values: < 1e-4\n", " 37. Time: 43.36 kyr b2k, Direction: Upward, d_statistics: 0.2160, p_values: < 1e-2\n", " 38. Time: 43.66 kyr b2k, Direction: Downward, d_statistics: 0.1440, p_values: 0.15\n", " 39. Time: 44.36 kyr b2k, Direction: Downward, d_statistics: 0.4880, p_values: < 1e-13\n", " 40. Time: 44.56 kyr b2k, Direction: Upward, d_statistics: 0.3440, p_values: < 1e-6\n", " 41. Time: 46.84 kyr b2k, Direction: Upward, d_statistics: 0.5840, p_values: < 1e-19\n", " 42. Time: 48.46 kyr b2k, Direction: Downward, d_statistics: 0.4720, p_values: < 1e-12\n", " 43. Time: 48.84 kyr b2k, Direction: Downward, d_statistics: 0.5200, p_values: < 1e-15\n", " 44. Time: 49.14 kyr b2k, Direction: Downward, d_statistics: 0.5360, p_values: < 1e-16\n", " 45. Time: 49.28 kyr b2k, Direction: Upward, d_statistics: 0.5360, p_values: < 1e-16\n", " 46. Time: 49.58 kyr b2k, Direction: Downward, d_statistics: 0.6240, p_values: < 1e-22\n", " 47. Time: 51.64 kyr b2k, Direction: Downward, d_statistics: 0.7520, p_values: < 1e-34\n", " 48. Time: 54.22 kyr b2k, Direction: Upward, d_statistics: 0.7680, p_values: < 1e-35\n", " 49. Time: 55.00 kyr b2k, Direction: Upward, d_statistics: 0.4560, p_values: < 1e-11\n", " 50. Time: 55.42 kyr b2k, Direction: Downward, d_statistics: 0.2320, p_values: < 1e-2\n", " 51. Time: 55.78 kyr b2k, Direction: Upward, d_statistics: 0.2160, p_values: < 1e-2\n", " 52. Time: 56.58 kyr b2k, Direction: Downward, d_statistics: 0.5120, p_values: < 1e-14\n", " 53. Time: 58.04 kyr b2k, Direction: Upward, d_statistics: 0.4240, p_values: < 1e-9\n", " 54. Time: 58.16 kyr b2k, Direction: Downward, d_statistics: 0.4080, p_values: < 1e-8\n", " 55. Time: 58.62 kyr b2k, Direction: Downward, d_statistics: 0.5280, p_values: < 1e-15\n", " 56. Time: 58.90 kyr b2k, Direction: Downward, d_statistics: 0.6960, p_values: < 1e-28\n", " 57. Time: 59.08 kyr b2k, Direction: Upward, d_statistics: 0.7840, p_values: < 1e-37\n", " 58. Time: 59.30 kyr b2k, Direction: Downward, d_statistics: 0.7200, p_values: < 1e-30\n", " 59. Time: 59.44 kyr b2k, Direction: Upward, d_statistics: 0.7760, p_values: < 1e-36\n", " 60. Time: 61.62 kyr b2k, Direction: Downward, d_statistics: 0.2480, p_values: < 1e-3\n", " 61. Time: 63.86 kyr b2k, Direction: Downward, d_statistics: 0.1680, p_values: 0.06\n", " 62. Time: 64.14 kyr b2k, Direction: Upward, d_statistics: 0.1292, p_values: 0.23\n", " 63. Time: 66.96 kyr b2k, Direction: Upward, d_statistics: 0.1200, p_values: 0.33\n", " 64. Time: 67.26 kyr b2k, Direction: Downward, d_statistics: 0.1600, p_values: 0.08\n", " 65. Time: 68.56 kyr b2k, Direction: Downward, d_statistics: 0.2960, p_values: < 1e-4\n", " 66. Time: 69.36 kyr b2k, Direction: Downward, d_statistics: 0.5920, p_values: < 1e-19\n", " 67. Time: 69.64 kyr b2k, Direction: Upward, d_statistics: 0.5440, p_values: < 1e-16\n", " 68. Time: 70.38 kyr b2k, Direction: Downward, d_statistics: 0.6240, p_values: < 1e-22\n", " 69. Time: 70.84 kyr b2k, Direction: Downward, d_statistics: 0.5040, p_values: < 1e-14\n", " 70. Time: 72.34 kyr b2k, Direction: Upward, d_statistics: 0.5200, p_values: < 1e-15\n", " 71. Time: 74.18 kyr b2k, Direction: Downward, d_statistics: 0.6960, p_values: < 1e-28\n", " 72. Time: 76.44 kyr b2k, Direction: Upward, d_statistics: 0.5520, p_values: < 1e-17\n", " 73. Time: 77.76 kyr b2k, Direction: Downward, d_statistics: 0.5040, p_values: < 1e-14\n", " 74. Time: 78.14 kyr b2k, Direction: Upward, d_statistics: 0.5200, p_values: < 1e-15\n", " 75. Time: 78.74 kyr b2k, Direction: Downward, d_statistics: 0.6720, p_values: < 1e-26\n", " 76. Time: 79.24 kyr b2k, Direction: Upward, d_statistics: 0.5520, p_values: < 1e-17\n", " 77. Time: 82.24 kyr b2k, Direction: Upward, d_statistics: 0.5120, p_values: < 1e-14\n", " 78. Time: 83.02 kyr b2k, Direction: Downward, d_statistics: 0.2720, p_values: < 1e-3\n", " 79. Time: 84.42 kyr b2k, Direction: Downward, d_statistics: 0.8400, p_values: < 1e-44\n", " 80. Time: 84.76 kyr b2k, Direction: Upward, d_statistics: 0.9760, p_values: < 1e-67\n", " 81. Time: 85.20 kyr b2k, Direction: Upward, d_statistics: 0.8640, p_values: < 1e-47\n", " 82. Time: 87.66 kyr b2k, Direction: Downward, d_statistics: 0.8880, p_values: < 1e-51\n", " 83. Time: 88.00 kyr b2k, Direction: Downward, d_statistics: 0.8720, p_values: < 1e-48\n", " 84. Time: 88.96 kyr b2k, Direction: Downward, d_statistics: 0.5120, p_values: < 1e-14\n", " 85. Time: 90.06 kyr b2k, Direction: Upward, d_statistics: 0.5840, p_values: < 1e-19\n", " 86. Time: 91.72 kyr b2k, Direction: Downward, d_statistics: 0.2640, p_values: < 1e-3\n", " 87. Time: 96.54 kyr b2k, Direction: Upward, d_statistics: 0.4560, p_values: < 1e-11\n", " 88. Time: 97.54 kyr b2k, Direction: Upward, d_statistics: 0.4320, p_values: < 1e-10\n", " 89. Time: 104.02 kyr b2k, Direction: Upward, d_statistics: 0.6320, p_values: < 1e-23\n", " 90. Time: 104.38 kyr b2k, Direction: Downward, d_statistics: 0.4800, p_values: < 1e-12\n", " 91. Time: 104.54 kyr b2k, Direction: Upward, d_statistics: 0.4880, p_values: < 1e-13\n", " 92. Time: 105.54 kyr b2k, Direction: Downward, d_statistics: 0.4480, p_values: < 1e-10\n", " 93. Time: 106.20 kyr b2k, Direction: Upward, d_statistics: 0.2960, p_values: < 1e-4\n", " 94. Time: 106.32 kyr b2k, Direction: Downward, d_statistics: 0.3120, p_values: < 1e-5\n", " 95. Time: 106.76 kyr b2k, Direction: Upward, d_statistics: 0.3600, p_values: < 1e-6\n", " 96. Time: 106.90 kyr b2k, Direction: Downward, d_statistics: 0.4080, p_values: < 1e-8\n", " 97. Time: 108.30 kyr b2k, Direction: Upward, d_statistics: 0.9040, p_values: < 1e-53\n", " 98. Time: 109.30 kyr b2k, Direction: Upward, d_statistics: 0.5360, p_values: < 1e-16\n", " 99. Time: 110.62 kyr b2k, Direction: Downward, d_statistics: 0.9120, p_values: < 1e-54\n", " 100. Time: 110.94 kyr b2k, Direction: Upward, d_statistics: 0.8560, p_values: < 1e-46\n", " 101. Time: 111.34 kyr b2k, Direction: Downward, d_statistics: 0.8720, p_values: < 1e-48\n", " 102. Time: 111.94 kyr b2k, Direction: Downward, d_statistics: 0.9360, p_values: < 1e-59\n", " 103. Time: 115.38 kyr b2k, Direction: Upward, d_statistics: 0.7600, p_values: < 1e-34\n", " 104. Time: 119.14 kyr b2k, Direction: Downward, d_statistics: 1.0000, p_values: < 1e-73\n", "\n", "Method Parameters:\n", " w_min: 0.12\n", " w_max: 2.5\n", " n_w: 15\n", " d_c: 0.77\n", " n_c: 3\n", " s_c: 2\n", " x_c: 0.8\n", "\n" ] } ], "source": [ "# Apply KS test — parameters from Bagniewski et al. (2021)\n", "transitions = ngrip.kstest(w_min=0.12, w_max=2.5, n_w=15, d_c=0.77, n_c=3, s_c=2, x_c=0.8)\n", "print(transitions)" ] }, { "cell_type": "markdown", "id": "bfd19bdd-2dbf-47a0-8cac-12c76ce93c7d", "metadata": {}, "source": [ "## Step 2: Transition Visualization\n", "\n", "The NGRIP time series with all detected transitions:\n", "- **Red lines**: upward transitions (warming)\n", "- **Blue lines**: downward transitions (cooling)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d92447c1-7ec2-41b2-9d49-03b1814eb1e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = transitions.plot(figsize=(15, 8),\n", " title='NGRIP Tipping Points Detection — KS Test',\n", " upward_color='red',\n", " downward_color='blue')\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8cc674c", "metadata": {}, "source": [ "## Step 3: Load Known DO Events for Validation\n", "\n", "To validate our detection results, we compare against published **Dansgaard-Oeschger (DO) events**, documented abrupt warming episodes in the NGRIP record.\n", "\n", "**Reference:** [Rasmussen et al. (2014)](https://doi.org/10.1016/j.quascirev.2014.09.007)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4b3c67b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Main DO events: 25\n" ] } ], "source": [ "do_events = pd.read_csv('../ammonyte/data/DO_events.csv', comment='#')\n", "main_do_events = do_events['main_kyr_b2k'].dropna().values\n", "print(f\"Main DO events: {len(main_do_events)}\")" ] }, { "cell_type": "markdown", "id": "0058cc8d", "metadata": {}, "source": [ "## Step 4: Quantitative Validation Against Known DO Events\n", "\n", "DO events are abrupt **warming** transitions, so we compare only detected **upward** transitions against the 25 main DO onset times, using a $\\pm$ 500-year tolerance window." ] }, { "cell_type": "code", "execution_count": 8, "id": "33b4cd1d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection Evaluation Metrics\n", "============================\n", "Metrics calculated within tolerance = 0.5\n", "\n", "Performance Scores:\n", "+-----------+---------+\n", "| Metric | Value |\n", "+===========+=========+\n", "| Precision | 0.3878 |\n", "+-----------+---------+\n", "| Recall | 0.76 |\n", "+-----------+---------+\n", "| F1 Score | 0.5135 |\n", "+-----------+---------+\n", "\n", "Detection Counts:\n", "+-----------------+---------+\n", "| Category | Count |\n", "+=================+=========+\n", "| True Positives | 19 |\n", "+-----------------+---------+\n", "| False Positives | 30 |\n", "+-----------------+---------+\n", "| False Negatives | 6 |\n", "+-----------------+---------+\n", "\n", "Summary:\n", " Detected: 49 | Ground Truth: 25\n", "\n" ] } ], "source": [ "# Filter to upward transitions only\n", "upward_mask = transitions.jump_values == 1\n", "detected_upward = transitions.jump_times[upward_mask]\n", "detected_upward = detected_upward[~np.isnan(detected_upward)]\n", "\n", "results = amt.utils.evaluate_detection(detected_upward, main_do_events, tolerance=0.5)\n", "print(results)" ] }, { "cell_type": "markdown", "id": "30ffe291", "metadata": {}, "source": [ "## Step 5: Validation Visualization\n", "\n", "Detected upward transitions vs. known DO events on the NGRIP record:\n", "- **Red lines**: detected upward transitions\n", "- **Green dashed lines**: documented DO warming events (Rasmussen et al., 2014)" ] }, { "cell_type": "code", "execution_count": 9, "id": "4d505d9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 8))\n", "ax.plot(ngrip.time, ngrip.value, color='black', linewidth=0.8, label='NGRIP $\\delta^{18}\\mathrm{O}$')\n", "\n", "first_up = True\n", "for t, direction in zip(transitions.jump_times, transitions.jump_values):\n", " if direction > 0:\n", " label = 'Detected Upward Transitions' if first_up else None\n", " ax.axvline(x=t, color='red', alpha=0.7, linewidth=1.5, label=label)\n", " first_up = False\n", "\n", "for i, event_time in enumerate(main_do_events):\n", " label = f'DO Events — Rasmussen et al. (2014) (n={len(main_do_events)})' if i == 0 else None\n", " ax.axvline(event_time, color='green', linestyle='--', linewidth=1.5, alpha=0.8, label=label)\n", "\n", "ax.set_xlabel('Time (kyr b2k)', fontsize=14)\n", "ax.set_ylabel('$\\delta^{18}\\mathrm{O}$ (‰)', fontsize=14)\n", "ax.set_title('NGRIP Upward Transitions vs. Main Dansgaard-Oeschger Events', fontsize=14)\n", "ax.legend(loc='upper right')\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "035c8cbb", "metadata": {}, "source": [ "## Conclusion\n", "\n", "We see that the KS test is able to identify **19 of 25 (76%)** of the DO warming events documented by [Rasmussen et al. (2014)](https://doi.org/10.1016/j.quascirev.2014.09.007), with a precision of 39% (F1 = 0.51).\n", "\n", "**Pros:** Fast and simple, a single `Series.kstest()` call scans the entire record in seconds. Each detected transition comes with a D-statistic and p-value, making the statistical evidence easy to inspect and report.\n", "\n", "**Major drawback:** The KS test only tracks excursions in the *distribution of values*. It says nothing about the dynamics, if the climate shifts state in phase space without a large amplitude change, the KS test will miss it. For dynamically-sensitive detection, see the [LERM tutorial](LERM_validation.ipynb).\n", "\n", "For the original method, see [Bagniewski et al. (2021)](https://doi.org/10.1063/5.0062543)." ] } ], "metadata": { "kernelspec": { "display_name": "ammonyte_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }