{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detecting Tipping Points with Ammonyte's Ruptures Wrapper\n", "\n", "_Description:_ Detect abrupt transitions in paleoclimate time series using change-point detection algorithms from the Ruptures library and validate results against known Dansgaard-Oeschger events.\n", "\n", "\n", "## Overview\n", "\n", "This notebook demonstrates the application of **change-point detection algorithms** from the Ammonyte's rupture wrapper for identifying abrupt climate transitions in paleoclimate time series. Rupture detection provides powerful statistical methods for detecting structural breaks and regime shifts in climate systems.\n", "\n", "**Notebook Structure:**\n", "- Complete workflow applied to NGRIP ice core data (validation against known DO events)\n", "\n", "## Scientific Background\n", "\n", "**Change-point detection** is a statistical framework for identifying points in time where the statistical properties of a time series change abruptly. It is used to detect structural breaks, regime shifts, and tipping points in climate systems.\n", "\n", "The approach works by:\n", "- Partitioning time series into homogeneous segments using **search algorithms**\n", "- Measuring within-segment variability using **cost functions**\n", "- Balancing model fit against complexity through a penalty parameter\n", "\n", "\n", "### Available Algorithms\n", "\n", "#### 1. **Pelt (Pruned Exact Linear Time)**\n", "- **Type**: Exact optimal detection with intelligent pruning\n", "- **Complexity**: O(n) for many practical cases\n", "- **Advantage**: Automatically determines the optimal number of change-points\n", "- **How it works**: Uses dynamic programming with pruning to eliminate suboptimal solutions\n", "- **Reference**: Killick, R., Fearnhead, P., & Eckley, I. (2012). Optimal detection of changepoints with a linear computational cost. *Journal of the American Statistical Association*, 107(500), 1590–1598.\n", "\n", "#### 2. **Binseg (Binary Segmentation)**\n", "- **Type**: Sequential greedy algorithm\n", "- **Complexity**: O(n log n)\n", "- **Advantage**: Fast and intuitive\n", "- **How it works**: Recursively splits the data at the most significant change-point\n", "- **References**: Bai, J. (1997). Estimating multiple breaks one at a time. *Econometric Theory*, 13(3), 315–352. Fryzlewicz, P. (2014). Wild binary segmentation for multiple change-point detection. *The Annals of Statistics*, 42(6), 2243–2281.\n", "\n", "#### 3. **BottomUp**\n", "- **Type**: Hierarchical merging approach\n", "- **Complexity**: O(n²) (worst case)\n", "- **How it works**: Starts with many change-points and iteratively merges adjacent segments\n", "- **References**: Keogh, E., et al. (2001). An online algorithm for segmenting time series. *Proceedings of the IEEE International Conference on Data Mining (ICDM)*, 289–296. Fryzlewicz, P. (2007). Unbalanced Haar technique for nonparametric function estimation. *Journal of the American Statistical Association*, 102(480), 1318–1327.\n", "\n", "#### 4. **Dynp (Dynamic Programming)**\n", "- **Type**: Exact optimal detection\n", "- **Complexity**: O(n²)\n", "- **Advantage**: Guaranteed globally optimal solution\n", "- **Disadvantage**: Very slow for large datasets\n", "- **Reference**: Jackson, B., et al. (2005). An algorithm for optimal partitioning of data on an interval. *IEEE Signal Processing Letters*, 12(2), 105–108.\n", "\n", "#### 5. **Window**\n", "- **Type**: Local comparison approach\n", "- **Complexity**: O(n)\n", "- **Advantage**: Fast and simple\n", "- **How it works**: Slides a window across the data and compares statistics on either side to detect local discrepancies\n", "- **Reference**: Truong, C., Oudre, L., & Vayatis, N. (2020). Selective review of offline change point detection methods. *Signal Processing*, 167, 107299.\n", "\n", "#### 6. **KernelCPD**\n", "- **Type**: Kernel-based detection\n", "- **Advantage**: Detects complex, nonlinear distribution changes without parametric assumptions\n", "- **How it works**: Uses kernel methods (like RBF) to measure similarity between segments in a high-dimensional feature space\n", "- **References**: Celisse, A., et al. (2018). New efficient algorithms for multiple change-point detection with reproducing kernels. *Computational Statistics & Data Analysis*, 128, 200–220. Arlot, S., Celisse, A., & Harchaoui, Z. (2019). A kernel multiple change-point algorithm via model selection. *Journal of Machine Learning Research*, 20(162), 1–56.\n", "\n", "### Cost Functions\n", "\n", "Different cost functions measure how \"different\" segments are from each other:\n", "\n", "#### Mean-based\n", "- **l1**: Detects mean shifts using absolute deviations \n", "- **l2**: Detects mean shifts using squared deviations\n", "\n", "#### Distribution-based\n", "- **normal**: Detects changes in mean and variance (assumes Gaussian data)\n", "- **rbf**: Detects all distribution changes — mean, variance, shape (kernel-based)\n", "- **rank**: Detects distribution changes using rank statistics (non-parametric, robust)\n", "\n", "#### Trend-based\n", "- **linear**: Detects changes in linear trend (slope changes)\n", "- **clinear**: Detects piecewise linear trends with continuous connections between segments\n", "\n", "#### Specialized\n", "- **ar**: Detects changes in AR model coefficients for temporally dependent data\n", "- **mahalanobis**: Detects changes in multivariate mean and covariance using Mahalanobis distance\n", "- **cosine**: Detects changes in the orientation or shape of multivariate signals (cosine similarity-based)\n", "\n", "### Penalty Parameter\n", "The **penalty parameter** controls the complexity-accuracy trade-off:\n", "- **Higher penalty** → Fewer change-points (simpler model, may miss subtle transitions)\n", "- **Lower penalty** → More change-points (complex model, may detect noise as transitions)\n", "- Selection often requires domain knowledge or validation against known events" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries and packages\n", "import ammonyte as amt\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "import os\n", "import gc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the NGRIP Dataset for Tipping Point Analysis\n", "\n", "### Dataset Overview\n", "The **North Greenland Ice Core Project (NGRIP)** dataset contains high-resolution paleoclimate proxy data from Greenland ice cores. This dataset is particularly valuable for studying abrupt climate transitions and tipping points in the Earth's climate system.\n", "\n", "**Key Dataset Features:**\n", "- **Proxy Variable**: $\\mathrm{\\delta^{18}O}$ isotope measurements\n", "- **Units**: per mil \n", "- **Time Scale**: Thousands of years before present (kyr b2k)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time axis values sorted in ascending order\n", "Time axis values sorted in ascending order\n" ] } ], "source": [ "# Load NGRIP dataset\n", "ngrip = amt.Series.from_csv('../ammonyte/data/NGRIP.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset Metadata Summary\n", "\n", "Display key metadata information from the loaded NGRIP time series to understand the dataset characteristics." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "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", "Evenly spaced: True\n" ] } ], "source": [ "# Display metadata\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", "print(f\"Evenly spaced: {ngrip.is_evenly_spaced()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NGRIP $\\mathrm{\\delta^{18}O}$ Record Visualization\n", "The plot below shows the complete NGRIP ice core record, where:\n", "- **X-axis**: Time in thousands of years before present (kyr b2k)\n", "- **Y-axis**: $\\mathrm{\\delta^{18}O}$ isotope values in per mil \n", "- **Interpretation**: More negative values indicate colder conditions" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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", "metadata": {}, "source": [ "# Main Rupture Analysis\n", "\n", "This section demonstrates the complete Rupture workflow for detecting climate transitions in the NGRIP dataset. We use **Pelt algorithm with l2 cost function** as the recommended default configuration.\n", "\n", "**Workflow Steps:**\n", "1. Apply Rupture detection with recommended settings\n", "2. Examine detected transitions\n", "3. Visualize results on NGRIP time series\n", "4. Load known Dansgaard-Oeschger (DO) events for validation\n", "5. Quantitative validation against main DO events\n", "6. Visualization of detected vs. known events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Apply Rupture Detection (Default Configuration)\n", "\n", "**Recommended Configuration:**\n", "- **Algorithm**: `Pelt`\n", "- **Cost function**: `l2`\n", "- **Penalty**: `10` \n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Apply Rupture detection with recommended settings\n", "transitions = ngrip.ruptures(algo='Pelt', cost='l2', pen=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Results Summary\n", "\n", "The output shows the number of detected change-points and details for each transition including timing, direction, and location in the time series." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deterministic Transition Detection Results - NGRIP Ice Core Data | ruptures\n", "===========================================================================\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "| Method | Total Transitions | Upward Jumps | Downward Jumps | Series Label |\n", "+==========+=====================+================+==================+=====================+\n", "| ruptures | 108 | 41 | 67 | NGRIP Ice Core Data |\n", "+----------+---------------------+----------------+------------------+---------------------+\n", "\n", "Transition Details:\n", " 1. Time: 2.77 kyr b2k, Direction: Downward, breakpoint_indices: 136.0000\n", " 2. Time: 10.21 kyr b2k, Direction: Upward, breakpoint_indices: 508.0000\n", " 3. Time: 10.87 kyr b2k, Direction: Upward, breakpoint_indices: 541.0000\n", " 4. Time: 11.69 kyr b2k, Direction: Upward, breakpoint_indices: 582.0000\n", " 5. Time: 12.77 kyr b2k, Direction: Downward, breakpoint_indices: 636.0000\n", " 6. Time: 13.29 kyr b2k, Direction: Downward, breakpoint_indices: 662.0000\n", " 7. Time: 14.19 kyr b2k, Direction: Downward, breakpoint_indices: 707.0000\n", " 8. Time: 14.69 kyr b2k, Direction: Upward, breakpoint_indices: 732.0000\n", " 9. Time: 14.99 kyr b2k, Direction: Upward, breakpoint_indices: 747.0000\n", " 10. Time: 16.37 kyr b2k, Direction: Downward, breakpoint_indices: 816.0000\n", " 11. Time: 17.83 kyr b2k, Direction: Upward, breakpoint_indices: 889.0000\n", " 12. Time: 20.25 kyr b2k, Direction: Upward, breakpoint_indices: 1010.0000\n", " 13. Time: 21.89 kyr b2k, Direction: Downward, breakpoint_indices: 1092.0000\n", " 14. Time: 23.25 kyr b2k, Direction: Downward, breakpoint_indices: 1160.0000\n", " 15. Time: 23.37 kyr b2k, Direction: Upward, breakpoint_indices: 1166.0000\n", " 16. Time: 27.57 kyr b2k, Direction: Downward, breakpoint_indices: 1376.0000\n", " 17. Time: 27.79 kyr b2k, Direction: Upward, breakpoint_indices: 1387.0000\n", " 18. Time: 28.61 kyr b2k, Direction: Downward, breakpoint_indices: 1428.0000\n", " 19. Time: 28.91 kyr b2k, Direction: Upward, breakpoint_indices: 1443.0000\n", " 20. Time: 30.49 kyr b2k, Direction: Downward, breakpoint_indices: 1522.0000\n", " 21. Time: 32.05 kyr b2k, Direction: Downward, breakpoint_indices: 1600.0000\n", " 22. Time: 32.51 kyr b2k, Direction: Upward, breakpoint_indices: 1623.0000\n", " 23. Time: 33.37 kyr b2k, Direction: Downward, breakpoint_indices: 1666.0000\n", " 24. Time: 33.75 kyr b2k, Direction: Upward, breakpoint_indices: 1685.0000\n", " 25. Time: 34.75 kyr b2k, Direction: Downward, breakpoint_indices: 1735.0000\n", " 26. Time: 35.03 kyr b2k, Direction: Downward, breakpoint_indices: 1749.0000\n", " 27. Time: 35.51 kyr b2k, Direction: Upward, breakpoint_indices: 1773.0000\n", " 28. Time: 36.61 kyr b2k, Direction: Downward, breakpoint_indices: 1828.0000\n", " 29. Time: 37.13 kyr b2k, Direction: Downward, breakpoint_indices: 1854.0000\n", " 30. Time: 37.43 kyr b2k, Direction: Downward, breakpoint_indices: 1869.0000\n", " 31. Time: 38.23 kyr b2k, Direction: Upward, breakpoint_indices: 1909.0000\n", " 32. Time: 38.53 kyr b2k, Direction: Upward, breakpoint_indices: 1924.0000\n", " 33. Time: 39.97 kyr b2k, Direction: Downward, breakpoint_indices: 1996.0000\n", " 34. Time: 40.17 kyr b2k, Direction: Upward, breakpoint_indices: 2006.0000\n", " 35. Time: 40.97 kyr b2k, Direction: Downward, breakpoint_indices: 2046.0000\n", " 36. Time: 41.47 kyr b2k, Direction: Upward, breakpoint_indices: 2071.0000\n", " 37. Time: 42.29 kyr b2k, Direction: Downward, breakpoint_indices: 2112.0000\n", " 38. Time: 42.69 kyr b2k, Direction: Downward, breakpoint_indices: 2132.0000\n", " 39. Time: 43.35 kyr b2k, Direction: Upward, breakpoint_indices: 2165.0000\n", " 40. Time: 44.29 kyr b2k, Direction: Downward, breakpoint_indices: 2212.0000\n", " 41. Time: 45.45 kyr b2k, Direction: Downward, breakpoint_indices: 2270.0000\n", " 42. Time: 46.45 kyr b2k, Direction: Downward, breakpoint_indices: 2320.0000\n", " 43. Time: 46.85 kyr b2k, Direction: Upward, breakpoint_indices: 2340.0000\n", " 44. Time: 48.47 kyr b2k, Direction: Downward, breakpoint_indices: 2421.0000\n", " 45. Time: 48.85 kyr b2k, Direction: Downward, breakpoint_indices: 2440.0000\n", " 46. Time: 49.29 kyr b2k, Direction: Upward, breakpoint_indices: 2462.0000\n", " 47. Time: 49.61 kyr b2k, Direction: Downward, breakpoint_indices: 2478.0000\n", " 48. Time: 51.67 kyr b2k, Direction: Downward, breakpoint_indices: 2581.0000\n", " 49. Time: 54.23 kyr b2k, Direction: Upward, breakpoint_indices: 2709.0000\n", " 50. Time: 54.91 kyr b2k, Direction: Downward, breakpoint_indices: 2743.0000\n", " 51. Time: 55.01 kyr b2k, Direction: Upward, breakpoint_indices: 2748.0000\n", " 52. Time: 55.43 kyr b2k, Direction: Downward, breakpoint_indices: 2769.0000\n", " 53. Time: 55.79 kyr b2k, Direction: Upward, breakpoint_indices: 2787.0000\n", " 54. Time: 56.47 kyr b2k, Direction: Downward, breakpoint_indices: 2821.0000\n", " 55. Time: 57.33 kyr b2k, Direction: Downward, breakpoint_indices: 2864.0000\n", " 56. Time: 58.05 kyr b2k, Direction: Upward, breakpoint_indices: 2900.0000\n", " 57. Time: 58.19 kyr b2k, Direction: Downward, breakpoint_indices: 2907.0000\n", " 58. Time: 58.27 kyr b2k, Direction: Upward, breakpoint_indices: 2911.0000\n", " 59. Time: 58.57 kyr b2k, Direction: Downward, breakpoint_indices: 2926.0000\n", " 60. Time: 58.87 kyr b2k, Direction: Downward, breakpoint_indices: 2941.0000\n", " 61. Time: 59.07 kyr b2k, Direction: Upward, breakpoint_indices: 2951.0000\n", " 62. Time: 59.33 kyr b2k, Direction: Downward, breakpoint_indices: 2964.0000\n", " 63. Time: 59.45 kyr b2k, Direction: Upward, breakpoint_indices: 2970.0000\n", " 64. Time: 61.51 kyr b2k, Direction: Upward, breakpoint_indices: 3073.0000\n", " 65. Time: 63.25 kyr b2k, Direction: Downward, breakpoint_indices: 3160.0000\n", " 66. Time: 63.87 kyr b2k, Direction: Downward, breakpoint_indices: 3191.0000\n", " 67. Time: 64.15 kyr b2k, Direction: Upward, breakpoint_indices: 3205.0000\n", " 68. Time: 69.43 kyr b2k, Direction: Downward, breakpoint_indices: 3469.0000\n", " 69. Time: 69.63 kyr b2k, Direction: Upward, breakpoint_indices: 3479.0000\n", " 70. Time: 70.39 kyr b2k, Direction: Downward, breakpoint_indices: 3517.0000\n", " 71. Time: 70.85 kyr b2k, Direction: Downward, breakpoint_indices: 3540.0000\n", " 72. Time: 71.67 kyr b2k, Direction: Downward, breakpoint_indices: 3581.0000\n", " 73. Time: 72.35 kyr b2k, Direction: Upward, breakpoint_indices: 3615.0000\n", " 74. Time: 74.07 kyr b2k, Direction: Downward, breakpoint_indices: 3701.0000\n", " 75. Time: 74.19 kyr b2k, Direction: Downward, breakpoint_indices: 3707.0000\n", " 76. Time: 74.69 kyr b2k, Direction: Downward, breakpoint_indices: 3732.0000\n", " 77. Time: 75.59 kyr b2k, Direction: Downward, breakpoint_indices: 3777.0000\n", " 78. Time: 76.45 kyr b2k, Direction: Upward, breakpoint_indices: 3820.0000\n", " 79. Time: 77.77 kyr b2k, Direction: Downward, breakpoint_indices: 3886.0000\n", " 80. Time: 78.75 kyr b2k, Direction: Downward, breakpoint_indices: 3935.0000\n", " 81. Time: 79.25 kyr b2k, Direction: Upward, breakpoint_indices: 3960.0000\n", " 82. Time: 79.87 kyr b2k, Direction: Downward, breakpoint_indices: 3991.0000\n", " 83. Time: 80.83 kyr b2k, Direction: Downward, breakpoint_indices: 4039.0000\n", " 84. Time: 83.01 kyr b2k, Direction: Downward, breakpoint_indices: 4148.0000\n", " 85. Time: 84.77 kyr b2k, Direction: Upward, breakpoint_indices: 4236.0000\n", " 86. Time: 85.45 kyr b2k, Direction: Upward, breakpoint_indices: 4270.0000\n", " 87. Time: 87.67 kyr b2k, Direction: Downward, breakpoint_indices: 4381.0000\n", " 88. Time: 88.07 kyr b2k, Direction: Downward, breakpoint_indices: 4401.0000\n", " 89. Time: 88.97 kyr b2k, Direction: Downward, breakpoint_indices: 4446.0000\n", " 90. Time: 90.05 kyr b2k, Direction: Upward, breakpoint_indices: 4500.0000\n", " 91. Time: 95.11 kyr b2k, Direction: Downward, breakpoint_indices: 4753.0000\n", " 92. Time: 98.49 kyr b2k, Direction: Downward, breakpoint_indices: 4922.0000\n", " 93. Time: 101.81 kyr b2k, Direction: Downward, breakpoint_indices: 5088.0000\n", " 94. Time: 104.05 kyr b2k, Direction: Upward, breakpoint_indices: 5200.0000\n", " 95. Time: 104.39 kyr b2k, Direction: Downward, breakpoint_indices: 5217.0000\n", " 96. Time: 104.53 kyr b2k, Direction: Upward, breakpoint_indices: 5224.0000\n", " 97. Time: 105.47 kyr b2k, Direction: Downward, breakpoint_indices: 5271.0000\n", " 98. Time: 106.77 kyr b2k, Direction: Upward, breakpoint_indices: 5336.0000\n", " 99. Time: 106.91 kyr b2k, Direction: Downward, breakpoint_indices: 5343.0000\n", " 100. Time: 108.29 kyr b2k, Direction: Upward, breakpoint_indices: 5412.0000\n", " 101. Time: 110.65 kyr b2k, Direction: Downward, breakpoint_indices: 5530.0000\n", " 102. Time: 111.95 kyr b2k, Direction: Downward, breakpoint_indices: 5595.0000\n", " 103. Time: 115.39 kyr b2k, Direction: Upward, breakpoint_indices: 5767.0000\n", " 104. Time: 117.43 kyr b2k, Direction: Downward, breakpoint_indices: 5869.0000\n", " 105. Time: 119.15 kyr b2k, Direction: Downward, breakpoint_indices: 5955.0000\n", " 106. Time: 119.51 kyr b2k, Direction: Downward, breakpoint_indices: 5973.0000\n", " 107. Time: 120.29 kyr b2k, Direction: Downward, breakpoint_indices: 6012.0000\n", " 108. Time: 120.77 kyr b2k, Direction: Downward, breakpoint_indices: 6036.0000\n", "\n", "Method Parameters:\n", " algo: Pelt\n", " cost: l2\n", " pen: 10.0\n", " n_bkps: None\n", " min_size: 2\n", " jump: 1\n", " width: None\n", "\n" ] } ], "source": [ "# Print transition results\n", "print(transitions)\n", "detected_times = transitions.jump_times[~np.isnan(transitions.jump_times)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Transition Visualization\n", "\n", "Display the NGRIP time series with detected change-points marked by vertical lines:\n", "- **Red lines**: Upward transitions (warming events)\n", "- **Blue lines**: Downward transitions (cooling events)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize detected transitions\n", "fig, ax = plt.subplots(figsize=(15, 6))\n", "transitions.plot(ax=ax, title='Rupture (PELT) Detection Results on NGRIP Ice Core Data')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Load Known DO Events for Validation\n", "\n", "To validate our detection results, we compare against published **Dansgaard-Oeschger (DO) events**, well-documented abrupt climate transitions in the NGRIP record. These events represent rapid warming episodes followed by gradual cooling during the last glacial period.\n", "\n", "**Reference:** [Rasmussen et al.(2014)]((https://doi.org/10.1016/j.quascirev.2014.09.007)), A stratigraphic framework for abrupt climatic changes during the Last Glacial period based on three synchronized Greenland ice-core records\n", "\n", "**Note:** Event timings are subject to chronological uncertainties from annual layer counting and dating techniques, which increase with depth.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25\n", "73\n" ] } ], "source": [ "# Define D/O event chronologies as numpy arrays for analysis\n", "do_events = pd.read_csv('../ammonyte/data/DO_events.csv', comment = '#')\n", "\n", "main_do_events = do_events['main_kyr_b2k'].dropna().values\n", "print(len(main_do_events)) # The length of main DO events \n", "\n", "all_do_events = do_events['all_kyr_b2k'].dropna().values\n", "print(len(all_do_events)) # The length of all DO events\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Quantitative Validation Against Known DO Events\n", "\n", "Dansgaard-Oeschger (DO) events are abrupt **warming** transitions, so we compare only detected **upward** transitions against the 25 main DO onset times from Rasmussen et al. (2014), using a ±500-year tolerance window." ] }, { "cell_type": "code", "execution_count": 9, "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 | 0.3415 |\n", "+-----------+---------+\n", "| Recall | 0.56 |\n", "+-----------+---------+\n", "| F1 Score | 0.4242 |\n", "+-----------+---------+\n", "\n", "Detection Counts:\n", "+-----------------+---------+\n", "| Category | Count |\n", "+=================+=========+\n", "| True Positives | 14 |\n", "+-----------------+---------+\n", "| False Positives | 27 |\n", "+-----------------+---------+\n", "| False Negatives | 11 |\n", "+-----------------+---------+\n", "\n", "Summary:\n", " Detected: 41 | Ground Truth: 25\n", "\n" ] } ], "source": [ "# Filter to upward transitions only (DO events are abrupt warmings)\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", "# Evaluate detection performance against main DO events\n", "results = amt.utils.evaluate_detection(detected_upward, main_do_events, tolerance=0.5)\n", "print(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Validation Visualization\n", "\n", "This plot shows the NGRIP time series with detected **upward** transitions and known Dansgaard-Oeschger (DO) events overlaid. Only upward transitions are shown since DO events are defined as abrupt warming onsets.\n", "\n", "- **Red lines**: Detected upward transitions\n", "- **Green dashed lines**: Known DO warming events (Rasmussen et al., 2014)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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", "# Plot only upward transitions\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", "# Add DO events\n", "for i, event_time in enumerate(main_do_events):\n", " if i == 0:\n", " ax.axvline(event_time, color='green', linestyle='--', linewidth=1.5, alpha=0.8,\n", " label=f'Documented DO Events by Rasmussen 2014 ({len(main_do_events)})')\n", " else:\n", " ax.axvline(event_time, color='green', linestyle='--', linewidth=1.5, alpha=0.8)\n", "\n", "ax.set_xlabel('Time (kyr b2k)', fontsize=16)\n", "ax.set_ylabel('$\\delta^{18}\\mathrm{O}$ (‰)', fontsize=16)\n", "ax.set_title('NGRIP Upward Transitions vs. Main Dansgaard-Oeschger Events', fontsize=16)\n", "ax.legend(loc='upper right')\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "07c6a738", "metadata": {}, "source": [ "## Conclusion\n", "\n", "We see that the Pelt algorithm (l2 cost, penalty = 10) is able to identify **14 of 25 (56%)** 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 34% (F1 = 0.42).\n", "\n", "**Pros:** Highly flexible, `Series.ruptures()` exposes six search algorithms and multiple cost functions for different data types. Pelt automatically determines the number of change-points, so no fixed count is needed.\n", "\n", "**Major drawback:** Like the KS test, ruptures algorithms detect structural breaks in statistical properties (mean, variance). They are well-suited to sharp amplitude shifts but say nothing about the dynamics. For dynamically-sensitive detection, see the [LERM tutorial](LERM_validation.ipynb).\n", "\n", "For the original ruptures library, see [Truong et al. (2020)](https://doi.org/10.1016/j.sigpro.2019.107299)." ] } ], "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": 4 }