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@dionhaefner
Last active October 9, 2023 13:03
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Jupyter notebooks generating plots and statistics for the paper "FOWD: A Free Ocean Wave Dataset for Data Mining and Machine Learning" (Häfner et al.)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create plots for FOWD paper"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import math\n",
"import os\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import tqdm\n",
"\n",
"from scipy.stats import beta as beta_dist\n",
"\n",
"sns.set_palette('muted')\n",
"\n",
"DATA_DIR = os.path.expanduser('~/fowd-out-v5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Crest-trough correlation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fowd.operators import (\n",
" compute_spectral_density, compute_crest_trough_correlation_spectral, \n",
" compute_nth_moment, compute_mean_wave_period_spectral\n",
")\n",
"from fowd.sanity.testcases import ochi_hubble_spectrum, timeseries_from_spectrum"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(17)\n",
"\n",
"dt = 1 / 1.28\n",
"t = np.arange(0, 300, dt)\n",
"f = np.arange(0.01, 1, 0.001)\n",
"\n",
"x1 = np.sin(2 * np.pi * 0.1 * t) + np.sin(2 * np.pi * 0.11 * t)\n",
"x2 = timeseries_from_spectrum(\n",
" t, f,\n",
" ochi_hubble_spectrum(\n",
" f,\n",
" swh_wind=0,\n",
" peak_period_wind=5,\n",
" shape_wind=.33,\n",
" swh_swell=2,\n",
" peak_period_swell=10,\n",
" shape_swell=3\n",
" )\n",
")\n",
"x3 = timeseries_from_spectrum(\n",
" t, f,\n",
" ochi_hubble_spectrum(\n",
" f,\n",
" swh_wind=0,\n",
" peak_period_wind=5,\n",
" shape_wind=.33,\n",
" swh_swell=2,\n",
" peak_period_swell=30,\n",
" shape_swell=.33\n",
" )\n",
")\n",
"x4 = timeseries_from_spectrum(\n",
" t, f,\n",
" ochi_hubble_spectrum(\n",
" f,\n",
" swh_wind=1,\n",
" peak_period_wind=5,\n",
" shape_wind=1,\n",
" swh_swell=1,\n",
" peak_period_swell=30,\n",
" shape_swell=.33\n",
" )\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9.510622011292664\n",
"9.230321148558332\n",
"7.71266673056982\n",
"4.656524132776023\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(4, 1, figsize=(4, 6))\n",
"\n",
"for x, ax in zip((x1, x2, x3, x4), axes):\n",
" freq, spectral_density = compute_spectral_density(x, dt)\n",
" m0 = compute_nth_moment(freq, spectral_density, 0)\n",
" m1 = compute_nth_moment(freq, spectral_density, 1)\n",
" r = compute_crest_trough_correlation_spectral(m0, m1, freq, spectral_density)\n",
" \n",
" ax.plot([t[0], t[-1]], [0, 0], c='0.6')\n",
" ax.plot(t, x)\n",
" \n",
" print(compute_mean_wave_period_spectral(m0, freq, spectral_density))\n",
" \n",
" ax.annotate(f'$r = {r:.3f}$', xy=(0, 0.8 * x.max()), ha='left', va='top', backgroundcolor=(1, 1, 1, 0.6))\n",
" ax.axis('off')\n",
" \n",
"fig.tight_layout(h_pad=-3)\n",
"plt.savefig('fowd-crest-trough-correlation.pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sanity check"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import json\n",
"from fowd.sanity.testcases import TEST_CASES\n",
"from fowd.operators import get_wave_parameters, get_sea_parameters, find_wave_indices\n",
"\n",
"for description in ('swell_dominated', 'wind_dominated'):\n",
" case = TEST_CASES[description]\n",
" wave_heights, wave_periods = [], []\n",
"\n",
" for wave_start, wave_stop in find_wave_indices(case['elevation']):\n",
" xyz_idx = slice(wave_start, wave_stop + 1)\n",
" wave_params = get_wave_parameters(\n",
" 0, case['time'][xyz_idx], case['elevation'][xyz_idx], case['depth'], input_hash=''\n",
" )\n",
" wave_heights.append(wave_params['height'])\n",
" wave_periods.append(wave_params['zero_crossing_period'])\n",
"\n",
" sea_state = get_sea_parameters(\n",
" time=case['time'],\n",
" z_displacement=case['elevation'],\n",
" wave_heights=np.array(wave_heights),\n",
" wave_periods=np.array(wave_periods),\n",
" water_depth=case['depth']\n",
" )\n",
"\n",
" for v in ('start_time', 'end_time'):\n",
" sea_state.pop(v)\n",
"\n",
" results = {}\n",
" results['water_depth'] = case['depth']\n",
" results['spectral_parameters'] = case['spectral_params']\n",
" results['estimated_sea_state'] = sea_state\n",
"\n",
" # round-trip once through JSON to set float precision\n",
" results_formatted = json.loads(\n",
" json.dumps(results), parse_float=lambda x: round(float(x), 3)\n",
" )\n",
"\n",
" with open(f'fowd_test_{description}_output.json', 'w') as f:\n",
" f.write(json.dumps(results_formatted, sort_keys=True, indent=4))\n",
"\n",
" fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(4, 8))\n",
"\n",
" ax1.plot(case['frequencies'], case['wave_spectral_density'])\n",
" ax1.set_ylabel('Wave spectral density (m$^2$/Hz)')\n",
" ax1.set_xlabel('Frequency (Hz)')\n",
" ax1.set_xlim(0, 1)\n",
" ax1.spines['top'].set_visible(False)\n",
" ax1.spines['right'].set_visible(False)\n",
"\n",
" ax2.plot(case['time'] / np.timedelta64(1, 's'), case['elevation'])\n",
" ax2.set_xlabel('Time (s)')\n",
" ax2.set_ylabel('Elevation (m)')\n",
" ax2.set_xlim(0, 180)\n",
" ax2.set_ylim(-2, 2)\n",
" ax2.spines['top'].set_visible(False)\n",
" ax2.spines['right'].set_visible(False)\n",
"\n",
" finite_mask = np.isfinite(case['elevation'])\n",
" ax3.hist(case['elevation'][finite_mask], density=True)\n",
" ax3.set_xlabel('Elevation (m)')\n",
" ax3.set_ylabel('Density')\n",
" ax3.spines['top'].set_visible(False)\n",
" ax3.spines['right'].set_visible(False)\n",
"\n",
" ax1.set_title(description.replace('_', ' ').title())\n",
" fig.tight_layout()\n",
"\n",
" fig.savefig(f'fowd_test_{description}_input.pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rogue wave analysis"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"LABEL_THRESHOLDS = (\n",
" 2.0, \n",
" 2.4\n",
")\n",
"\n",
"PRIOR_PARAMS = {\n",
" 2.0: (10_000, 1),\n",
" 2.4: (1_000_000, 1),\n",
"}\n",
"\n",
"TRAIN_FEATURES = (\n",
" 'sea_state_10m_rel_maximum_wave_height',\n",
" 'sea_state_10m_kurtosis',\n",
" 'sea_state_10m_skewness',\n",
" \n",
" 'sea_state_30m_crest_trough_correlation',\n",
" 'sea_state_30m_bandwidth_peakedness',\n",
" \n",
" 'sea_state_dynamic_mean_period_spectral',\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_2',\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_3',\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_4',\n",
" \n",
" 'direction_directionality_index',\n",
" 'direction_dominant_spread_in_frequency_interval_5',\n",
"\n",
" 'sea_state_dynamic_significant_wave_height_spectral',\n",
" \n",
" 'sea_state_30m_benjamin_feir_index_peakedness',\n",
" 'sea_state_30m_steepness',\n",
")\n",
"\n",
"FEATURE_RANGES = {\n",
" 'direction_dominant_spread_in_frequency_interval_5': (10, 90),\n",
" 'direction_peak_wave_direction': (0, 360),\n",
"\n",
" 'sea_state_10m_kurtosis': (-1, 2.5),\n",
" 'sea_state_10m_rel_maximum_wave_height': (1, 2.6),\n",
" 'sea_state_10m_skewness': (-0.5, 0.5),\n",
"\n",
" 'sea_state_30m_bandwidth_peakedness': (0, 0.6),\n",
" 'sea_state_30m_benjamin_feir_index_peakedness': (0, 0.6),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_1': (0, 0.2),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_2': (0, 1),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_3': (0, 1),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_4': (0, 0.4),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_5': (0, 1),\n",
" 'sea_state_30m_crest_trough_correlation': (0.2, 1),\n",
" 'sea_state_30m_steepness': (0, 0.12),\n",
" \n",
" 'sea_state_dynamic_mean_period_direct': (4, 15),\n",
" 'sea_state_dynamic_mean_period_spectral': (4, 15),\n",
"\n",
" 'sea_state_dynamic_significant_wave_height_direct': (0.5, 8),\n",
" 'sea_state_dynamic_significant_wave_height_spectral': (0.5, 8),\n",
" \n",
" 'direction_directionality_index': (0, 4),\n",
"}\n",
"\n",
"LABEL_FEATURE = 'rel_wave_height'\n",
"\n",
"pprint_units = {\n",
" 'meters': '$\\\\,$m',\n",
" 'hertz': '$\\\\,$Hz',\n",
" 'm s-1': '$\\\\,$m$\\\\,$s$^{-1}$',\n",
" 'watts': '$\\\\,$W',\n",
" 'degrees_north': '$\\\\degree$ N',\n",
" 'degrees_east': '$\\\\degree$ E',\n",
" 'degrees': '$\\\\degree$',\n",
" 'seconds': '$\\\\,$s',\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"infiles = [\n",
" os.path.join(DATA_DIR, f'fowd_cdip_{s}p1_filtered.nc')\n",
" for s in (\n",
" '188', '187', '146', '198', '098', '106',\n",
" '165', '233', '225',\n",
" )\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def add_derived_features(ds):\n",
" ds['rel_wave_height'] = ds['wave_height'] / ds['sea_state_dynamic_significant_wave_height_spectral']\n",
" \n",
" for i in range(5):\n",
" for ii in ('10m', '30m', 'dynamic'):\n",
" ds[f'sea_state_{ii}_rel_energy_in_frequency_interval_{i + 1}'] = (\n",
" ds[f'sea_state_{ii}_rel_energy_in_frequency_interval'].sel(meta_frequency_band=i)\n",
" )\n",
"\n",
" if 'direction_dominant_spread_in_frequency_interval' in ds.variables:\n",
" ds[f'direction_dominant_spread_in_frequency_interval_{i + 1}'] = (\n",
" ds['direction_dominant_spread_in_frequency_interval'].sel(meta_frequency_band=i)\n",
" )\n",
" ds[f'direction_dominant_spread_in_frequency_interval_{i + 1}'].attrs['units'] = (\n",
" ds['direction_dominant_spread_in_frequency_interval'].attrs['units'])\n",
"\n",
" if 'direction_dominant_direction_in_frequency_interval' in ds.variables:\n",
" ds[f'direction_dominant_direction_in_frequency_interval_{i + 1}'] = (\n",
" ds['direction_dominant_direction_in_frequency_interval'].sel(meta_frequency_band=i)\n",
" )\n",
" ds[f'direction_dominant_direction_in_frequency_interval_{i + 1}'].attrs['units'] = (\n",
" ds['direction_dominant_direction_in_frequency_interval'].attrs['units'])\n",
"\n",
" return ds\n",
"\n",
"\n",
"WINDOW_FEATURE = 'sea_state_dynamic_window_length'\n",
"\n",
"def drop_unused_features(ds):\n",
" ds = ds.isel(meta_station_name=0)\n",
" \n",
" drop = set(ds.variables) - set(TRAIN_FEATURES) - set([LABEL_FEATURE, WINDOW_FEATURE])\n",
" ds = ds.drop_vars(drop)\n",
" return ds\n",
"\n",
"\n",
"def convert_datetimes(df):\n",
" for c in df.columns:\n",
" if np.issubdtype(df[c].dtype, np.timedelta64):\n",
" df[c] = (df[c] / np.timedelta64(1, 's')).astype('float32')\n",
" return df\n",
"\n",
"\n",
"def load_file(f):\n",
" with xr.open_dataset(f) as ds:\n",
" ds = add_derived_features(ds)\n",
" ds = drop_unused_features(ds)\n",
" df = ds.to_dataframe()\n",
"\n",
" df = convert_datetimes(df)\n",
" df.dropna(inplace=True)\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/groups/ocean/dhaefner/miniconda3/envs/ai/lib/python3.7/site-packages/ipykernel_launcher.py:1: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
"Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aff9fea1753d43bf88459b3ac4268a85",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=9.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"df = pd.concat([load_file(f) for f in tqdm.tqdm_notebook(infiles)], copy=False)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sea_state_10m_rel_maximum_wave_height</th>\n",
" <th>sea_state_10m_skewness</th>\n",
" <th>sea_state_10m_kurtosis</th>\n",
" <th>sea_state_30m_steepness</th>\n",
" <th>sea_state_30m_bandwidth_peakedness</th>\n",
" <th>sea_state_30m_benjamin_feir_index_peakedness</th>\n",
" <th>sea_state_30m_crest_trough_correlation</th>\n",
" <th>sea_state_dynamic_window_length</th>\n",
" <th>sea_state_dynamic_significant_wave_height_spectral</th>\n",
" <th>sea_state_dynamic_mean_period_spectral</th>\n",
" <th>direction_directionality_index</th>\n",
" <th>rel_wave_height</th>\n",
" <th>sea_state_30m_rel_energy_in_frequency_interval_2</th>\n",
" <th>sea_state_30m_rel_energy_in_frequency_interval_3</th>\n",
" <th>sea_state_30m_rel_energy_in_frequency_interval_4</th>\n",
" <th>direction_dominant_spread_in_frequency_interval_5</th>\n",
" </tr>\n",
" <tr>\n",
" <th>wave_id_local</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.598933</td>\n",
" <td>-0.036866</td>\n",
" <td>0.191617</td>\n",
" <td>0.018408</td>\n",
" <td>0.267105</td>\n",
" <td>0.064152</td>\n",
" <td>0.605126</td>\n",
" <td>600.0</td>\n",
" <td>2.356763</td>\n",
" <td>8.027472</td>\n",
" <td>0.542766</td>\n",
" <td>0.301080</td>\n",
" <td>0.536073</td>\n",
" <td>0.424820</td>\n",
" <td>0.038546</td>\n",
" <td>34.791573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.595164</td>\n",
" <td>-0.040961</td>\n",
" <td>0.252203</td>\n",
" <td>0.018408</td>\n",
" <td>0.267105</td>\n",
" <td>0.064152</td>\n",
" <td>0.605126</td>\n",
" <td>600.0</td>\n",
" <td>2.362332</td>\n",
" <td>8.028394</td>\n",
" <td>0.542766</td>\n",
" <td>0.748664</td>\n",
" <td>0.536073</td>\n",
" <td>0.424820</td>\n",
" <td>0.038546</td>\n",
" <td>34.791573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.604691</td>\n",
" <td>-0.053444</td>\n",
" <td>0.259441</td>\n",
" <td>0.018408</td>\n",
" <td>0.267105</td>\n",
" <td>0.064152</td>\n",
" <td>0.605126</td>\n",
" <td>600.0</td>\n",
" <td>2.348306</td>\n",
" <td>7.988776</td>\n",
" <td>0.542766</td>\n",
" <td>0.958585</td>\n",
" <td>0.536073</td>\n",
" <td>0.424820</td>\n",
" <td>0.038546</td>\n",
" <td>34.791573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.635792</td>\n",
" <td>-0.045496</td>\n",
" <td>0.198706</td>\n",
" <td>0.018408</td>\n",
" <td>0.267105</td>\n",
" <td>0.064152</td>\n",
" <td>0.605126</td>\n",
" <td>600.0</td>\n",
" <td>2.303658</td>\n",
" <td>7.896218</td>\n",
" <td>0.542766</td>\n",
" <td>0.607701</td>\n",
" <td>0.536073</td>\n",
" <td>0.424820</td>\n",
" <td>0.038546</td>\n",
" <td>34.791573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.678591</td>\n",
" <td>-0.014663</td>\n",
" <td>0.258543</td>\n",
" <td>0.018408</td>\n",
" <td>0.267105</td>\n",
" <td>0.064152</td>\n",
" <td>0.605126</td>\n",
" <td>600.0</td>\n",
" <td>2.244923</td>\n",
" <td>7.787063</td>\n",
" <td>0.542766</td>\n",
" <td>0.868128</td>\n",
" <td>0.536073</td>\n",
" <td>0.424820</td>\n",
" <td>0.038546</td>\n",
" <td>34.791573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6414870</th>\n",
" <td>1.300362</td>\n",
" <td>0.123660</td>\n",
" <td>0.019075</td>\n",
" <td>0.017209</td>\n",
" <td>0.340134</td>\n",
" <td>0.041127</td>\n",
" <td>0.540276</td>\n",
" <td>3600.0</td>\n",
" <td>0.995826</td>\n",
" <td>5.536214</td>\n",
" <td>0.653727</td>\n",
" <td>0.682615</td>\n",
" <td>0.192431</td>\n",
" <td>0.686116</td>\n",
" <td>0.116060</td>\n",
" <td>33.583435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6414871</th>\n",
" <td>1.300305</td>\n",
" <td>0.128975</td>\n",
" <td>0.026507</td>\n",
" <td>0.017187</td>\n",
" <td>0.338189</td>\n",
" <td>0.041293</td>\n",
" <td>0.540953</td>\n",
" <td>3600.0</td>\n",
" <td>0.996001</td>\n",
" <td>5.538394</td>\n",
" <td>0.653727</td>\n",
" <td>0.793110</td>\n",
" <td>0.192551</td>\n",
" <td>0.686149</td>\n",
" <td>0.115834</td>\n",
" <td>33.583435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6414872</th>\n",
" <td>1.301624</td>\n",
" <td>0.133612</td>\n",
" <td>0.010545</td>\n",
" <td>0.017150</td>\n",
" <td>0.334282</td>\n",
" <td>0.041647</td>\n",
" <td>0.541278</td>\n",
" <td>3600.0</td>\n",
" <td>0.996322</td>\n",
" <td>5.543579</td>\n",
" <td>0.653727</td>\n",
" <td>0.301147</td>\n",
" <td>0.192526</td>\n",
" <td>0.686546</td>\n",
" <td>0.115279</td>\n",
" <td>33.583435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6414873</th>\n",
" <td>1.303730</td>\n",
" <td>0.112839</td>\n",
" <td>-0.024645</td>\n",
" <td>0.017121</td>\n",
" <td>0.330885</td>\n",
" <td>0.041967</td>\n",
" <td>0.541253</td>\n",
" <td>3600.0</td>\n",
" <td>0.996621</td>\n",
" <td>5.548726</td>\n",
" <td>0.653727</td>\n",
" <td>1.173988</td>\n",
" <td>0.192403</td>\n",
" <td>0.687127</td>\n",
" <td>0.114784</td>\n",
" <td>33.583435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6414874</th>\n",
" <td>1.309927</td>\n",
" <td>0.086331</td>\n",
" <td>-0.049209</td>\n",
" <td>0.017065</td>\n",
" <td>0.324083</td>\n",
" <td>0.042618</td>\n",
" <td>0.540083</td>\n",
" <td>3600.0</td>\n",
" <td>0.997122</td>\n",
" <td>5.560099</td>\n",
" <td>0.653727</td>\n",
" <td>0.982345</td>\n",
" <td>0.191886</td>\n",
" <td>0.688609</td>\n",
" <td>0.113753</td>\n",
" <td>33.583435</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>164550541 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" sea_state_10m_rel_maximum_wave_height sea_state_10m_skewness \\\n",
"wave_id_local \n",
"0 1.598933 -0.036866 \n",
"1 1.595164 -0.040961 \n",
"2 1.604691 -0.053444 \n",
"3 1.635792 -0.045496 \n",
"4 1.678591 -0.014663 \n",
"... ... ... \n",
"6414870 1.300362 0.123660 \n",
"6414871 1.300305 0.128975 \n",
"6414872 1.301624 0.133612 \n",
"6414873 1.303730 0.112839 \n",
"6414874 1.309927 0.086331 \n",
"\n",
" sea_state_10m_kurtosis sea_state_30m_steepness \\\n",
"wave_id_local \n",
"0 0.191617 0.018408 \n",
"1 0.252203 0.018408 \n",
"2 0.259441 0.018408 \n",
"3 0.198706 0.018408 \n",
"4 0.258543 0.018408 \n",
"... ... ... \n",
"6414870 0.019075 0.017209 \n",
"6414871 0.026507 0.017187 \n",
"6414872 0.010545 0.017150 \n",
"6414873 -0.024645 0.017121 \n",
"6414874 -0.049209 0.017065 \n",
"\n",
" sea_state_30m_bandwidth_peakedness \\\n",
"wave_id_local \n",
"0 0.267105 \n",
"1 0.267105 \n",
"2 0.267105 \n",
"3 0.267105 \n",
"4 0.267105 \n",
"... ... \n",
"6414870 0.340134 \n",
"6414871 0.338189 \n",
"6414872 0.334282 \n",
"6414873 0.330885 \n",
"6414874 0.324083 \n",
"\n",
" sea_state_30m_benjamin_feir_index_peakedness \\\n",
"wave_id_local \n",
"0 0.064152 \n",
"1 0.064152 \n",
"2 0.064152 \n",
"3 0.064152 \n",
"4 0.064152 \n",
"... ... \n",
"6414870 0.041127 \n",
"6414871 0.041293 \n",
"6414872 0.041647 \n",
"6414873 0.041967 \n",
"6414874 0.042618 \n",
"\n",
" sea_state_30m_crest_trough_correlation \\\n",
"wave_id_local \n",
"0 0.605126 \n",
"1 0.605126 \n",
"2 0.605126 \n",
"3 0.605126 \n",
"4 0.605126 \n",
"... ... \n",
"6414870 0.540276 \n",
"6414871 0.540953 \n",
"6414872 0.541278 \n",
"6414873 0.541253 \n",
"6414874 0.540083 \n",
"\n",
" sea_state_dynamic_window_length \\\n",
"wave_id_local \n",
"0 600.0 \n",
"1 600.0 \n",
"2 600.0 \n",
"3 600.0 \n",
"4 600.0 \n",
"... ... \n",
"6414870 3600.0 \n",
"6414871 3600.0 \n",
"6414872 3600.0 \n",
"6414873 3600.0 \n",
"6414874 3600.0 \n",
"\n",
" sea_state_dynamic_significant_wave_height_spectral \\\n",
"wave_id_local \n",
"0 2.356763 \n",
"1 2.362332 \n",
"2 2.348306 \n",
"3 2.303658 \n",
"4 2.244923 \n",
"... ... \n",
"6414870 0.995826 \n",
"6414871 0.996001 \n",
"6414872 0.996322 \n",
"6414873 0.996621 \n",
"6414874 0.997122 \n",
"\n",
" sea_state_dynamic_mean_period_spectral \\\n",
"wave_id_local \n",
"0 8.027472 \n",
"1 8.028394 \n",
"2 7.988776 \n",
"3 7.896218 \n",
"4 7.787063 \n",
"... ... \n",
"6414870 5.536214 \n",
"6414871 5.538394 \n",
"6414872 5.543579 \n",
"6414873 5.548726 \n",
"6414874 5.560099 \n",
"\n",
" direction_directionality_index rel_wave_height \\\n",
"wave_id_local \n",
"0 0.542766 0.301080 \n",
"1 0.542766 0.748664 \n",
"2 0.542766 0.958585 \n",
"3 0.542766 0.607701 \n",
"4 0.542766 0.868128 \n",
"... ... ... \n",
"6414870 0.653727 0.682615 \n",
"6414871 0.653727 0.793110 \n",
"6414872 0.653727 0.301147 \n",
"6414873 0.653727 1.173988 \n",
"6414874 0.653727 0.982345 \n",
"\n",
" sea_state_30m_rel_energy_in_frequency_interval_2 \\\n",
"wave_id_local \n",
"0 0.536073 \n",
"1 0.536073 \n",
"2 0.536073 \n",
"3 0.536073 \n",
"4 0.536073 \n",
"... ... \n",
"6414870 0.192431 \n",
"6414871 0.192551 \n",
"6414872 0.192526 \n",
"6414873 0.192403 \n",
"6414874 0.191886 \n",
"\n",
" sea_state_30m_rel_energy_in_frequency_interval_3 \\\n",
"wave_id_local \n",
"0 0.424820 \n",
"1 0.424820 \n",
"2 0.424820 \n",
"3 0.424820 \n",
"4 0.424820 \n",
"... ... \n",
"6414870 0.686116 \n",
"6414871 0.686149 \n",
"6414872 0.686546 \n",
"6414873 0.687127 \n",
"6414874 0.688609 \n",
"\n",
" sea_state_30m_rel_energy_in_frequency_interval_4 \\\n",
"wave_id_local \n",
"0 0.038546 \n",
"1 0.038546 \n",
"2 0.038546 \n",
"3 0.038546 \n",
"4 0.038546 \n",
"... ... \n",
"6414870 0.116060 \n",
"6414871 0.115834 \n",
"6414872 0.115279 \n",
"6414873 0.114784 \n",
"6414874 0.113753 \n",
"\n",
" direction_dominant_spread_in_frequency_interval_5 \n",
"wave_id_local \n",
"0 34.791573 \n",
"1 34.791573 \n",
"2 34.791573 \n",
"3 34.791573 \n",
"4 34.791573 \n",
"... ... \n",
"6414870 33.583435 \n",
"6414871 33.583435 \n",
"6414872 33.583435 \n",
"6414873 33.583435 \n",
"6414874 33.583435 \n",
"\n",
"[164550541 rows x 16 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAADQCAYAAADcQn7hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAASJ0lEQVR4nO3de7BV5X3G8e9DIDdUVKQZE0mI5ILGCALFSwiKjSiteGnAmGqK1YZQjYbRamWaUejYMalObjW2tqYSpwQvqUljNETAEAkaCSDXmIuXYwMxGjJyiRcC+Osf77sPm5PDPgvlZe8Dz2fmDGutvd61f+eczbPftc56362IwMyshB7NLsDM9l4OGDMrxgFjZsU4YMysGAeMmRXTs4vH/ScmM+uMquzkHoyZFeOAMbNiHDBmVowDxsyKccCYWTEOGDMrxgFjZsV0dR+MmbWQsVOXFznu964fXOS47sGYWTEOGDMrxgFjZsU4YMysGAeMmRXjgDGzYhwwZlaMA8bMinHAmFkxDhgzK8YBY2bFOGDMrBgHjJkV44Axs2IcMGZWjAPGzIpxwJhZMQ4YMyvGAWNmxThgzKwYB4yZFeOAMbNiHDBmVowDxsyKccCYWTEOGDMrxgFjZsU4YMysGAeMmRXjgDGzYhwwZlaMA8bMinHAmFkxDhgzK8YBY2bFOGDMrBgHjJkV44Axs2IcMGZWjAPGzIrp2ewCzKx7OOCAA4gIJLFp06atwMtA5Id7R8QbOrZxwJhZJRs3bmxflrQiIobWrS/trI1Pkcxsl7zyyisAh0mq77H06mxfB4yZVbZs2TJOPfVUgJ8CsyR9StIM4KnO9nfAmFklZ555JmeffTYTJkwAGA38J/BB4OfAJzpr44Axs0rOOeccnnjiCSZOnAjw1oiYExGfjojrI2JjZ20cMGZWyciRIznxxBMZNGgQwG8lzZV0eKM2Dhgzq2Ty5MlMmTKFtWvXAvwM+BTw1UZtHDBmVsmzzz7L+PHja6uKiCeBQxq1ccCYWSVbt27dYV3SCOClRm0cMGZWybnnnsuKFStqq72A64FPNmrjO3nNrJLPfvaz7csRcVSVNg4YM6tk+vTp7cvTpk27tuPjETG94zYHjJlVsv/++9evbqrSRhHR6PGGD5rZnjV26vIix/3e9YN3tYmq7OSLvGZWyS233LLLbRwwZlaJVKnTsgMHjJlVMmnSpF1u44Axs2IcMGZWjAPGzIrxfTBmVskzzzzTvjxgwIB35cXvAKdGxG86a+OAMbNKxo0b1/6pAsC9efNAYIGkxRHx8Y5tHDBmVkndQEeAoyF9mkBEDJW0rLM2vgZjZq/HZfnf2zp70D0YM6vk5JNPpja0aP78+T+oe2h0RHy5szYOGDOr5MYbb2xfHjZs2DXAx4Atjdo4YMyskqFD2z/IkYhYQLq4u6hRG1+DMbPKtmzZwqpVq5D0AUk9SR++9kefSV3jHoyZVbJixQrGjx9Pv379AB4GVgGXRsS2nbVxD8bMKrn00ku5/fbbWbhwIcCTwBnAFxq1ccCYWSUbNmzguOOOq60qIn4H9G7UxgFjZpVs27at/qNLekg6B1jXqI0DxswqmTJlCr/4xS9qq78GTgUuaNTGF3nNrJKLLroISKdKwLkRsaGrNu7BmFklS5cuZciQIQwePBhguaTlkoY1auOAMbNKLrzwQm6++Wba2tqIiAHAxcDXGrVxwJhZJT169OCEE05oX4+IhXTx0Ua+BmNWQKnPL2qG2kRTY8aM4eqrr+a8887j6KOP/iDwCWBOo7YOGDNrqMNEU9x///0AM/PDAq7aWVsHjJk11GGiqZqjq7R1wJhZZQsXLqStrY3zzz9/Ym1bRHx9Z/s7YMyskvPPP5+2tjaGDBkCUPvztAAHjJm9PkuXLmX16tVI4qabbrqs6xb+M7WZVXTEEUewZs2aXWrjgDGzSl544QWOOuooTjnlFCTdW/tq1ManSGZWybRp09qX586de0OVNu7BmFklo0aN4sgjj2Tjxo0A+wOrI+KhRm0cMGZWyfz58xk+fDizZs0CmAHcI+mURm0cMGZWyVVXXcW8efOYOXMmwK+A04Dpjdo4YMysks2bNzNw4MDaqiLiZeCNjdo4YMysEkm89NJLtdVekq4iTf69Uw4YM6vkuuuuY+3atbXVh0m9l79p1MZ/pjazSk4//fT25YiYVKWNA8bMKjn88MOJSPNLtbW1PV3bHhHv3lkbB4yZVbJ48eL25b59+54AnA38SaM2Dhgzq+Tggw9uX46IZ4GbJS0Bpu2sjQPGzCpZsmRJ+/Lw4cNHkKZsaJghDhgzq+TKK6+sX70OaAMmNGrjgDGzSh588MH61TFV2vg+GDOr5MUXX2Tq1KkMHz4cSYslfU5S70ZtHDBmVskll1zC5s2bufPOOwE+RrrR7l8btfEpkplVsmTJElauXAlARDwJXC6p048cqHEPxswq6dmz0/7Iq43aOGDMrJJrr72W9evXt69L6kMX0zX4FMnMGtqwYQN9+vThrLPO6vjQVuDARm3dgzGzhkaMGLHD+qJFi5B0C7CMLj7h0T0YM2vomGOOYdy4cYwcOZK77rqL/v37A9wPXBwR2xq1dQ/GzBq64447uPzyy1m+fDnr1q1j0KBBAD/rKlzAAWNmFYwePZpvfOMbrFixggEDBgDcLmmhpL9t1M4BY2aV9enTh8mTJxMRxwKTgCMa7e9rMLbPGzt1ebNL6JYiYjVwRaN93IMxs2IcMGZWjAPGzIpxwJhZMQ4YMyvGAWNmxThgzKwYB4yZFeOAMbNiHDBmVowDxsyK8Vgk6zY8Zqj7cQ/GzIpxwJhZMQ4YMyvGAWNmxThgzKwYB4yZFeOAMbNifB+M7Xa+X8Vq3IMxs2IcMGZWjAPGzIpxwJhZMb7Iu4/zBVkryT0YMyvGAWNmxThgzKwYB4yZFeOLvN2EL8Zad+QejJkV44Axs2IcMGZWjAPGzIrxRd7dzBdjzbZzD8bMinHAmFkxDhgzK8YBY2bF7LMXeX0x1qw892DMrBgHjJkV0y1OkXw6Y9Y9KSJ2/qA0Gzik0HMfAqwrdOzdrTvVCt2rXtdaTsl610XEaV3t1DBgSpK0OCKGN+XJd1F3qhW6V72utZxWqNfXYMysGAeMmRXTzID5jyY+967qTrVC96rXtZbT9Hqbdg3GzPZ+PkUys2IcMGZWzB4JGEn/Jel5Savqth0saY6kX+Z/D9oTtXRFUn9JP5D0U0mrJX0mb2+5eiW9WdIiSctzrdPz9ndLelTSE5LulPTGZtdaI+kNkh6T9N283sq1tklaKWmZpMV5W8u9DgAkHSjpm5J+JulxSce3Qq17qgczA+h4U87VwLyIeC8wL6+3gq3AFRFxJHAccImkI2nNejcDJ0fEYGAIcJqk44DPA1+MiPcALwAXNa/EP/IZ4PG69VauFWB0RAypu5+kFV8HAF8GZkfEIGAw6Wfc/FojYo98AQOAVXXrPwcOzcuHAj/fU7XsYt3/C5zS6vUCbwWWAseS7t7smbcfD3y/2fXlWg4jvdBPBr4LqFVrzfW0AYd02NZyrwOgD/A0+Y82rVRrM6/BvC0ins3LvwHe1sRaOiVpAHAM8CgtWm8+5VgGPA/MAZ4E1kfE1rzLGuAdTSqvoy8BVwGv5vW+tG6tAAE8IGmJpEl5Wyu+Dt4N/Ba4LZ9+3iqpNy1Qa0tc5I0UsS3193JJ+wH/A0yJiI31j7VSvRGxLSKGkHoHI4BBza2oc5JOB56PiCXNrmUXjIyIocBY0qnyqPoHW+h10BMYCvxbRBwDvEiH06Fm1drMgHlO0qEA+d/nm1jLDiT1IoXLzIi4J29u2XoBImI98APSacaBkmoj5Q8D1jarrjofAs6Q1AbcQTpN+jKtWSsAEbE2//s88C1SgLfi62ANsCYiHs3r3yQFTtNrbWbAfAeYmJcnkq51NJ0kAV8DHo+IL9Q91HL1Suon6cC8/BbStaLHSUEzPu/WErVGxNSIOCwiBgDnAg9GxHm0YK0AknpL2r+2DIwBVtGCr4OI+A3wK0nvz5v+DPgprVDrHroINQt4FthCStuLSOff84BfAnOBg5t9sSzXOpLUlVwBLMtff96K9QJHA4/lWlcB1+TthwOLgCeAu4E3NbvWDnWfBHy3lWvNdS3PX6uBf8zbW+51kOsaAizOr4VvAwe1Qq0eKmBmxbTERV4z2zs5YMysGAeMmRXjgDGzYhwwZlbMXhswkrblUbCr82jjKyQ15fuVNFzSV3bj8f5J0kd2sU2bpN32CRGS5kvarRNK5xHBF9etn1QbdV2h7Zc63mnbxf5vl/TN11Jnbn9WHgT7Wtp+UNKM1/rc3cleGzDAy5FGwX6AdAPaWODaZhQSEYsj4rLdeLxrImLu7jpeCzkQuLirnTqS1Bc4LiIeqtomIn4dEeO73nOnzgJeU8BExErgMEnvfB3P3y3szQHTLtKt3pOATyt5SNKQ2uOSfiRpsKRpSnPXzJf0lKTL6vb5dh70trpu4BuSfi/phrx9rqQRde3PyPu0vxNL2k/SbXmekRWSPlpfq6Q/lXRPXj5T0suS3qg098tTefsMSePzcpuk6ZKW5mMOytv7Snog13UraeRy7Tkul7Qqf03J266sfb+Svijpwbx8sqSZjX6+ksZIeiTXcHcex9Wotn5K85OsVhqY90zuXX0OGJh7njfkw++n7fOczMx3Wnf0UWB2XT1tkq7Px1ksaaik70t6UtLkvM8A5fmJJF0g6R5Js5XmTvmX+t9v3fL4/LM/ATgDuCE/x8D8NTu/RhbUfa8T8s95uaT6ALyXdEfz3q3ZdyAWvLPx951sW08aUToR+FLe9j5gcV6eBjwMvIn0oVW/A3rlxw7O/76FdNds37wewNi8/C3gAaAXaU6OZXn7SWy/c/XztefO6wd1qLEn8FRevhH4CWkcz4nArLx9BjA+L7cBl+bli4Fb8/JX2H5n71/kOg8BhgErgd7AfqS7VI8hzX1zd95/Aenu2l6kXt+nOvlZzgeG52M+BPTO2/+h7nl3VttNwNS8fFpdbQPYcUqPk4ANpDFKPYBHSAMQO9bydWBc3Xob8Hd5+Yuku1v3B/oBz+Xt7c8FXAA8RZr24M3AM0D/jq8j0pCGGR1/B3l9HvDevHwsaSgE+Wf9jrx8YN3+HwLubfb/k9Jf+0QPphN3A6crDWq8kPRiqbkvIjZHxDrS4LDaEPfLJC0Hfgz0B96bt/+B7e+eK4EfRsSWvDygk+f+CPDV2kpEvFD/YKSpC56UdARpcN0XgFHAh0n/8TtTG5C5pO45RwH/nY95H2kyJ0hDIb4VES9GxO9z2w/ntsMkHUCayOoRUoA0el5IwXQksFBp2oiJwLu6qG0kacAjETG7rrbOLIqINRHxKmnYxoBO9jmUNF1Bve/kf1cCj0bEpoj4LbBZefxWB/MiYkNEvEIax/OuTvbpVO6xnQDcnX8Gt+SaABYCMyR9EnhDXbPngbdXfY7uqlt8NvXuIOlwYBtpyoCQNAc4EziH9K5es7lueRvQU9JJpGA4PiJekjSf9E4HsCXyWxJpnpPNABHxqraPEt5VD5GuGW0hjSGZQXpxXrmT/Ws1b+M1/k4jYoukp0nv5g+T3vVHA+9hxxnoOhIwJyI+Xqi2P/p9dLLPy2z/fXRs9yo7HuPVnRxjZ89TP5am43PU9CDNazOk4wMRMVnSsaRe5BJJwyLid/lYL+/keHuNfaIHI6kf8O/ATXVhcCvpNOInHXsRnegDvJDDZRDpXfu1mgNcUldbZ/OkLgCmAI/kd92+wPtJp2ZVPQT8VX6OsaTBb7VjnyXprUqjhM9mew9lAfD3ue0CYDLwWN3PrDM/Bj4k6T35uXpLel8XtS0kBTuSxtTVtol0KrOrHicFYQnPSTpC6S+QZ9dtb6810nxBT0uaAGlEvqTBeXlgRDwaEdeQeln9c/v3sWu/z25pbw6Yt+QLcKtJvYAHgOm1ByNNfLQRuK3CsWaTejKPky5E/vh11HUdcFDtwh+pl9DRo6RTs9pFwRXAyi7+o3c0HRiVv/+/BP4PICKWknpEi/Lz3BoRj+U2C0hd+0ci4jngFRqfHpED8AJglqQVpFOrria9mg6MyRdZJ5BmW9uU39kX5p/NDQ2PsKP7SNdrSriaNL3nw6QZAWruAK5UmkFuIHAecFH+na4m9Y4hXQhemb/Xh0mjsyH93u8rVHPL2GdHU0t6O+lC5aB8fm97iKQ3AdsiYquk40kzsQ15ncf8EXB6pIm3Wlr+/n9IumC9tav9u7N95hpMPUl/DfwzcLnDpSneCdyVTzv+AHxyNxzzinzc9bvhWKW9E7h6bw8X2Id7MGZW3t58DcbMmswBY2bFOGDMrBgHjJkV44Axs2L+H0rLgbjxaCxFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(4, 3))\n",
"\n",
"(df[WINDOW_FEATURE] / 60).plot.hist(bins=np.arange(7.5, 62.51, 5), density=True)\n",
"\n",
"ax = plt.gca()\n",
"ax.spines[\"top\"].set_visible(False)\n",
"ax.spines[\"right\"].set_visible(False)\n",
"ax.spines[\"left\"].set_visible(False)\n",
"\n",
"# ax.yaxis.tick_right()\n",
"ax.yaxis.set_label_position(\"right\")\n",
"\n",
"ax.set_yticks([])\n",
"ax.set_ylabel(\"Rel. frequency\", rotation=270)\n",
"ax.set_xlabel(\"Dynamic window length (minutes)\")\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"fowd-dynamic-window-lengths.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'sea_state_dynamic_window_length': 'seconds',\n",
" 'sea_state_dynamic_significant_wave_height_spectral': 'meters',\n",
" 'sea_state_dynamic_mean_period_spectral': 'seconds',\n",
" 'direction_dominant_spread_in_frequency_interval_5': 'degrees'}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with xr.open_dataset(infiles[0]) as ds:\n",
" ds = add_derived_features(ds)\n",
" ds = drop_unused_features(ds)\n",
" units = {var: ds[var].attrs.get('units', '1') for var in ds}\n",
" \n",
" for var in ds:\n",
" if np.issubdtype(ds[var].dtype, np.timedelta64):\n",
" units[var] = 'seconds'\n",
"\n",
"units = {key: val for key, val in units.items() if val != '1'}\n",
"units"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"X = df[list(TRAIN_FEATURES)]\n",
"ys = [df[LABEL_FEATURE] > thresh for thresh in LABEL_THRESHOLDS]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def plot_features(X, ys, n_bins, labels, units=None):\n",
" from matplotlib import colors\n",
"\n",
" if units is None:\n",
" units = {}\n",
"\n",
" num_rows = math.ceil(len(X.columns) / 2)\n",
" fig = plt.figure(figsize=(8, 1.5 * num_rows))\n",
" gs = fig.add_gridspec(num_rows + 1, 2, height_ratios=[1] * num_rows + [0.1])\n",
"\n",
" handles = [None] * len(ys)\n",
"\n",
" for i, feature in enumerate(X.columns):\n",
" ax = fig.add_subplot(gs[i // 2, i % 2])\n",
"\n",
" fmin = X[feature].quantile(1e-5)\n",
" fmax = X[feature].quantile(1 - 1e-5)\n",
"\n",
" i = 0\n",
" for y, n_bin in zip(ys, n_bins):\n",
" if i == 0:\n",
" color = '0.4'\n",
" else:\n",
" color = f'C{i-1}'\n",
"\n",
" bins = np.linspace(fmin, fmax, n_bin + 1)\n",
" c_rgb = list(colors.to_rgba(color)[:-1])\n",
"\n",
" _, _, h = ax.hist(\n",
" X[feature][y == 1].values, bins=bins,\n",
" density=True, facecolor=c_rgb + [0.4], clip_on=False,\n",
" in_layout=False, edgecolor=c_rgb + [1], histtype='stepfilled',\n",
" linewidth=1\n",
" )\n",
" handles[i] = h[0]\n",
" i += 1\n",
"\n",
" if feature in units:\n",
" xticks = ax.get_xticks()\n",
" ax.set_xticks(xticks)\n",
" ax.set_xticklabels([f'{x}{pprint_units[units[feature]]}' for x in xticks])\n",
"\n",
" ax.set_title(feature, fontsize=10)\n",
"\n",
" ax.spines['left'].set_visible(False)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['top'].set_visible(False)\n",
"\n",
" ax.set_yticks([])\n",
"\n",
" ax = fig.add_subplot(gs[-1, :], frame_on=False, xticks=[], yticks=[])\n",
" ax.legend(handles, labels, loc='center', frameon=False, ncol=6)\n",
"\n",
" fig.tight_layout(h_pad=2, w_pad=1)\n",
"\n",
"\n",
"def plot_correlation(X, corr_type):\n",
" corr = X.corr(corr_type)\n",
"\n",
" fig = plt.figure(figsize=(8, 8))\n",
" sns.heatmap(\n",
" corr, annot=True, cmap='vlag', vmin=-1, vmax=1, cbar=False, fmt='.2f', annot_kws=dict(fontsize=8)\n",
" )\n",
" plt.xticks(rotation=45, va='top', ha='right')\n",
" plt.yticks(rotation=45, va='top', ha='right')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x756 with 15 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_features(\n",
" X, [np.ones_like(ys[0]), *[y for y in ys]], \n",
" n_bins=[25, 25, 10], \n",
" labels=['all waves', '$\\\\operatorname{AI} > 2$', '$\\\\operatorname{AI} > 2.4$'],\n",
" units=units\n",
")\n",
"plt.savefig('fowd-hawaii-features.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_correlation(X, corr_type='pearson')\n",
"plt.tight_layout()\n",
"plt.savefig('fowd-hawaii-corr.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def get_binned_p(X, y, prior_params, inflation_factor=1, n_bins=13):\n",
" X_pos = X[y == 1]\n",
" X_neg = X[y == 0]\n",
"\n",
" out = {}\n",
"\n",
" minsig = 1\n",
" maxsig = 0\n",
"\n",
" for feature in X.columns:\n",
" if feature in FEATURE_RANGES:\n",
" fmin, fmax = FEATURE_RANGES[feature]\n",
" else:\n",
" fmin = X[feature].quantile(1e-5)\n",
" fmax = X[feature].quantile(1 - 1e-5)\n",
"\n",
" bins = np.concatenate([\n",
" [-np.inf], np.linspace(fmin, fmax, n_bins + 1), [np.inf]\n",
" ])\n",
" hist_pos, _ = np.histogram(X_pos[feature], bins=bins)\n",
" hist_neg, _ = np.histogram(X_neg[feature], bins=bins)\n",
"\n",
" invalid_mask = hist_pos < 10\n",
"\n",
" def filter_invalid(x):\n",
" return np.where(invalid_mask, np.nan, x)\n",
"\n",
" alpha = hist_pos + prior_params[1]\n",
" beta = hist_neg * inflation_factor + prior_params[0]\n",
" p_pdf = beta_dist(alpha, beta)\n",
" p_mean = filter_invalid(p_pdf.mean())\n",
" p_95 = filter_invalid(p_pdf.interval(0.95))\n",
" p_68 = filter_invalid(p_pdf.interval(0.68))\n",
"\n",
" out[feature] = dict(\n",
" bins=bins,\n",
" n_samples=(hist_pos + hist_neg),\n",
" p_mean=p_mean,\n",
" p_95=p_95,\n",
" p_68=p_68,\n",
" )\n",
"\n",
" if np.any(np.isfinite(p_95)):\n",
" minsig = min(np.nanmin(p_95[1]), minsig)\n",
" maxsig = max(np.nanmax(p_95[0]), maxsig)\n",
"\n",
" return out\n",
"\n",
"\n",
"def tayfun_cdf(r, h):\n",
" \"\"\"Tayfun CDF in terms of h = H / H_S.\n",
" \n",
" As given in \n",
" \n",
" Tayfun, M. Aziz, and Francesco Fedele. “Wave-Height Distributions and Nonlinear Effects.” \n",
" Ocean Engineering, vol. 34, no. 11, Aug. 2007, pp. 1631–49. \n",
" ScienceDirect, doi:10.1016/j.oceaneng.2006.11.006.\n",
"\n",
" \"\"\"\n",
" h_rms = 4 * h\n",
" return (\n",
" np.sqrt((1 + r) / (2 * r))\n",
" * (1 + (1 - r**2) / (4 * r * h_rms**2))\n",
" * np.exp(-1 / (4 * (1 + r)) * h_rms**2)\n",
" )\n",
"\n",
"\n",
"def plot_binned_p(p_low, p_high, labels, units=None, plot_tayfun=False):\n",
" from matplotlib import colors\n",
"\n",
" if units is None:\n",
" units = {}\n",
"\n",
" features = list(p_low.keys())\n",
" num_rows = math.ceil(len(features) / 2)\n",
"\n",
" fig = plt.figure(figsize=(8, 1.7 * num_rows))\n",
" gs = fig.add_gridspec(num_rows + 1, 2, height_ratios=[1] * num_rows + [0.05])\n",
"\n",
" legend_handles = []\n",
" first = True\n",
"\n",
" with sns.axes_style(\"darkgrid\"):\n",
" for i, feature in enumerate(features):\n",
" ax = fig.add_subplot(gs[i // 2, i % 2])\n",
"\n",
" for j, p in enumerate((p_low[feature], p_high[feature])):\n",
" color = f'C{j}'\n",
"\n",
" bin_centers = 0.5 * (p['bins'][1:] + p['bins'][:-1])\n",
" bin_centers[0] = 2 * bin_centers[1] - bin_centers[2]\n",
" bin_centers[-1] = 2 * bin_centers[-2] - bin_centers[-3]\n",
"\n",
" c_rgb = list(colors.to_rgba(color)[:-1])\n",
"\n",
" ax.fill_between(\n",
" bin_centers, p['p_95'][1], p['p_95'][0], linewidth=1,\n",
" edgecolor=c_rgb + [0.8], facecolor=c_rgb + [0.4], clip_on=False,\n",
" )\n",
" h, = ax.plot(\n",
" bin_centers, p['p_mean'], '.', color=color, clip_on=False,\n",
" markersize=8, markeredgewidth=0.5, markeredgecolor='0.2'\n",
" )\n",
"\n",
" if first:\n",
" legend_handles.append(h)\n",
"\n",
" if plot_tayfun and 'crest_trough_correlation' in feature:\n",
" ref_height = LABEL_THRESHOLDS[j]\n",
" tayfun_dist = tayfun_cdf(bin_centers, ref_height)\n",
" h_tayfun, = ax.plot(\n",
" bin_centers, tayfun_dist, '--', color=color\n",
" )\n",
"\n",
" legend_handles.append(h_tayfun)\n",
" labels.append('Tayfun distribution')\n",
"\n",
" if not np.any(np.isfinite(p['p_95'])):\n",
" continue\n",
"\n",
" first = False\n",
" ax.set_xlim(bin_centers[0], bin_centers[-1])\n",
"\n",
" ax.set_yscale('log')\n",
" ax.set_ylim(1e-7, 1e-3)\n",
" ax.set_yticks([1e-7, 1e-6, 1e-5, 1e-4, 1e-3])\n",
" \n",
" if i % 2 == 0: \n",
" ax.set_yticklabels(['$10^{-7}$', '', '$10^{-5}$', '', '$10^{-3}$'])\n",
" else:\n",
" ax.set_yticklabels([])\n",
"\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['top'].set_visible(False)\n",
"\n",
" if feature in units:\n",
" xticks = ax.get_xticks()\n",
" xticks = [t for t in xticks if bin_centers[0] <= t <= bin_centers[-1]]\n",
" ax.set_xticks(xticks)\n",
" ax.set_xticklabels([f'{x}{pprint_units[units[feature]]}' for x in xticks])\n",
"\n",
" ax.tick_params(axis='both', labelsize=8)\n",
"\n",
" ax.set_title(feature, fontsize=10, y=1.1)\n",
"\n",
" ax = fig.add_subplot(gs[-1, :], frame_on=False, xticks=[], yticks=[])\n",
" ax.legend(legend_handles, labels, loc='center', frameon=False, ncol=2)\n",
"\n",
" fig.tight_layout(h_pad=1, w_pad=2)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"thresh_low, thresh_high = LABEL_THRESHOLDS\n",
"\n",
"p_low = get_binned_p(\n",
" X, ys[0], PRIOR_PARAMS[thresh_low]\n",
")\n",
"p_high = get_binned_p(\n",
" X, ys[1], PRIOR_PARAMS[thresh_high]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x856.8 with 15 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"binned_p_labels = [\n",
" f'$P(\\\\operatorname{{AI}} > {thresh_low})$',\n",
" f'$P(\\\\operatorname{{AI}} > {thresh_high})$'\n",
"]\n",
"\n",
"plot_binned_p(p_low, p_high, binned_p_labels, units=units, plot_tayfun=True)\n",
"plt.savefig('fowd-hawaii-binned-p.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sea_state_10m_rel_maximum_wave_height: 2.9e-05 1.0e-03\n",
"sea_state_10m_kurtosis: 4.1e-05 6.1e-04\n",
"sea_state_10m_skewness: 2.9e-05 2.5e-04\n",
"sea_state_30m_crest_trough_correlation: 2.4e-05 1.4e-04\n",
"sea_state_30m_bandwidth_peakedness: 1.9e-05 1.1e-04\n",
"sea_state_dynamic_mean_period_spectral: 3.0e-05 1.6e-04\n",
"sea_state_30m_rel_energy_in_frequency_interval_2: 4.1e-05 1.6e-04\n",
"sea_state_30m_rel_energy_in_frequency_interval_3: 4.0e-05 1.9e-04\n",
"sea_state_30m_rel_energy_in_frequency_interval_4: 2.8e-05 9.9e-05\n",
"direction_directionality_index: 4.7e-05 8.7e-05\n",
"direction_dominant_spread_in_frequency_interval_5: 4.6e-05 7.1e-05\n",
"sea_state_dynamic_significant_wave_height_spectral: 4.7e-05 7.7e-05\n",
"sea_state_30m_benjamin_feir_index_peakedness: 4.5e-05 5.3e-05\n",
"sea_state_30m_steepness: 4.9e-05 5.8e-05\n"
]
}
],
"source": [
"for feature, p in p_low.items():\n",
" print(f\"{feature}: {np.nanmin(p['p_95'][1]):.1e} {np.nanmax(p['p_95'][0]):.1e}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Running window analysis"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"FEATURE_RANGES_WINDOW = {\n",
" 'sea_state_30m_bandwidth_peakedness': (0, 0.6),\n",
" 'sea_state_30m_benjamin_feir_index_peakedness': (0, 0.6),\n",
" 'sea_state_30m_crest_trough_correlation': (0.2, 1),\n",
" 'sea_state_30m_kurtosis': (-0.5, 1.5),\n",
" 'sea_state_30m_mean_period_direct': (4, 15),\n",
" 'sea_state_30m_mean_period_spectral': (4, 15),\n",
" 'sea_state_30m_peak_wave_period': (4, 20),\n",
" 'sea_state_30m_peak_wavelength': (0, 600),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_1': (0, 0.2),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_2': (0, 1),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_3': (0, 1),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_4': (0, 0.4),\n",
" 'sea_state_30m_rel_energy_in_frequency_interval_5': (0, 1),\n",
" 'sea_state_30m_rel_maximum_wave_height': (1.2, 2.2),\n",
" 'sea_state_30m_significant_wave_height_direct': (0.5, 8),\n",
" 'sea_state_30m_significant_wave_height_spectral': (0.5, 8),\n",
" 'sea_state_30m_skewness': (-0.5, 0.5),\n",
" 'sea_state_30m_steepness': (0, 0.12),\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_dataset(os.path.join(DATA_DIR, f'fowd_cdip_188p1.nc'), drop_variables=['wave_raw_elevation']).load()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"ds = ds.isel(meta_station_name=0)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"ds = add_derived_features(ds)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"for f in ds.variables:\n",
" if np.issubdtype(ds[f].dtype, np.timedelta64):\n",
" ds[f] = ds[f] / np.timedelta64(1, 's')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/groups/ocean/dhaefner/miniconda3/envs/ai/lib/python3.7/site-packages/ipykernel_launcher.py:17: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
"Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c58c064485ad4940b40909fd7ae6ccde",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=29194983.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from collections import defaultdict\n",
"\n",
"time = ds['wave_start_time'].values\n",
"\n",
"idx = 0\n",
"current_time = time[0]\n",
"end_time = time[-1]\n",
"\n",
"dt = np.timedelta64(30, 'm')\n",
"\n",
"rms_abs = defaultdict(list)\n",
"rms_rel = defaultdict(list)\n",
"\n",
"# times must be sorted\n",
"assert np.all(np.diff(time) >= np.timedelta64(0))\n",
"\n",
"with tqdm.tqdm_notebook(total=len(ds.wave_id_local)) as pbar:\n",
" while current_time < end_time:\n",
" idx_end = min(np.searchsorted(time, current_time + dt), len(time) - 1)\n",
" \n",
" if time[idx_end] - time[idx] < dt + np.timedelta64(1, 'm'): \n",
" ds_time_slice = ds.isel(wave_id_local=slice(idx, idx_end))\n",
"\n",
" for feature in ds.variables:\n",
" if not feature.startswith('sea_state_30m'):\n",
" continue\n",
"\n",
" if feature.endswith('_time'):\n",
" continue\n",
"\n",
" x = ds_time_slice[feature].values\n",
" rms = np.sqrt(np.mean((x - x[-1])**2, axis=0))\n",
" rms_abs[feature].append(rms)\n",
" \n",
" pbar.update(idx_end - idx)\n",
" \n",
" idx = idx_end\n",
" current_time = time[idx_end]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"rms_reformat = {\n",
" key: np.asarray(rms_abs[key]) / (fmax - fmin) \n",
" for key, (fmin, fmax) in FEATURE_RANGES_WINDOW.items() \n",
" if rms_abs[key]\n",
"}\n",
"rms_df = pd.DataFrame.from_records(rms_reformat)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 8))\n",
"sns.boxenplot(data=rms_df, scale='area', orient='h', color='C0')\n",
"sns.despine()\n",
"plt.xlabel('Normalized RMS difference')\n",
"plt.tight_layout()\n",
"plt.savefig('fowd-window-rms.pdf')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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