From f12fb74c260c58c58449230cffb8fc28d606726d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Peter=20L=C3=BCnenschlo=C3=9F?= <peter.luenenschloss@ufz.de>
Date: Tue, 14 Jan 2025 18:10:59 +0100
Subject: [PATCH] flagging plateaus
---
CHANGELOG.md | 1 +
docs/funcs/basicAnomalies.rst | 1 +
docs/funcs/outlierDetection.rst | 1 +
docs/resources/data/turbidity_plateaus.csv | 25001 ++++++++++++++++
.../data/turbidity_plateaus.csv.license | 3 +
saqc/funcs/outliers.py | 59 +-
saqc/funcs/pattern.py | 629 +-
tests/funcs/test_pattern_rec.py | 66 +
8 files changed, 25733 insertions(+), 28 deletions(-)
create mode 100644 docs/resources/data/turbidity_plateaus.csv
create mode 100644 docs/resources/data/turbidity_plateaus.csv.license
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5f83a8da1..a749a41c5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,7 @@ SPDX-License-Identifier: GPL-3.0-or-later
## Unreleased
[List of commits](https://git.ufz.de/rdm-software/saqc/-/compare/v2.6.0...develop)
### Added
+- `flagPlateaus`: added function to search and flag anomalous value plateaus of certain temporal extension
### Changed
### Removed
### Fixed
diff --git a/docs/funcs/basicAnomalies.rst b/docs/funcs/basicAnomalies.rst
index 84db88435..ecb55bbbb 100644
--- a/docs/funcs/basicAnomalies.rst
+++ b/docs/funcs/basicAnomalies.rst
@@ -16,5 +16,6 @@ Basic Anomalies
~SaQC.flagRaise
~SaQC.flagConstants
~SaQC.flagByVariance
+ ~SaQC.flagPlateau
diff --git a/docs/funcs/outlierDetection.rst b/docs/funcs/outlierDetection.rst
index 4598810f6..bb15f3baa 100644
--- a/docs/funcs/outlierDetection.rst
+++ b/docs/funcs/outlierDetection.rst
@@ -19,4 +19,5 @@ Univariate Outlier Detection
~SaQC.flagRange
~SaQC.flagLOF
~SaQC.flagZScore
+ ~SaQC.flagPlateau
diff --git a/docs/resources/data/turbidity_plateaus.csv b/docs/resources/data/turbidity_plateaus.csv
new file mode 100644
index 000000000..28d7e3d6f
--- /dev/null
+++ b/docs/resources/data/turbidity_plateaus.csv
@@ -0,0 +1,25001 @@
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diff --git a/docs/resources/data/turbidity_plateaus.csv.license b/docs/resources/data/turbidity_plateaus.csv.license
new file mode 100644
index 000000000..f8c6bf8cd
--- /dev/null
+++ b/docs/resources/data/turbidity_plateaus.csv.license
@@ -0,0 +1,3 @@
+SPDX-FileCopyrightText: 2021 Helmholtz-Zentrum für Umweltforschung GmbH - UFZ
+
+SPDX-License-Identifier: GPL-3.0-or-later
\ No newline at end of file
diff --git a/saqc/funcs/outliers.py b/saqc/funcs/outliers.py
index 92bdaf64a..91e222128 100644
--- a/saqc/funcs/outliers.py
+++ b/saqc/funcs/outliers.py
@@ -39,6 +39,37 @@ if TYPE_CHECKING:
from saqc import SaQC
+def _stray(partition, min_periods, iter_start, alpha):
+ sample_size = len(partition)
+ flag_index = pd.Index([])
+ if len(partition) == 0 or sample_size < min_periods:
+ return flag_index
+ if isinstance(partition, np.ndarray):
+ idx = np.arange(len(partition))
+ else:
+ idx = partition.index
+ partition = partition.values
+ sorted_i = partition.argsort()
+ resids = partition[sorted_i]
+ gaps = np.append(0, np.diff(resids))
+
+ tail_size = int(max(min(np.floor(sample_size / 4), 50), 2))
+ tail_indices = np.arange(2, tail_size + 1)
+
+ i_start = int(max(np.floor(sample_size * iter_start), 1))
+ ghat = np.array([np.nan] * sample_size)
+
+ for i in range(i_start, sample_size):
+ ghat[i] = sum((tail_indices / (tail_size - 1)) * gaps[i - tail_indices + 1])
+
+ log_alpha = np.log(1 / alpha)
+ for iter_index in range(i_start, sample_size):
+ if gaps[iter_index] > log_alpha * ghat[iter_index]:
+ flag_index = idx[sorted_i[iter_index:]]
+ break
+ return flag_index
+
+
class OutliersMixin:
@staticmethod
def _validateLOF(algorithm, n, p, density):
@@ -508,32 +539,8 @@ class OutliersMixin:
# calculate flags for every window
for _, partition in partitions:
- sample_size = len(partition)
-
- if partition.empty or sample_size < min_periods:
- continue
-
- sorted_i = partition.values.argsort()
- resids = partition.values[sorted_i]
- gaps = np.append(0, np.diff(resids))
-
- tail_size = int(max(min(np.floor(sample_size / 4), 50), 2))
- tail_indices = np.arange(2, tail_size + 1)
-
- i_start = int(max(np.floor(sample_size * iter_start), 1) + 1)
- ghat = np.array([np.nan] * sample_size)
-
- for i in range(i_start - 1, sample_size):
- ghat[i] = sum(
- (tail_indices / (tail_size - 1)) * gaps[i - tail_indices + 1]
- )
-
- log_alpha = np.log(1 / alpha)
- for iter_index in range(i_start - 1, sample_size):
- if gaps[iter_index] > log_alpha * ghat[iter_index]:
- index = partition.index[sorted_i[iter_index:]]
- self._flags[index, field] = flag
- break
+ index = _stray(partition, min_periods, iter_start, alpha)
+ self._flags[index, field] = flag
return self
diff --git a/saqc/funcs/pattern.py b/saqc/funcs/pattern.py
index 1db0b4d57..7e70f3445 100644
--- a/saqc/funcs/pattern.py
+++ b/saqc/funcs/pattern.py
@@ -7,15 +7,532 @@ from __future__ import annotations
from typing import TYPE_CHECKING
import fastdtw
-import pandas as pd
from saqc import BAD
from saqc.core import flagging
+from saqc.funcs.outliers import _stray
from saqc.lib.rolling import removeRollingRamps
+from saqc.lib.tools import getFreqDelta
if TYPE_CHECKING:
from saqc import SaQC
+import functools
+import multiprocessing as mp
+
+import numpy as np
+import pandas as pd
+from scipy import signal
+
+FACTOR_BASE = [5, 10, 20, 50, 100, 1000, 10000, 100000]
+CHUNK_LEN = 2 * (10**5)
+SCALE_CHUNK_SIZE = 200
+MIN_TASKS_PER_CORE = 100
+OPT_FACTOR = 50
+BOUND_SCALES = 10
+
+
+def _searchChunks(
+ datcol: pd.Series,
+ scale_vals: np.ndarray,
+ min_jump: float,
+ mi_ma: tuple[float],
+ opt_kwargs: dict,
+) -> pd.Series[bool]:
+ """
+ Wrapper around the actual algorithm (_offsetSearch) that feeds it data partitions of size CHUNK_LEN
+ """
+
+ overlap_increment = 20 * scale_vals[-1]
+ task_big = (len(datcol) * (len(scale_vals) + 2 * (BOUND_SCALES))) >= (
+ SCALE_CHUNK_SIZE * CHUNK_LEN
+ )
+ single_chunk = (mi_ma[1] > overlap_increment * 0.25) or (not task_big)
+ to_flag = np.zeros(len(datcol)).astype(bool)
+ e, k, sc_e, sc_k = 0, 0, 0, 0
+ while e is not None:
+ s = max((CHUNK_LEN * k) - overlap_increment, 0)
+ if ((CHUNK_LEN * (k + 2)) // len(datcol) > 0) or single_chunk:
+ e = None
+ else:
+ e = s + (CHUNK_LEN * (k + 1))
+ while sc_e is not None:
+ sc_s = SCALE_CHUNK_SIZE * sc_k
+ if (SCALE_CHUNK_SIZE * (sc_k + 2) // len(scale_vals) > 0) or (not task_big):
+ sc_e = None
+ else:
+ sc_e = sc_s + SCALE_CHUNK_SIZE
+ sv = scale_vals[sc_s:sc_e]
+ lower_bound = np.arange(max(sv[0] - BOUND_SCALES, 1), sv[0])
+ upper_bound = np.arange(sv[-1] + 1, sv[-1] + 1 + BOUND_SCALES)
+ sv = np.concatenate([lower_bound, sv, upper_bound]).astype(int)
+ to_flag[s:e] |= _offSetSearch(
+ base_series=datcol.iloc[s:e],
+ scale_vals=sv,
+ wavelet=signal.ricker,
+ min_jump=min_jump,
+ thresh=0.1,
+ bound_scales=BOUND_SCALES,
+ mi_ma=mi_ma,
+ opt_kwargs=opt_kwargs,
+ )
+ sc_k += 1
+ k += 1
+ return to_flag
+
+
+def _fullfillTasks(tasks: list, F: callable) -> list:
+ """
+ Distributes the execution of F(tasks) to (mulitple) processes
+
+ """
+ if len(tasks) > 1:
+ with mp.Pool(len(tasks)) as pool:
+ result = pool.map(F, tasks, chunksize=1)
+ else:
+ result = [F(tasks[0])]
+ return result
+
+
+def _makeTasks(scale_vals: np.ndarray):
+ """
+ Pack the scale value range into different task packages, to make use of multi-processing capabilities.
+ """
+ core_count = min(mp.cpu_count(), (len(scale_vals) // MIN_TASKS_PER_CORE) + 1)
+ enum = np.arange(len(scale_vals))
+ return [
+ list(zip(enum[k :: int(core_count)], scale_vals[k :: int(core_count)]))
+ for k in range(int(core_count))
+ ]
+
+
+def _evalScoredScales(
+ qc_arr: np.ndarray[bool],
+ scales: np.ndarray[float],
+ base_series: pd.Series,
+ min_jump: None | float,
+ idx_map: np.ndarray,
+ scale_vals: np.ndarray,
+ bound_scales: int,
+ width_factor: float,
+ mi_ma: tuple,
+) -> pd.Series[bool]:
+ """
+ Translates the scale scores into boolean "to flag" value by interpreting the scores in their scale context
+ """
+ critical = qc_arr.any(axis=1)
+ scales[~qc_arr] = np.nan
+
+ r_test_vals = scales.copy()
+ r_test_vals[~critical, :] = np.nan
+ idx_map = idx_map[critical]
+ idx_bool = critical
+ test_vals = scales[critical, :].copy()
+ agged_vals = np.zeros(scales.shape)
+ for v in range(r_test_vals.shape[1]):
+ width = scale_vals[v]
+ agged_vals[:, v] = (
+ pd.Series(r_test_vals[:, v])
+ .rolling(width, center=True, min_periods=0)
+ .max()
+ .values
+ )
+
+ agged_counts = (~np.isnan(agged_vals)).sum(axis=1)
+ idx_bool = idx_bool & (agged_counts != 1)
+
+ test_vals = test_vals[idx_bool[idx_map]]
+ idx_map = idx_map[idx_bool[idx_map]]
+
+ critical_stamps, critical_scales_idx = _getCritical(
+ idx_map, agged_vals, agged_counts
+ )
+
+ critical_stamps, critical_scales_idx = _rmBounds(
+ critical_stamps,
+ critical_scales_idx,
+ (min(bound_scales, scale_vals[0]), len(scale_vals - bound_scales)),
+ )
+ to_flag = _edgeDetect(
+ base_series=base_series,
+ critical_stamps=critical_stamps,
+ critical_scales=scale_vals[critical_scales_idx],
+ width_factor=width_factor,
+ test_vals=test_vals,
+ min_jump=min_jump,
+ scale_vals=scale_vals,
+ idx_map=idx_map,
+ mi_ma=mi_ma,
+ )
+ return to_flag
+
+
+def _mpFunc(s: int, scale: np.ndarray, opt_kwargs: dict) -> (pd.Series, int, pd.Series):
+ """
+ Calculate scores, that measure the resemblance of scale chunks of size 10*s with the ricker wavelet of that size
+ """
+ similarity_scores, similarity_scores_inv, reduction_factor = _waveSimilarityScoring(
+ scale,
+ signal.ricker(s * 10, s),
+ opt_kwargs=opt_kwargs,
+ )
+ similarity_scores = _similarityScoreReduction(
+ result=similarity_scores,
+ scale=scale,
+ width=s * 10,
+ )
+ similarity_scores_inv = _similarityScoreReduction(
+ result=similarity_scores_inv,
+ scale=-scale,
+ width=s * 10,
+ )
+
+ return similarity_scores, reduction_factor, similarity_scores_inv
+
+
+def _mpTask(
+ S: list, scales: np.ndarray, base_series: pd.Series, opt_kwargs: dict, thresh: float
+):
+ """
+ get scoring for all the scales/tasks as listed in S and aggregate to partial min/max value series
+ """
+ out_r = [None] * len(S)
+ i = 0
+ for s in S:
+ out = _mpFunc(s[1], scales[s[0]], opt_kwargs)
+ qc_arr = np.zeros(len(base_series)).astype(bool)
+ qc_arr_inv = np.zeros(len(base_series)).astype(bool)
+ order = int(s[1] // out[1])
+ d = _argminSer(out[0].values[:: out[1]], order=order, max=thresh)
+ d_inv = _argminSer(out[2].values[:: out[1]], order=order, max=thresh)
+ qc_arr[:: out[1]] = d
+ qc_arr_inv[:: out[1]] = d_inv
+ out_r[i] = (qc_arr, s[1], out[1], qc_arr_inv)
+ i += 1
+
+ return out_r
+
+
+def _getValueSlice(idx: int, base_range: float, value_ser: pd.Series) -> pd.Series:
+ """
+ return a partition of value_ser that is centered around idx and has length base_range
+ """
+ slice_range = int(base_range * 0.5)
+ value_slice = slice(
+ idx - slice_range,
+ idx + slice_range + 1,
+ )
+ return value_ser.iloc[value_slice].values, slice_range
+
+
+def _getAnomalyCenter(test_scale: np.ndarray, idx_map: np.ndarray, critical_stamp: int):
+ """
+ Find the index closest to specific scale in the tested scale
+ """
+ s = ~np.isnan(test_scale)
+ s = idx_map[s]
+ idx = np.argmin(np.abs(critical_stamp - s))
+ idx = s[idx]
+ return idx
+
+
+def _getEdgeIdx(x: np.ndarray, y: np.ndarray, min_jump: float) -> int:
+ """
+ Find the point where the data in x jumps from one value level to the plateau level and return the index where that jump occurs.
+ """
+ if len(y) == 1:
+ return -1
+ _, path = fastdtw.fastdtw(x, y, radius=int(len(y)))
+ path = np.array(path)
+ offset_start = path[:, 0].argmax()
+ if offset_start > (len(y) - 1):
+ return -1
+ start_jump = y[offset_start] - y[offset_start - 1]
+
+ if start_jump < min_jump:
+ return -1
+ return offset_start
+
+
+def _getEdges(
+ anomaly_ser: pd.Series,
+ anomaly_range: int,
+ m_start: float,
+ m_end: float,
+ min_jump: float,
+ mi_ma: tuple[int],
+) -> tuple[int]:
+ """
+ Estimate the indices of start and end of the anomalous plateau
+ """
+ offset_start = _getEdgeIdx(
+ x=np.array([anomaly_ser[0], m_start]),
+ y=anomaly_ser[:anomaly_range],
+ min_jump=min_jump,
+ )
+ if offset_start < 0:
+ return -1, -1
+ y_inv = anomaly_ser[anomaly_range:][::-1].copy()
+ offset_end = _getEdgeIdx(
+ x=np.array([anomaly_ser[-1], m_end]), y=y_inv, min_jump=min_jump
+ )
+ if offset_end < 0:
+ return -1, -1
+
+ offset_end = len(y_inv) - offset_end
+ L = offset_end - offset_start
+ if (L < mi_ma[0]) | (L > mi_ma[1]):
+ return -1, -1
+ return offset_start, offset_end
+
+
+def _getCritical(
+ idx_map: np.ndarray, agged_vals: np.ndarray, agged_counts: np.ndarray
+) -> (np.ndarray[int], np.ndarray[int]):
+ """
+ Get indices that appeared critical at at least on scale.
+ Condense continuous critical indices to single one and select the fitting scale for the condensed chunk
+ return critical indices and the scales at wich they appeared critical.
+ """
+ ac = agged_counts == 0
+ agged_groups = ac != np.roll(ac, 1)
+ agged_groups = np.cumsum(agged_groups)[idx_map]
+ agged_counts = agged_counts[idx_map]
+ agged_counts = (
+ pd.Series(agged_counts, index=idx_map).groupby(by=agged_groups).idxmax()
+ )
+
+ critical_stamps = agged_counts.values
+ agged_vals = agged_vals[critical_stamps, :]
+ critical_scales_idx = np.nanargmax(agged_vals, axis=1)
+ sort_idx = critical_scales_idx.argsort(kind="stable")
+ return critical_stamps[sort_idx], critical_scales_idx[sort_idx]
+
+
+def _rmBounds(
+ critical_stamps: np.ndarray[int],
+ critical_scales_idx: np.ndarray[int],
+ bounds: tuple[int],
+) -> (list, list):
+ """remove entries in the criticals list that refer to the bounding scales that were artificially introduced"""
+ bound_mask = (critical_scales_idx >= (bounds[0] - 1)) & (
+ critical_scales_idx < (bounds[1])
+ )
+ return critical_stamps[bound_mask], critical_scales_idx[bound_mask]
+
+
+def _waveSimilarityScoring(
+ scale: np.ndarray[int],
+ wv: np.ndarray[float],
+ opt_kwargs: dict = {"thresh": 500, "factor": 5},
+) -> (np.ndarray, np.ndarray, int):
+ """
+ meassure the similarity between patches of `scale` and the wavelet `wv` in a rolling window manner.
+ Return the resulting scores series, the scores series for the inverted wavelet similarity
+ and the reduction factor applied to speed up calculation.
+ """
+ width = len(wv)
+ wv = wv - wv.min()
+ wv = wv / wv.max()
+
+ if opt_kwargs["thresh"] is None:
+ reduction_factor = 1
+ else:
+ if not isinstance(opt_kwargs["thresh"], list):
+ opt_kwargs["thresh"] = [opt_kwargs["thresh"]]
+ if not isinstance(opt_kwargs["factor"], list):
+ opt_kwargs["factor"] = [opt_kwargs["factor"]]
+
+ thr = np.array([0] + opt_kwargs["thresh"])
+ fc = np.array([1] + opt_kwargs["factor"])
+ lv = np.where(width >= thr)[0][-1]
+ reduction_factor = int(fc[lv])
+ _wv = wv[::reduction_factor]
+
+ r, r_inv = _strideTrickser(scale[::reduction_factor], _wv.shape[0], _wv)
+
+ result = np.full(len(scale), np.nan)
+ result_inv = result.copy()
+ w = width // 2
+ result[w : w + (len(r) * reduction_factor) : reduction_factor] = r
+ result_inv[w : w + (len(r_inv) * reduction_factor) : reduction_factor] = r_inv
+ result = pd.Series(result)
+ result_inv = pd.Series(result_inv)
+ if reduction_factor > 1:
+ result = result.interpolate("linear", limit=reduction_factor)
+ result_inv = result_inv.interpolate("linear", limit=reduction_factor)
+
+ return result, result_inv, reduction_factor
+
+
+def _edgeDetect(
+ base_series: pd.Series,
+ critical_stamps: np.ndarray,
+ critical_scales: np.ndarray,
+ width_factor: float,
+ test_vals: np.ndarray,
+ min_jump: float,
+ scale_vals: np.ndarray,
+ idx_map: np.ndarray,
+ mi_ma: tuple[int],
+):
+ """
+ Detect the Edge points for the detected critical indices and their scales
+ """
+ critical_widths = [width_factor * w for w in critical_scales]
+ to_finally_flag = np.zeros(len(base_series)).astype(bool)
+ to_flag = to_finally_flag.copy()
+
+ for c in enumerate(critical_stamps):
+ to_flag[:] = False
+ scale_iloc = scale_vals.searchsorted(critical_scales[c[0]])
+ idx = _getAnomalyCenter(test_vals[:, scale_iloc], idx_map, c[1])
+ anomaly_ser, anomaly_range = _getValueSlice(
+ idx, critical_widths[c[0]], base_series
+ )
+ inner_ser, inner_range = _getValueSlice(idx, critical_scales[c[0]], base_series)
+ _min_jump = min_jump
+ if _min_jump is None:
+ a_diffs = np.abs(np.diff(anomaly_ser))
+ if len(_stray(a_diffs, 1, 0.5, 0.05)) == 0:
+ continue
+ _min_jump = 2 * np.median(a_diffs)
+
+ if len(inner_ser) == 1:
+ m_start = m_end = inner_ser[0]
+ else:
+ m_start = np.median(inner_ser[:inner_range]) # inner_ser[:c[1]].median()
+ m_end = np.median(inner_ser[inner_range:])
+
+ offset_start, offset_end = _getEdges(
+ anomaly_ser=anomaly_ser,
+ anomaly_range=anomaly_range,
+ m_start=m_start,
+ m_end=m_end,
+ min_jump=_min_jump,
+ mi_ma=mi_ma,
+ )
+ if offset_start < 0:
+ continue
+
+ to_flag[idx - anomaly_range + offset_start : idx + offset_end] = True
+
+ to_finally_flag |= to_flag
+ return to_finally_flag
+
+
+def _strideTrickser(
+ data: np.ndarray, win_len: int, wave: np.ndarray
+) -> (pd.Series, pd.Series):
+ """
+ Compares `wave` to scaled sub sections of data in a rolling window manner
+ """
+ stack_view = np.lib.stride_tricks.sliding_window_view(data, win_len, (0))
+ samples = stack_view.shape[0]
+ mi = stack_view.min(axis=1).reshape(samples, 1)
+ r = (stack_view - mi) / (stack_view.max(axis=1).reshape(samples, 1) - mi)
+ r1 = np.abs(r - wave).mean(axis=1)
+ r2 = np.abs((-r) - (wave - 1)).mean(axis=1)
+ return r1, r2
+
+
+def _argminSer(x: np.ndarray[float], order: int, max: float = 100) -> np.ndarray[bool]:
+ """
+ Return array holding ``True`` at positions where x has a local minima.
+ """
+ idx = signal.argrelmin(x, order=order)[0]
+ thresh_mask = x < max
+ y = np.zeros(len(x)).astype(bool)
+ y[idx] = True
+ y = y & thresh_mask
+ return y
+
+
+def _similarityScoreReduction(
+ result: pd.Series,
+ scale: np.ndarray[float],
+ width: float,
+ bumb_cond_factor: float = 1.5,
+) -> pd.Series:
+ """
+ Replace Sections of the score array, where the sign changes too frequently, with NaN chunks.
+ """
+
+ bool_signs = scale > 0
+ switches = ~(bool_signs == np.roll(bool_signs, 1))
+ signum_groups = np.cumsum(switches)
+
+ consec_sign_groups_vals = result.groupby(by=signum_groups)
+ filter_func = lambda x: x.count() > bumb_cond_factor * (width / 10)
+ filtered = consec_sign_groups_vals.filter(filter_func, dropna=False)
+ return filtered
+ # out = pd.Series(filtered.values, index=result.index)
+ # return out
+
+
+def _offSetSearch(
+ base_series: pd.Series,
+ scale_vals: np.ndarray,
+ wavelet: np.ndarray[float],
+ min_jump: float,
+ mi_ma: tuple[float],
+ thresh: float = 0.1,
+ width_factor: float = 2.5,
+ bound_scales: int = 10,
+ opt_kwargs: dict = {"thresh": 500, "factor": 5},
+) -> pd.Series:
+ """
+ Wrapper around process dispatching of the wavelet scoring and the scores evaluation,
+ returning pd.Series that evaluates to ``True`` at position to flag.
+ """
+ idx_map = np.arange(len(base_series))
+ scales = signal.cwt(base_series.values, wavelet, scale_vals)
+
+ qc_arr = np.zeros([len(base_series), len(scale_vals)]).astype(bool)
+ qc_arr_inv = qc_arr.copy()
+ scale_order = {s: n for n, s in enumerate(scale_vals)}
+
+ tasks = _makeTasks(scale_vals)
+
+ worker_func = functools.partial(
+ _mpTask,
+ scales=scales,
+ base_series=base_series,
+ opt_kwargs=opt_kwargs,
+ thresh=thresh,
+ )
+ result = _fullfillTasks(tasks, worker_func)
+ for task_return in result:
+ for r in task_return:
+ qc_arr[:, scale_order[r[1]]] = r[0]
+ qc_arr_inv[:, scale_order[r[1]]] = r[3]
+
+ scales = scales.T
+
+ to_flag = _evalScoredScales(
+ qc_arr,
+ scales.copy(),
+ base_series,
+ min_jump,
+ idx_map,
+ scale_vals,
+ bound_scales,
+ width_factor,
+ mi_ma,
+ )
+ to_flag = to_flag | _evalScoredScales(
+ qc_arr_inv,
+ -scales,
+ -base_series,
+ min_jump,
+ idx_map,
+ scale_vals,
+ bound_scales,
+ width_factor,
+ mi_ma,
+ )
+ return to_flag
+
def calculateDistanceByDTW(
data: pd.Series, reference: pd.Series, forward: bool = True, normalize: bool = True
@@ -89,7 +606,115 @@ def calculateDistanceByDTW(
class PatternMixin:
- # todo should we mask `reference` even if the func fail if reference has NaNs
+ @flagging()
+ def flagPlateau(
+ self: "SaQC",
+ field: str,
+ min_length: int | str,
+ max_length: int | str = None,
+ min_jump: float = None,
+ granularity: int | str = None,
+ flag: float = BAD,
+ **kwargs,
+ ) -> "SaQC":
+ """
+ Flag anomalous value plateaus.
+
+ Parameters
+ ----------
+ min_length:
+ Minimum temporal extension of value course to qualify as plateau.
+
+ max_length:
+ Maximum temporal extension of value course to qualify as plateau (upper detection limit).
+
+ min_jump:
+ minimum margin anomalies/plateaus have to differ from directly preceding and succeeding periods.
+ If ``None`` (default), the minimum jump threshold will be derived automatically from the median
+ of the local absolute difference between any two periods in the vicinity of any potential anomaly.
+
+ granularity:
+ Precision of search: The smaller the better, but also, the more numerically expensive.
+
+ fill_strat:
+ NaN values in the data have to be replaced by numerical data.
+ Select the interpolation/replacement strategy.
+
+
+ Notes
+ -----
+ Minimum length of plateaus should be selected higher than ~2 times the sampling rate.
+ To search for shorter plateaus/anomalies, use :py:meth:~`saqc.SaQC.flagUniLOF` or :py:meth:~`saqc.SaQC.flagZScore`.
+
+ Examples
+ --------
+
+
+ .. plot::
+ :context: reset
+ :include-source: False
+
+ import matplotlib
+ import saqc
+ import pandas as pd
+ data = pd.read_csv('../resources/data/turbidity_plateaus.csv', parse_dates=['data'], index_col=0, nrows=1000)
+ qc = saqc.SaQC(data)
+
+ Detect plateaos longer than 100 minutes
+
+ .. doctest:: flagPlattoExample
+
+ >>> import saqc
+ >>> data = pd.read_csv('./resources/data/turbidity_plateaus.csv', parse_dates=['data'], index_col=0, nrows=10000)
+ >>> qc = saqc.SaQC(data)
+ >>> qc = qc.flagPlateau('base3', min_length='100min')
+ >>> qc.plot('base3') # doctest: +SKIP
+
+ .. plot::
+ :context:
+ :include-source: False
+ :class: center
+
+ qc = qc.flagPlateau('base3', min_length='100min')
+ qc.plot('base3')
+ """
+ opt_thresh = [OPT_FACTOR * f for f in FACTOR_BASE]
+ datcol = self.data[field]
+ datcol = datcol.ffill().bfill()
+ freq = getFreqDelta(datcol.index)
+ detection_limit = int(np.floor(len(datcol) / 10))
+ max_length = max_length or detection_limit
+ if freq is None:
+ raise ValueError("Not a unitary sampling rate")
+
+ if isinstance(min_length, str):
+ min_length = pd.Timedelta(min_length) // freq
+ if isinstance(max_length, str):
+ max_length = pd.Timedelta(max_length) // freq
+
+ max_length = min(detection_limit, max_length)
+ if min_length > max_length:
+ return self
+ if granularity is None:
+ granularity = 5
+ if isinstance(granularity, str):
+ granularity = pd.Timedelta(granularity) // freq
+ if granularity == 0:
+ raise ValueError(
+ f"granularity lower than sampling rate! (got: sampling rate={freq})"
+ )
+
+ scale_vals = np.arange(max(min_length // 2, 1), max_length // 2, granularity)
+ to_flag = _searchChunks(
+ datcol,
+ scale_vals,
+ min_jump,
+ (min_length, max_length),
+ {"thresh": opt_thresh, "factor": FACTOR_BASE},
+ )
+ self._flags[to_flag, field] = flag
+ return self
+
@flagging()
def flagPatternByDTW(
self: "SaQC",
diff --git a/tests/funcs/test_pattern_rec.py b/tests/funcs/test_pattern_rec.py
index b2be3a634..a9ceb667d 100644
--- a/tests/funcs/test_pattern_rec.py
+++ b/tests/funcs/test_pattern_rec.py
@@ -6,6 +6,9 @@
# -*- coding: utf-8 -*-
+import os
+
+import numpy as np
import pandas as pd
import pytest
@@ -24,6 +27,69 @@ def field(data):
return data.columns[0]
+@pytest.mark.filterwarnings("ignore::DeprecationWarning")
+def test_flagPlateau():
+ path = os.path.join(
+ os.path.abspath(""), "docs/resources/data/turbidity_plateaus.csv"
+ )
+ dat = pd.read_csv(path, parse_dates=[0], index_col=0)
+ dat = dat.interpolate("linear")
+ dat = dat.ffill().bfill()
+
+ qc = SaQC(dat)
+ qc = qc.flagPlateau(
+ "base3", min_length="10min", max_length="7d", granularity="20min"
+ )
+ anomalies = [
+ (0, 0),
+ (5313, 5540),
+ (10000, 10200),
+ (15000, 15500),
+ (17000, 17114),
+ (17790, 17810),
+ ]
+ f = qc["base3"].flags.to_pandas().squeeze() > 0
+ for i in range(1, len(anomalies)):
+ a_slice = slice(anomalies[i][0], anomalies[i][1])
+ na_slice = slice(anomalies[i - 1][1], anomalies[i][0])
+ assert f.iloc[a_slice].all()
+ assert not (f.iloc[na_slice].any())
+
+
+@pytest.mark.filterwarnings("ignore::DeprecationWarning")
+def test_flagPlateau_long():
+ path = os.path.join(
+ os.path.abspath(""), "docs/resources/data/turbidity_plateaus.csv"
+ )
+ dat = pd.read_csv(path, parse_dates=[0], index_col=0)
+ dat = dat.interpolate("linear")
+ dat = dat.ffill().bfill()
+ _long = np.append(dat.values, [dat.values] * 10)
+ dat = pd.Series(
+ _long,
+ index=pd.date_range("2000", freq="10min", periods=len(_long)),
+ name="base3",
+ )
+ qc = SaQC(dat)
+ qc = qc.flagPlateau(
+ "base3", min_length="10min", max_length="7d", granularity="20min"
+ )
+ anomalies = [
+ (0, 0),
+ (5313, 5540),
+ (10000, 10200),
+ (15000, 15500),
+ (17000, 17114),
+ (17790, 17810),
+ ]
+ f = qc["base3"].flags.to_pandas().squeeze() > 0
+ for i in range(1, len(anomalies)):
+ a_slice = slice(anomalies[i][0], anomalies[i][1])
+ na_slice = slice(anomalies[i - 1][1], anomalies[i][0])
+ assert f.iloc[a_slice].all()
+ assert not (f.iloc[na_slice].any())
+
+
@pytest.mark.parametrize("plot", [True, False])
@pytest.mark.parametrize("normalize", [True, False])
def test_flagPattern_dtw(plot, normalize):
--
GitLab