diff --git a/README.rst b/README.rst index 94556bda..58d3663e 100644 --- a/README.rst +++ b/README.rst @@ -25,6 +25,9 @@ traja |Python-ver| |Travis| |PyPI| |RTD| |Gitter| |Black| |License| :target: https://opensource.org/licenses/MIT :alt: License: MIT +.. |Binder| image:: https://mybinder.org/badge_logo.svg + :target: https://mybinder.org/v2/gh/justinshenk/traja/master?filepath=demo.ipynb + traja is a Python library for trajectory analysis. It extends the capability of pandas DataFrame specific for animal trajectory analysis in 2D, and provides convenient interfaces to other geometric analysis packages (eg, R and shapely). diff --git a/demo.ipynb b/demo.ipynb new file mode 100644 index 00000000..aee8e245 --- /dev/null +++ b/demo.ipynb @@ -0,0 +1,528 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing Spatial Trajectories with Traja\n", + "Full documentation is available at [traja.readthedocs.io](http://traja.readthedocs.io)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import traja" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create sample random walk\n", + "df = traja.generate()\n", + "\n", + "# Visualize x and y values with built-in pandas methods\n", + "df.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot Trajectory" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot trajectory with traja accessor method (`.traja.plot()`)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = df.traja.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize distribution of angles and turn-angles" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.traja.calc_angle().hist() # w.r.t x-axis" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kA934cZ8vo6L7/dvf5bu7Gzstye1JHum+nzrsnL2SvLxnm96b5OdJPjjs7e2hm3kkuQ54sqo+nmQ9cGtVvWK4qeaW5GPATFVde8z4WcCNzJ6t/FLgG8DLquqZVQ85hyRvBv69ewH/rwGq6kNjsL1PAP4LeBOzJwTeBVxcVQ8ONdgxkqwB1lTVPUleBOwDLgAuZI7nyyhJchCYqqqf9Ix9AvhpVW3v/rieWlUfGlbG+XTPkUPAq4H3MMTt7R79cSQJs78MNw47yzJtAXZV1dNV9UPgALOlPxKq6utVdbS7eSez51yMg7G4zEdVHa6qe7rpXwAPMd5nqW8BdnbTO5n9ozWqzgW+X1WPDjuIRX98rweOVNUjPWNnJvnPJN9M8vphBZvHVd0hkBt6/ks7TpejeC/w1Z7bo7y9x2m7ArOHw4BzgO90Q3M9X0ZJAV9Psq87kx5gsqoOd9M/BiaHE21BLuK5O4pD297Py6JP8o0k98/x1btHdjHP/Uc6DPxeVZ0D/DnwhSS/M0K5PwP8IXB2l/W61cw2n4Vs7yR/CRwFPt8NDX17tyTJBPAl4INV9XNG+PnS43VV9Upmr4J7ZZI39M6s2ePOI3nsObMnir4d+JduaKjbe+w/M3YpquqN881PciLwTmBTz32eBp7upvcl+T7wMuDuAUZ9jn65n5Xks8Ct3c2+l6MYtAVs78uBPwHO7X55R2J79zH07bpQSV7AbMl/vqq+DFBVR3rm9z5fRkZVHeq+P57kZmYPlx1JsqaqDnevPzw+1JDH91bgnme387C39/Nyj34B3gh8r6oee3YgyUu6F1dI8gfABuAHQ8r3G7on/bPeAdzfTe8GLkrywiRnMpv7u6ud73iSnAf8BfD2qvpVz/hIb2/G5DIf3WtN1wMPVdUne8aP93wZCUlO7l48JsnJwJuZzbgbuKxb7DLgluEk7Os5RwSGvb2fl3v0C3DssTWANwAfT/K/wK+B91fVT1c92fF9IsnZzP5X9iDwPoCqeiDJTcCDzB4auXJU3nHT+TTwQuD22U7izqp6PyO+vcfoMh+vBS4F9qd7qzDwEWY/DOg3ni8jZBK4uXtOnAh8oaq+luQu4KYkVwCPMvuGiZHS/WF6E8/dpnP+fq5aJt9eKUlt89CNJDXOopekxln0ktQ4i16SGmfRS1LjLHpJapxFL0mNs+glqXH/B5r04ukO3W8mAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.traja.calc_turn_angle().hist() # deviation from strait ahead" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize flow between grid units" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for kind in ['stream', 'quiver', 'contourf']:\n", + " fig = df.traja.plot_flow(kind=kind)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize distribution of turn angles over time" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for log in [True, False]:\n", + " for bins in [8, 32]:\n", + " print(f\"Bins: {bins}\")\n", + " df.traja.trip_grid(bins=bins, log=log)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot polar bar chart showing turn preference" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/justinshenk/Projects/mousetrack/traja/plotting.py:745: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " trj[\"turn_angle\"] = feature_series\n", + "/Users/justinshenk/anaconda3/envs/traja/lib/python3.6/site-packages/pandas/core/generic.py:5096: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[name] = value\n" + ] + }, + { + "data": { + "image/png": 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\n", 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to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " self[name] = value\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Show non-overlapping histogram\n", + "traja.plotting.polar_bar(df, overlap=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resample Trajectory" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Resample to arbitrary step length (here, 20 meters)\n", + "fig = df.traja.rediscretize(R=20).traja.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Resample to arbitrary time (here, 1 second)\n", + "fig = df.traja.resample_time(step_time='1s').traja.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "traja", + "language": "python", + "name": "traja" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/environment.yml b/environment.yml index f2c0d765..7aef9cc5 100644 --- a/environment.yml +++ b/environment.yml @@ -8,8 +8,6 @@ dependencies: - pytorch-cpu - pip: - fastdtw - - sphinx-gallery - - sphinx_rtd_theme - tzlocal - pandas - numpy diff --git a/traja/__init__.py b/traja/__init__.py index 0cc2fd61..fb67f689 100644 --- a/traja/__init__.py +++ b/traja/__init__.py @@ -6,4 +6,4 @@ from traja import models __author__ = "justinshenk" -__version__ = "0.1.0" +__version__ = "0.1.1" diff --git a/traja/contrib/dvc.py b/traja/contrib/dvc.py index b0a601cd..e28582a5 100644 --- a/traja/contrib/dvc.py +++ b/traja/contrib/dvc.py @@ -7,20 +7,18 @@ import re from typing import Optional, List +import matplotlib.style as style +import matplotlib.pyplot as plt +import matplotlib.patches as patches +import numpy as np +import pandas as pd from scipy.stats import ttest_ind, ttest_rel import statsmodels.api as sm import statsmodels.formula.api as smf - import traja from traja import TrajaDataFrame -import matplotlib.style as style -import matplotlib.pyplot as plt -import matplotlib.patches as patches -import numpy as np -import pandas as pd - try: import seaborn as sns except ImportError: @@ -57,7 +55,7 @@ def glm( day_range = f"{daily[DAYS_COL].min()}-{daily[DAYS_COL].max()}" print( f"Fitting generalized linear model on daily data. Days {day_range}\n" - f"Model: {response_var} ~ days_from_surgery + diet." + f"Model: {response_var} ~ days_from_surgery * diet." + (f" Covariance structure ({cov_struct})" if cov_struct else "") ) @@ -78,7 +76,7 @@ def glm( subset = daily[daily.period == period] if period != "Overall" else daily_overall md = smf.gee( - f" {response_var} ~ days_from_surgery + diet", + f" {response_var} ~ days_from_surgery * diet", data=subset, groups="cage", **kwargs, @@ -95,6 +93,34 @@ def glm( sig_pvalues.append((pvalue, factor, period)) if verbose: print(f"END {period} GLM RESULTS\n") + + for diet in ["Control", "Fortasyn"]: + for period in [DARK, LIGHT, "Overall"]: + subset = ( + daily.loc[(daily.period == period) & (daily.diet.str.contains(diet))] + if period != "Overall" + else daily_overall + ) + if subset.empty: + import ipdb + + ipdb.set_trace() + md = smf.gee( + f" {response_var} ~ days_from_surgery", + data=subset, + groups="cage", + **kwargs, + ) + mdf = md.fit() + if verbose: + print(f"{diet}-only, {period} GLM RESULTS:\n", mdf.summary()) + pvalues = mdf.pvalues + for factor, pvalue in pvalues.items(): + if pvalue < 0.05 and factor != "Intercept": + print( + f"{factor} effect on {response_var} ({period}) - p-value: {pvalue:.4f}" + ) + sig_pvalues.append((pvalue, factor, period)) if not sig_pvalues: print("No significant effect found.\n") return sig_pvalues @@ -1710,7 +1736,7 @@ def main(args): # Statistical analysis if args.glm: - glm(daily, response_var="displacment", verbose=args.verbose) + glm(daily, response_var="displacement", verbose=args.verbose) else: # Activity-only experiment = DVCExperiment(experiment_name=args.experiment_name) @@ -1721,12 +1747,11 @@ def main(args): experiment.plot_daily_activity(activity, **args.__dict__) # Statistical analysis - if args.glm: + if args.glm and args.activity: glm(activity, response_var="activity", verbose=args.verbose) def parse_args(): - parser = argparse.ArgumentParser(description="Run DVC Experiment") parser.add_argument( "-c", "--centroids_dir", help="path to directory with centroids CSVs" diff --git a/traja/tests/test_parsers.py b/traja/tests/test_parsers.py index e69de29b..a9031962 100644 --- a/traja/tests/test_parsers.py +++ b/traja/tests/test_parsers.py @@ -0,0 +1,32 @@ +import os + +import pandas as pd + +import traja + +from pandas.util.testing import ( + assert_frame_equal, + assert_index_equal, + assert_series_equal, +) + +df = traja.generate(n=20) + + +def test_from_df(): + df = pd.DataFrame({"x": [1, 2, 3], "y": [2, 3, 4]}) + trj = traja.parsers.from_df(df) + assert_frame_equal(df, trj) + assert isinstance(trj, traja.TrajaDataFrame) + + +def test_read_file(): + datapath = os.path.join(traja.__path__[0], "tests", "data", "3527.csv") + trj = traja.parsers.read_file(datapath) + assert isinstance(trj, traja.TrajaDataFrame) + assert "Frame" in trj + assert "Time" in trj + assert "TrackId" in trj + assert "x" in trj + assert "y" in trj + assert "ValueChanged" in trj diff --git a/traja/tests/test_trajadataframe.py b/traja/tests/test_trajadataframe.py index 8a5ec0c1..f4eb2371 100644 --- a/traja/tests/test_trajadataframe.py +++ b/traja/tests/test_trajadataframe.py @@ -2,19 +2,12 @@ import shutil import tempfile -import numpy as np import pandas as pd +import pytest import traja from traja import TrajaDataFrame, read_file -import pytest -from pandas.util.testing import ( - assert_frame_equal, - assert_index_equal, - assert_series_equal, -) - class TestDataFrame: def setup_method(self): @@ -28,11 +21,11 @@ def teardown_method(self): shutil.rmtree(self.tempdir) def test_df_init(self): - assert type(self.df) is TrajaDataFrame + assert isinstance(self.df, TrajaDataFrame) def test_copy(self): df2 = self.df.copy() - assert type(df2) is TrajaDataFrame + assert (df2, TrajaDataFrame) assert df2.xlim == self.df.xlim def test_dataframe_to_trajadataframe(self): @@ -43,3 +36,36 @@ def test_dataframe_to_trajadataframe(self): tf = TrajaDataFrame(df) assert isinstance(df, pd.DataFrame) assert isinstance(tf, TrajaDataFrame) + + @pytest.mark.parameterize("method", ["merge", "concat", None]) + def test_construct_dataframe(self, method): + df = traja.TrajaDataFrame( + {"x": range(len(self.df)), "y": range(len(self.df))}, + index=self.df.index, + xlim=(0, 2), + ylim=(0, 2), + spatial_units="m", + title="Serious title", + fps=2.0, + time_units="s", + id=42, + ) + + assert df.title == "Serious title" + + # Test 'merge' + df2 = df.copy() + assert df2.title == "Serious title" + + assert df._get_time_col() == None + assert self.df._get_time_col() == "Time" + + # Modify metavar + df.set("title", "New title") + assert df.title == "New title" + + # Test __finalize__ + df_copy = df.copy() + df2_copy = df2.copy() + df_copy.__finalize__(df2_copy, method=method) + assert isinstance(df_copy, traja.TrajaDataFrame) diff --git a/traja/tests/test_trajectory.py b/traja/tests/test_trajectory.py index 0f97db22..75fb3ed3 100644 --- a/traja/tests/test_trajectory.py +++ b/traja/tests/test_trajectory.py @@ -1,5 +1,6 @@ import numpy as np import numpy.testing as npt +import pytest from pandas.util.testing import assert_series_equal import traja @@ -66,8 +67,29 @@ def test_cartesian_to_polar(): npt.assert_allclose(theta_actual[:10], theta_expected) -def test_expected_sq_displacement(): - ... +@pytest.mark.parametrize("eqn1", [True, False]) +def test_expected_sq_displacement(eqn1): + disp = traja.expected_sq_displacement(df, eqn1=eqn1) + + +def test_step_lengths(): + step_lengths = traja.step_lengths(df) + assert len(step_lengths == len(df)) + + +@pytest.mark.parametrize("w", [None, 2, 3]) +def test_smooth_sg(w): + if w == 2: + with pytest.raises(Exception): + _ = traja.trajectory.smooth_sg(df, w=w) + else: + trj = traja.trajectory.smooth_sg(df, w=w) + assert trj.shape == df.shape + + +@pytest.mark.parametrize("lag", [1, 2]) +def test_angles(lag): + angles = traja.angles(df, lag=lag) def test_traj_from_coords(): @@ -79,10 +101,21 @@ def test_traj_from_coords(): assert_series_equal(trj.time, df.time) -def test_distance(): +@pytest.mark.parametrize("method", ["dtw", "hausdorff"]) +def test_distance(method): rotated = traja.trajectory.rotate(df, 10).traja.xy[:10] - distance = traja.distance(rotated, df.traja.xy) - npt.assert_almost_equal(distance, 523.103_701_021_348_1) + distance = traja.distance(rotated, df.traja.xy, method=method) + + +@pytest.mark.parametrize("ndarray_type", [True, False]) +def test_grid_coords1D(ndarray_type): + xlim, ylim = traja.trajectory._get_xylim(df) + bins = traja.trajectory._bins_to_tuple(df, None) + grid_indices = traja.grid_coordinates(df, bins=bins, xlim=xlim, ylim=ylim) + if ndarray_type: + grid_indices = grid_indices.values + grid_indices1D = traja._grid_coords1D(grid_indices) + assert isinstance(grid_indices, np.ndarray) def test_to_shapely(): @@ -97,7 +130,10 @@ def test_to_shapely(): def test_transition_matrix(): - ... + grid_indices = traja.grid_coordinates(df) + assert grid_indices.shape[1] == 2 + grid_indices1D = traja._grid_coords1D(grid_indices) + transitions_matrix = traja.transition_matrix(grid_indices1D) def test_calculate_flow_angles(): @@ -107,8 +143,30 @@ def test_calculate_flow_angles(): npt.assert_approx_equal(U.sum(), expected) +def test_resample_time(): + trj = traja.resample_time(df, "3s") + assert isinstance(trj, traja.TrajaDataFrame) + + def test_transitions(): - ... + transitions = traja.transitions(df) + assert isinstance(transitions, np.ndarray) + + # Check when bins set + bins = traja._bins_to_tuple(df, bins=None) + xmin = df.x.min() + xmax = df.x.max() + ymin = df.y.min() + ymax = df.y.max() + xbins = np.linspace(xmin, xmax, bins[0]) + ybins = np.linspace(ymin, ymax, bins[1]) + xbin = np.digitize(df.x, xbins) + ybin = np.digitize(df.y, ybins) + + df.set("xbin", xbin) + df.set("ybin", ybin) + transitions = traja.transitions(df) + assert isinstance(transitions, np.ndarray) def test_grid_coordinates(): diff --git a/traja/trajectory.py b/traja/trajectory.py index 6487ca75..2063a63c 100644 --- a/traja/trajectory.py +++ b/traja/trajectory.py @@ -81,10 +81,8 @@ def smooth_sg(trj: TrajaDataFrame, w: int = None, p: int = 3): def angles(trj: TrajaDataFrame, lag: int = 1): """Returns angles w.r.t. x-axis.""" - if lag > 1: - raise NotImplementedError("Lag must be 1.") dx = trj.x.diff(lag) - distance = calc_displacement(trj) + distance = calc_displacement(trj, lag=lag) angles = np.rad2deg(np.arccos(np.abs(dx) / distance)) # Correction for 360-degree angle range angles[angles >= 180] -= 360 @@ -136,7 +134,7 @@ def cartesian_to_polar(xy: np.ndarray): return r, theta -def expected_sq_displacement(trj: TrajaDataFrame, n: int = None, eqn1: bool = True): +def expected_sq_displacement(trj: TrajaDataFrame, n: int = 0, eqn1: bool = True): """Expected displacement. .. note:: @@ -144,9 +142,8 @@ def expected_sq_displacement(trj: TrajaDataFrame, n: int = None, eqn1: bool = Tr This method is experimental and needs testing. """ - # TODO: Fix and test implementation - sl = step_lengths(trj) - ta = angles(trj) + sl = traja.step_lengths(trj) + ta = traja.angles(trj) l = np.mean(sl) l2 = np.mean(sl ** 2) c = np.mean(np.cos(ta)) @@ -553,7 +550,8 @@ def generate( def _resample_time(trj: TrajaDataFrame, step_time: Union[float, int]): if not is_datetime_or_timedelta_dtype(trj.index): raise Exception(f"{trj.index.dtype} is not datetime or timedelta.") - return trj.resample(step_time).agg({"x": np.mean, "y": np.mean}) + df = trj.resample(step_time).agg({"x": np.mean, "y": np.mean}) + return traja.TrajaDataFrame(df) def resample_time(trj: TrajaDataFrame, step_time: str, new_fps: bool = None): @@ -800,11 +798,12 @@ def calc_angle(trj: TrajaDataFrame): return angle -def calc_displacement(trj: TrajaDataFrame): +def calc_displacement(trj: TrajaDataFrame, lag=1): """Returns a ``Series`` of ``float`` displacement between consecutive indices. Args: trj (:class:`~traja.frame.TrajaDataFrame`): Trajectory + lag (int) : time steps between displacement calculation Returns: displacement (:class:`pandas.Series`): Displacement series. @@ -820,7 +819,7 @@ def calc_displacement(trj: TrajaDataFrame): """ displacement = np.sqrt( - np.power(trj.x.shift() - trj.x, 2) + np.power(trj.y.shift() - trj.y, 2) + np.power(trj.x.shift(lag) - trj.x, 2) + np.power(trj.y.shift(lag) - trj.y, 2) ) displacement.name = "displacement" return displacement