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catch22: CAnonical Time-series CHaracteristics

Home Page: https://time-series-features.gitbook.io/catch22

License: GNU General Public License v3.0

C 57.27% C++ 1.03% Shell 0.67% MATLAB 41.03%
feature-extraction time-series time-series-analysis

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catch22's Issues

14 * possible use of wrong binary operator ?

fedora/pass300/20220906/catch22.spec.out:IN_AutoMutualInfoStats.c:44:19: warning: suggest parentheses around comp
arison in operand of '&' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:PD_PeriodicityWang.c:66:20: warning: suggest parentheses around comparis
on in operand of '&' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:PD_PeriodicityWang.c:72:25: warning: suggest parentheses around comparis
on in operand of '&' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:SB_BinaryStats.c:40:20: warning: suggest parentheses around comparison i
n operand of '|' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:SB_BinaryStats.c:78:20: warning: suggest parentheses around comparison i
n operand of '|' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:SP_Summaries.c:86:13: warning: suggest parentheses around comparison in
operand of '&' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:splinefit.c:606:14: warning: suggest parentheses around comparison in op
erand of '&' [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/IN_AutoMutualInfoStats.c:44:19: warning: suggest parentheses around
comparison in operand of ‘&’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/PD_PeriodicityWang.c:66:20: warning: suggest parentheses around com
parison in operand of ‘&’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/PD_PeriodicityWang.c:72:25: warning: suggest parentheses around com
parison in operand of ‘&’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/SB_BinaryStats.c:40:20: warning: suggest parentheses around compari
son in operand of ‘|’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/SB_BinaryStats.c:78:20: warning: suggest parentheses around compari
son in operand of ‘|’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/SP_Summaries.c:86:13: warning: suggest parentheses around compariso
n in operand of ‘&’ [-Wparentheses]
fedora/pass300/20220906/catch22.spec.out:../C/splinefit.c:606:14: warning: suggest parentheses around comparison
in operand of ‘&’ [-Wparentheses]

I checked the first two, presumably the rest are the same.

Python 3. Dead kernel after catch22 usage

OS: Ubuntu 18.04
Python version: 3.6.3
Catch22 version: 0.0.1

Issue description:
I generate dataframe with small amount of data in columns (1,2,3,4 elements, etc.). I try to use catch22_all method in a case when amount of data is equal to 2 and I have dead kernel as output.

Code example:

groups = df.groupby(["column_id"]).groups
for id_group, idx in groups.items(): 
      group_data = df.loc[idx].drop(["column_id"], axis=1)
      # Dead kernel when group_data.shape[0] == 2
      buf = pd.DataFrame([f for f in group_data.apply(catch22.catch22_all)]) 

wrap_Python setup.py should add "extra_compile_args = ['-std=c99']" (GCC 7.5.0)

or else the compilation will fail in Linux.
setup_P3.py :

the c++ extension module
extension_mod = Extension("catch22_C",
        sources=["catch22_wrap_P3.c"] + sourceFileList,
        include_dirs=[sourceDir],
        extra_compile_args = ['-std=c99']
)

Python:

    active environment : base
    active env location : /opt/anaconda
            shell level : 1
       user config file : /root/.condarc
 populated config files : /root/.condarc
          conda version : 4.9.2
    conda-build version : 3.17.8
         python version : 3.7.3.final.0
       virtual packages : __glibc=2.27=0
                          __unix=0=0
                          __archspec=1=x86_64

gcc

Using built-in specs.
COLLECT_GCC=gcc
COLLECT_LTO_WRAPPER=/usr/lib/gcc/x86_64-linux-gnu/7/lto-wrapper
OFFLOAD_TARGET_NAMES=nvptx-none
OFFLOAD_TARGET_DEFAULT=1
Target: x86_64-linux-gnu
Configured with: ../src/configure -v --with-pkgversion='Ubuntu 7.5.0-3ubuntu1~18.04' --with-bugurl=file:///usr/share/doc/gcc-7/README.Bugs --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --prefix=/usr --with-gcc-major-version-only --program-suffix=-7 --program-prefix=x86_64-linux-gnu- --enable-shared --enable-linker-build-id --libexecdir=/usr/lib --without-included-gettext --enable-threads=posix --libdir=/usr/lib --enable-nls --enable-bootstrap --enable-clocale=gnu --enable-libstdcxx-debug --enable-libstdcxx-time=yes --with-default-libstdcxx-abi=new --enable-gnu-unique-object --disable-vtable-verify --enable-libmpx --enable-plugin --enable-default-pie --with-system-zlib --with-target-system-zlib --enable-objc-gc=auto --enable-multiarch --disable-werror --with-arch-32=i686 --with-abi=m64 --with-multilib-list=m32,m64,mx32 --enable-multilib --with-tune=generic --enable-offload-targets=nvptx-none --without-cuda-driver --enable-checking=release --build=x86_64-linux-gnu --host=x86_64-linux-gnu --target=x86_64-linux-gnu
Thread model: posix
gcc version 7.5.0 (Ubuntu 7.5.0-3ubuntu1~18.04)

Installation failure: `for’ loop initial declarations are only allowed in C99 mode`

When running pip install catch22, the C compilation seems to complain. I tried it with python 3.7-3.9.

 C/CO_AutoCorr.c:531:9: error: ‘for’ loop initial declarations are only allowed in C99 mode
             for(int j = 0; j < numBins; j++){
             ^
    error: command '/usr/bin/gcc' failed with exit code 1
    ----------------------------------------
ERROR: Command errored out with exit status 1: /home/cxx579/anaconda3/envs/test_env/bin/python -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-install-l6lnk30h/catch22_0230d4e651e84fa1a6f4489c53513e34/setup.py'"'"'; __file__='"'"'/tmp/pip-install-l6lnk30h/catch22_0230d4e651e84fa1a6f4489c53513e34/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-g8rdn06o/install-record.txt --single-version-externally-managed --compile --install-headers /home/cxx579/anaconda3/envs/test_env/include/python3.9/catch22 Check the logs for full command output.

I am not an expert in C and how it tights up with the Python wrapper but it might. have to do with this? Any ideas how to fix this. Thx :D

This issue can be fixed by

export CFLAGS="-std=c99"

However, it might be good to change the for loop instantiation that is more compatible by declaring the the iteration variable outside the loop like:

int i;
for (i=0;i<10;i++) { ..

cannot find -lmsvcr140

Whenever I use python 2 or 3, and whenever I use mingw32 or msvc....
Could you please help ?

Generating a shared library for the C implementation (and using that to build pycatch22 etc.)

Hello!

We package and maintain catch22 for Fedora Linux. Now that pycatch22 has been split into its own repo and bundles the C sources, we were wondering if:

  • it would make sense to compile the C sources from here and provide catch22 as a shared library (libcatch22.so.0 types on Linux)
  • use the shared library to link against when building pycatch22 etc.

The advantage of this is that we won't need to bundle catch22 in pycatch22, and that catch22 is provided as a library for people using C to use.

@musicinmybrain has created a pull request that generates the shared library (by adding a Makefile and so on) here. The main question here, as you'll see from that pull request, is whether you (upstream) intend to provide it as a C library, and if you do, would you be committing to ABI/shared object versioning etc. to notify users of changes and so on?

Link to the libtool documentation on versioning: https://www.gnu.org/software/libtool/manual/html_node/Versioning.html#Versioning

Error installing R wrapper (+ fixes for docs)

Been trying to install the R wrapper without much success (though more success than I've had with the Python and Matlab wrappers!). I noticed a few issues with the documentation along the way, and have noted them here along with the error I get:

The install docs refer to./C_functions, but this directory appears to be./C in current builds.

I think the .c and .h files are supposed to be moved to ./wrap_R/catch22/src, rather than ./wrap_R/src (which is specified in the install instructions, but does not actually exist unless I manually create it).

Running R CMD INSTALL catch22_x.y.tar.gz only “works” in the latter case, and then only if R CMD build catch22 was run after the .c and .h files are copied to ./wrap_R/catch22/src. Attempting to build with these files in ./wrap_R/src causes the following error:

catch22_wrap.cpp:5:25: fatal error: CO_AutoCorr.h: No such file or directory

The docs should clarify that users should replace catch22_x.y.tar.gz with the tar file generated by the previous step. The name of this fill will depend on their version of catch22.

Fixing the error related to the location of the C files got me as far as the following error. Any advice would be appreciated:

(r-environment) # dlurie@nx2 in ~/Software/catch22/wrap_R [17:55:06]
$ R CMD INSTALL catch22_0.1.tar.gz
* installing to library \u2018/home/despoB/dlurie/anaconda3/envs/r-environment/lib/R/library\u2019
* installing *source* package \u2018catch22\u2019 ...
** libs
gcc -std=gnu99 -I/home/despoB/dlurie/anaconda3/envs/r-environment/lib/R/include -DNDEBUG -I../inst/include -I"/home/despoB/dlurie/anaconda3/envs/r-environment/lib/R/library/Rcpp/include" -I/home/despoB/dlurie/anaconda3/envs/r-environment/include   -fpic  -I/home/despoB/dlurie/anaconda3/envs/r-environment/include  -c CO_AutoCorr.c -o CO_AutoCorr.o
In file included from CO_AutoCorr.c:8:0:
CO_AutoCorr.c: In function \u2018CO_AutoCorr\u2019:
fft.h:16:43: error: \u2018_Imaginary_I\u2019 undeclared (first use in this function)
 #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
                                           ^
CO_AutoCorr.c:63:16: note: in expansion of macro \u2018CMPLX\u2019
         F[i] = CMPLX(y[i] - m, 0.0);
                ^
fft.h:16:43: note: each undeclared identifier is reported only once for each function it appears in
 #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
                                           ^
CO_AutoCorr.c:63:16: note: in expansion of macro \u2018CMPLX\u2019
         F[i] = CMPLX(y[i] - m, 0.0);
                ^
CO_AutoCorr.c: In function \u2018co_autocorrs\u2019:
fft.h:16:43: error: \u2018_Imaginary_I\u2019 undeclared (first use in this function)
 #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
                                           ^
CO_AutoCorr.c:97:16: note: in expansion of macro \u2018CMPLX\u2019
         F[i] = CMPLX(y[i] - m, 0.0);
                ^
make: *** [CO_AutoCorr.o] Error 1
ERROR: compilation failed for package \u2018catch22\u2019
* removing \u2018/home/despoB/dlurie/anaconda3/envs/r-environment/lib/R/library/catch22\u2019

Error installing R package on Windows

Hi,

I have problem to install your package from R...following errors occurred:

  • installing source package 'catch22' ...
    ** libs
    c:/Rtools/mingw_64/bin/gcc -I"C:/PROGRA1/R/R-351.1/include" -DNDEBUG -I../inst/include -I"C:/Users/PeterLaurinec/Documents/R/win-library/3.5/Rcpp/include" -O2 -Wall -std=gnu99 -mtune=generic -c CO_AutoCorr.c -o CO_AutoCorr.o
    In file included from CO_AutoCorr.c:8:0:
    CO_AutoCorr.c: In function 'CO_AutoCorr':
    fft.h:16:43: error: '_Imaginary_I' undeclared (first use in this function)
    #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
    ^
    CO_AutoCorr.c:63:16: note: in expansion of macro 'CMPLX'
    F[i] = CMPLX(y[i] - m, 0.0);
    ^
    fft.h:16:43: note: each undeclared identifier is reported only once for each function it appears in
    #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
    ^
    CO_AutoCorr.c:63:16: note: in expansion of macro 'CMPLX'
    F[i] = CMPLX(y[i] - m, 0.0);
    ^
    CO_AutoCorr.c: In function 'co_autocorrs':
    fft.h:16:43: error: '_Imaginary_I' undeclared (first use in this function)
    #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
    ^
    CO_AutoCorr.c:97:16: note: in expansion of macro 'CMPLX'
    F[i] = CMPLX(y[i] - m, 0.0);
    ^
    CO_AutoCorr.c: In function 'CO_HistogramAMI_even_2_5':
    CO_AutoCorr.c:347:5: error: variable-sized object may not be initialized
    double binEdges[numBins+1] = {0};
    ^
    CO_AutoCorr.c:347:5: warning: excess elements in array initializer
    CO_AutoCorr.c:347:5: warning: (near initialization for 'binEdges')
    CO_AutoCorr.c:370:5: error: variable-sized object may not be initialized
    double binEdges12[(numBins + 1) * (numBins + 1)] = {0};
    ^
    CO_AutoCorr.c:370:5: warning: excess elements in array initializer
    CO_AutoCorr.c:370:5: warning: (near initialization for 'binEdges12')
    CO_AutoCorr.c:414:5: error: variable-sized object may not be initialized
    double pi[numBins] = {0};
    ^
    CO_AutoCorr.c:414:5: warning: excess elements in array initializer
    CO_AutoCorr.c:414:5: warning: (near initialization for 'pi')
    CO_AutoCorr.c:415:5: error: variable-sized object may not be initialized
    double pj[numBins] = {0};
    ^
    CO_AutoCorr.c:415:5: warning: excess elements in array initializer
    CO_AutoCorr.c:415:5: warning: (near initialization for 'pj')
    make: *** [C:/PROGRA1/R/R-351.1/etc/x64/Makeconf:208: CO_AutoCorr.o] Error 1
    ERROR: compilation failed for package 'catch22'

Any idea?
Thx

CO_f1ecac overestimating by 1

Issue

Using the new method of linearly interpolating to estimate the 1/e crossing, CO_f1ecac gives an output that is 1 greater than expected.

Compare the hctsa matlab output for test.txt:

>> a = CO_FirstCrossing((x), [], 1/exp(1))

a = 
  struct with fields:
      firstCrossing: 33
      pointOfCrossing: 32.5026

To the catch22 output:

33.50260547693646, CO_f1ecac, 0.186000

Solution

Edit CO_f1ecac() in CO_AutoCorr.c to return i + dx - 1, or index by i and i+1 (rather than i-1 and i).

Also verified against a plot of the ACF for test.txt:
image

Failed to install catch22

I am using Sagemaker notebook and failed to install catch22 package.

Tried to add 'extra_compile_args = ['-std=c99']' before running 'pip install catch22'. Getting the following error:

C/SC_FluctAnal.c:12:5: note: use option -std=c99 or -std=gnu99 to compile your code

Why catch22-0.2.0 got deleted from pypi

Ideally, the version should be updated or can be made deprecated. But should not be removed from the repository(PyPi). Can you please upload them back with some new versions tags ?

Anaconda Python 3 pip install not working

I tried pip install catch22 and got a long error log. These are the last few lines:

    C/SP_Summaries.c:161:9: error: ‘for’ loop initial declarations are only allowed in C99 mode
             for(int i = 0; i < nWelch; i ++){
             ^
    C/SP_Summaries.c:173:9: error: ‘for’ loop initial declarations are only allowed in C99 mode
             for(int i=0; i<nWelch/5; i++){
             ^
    error: command 'gcc' failed with exit status 1
    ----------------------------------------
ERROR: Command errored out with exit status 1: /home/username/anaconda3/bin/python -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-install-kiwf2hln/catch22/setup.py'"'"'; __file__='"'"'/tmp/pip-install-kiwf2hln/catch22/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-jtj01ddj/install-record.txt --single-version-externally-managed --compile --install-headers /home/username/anaconda3/include/python3.7m/catch22 Check the logs for full command output.

System: Anaconda3, CentOS 7

Any ideas?

cl.exe failed with exit status 2

Windows 10 64 python 3.6 and when I want to setup this library I get:

python setup_P3.py build

"error: command 'C:\Program Files (x86)\Microsoft Visual Studio\2019\BuildTools\VC\Tools\MSVC\14.22.27905\bin\HostX86\x64\cl.exe' failed with exit status 2"

Segmentation fault error when running python version

I've been getting segmentation faults whenever I try to run the python version. For smaller data sets it works fine. Here I'm using a data set of size 100x10000. As soon as I go to 200x10000 it gets hung up. The iteration that it breaks on changes from attempt to attempt. Sometimes it breaks on iteration 150. Sometimes on 174. Seems like a memory problem?

Segmentation Faults on Small Datasets

What Happened

Get a segmentation fault when running catch22.catch22_all on short lists/numpy.arrays.

What I Expected to Happen

Returns a dictionary of features (perhaps with a lot of NaN-types due to the short timeseries)

Minimum Complete Verifable Example

>>> import catch22
>>> catch22.catch22_all([1,2])
Segmentation fault

Further Details

Can check that this doesn't happen with longer arrays like so:

import catch22
timeseries = list(range(10))
while timeseries:
    print(len(timeseries))
    catch22.catch22_all(timeseries)
    timeseries = timeseries[:-1]

Please clarify GPL version

The files in MATLAB/ generally have license and copyright statements with “(at your option) any later version” language, so I’m confident they are intended to be, in SPDX terms, GPL-3.0-or-later.

However, the other files in the repository lack comment headers with license and copyright statements, and there doesn’t appear to be any overall license and copyright statement for the repository. The trove classifier for the Python bindings is License :: OSI Approved :: GNU General Public License v3 (GPLv3), which is ambiguous.

Could you please clarify which files are GPL-3.0-or-later and which, if any, are GPL-3.0-only?

Platform dependence

Testing has revealed differences in catch22 results across platforms/compilers (mac/windows/linux)/(Clang/gcc)

python3 issue

There is a difficulty in compiling using python3. E.g., python3 setup.py build gives the following:

running build
running build_ext
building 'catch22_C' extension
creating build
creating build/temp.macosx-10.7-x86_64-3.7
creating build/C
gcc -Wno-unused-result -Wsign-compare -Wunreachable-code -DNDEBUG -g -fwrapv -O3 -Wall -Wstrict-prototypes -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I../C/ -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include/python3.7m -c catch22_wrap.c -o build/temp.macosx-10.7-x86_64-3.7/catch22_wrap.o
gcc -Wno-unused-result -Wsign-compare -Wunreachable-code -DNDEBUG -g -fwrapv -O3 -Wall -Wstrict-prototypes -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I../C/ -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include/python3.7m -c ../C/MD_hrv.c -o build/temp.macosx-10.7-x86_64-3.7/../C/MD_hrv.o
gcc -Wno-unused-result -Wsign-compare -Wunreachable-code -DNDEBUG -g -fwrapv -O3 -Wall -Wstrict-prototypes -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include -arch x86_64 -I../C/ -I/Users/alex/miniconda3/envs/pipe-516-ram-mating-behaviour/include/python3.7m -c ../C/SP_Summaries.c -o build/temp.macosx-10.7-x86_64-3.7/../C/SP_Summaries.o
In file included from ../C/CO_AutoCorr.h:9:0,
                 from ../C/SP_Summaries.c:9:
../C/SP_Summaries.c: In function 'welch':
../C/fft.h:16:43: error: '_Imaginary_I' undeclared (first use in this function)
 #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
                                           ^
../C/SP_Summaries.c:43:20: note: in expansion of macro 'CMPLX'
             F[i] = CMPLX(xw[i] - m, 0.0);
                    ^~~~~
../C/fft.h:16:43: note: each undeclared identifier is reported only once for each function it appears in
 #define CMPLX(x, y) ((cplx)((double)(x) + _Imaginary_I * (double)(y)))
                                           ^
../C/SP_Summaries.c:43:20: note: in expansion of macro 'CMPLX'
             F[i] = CMPLX(xw[i] - m, 0.0);
                    ^~~~~
../C/SP_Summaries.c:71:13: warning: suggest parentheses around comparison in operand of '&' [-Wparentheses]
         if(i>0 & i < Nout-1){
            ~^~
error: command 'gcc' failed with exit status 1

Can fix? Or just limit to python2?

Failed to install

Hi, I failed to install it in Python, would you mind checking out what is the problem?
And how to use catch22? Is there a GUI or maybe a handbook for detailed method?
image

Correction in CO_Histogram_AMI_even_2_5 implementation

Referring to this code snippet in CO_AutoCorr.c

#define tau 2
#define numBins 5

double CO_HistogramAMI_even_2_5(const double y[], const int size)

Why tau is 2 and numBins is 5? Shouldn't it be vice-versa according to the implementation of hctsa feature

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