From 5923583096834fde97d812c1c4f472083e54aca2 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Tue, 14 Nov 2023 00:33:41 -0500
Subject: [PATCH 01/17] fixed typo in make_primitive example

---
 DEVELOPMENT.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/DEVELOPMENT.md b/DEVELOPMENT.md
index 1f6ef22..ee8889f 100644
--- a/DEVELOPMENT.md
+++ b/DEVELOPMENT.md
@@ -418,7 +418,7 @@ you will need to pass the fixed hyperparameters specification as follows:
 from sigpro.contributing import make_primitive
 
 make_primitive(
-    'sigpro.aggragations.frequency.band.band_mean',
+    'sigpro.aggregations.frequency.band.band_mean',
     fixed_hyperparameters={
         'min_frequency': {
             'type': 'float',

From a713a054d43bc236926d392186417aa4cd522651 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 14:26:03 -0500
Subject: [PATCH 02/17] Update python version support to 3.11

---
 .github/workflows/docs.yml                | 2 +-
 .github/workflows/latest-dependencies.yml | 4 ++--
 .github/workflows/tests.yml               | 8 ++++----
 setup.cfg                                 | 2 +-
 setup.py                                  | 7 +++++--
 tox.ini                                   | 8 +++++++-
 6 files changed, 20 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index b15bf4a..6feba94 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,7 +14,7 @@ jobs:
     - name: Python
       uses: actions/setup-python@v1
       with:
-        python-version: 3.8
+        python-version: 3.11
 
     - name: Build
       run: |
diff --git a/.github/workflows/latest-dependencies.yml b/.github/workflows/latest-dependencies.yml
index 425c08c..6fa0d04 100644
--- a/.github/workflows/latest-dependencies.yml
+++ b/.github/workflows/latest-dependencies.yml
@@ -8,10 +8,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v2
-    - name: Set up Python 3.8
+    - name: Set up Python 3.11
       uses: actions/setup-python@v2
       with:
-        python-version: 3.8
+        python-version: 3.11
     - name: Update dependencies
       run: |
         python -m pip install --upgrade pip
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index e3e3bce..b23a8bd 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.8]
+        python-version: [3.11]
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -29,7 +29,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8]
+        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
         os: [ubuntu-20.04]
     steps:
     - uses: actions/checkout@v1
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8]
+        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -68,7 +68,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8]
+        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
         os: [ubuntu-20.04, macos-latest]
     steps:
     - uses: actions/checkout@v1
diff --git a/setup.cfg b/setup.cfg
index 2cc7130..22bacd4 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -30,7 +30,7 @@ universal = 1
 [flake8]
 max-line-length = 99
 exclude = docs, .tox, .git, __pycache__, .ipynb_checkpoints
-ignore = D107, SFS2  # SFS2 can be changed to SFS3 if supporting >=3.6
+ignore = D107, SFS2 , SFS3 # SFS2 can be changed to SFS3 if supporting >=3.6
 
 [isort]
 include_trailing_comment = True
diff --git a/setup.py b/setup.py
index 1f5126d..8f04ca3 100644
--- a/setup.py
+++ b/setup.py
@@ -77,7 +77,10 @@
         'Programming Language :: Python :: 3',
         'Programming Language :: Python :: 3.6',
         'Programming Language :: Python :: 3.7',
-        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.8',        
+        'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={
@@ -97,7 +100,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.6,<3.9',
+    python_requires='>=3.6,<=3.11',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,
diff --git a/tox.ini b/tox.ini
index 018c307..9b4a334 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,14 +1,20 @@
 [tox]
-envlist = py3{6,7,8}-{lint,readme,pytest,minimum}
+envlist = py3{6,7,8,9,10,11}-{lint,readme,pytest,minimum}
 
 [travis]
 python =
+    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
+    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
+    3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
     3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials
     3.6: py36-lint, py36-readme, py36-pytest, py36-minimum, py36-tutorials
 
 [gh-actions]
 python =
+    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
+    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
+    3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
     3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials
     3.6: py36-lint, py36-readme, py36-pytest, py36-minimum, py36-tutorials

From 4d34481f93c53761e05d637697511b25554d5960 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 14:40:21 -0500
Subject: [PATCH 03/17] python 3.9 support test

---
 .github/workflows/docs.yml                | 2 +-
 .github/workflows/latest-dependencies.yml | 4 ++--
 .github/workflows/tests.yml               | 8 ++++----
 setup.cfg                                 | 2 +-
 setup.py                                  | 4 +---
 tox.ini                                   | 6 +-----
 6 files changed, 10 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 6feba94..36e7e8e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,7 +14,7 @@ jobs:
     - name: Python
       uses: actions/setup-python@v1
       with:
-        python-version: 3.11
+        python-version: 3.9
 
     - name: Build
       run: |
diff --git a/.github/workflows/latest-dependencies.yml b/.github/workflows/latest-dependencies.yml
index 6fa0d04..4efcc24 100644
--- a/.github/workflows/latest-dependencies.yml
+++ b/.github/workflows/latest-dependencies.yml
@@ -8,10 +8,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v2
-    - name: Set up Python 3.11
+    - name: Set up Python 3.9
       uses: actions/setup-python@v2
       with:
-        python-version: 3.11
+        python-version: 3.9
     - name: Update dependencies
       run: |
         python -m pip install --upgrade pip
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index b23a8bd..29e9b1f 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.11]
+        python-version: [3.9]
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -29,7 +29,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
+        python-version: [3.6, 3.7, 3.8, 3.9]
         os: [ubuntu-20.04]
     steps:
     - uses: actions/checkout@v1
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
+        python-version: [3.6, 3.7, 3.8, 3.9]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -68,7 +68,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9, 3.10, 3.11]
+        python-version: [3.6, 3.7, 3.8, 3.9]
         os: [ubuntu-20.04, macos-latest]
     steps:
     - uses: actions/checkout@v1
diff --git a/setup.cfg b/setup.cfg
index 22bacd4..b99689b 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -30,7 +30,7 @@ universal = 1
 [flake8]
 max-line-length = 99
 exclude = docs, .tox, .git, __pycache__, .ipynb_checkpoints
-ignore = D107, SFS2 , SFS3 # SFS2 can be changed to SFS3 if supporting >=3.6
+ignore = D107, SFS3 # SFS2 can be changed to SFS3 if supporting >=3.6
 
 [isort]
 include_trailing_comment = True
diff --git a/setup.py b/setup.py
index 8f04ca3..c1fe10f 100644
--- a/setup.py
+++ b/setup.py
@@ -79,8 +79,6 @@
         'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
-        'Programming Language :: Python :: 3.10',
-        'Programming Language :: Python :: 3.11',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={
@@ -100,7 +98,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.6,<=3.11',
+    python_requires='>=3.6,<=3.9',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,
diff --git a/tox.ini b/tox.ini
index 9b4a334..0bba1f1 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,10 +1,8 @@
 [tox]
-envlist = py3{6,7,8,9,10,11}-{lint,readme,pytest,minimum}
+envlist = py3{6,7,8,9}-{lint,readme,pytest,minimum}
 
 [travis]
 python =
-    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
-    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
     3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials
@@ -12,8 +10,6 @@ python =
 
 [gh-actions]
 python =
-    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
-    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
     3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials

From 548e59d950f0a5b4416c039a33a284ca5fcd69da Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 15:09:49 -0500
Subject: [PATCH 04/17] increased min reqs, dropping 3.6/3.7

---
 .github/workflows/docs.yml  |  2 +-
 .github/workflows/tests.yml |  8 ++++----
 setup.py                    | 12 +++++-------
 tox.ini                     |  6 +-----
 4 files changed, 11 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 36e7e8e..b15bf4a 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,7 +14,7 @@ jobs:
     - name: Python
       uses: actions/setup-python@v1
       with:
-        python-version: 3.9
+        python-version: 3.8
 
     - name: Build
       run: |
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 29e9b1f..6aed411 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.9]
+        python-version: [3.8]
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -29,7 +29,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version: [ 3.8, 3.9]
         os: [ubuntu-20.04]
     steps:
     - uses: actions/checkout@v1
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version: [3.8, 3.9]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -68,7 +68,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version: [ 3.8, 3.9]
         os: [ubuntu-20.04, macos-latest]
     steps:
     - uses: actions/checkout@v1
diff --git a/setup.py b/setup.py
index c1fe10f..b286dd0 100644
--- a/setup.py
+++ b/setup.py
@@ -12,10 +12,10 @@
     history = history_file.read()
 
 install_requires = [
-    'mlblocks>=0.4.1',
-    'pandas>=1',
-    'numpy>=1.17.4',
-    'scipy>=1.3.3',
+    'mlblocks>=0.6.1',
+    'pandas>=1.5.3',
+    'numpy>=1.24.4',
+    'scipy>=1.10.1',
 ]
 
 setup_requires = [
@@ -75,8 +75,6 @@
         'License :: OSI Approved :: MIT License',
         'Natural Language :: English',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.6',
-        'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
     ],
@@ -98,7 +96,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.6,<=3.9',
+    python_requires='>=3.8,<=3.9',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,
diff --git a/tox.ini b/tox.ini
index 0bba1f1..3102943 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,19 +1,15 @@
 [tox]
-envlist = py3{6,7,8,9}-{lint,readme,pytest,minimum}
+envlist = py3{8,9}-{lint,readme,pytest,minimum}
 
 [travis]
 python =
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
-    3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials
-    3.6: py36-lint, py36-readme, py36-pytest, py36-minimum, py36-tutorials
 
 [gh-actions]
 python =
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
-    3.7: py37-lint, py37-readme, py37-pytest, py37-minimum, py37-tutorials
-    3.6: py36-lint, py36-readme, py36-pytest, py36-minimum, py36-tutorials
 
 [testenv]
 passenv = CI TRAVIS TRAVIS_*

From 097d9e1591e2942cb8ef75389df3918052fbcf72 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 15:26:59 -0500
Subject: [PATCH 05/17] increased pytest requirement

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index b286dd0..028e33d 100644
--- a/setup.py
+++ b/setup.py
@@ -23,7 +23,7 @@
 ]
 
 tests_require = [
-    'pytest>=3.4.2',
+    'pytest>=6.0.0',
     'pytest-cov>=2.6.0',
     'jupyter>=1.0.0,<2',
     'rundoc>=0.4.3,<0.5',

From cff0167e1e50113280f1beb034634e40090b69aa Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 17:42:35 -0500
Subject: [PATCH 06/17] try specific package dependencies

---
 .github/workflows/latest-dependencies.yml |  4 ++--
 setup.py                                  | 10 +++++-----
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/latest-dependencies.yml b/.github/workflows/latest-dependencies.yml
index 4efcc24..425c08c 100644
--- a/.github/workflows/latest-dependencies.yml
+++ b/.github/workflows/latest-dependencies.yml
@@ -8,10 +8,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v2
-    - name: Set up Python 3.9
+    - name: Set up Python 3.8
       uses: actions/setup-python@v2
       with:
-        python-version: 3.9
+        python-version: 3.8
     - name: Update dependencies
       run: |
         python -m pip install --upgrade pip
diff --git a/setup.py b/setup.py
index 028e33d..2f57b2d 100644
--- a/setup.py
+++ b/setup.py
@@ -13,9 +13,9 @@
 
 install_requires = [
     'mlblocks>=0.6.1',
-    'pandas>=1.5.3',
-    'numpy>=1.24.4',
-    'scipy>=1.10.1',
+    'pandas==1.5.3',
+    'numpy==1.24.4',
+    'scipy==1.10.1',
 ]
 
 setup_requires = [
@@ -23,8 +23,8 @@
 ]
 
 tests_require = [
-    'pytest>=6.0.0',
-    'pytest-cov>=2.6.0',
+    'pytest==7.4.3',
+    'pytest-cov>=4.1.0',
     'jupyter>=1.0.0,<2',
     'rundoc>=0.4.3,<0.5',
 ]

From 70d11f2e33d8f06dff7f25f629d3cddb710c5f42 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 17:44:14 -0500
Subject: [PATCH 07/17] fix python vers for 3.9 support test

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 2f57b2d..b282f4b 100644
--- a/setup.py
+++ b/setup.py
@@ -96,7 +96,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.8,<=3.9',
+    python_requires='>=3.8,<3.10',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,

From b5c004d7e8664a6ceffe65bd1fbae56260f9bf01 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 19:58:48 -0500
Subject: [PATCH 08/17] generalize pandas/numpy/scipy ver

---
 setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/setup.py b/setup.py
index b282f4b..58bd8bc 100644
--- a/setup.py
+++ b/setup.py
@@ -13,9 +13,9 @@
 
 install_requires = [
     'mlblocks>=0.6.1',
-    'pandas==1.5.3',
-    'numpy==1.24.4',
-    'scipy==1.10.1',
+    'pandas>=1.5.3',
+    'numpy>=1.24.4',
+    'scipy>=1.10.1',
 ]
 
 setup_requires = [

From f52c62bcc6b5c67897b2096af052ee7255313de1 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 21:28:23 -0500
Subject: [PATCH 09/17] generalize pytest version

---
 .github/workflows/tests.yml | 2 +-
 setup.py                    | 5 +++--
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6aed411..455a957 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.8, 3.9]
+        python-version: [3.8, 3.9, 3.10]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
diff --git a/setup.py b/setup.py
index 58bd8bc..a88bba2 100644
--- a/setup.py
+++ b/setup.py
@@ -23,7 +23,7 @@
 ]
 
 tests_require = [
-    'pytest==7.4.3',
+    'pytest>=7.2.2',
     'pytest-cov>=4.1.0',
     'jupyter>=1.0.0,<2',
     'rundoc>=0.4.3,<0.5',
@@ -77,6 +77,7 @@
         'Programming Language :: Python :: 3',
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={
@@ -96,7 +97,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.8,<3.10',
+    python_requires='>=3.8,<3.11',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,

From 53846d250031b244434cec14f0e3902f30c14267 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 21:50:00 -0500
Subject: [PATCH 10/17] remove 3.10

---
 .github/workflows/tests.yml | 2 +-
 setup.py                    | 3 +--
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 455a957..6aed411 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.8, 3.9, 3.10]
+        python-version: [3.8, 3.9]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
diff --git a/setup.py b/setup.py
index a88bba2..d880ac0 100644
--- a/setup.py
+++ b/setup.py
@@ -77,7 +77,6 @@
         'Programming Language :: Python :: 3',
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
-        'Programming Language :: Python :: 3.10',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={
@@ -97,7 +96,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.8,<3.11',
+    python_requires='>=3.8,<3.10',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,

From 3f048c3a8e2dfdd080ade119d532ed2171968daf Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:03:08 -0500
Subject: [PATCH 11/17] allow version 3.10

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index d880ac0..395852a 100644
--- a/setup.py
+++ b/setup.py
@@ -96,7 +96,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.8,<3.10',
+    python_requires='>=3.8,<3.11',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,

From 7c9ceabfd230483b5de485e37966a5f507d03c51 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:06:50 -0500
Subject: [PATCH 12/17] allow version 3.10 (#2)

---
 tox.ini | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tox.ini b/tox.ini
index 3102943..97fa222 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,13 +1,15 @@
 [tox]
-envlist = py3{8,9}-{lint,readme,pytest,minimum}
+envlist = py3{8,9,10}-{lint,readme,pytest,minimum}
 
 [travis]
 python =
+    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
 
 [gh-actions]
 python =
+    3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
 

From 0980bbf0331494165c0169334e9a4c7da4b423d1 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:13:43 -0500
Subject: [PATCH 13/17] 3.10 unit test

---
 .github/workflows/tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6aed411..455a957 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.8, 3.9]
+        python-version: [3.8, 3.9, 3.10]
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1

From a86a115dc4a5fa27a1b7358882bb54671ba430a3 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:16:30 -0500
Subject: [PATCH 14/17] quote 3.10 to avoid parsing as 3.1

---
 .github/workflows/tests.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 455a957..cfcfc19 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -29,7 +29,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [ 3.8, 3.9]
+        python-version: ['3.8', '3.9', '3.10']
         os: [ubuntu-20.04]
     steps:
     - uses: actions/checkout@v1
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [3.8, 3.9, 3.10]
+        python-version: ['3.8', '3.9', '3.10']
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -68,7 +68,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: [ 3.8, 3.9]
+        python-version: ['3.8', '3.9', '3.10']
         os: [ubuntu-20.04, macos-latest]
     steps:
     - uses: actions/checkout@v1

From babf659c071714718634f25f1fe2fddb33650095 Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:23:23 -0500
Subject: [PATCH 15/17] 3.11 support (#1)

---
 setup.py | 3 ++-
 tox.ini  | 4 +++-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index 395852a..7573377 100644
--- a/setup.py
+++ b/setup.py
@@ -77,6 +77,7 @@
         'Programming Language :: Python :: 3',
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={
@@ -96,7 +97,7 @@
     long_description_content_type='text/markdown',
     name='sigpro',
     packages=find_packages(include=['sigpro', 'sigpro.*']),
-    python_requires='>=3.8,<3.11',
+    python_requires='>=3.8,<3.12',
     setup_requires=setup_requires,
     test_suite='tests',
     tests_require=tests_require,
diff --git a/tox.ini b/tox.ini
index 97fa222..7c46d4c 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,14 +1,16 @@
 [tox]
-envlist = py3{8,9,10}-{lint,readme,pytest,minimum}
+envlist = py3{8,9,10,11}-{lint,readme,pytest,minimum}
 
 [travis]
 python =
+    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
     3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials
 
 [gh-actions]
 python =
+    3.11: py311-lint, py311-readme, py311-pytest, py311-minimum, py311-tutorials
     3.10: py310-lint, py310-readme, py310-pytest, py310-minimum, py310-tutorials
     3.9: py39-lint, py39-readme, py39-pytest, py39-minimum, py39-tutorials
     3.8: py38-lint, py38-readme, py38-pytest, py38-minimum, py38-tutorials

From 1c912c881f0b313ce7e71c9524dbca058546b0df Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:25:31 -0500
Subject: [PATCH 16/17] 3.11 support (#2)

---
 .github/workflows/tests.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index cfcfc19..9599e96 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -29,7 +29,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10', '3.11']
         os: [ubuntu-20.04]
     steps:
     - uses: actions/checkout@v1
@@ -47,7 +47,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10', '3.11']
         os: [ubuntu-20.04, macos-latest, windows-latest]
     steps:
     - uses: actions/checkout@v1
@@ -68,7 +68,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10', '3.11']
         os: [ubuntu-20.04, macos-latest]
     steps:
     - uses: actions/checkout@v1

From 8aaca9f0c683483a46aea136ea997ce7f01b53ab Mon Sep 17 00:00:00 2001
From: andyx13 <39492936+andyx13@users.noreply.github.com>
Date: Mon, 20 Nov 2023 22:35:02 -0500
Subject: [PATCH 17/17] modify setup.py to show supported python versions

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 7573377..0a56e52 100644
--- a/setup.py
+++ b/setup.py
@@ -78,6 +78,7 @@
         'Programming Language :: Python :: 3.8',        
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
     ],
     description='Signal Processing Tools for Machine Mearning',
     entry_points={