diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 109ce615..8ce46655 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -2,6 +2,13 @@ Changelog ========= +2.0.1 (2019-07-08) +------------------ + + * Fixed error in dft kernel acquisition. + * Removed duplicate plot generation from virial initial henry. + * Fixed Appveyor testing. + 2.0.0 (2019-07-08) ------------------ diff --git a/README.rst b/README.rst index fb8ef2a1..9a5350a4 100644 --- a/README.rst +++ b/README.rst @@ -32,7 +32,7 @@ adsorption data analysis and fitting written in Python 3. .. |commits-since| image:: https://img.shields.io/github/commits-since/pauliacomi/pygaps/v1.6.1/develop.svg :alt: Commits since latest release - :target: https://github.com/pauliacomi/pygaps/compare/v2.0.0...develop + :target: https://github.com/pauliacomi/pygaps/compare/v2.0.1...develop .. |docs| image:: https://readthedocs.org/projects/pygaps/badge/?style=flat :target: https://readthedocs.org/projects/pygaps @@ -151,7 +151,7 @@ environments for you. First create a new environment and use conda to install the dependencies (or start with one that already has a full instalation). Then use pip inside your environment. -.. code-block:: bat +.. code-block:: bash conda create -n myenv python=3 numpy scipy pandas matplotlib conda activate myenv @@ -164,10 +164,10 @@ Then install the package with pip either in regular or developer mode. git clone https://github.com/pauliacomi/pyGAPS - // then install + # then install pip install pyGAPS/ - // or developer mode + # or developer mode pip install -e pyGAPS/ Development diff --git a/appveyor.yml b/appveyor.yml index 6f925061..4ac1e9b5 100644 --- a/appveyor.yml +++ b/appveyor.yml @@ -1,91 +1,77 @@ +# vm image to use +image: +- Visual Studio 2017 + +# version number to title version: '{branch}-{build}' + +# Not an MSBuild project build: off + +# preserve pip caches between builds cache: - '%LOCALAPPDATA%\pip\Cache' -matrix: - fast_finish: true +# no need to clone entire repo +clone_depth: 5 + +# If required to fail fast +# matrix: +# fast_finish: true environment: - global: - WITH_COMPILER: 'cmd /E:ON /V:ON /C .\ci\appveyor-with-compiler.cmd' + CONDA_ROOT: 'C:\Miniconda3-x64' matrix: - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.5' - PYTHON_ARCH: '32' - CONDA_PY: '35' - - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.5' - PYTHON_ARCH: '64' - CONDA_PY: '35' - - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.6' - PYTHON_ARCH: '32' - CONDA_PY: '36' - - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.6' - PYTHON_ARCH: '64' - CONDA_PY: '36' - - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.7' - PYTHON_ARCH: '32' - CONDA_PY: '37' - - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '3.7' - PYTHON_ARCH: '64' - CONDA_PY: '37' - - -# We always use a 64-bit machine, but can build x86 distributions -# with the PYTHON_ARCH variable (which is used by CMD_IN_ENV). -platform: - - x64 + - PYTHON_VERSION: '3.5' + platform: x86 + + - PYTHON_VERSION: '3.5' + platform: x64 + + - PYTHON_VERSION: '3.6' + platform: x86 + - PYTHON_VERSION: '3.6' + platform: x64 + + - PYTHON_VERSION: '3.7' + platform: x86 + + - PYTHON_VERSION: '3.7' + platform: x64 + +# initial commands init: - - echo %PYTHON_VERSION% %MINICONDA% + - echo %PYTHON_VERSION% + +# setup stage install: - - powershell .\ci\appveyor-bootstrap.ps1 - - CALL "%CONDA_ROOT%\\Scripts\\activate.bat" # install our build environment + - CALL "%CONDA_ROOT%\\Scripts\\activate.bat" # run activation script - conda config --set always_yes yes # always yes - - conda config --append channels conda-forge # add conda forge to channel list - conda update -q conda # update (quiet) - - activate + - conda install conda-build # install conda-build # get the conda info - conda info -a - # install required packages - - conda create -q -n testenv-%PYTHON_VERSION% python=%PYTHON_VERSION% - setuptools - pip - coverage - pytest>3.1 - pytest-cov - numpy - pandas - scipy - matplotlib - - activate testenv-%PYTHON_VERSION% - - # Now build the module - - '%WITH_COMPILER% pip install -ve .' + # create environment with dependencies + - conda env create -q -n testenv-%PYTHON_VERSION% -f ./conda_recipe/requirements.yaml python=%PYTHON_VERSION% + - conda activate testenv-%PYTHON_VERSION% + + # Now install the module + - 'pip install -ve .' +# actual testing performed test_script: - pytest --cov --cov-report=term-missing -vv - +# cleanup the environment after_test: - # cleanup the environment - - deactivate +# stuff to do on fail on_failure: artifacts: diff --git a/ci/templates/appveyor.yml b/ci/templates/appveyor.yml index 5839c592..9128d81a 100644 --- a/ci/templates/appveyor.yml +++ b/ci/templates/appveyor.yml @@ -1,78 +1,67 @@ +# vm image to use +image: +- Visual Studio 2017 + +# version number to title version: '{branch}-{build}' + +# Not an MSBuild project build: off + +# preserve pip caches between builds cache: - '%LOCALAPPDATA%\pip\Cache' -matrix: - fast_finish: true +# no need to clone entire repo +clone_depth: 5 + +# If required to fail fast +# matrix: +# fast_finish: true environment: - global: - WITH_COMPILER: 'cmd /E:ON /V:ON /C .\ci\appveyor-with-compiler.cmd' + CONDA_ROOT: 'C:\Miniconda3-x64' matrix: {% for env, config in tox_environments|dictsort %}{{ '' }}{% if env.startswith(('py2', 'py3')) %} - - CONDA_ROOT: 'C:\Miniconda3_64' - PYTHON_VERSION: '{{ env[2] }}.{{ env[3] }}' - PYTHON_ARCH: '32' - CONDA_PY: '{{ env[2:4] }}' - - - CONDA_ROOT: 'C:\Miniconda3_64' - {%- if env.startswith(('py2', 'py34')) %} + - PYTHON_VERSION: '{{ env[2] }}.{{ env[3] }}' + platform: x86 - WINDOWS_SDK_VERSION: v7.{{ '1' if env.startswith('py3') else '0' }} - {%- endif %} - - PYTHON_VERSION: '{{ env[2] }}.{{ env[3] }}' - PYTHON_ARCH: '64' - CONDA_PY: '{{ env[2:4] }}' + - PYTHON_VERSION: '{{ env[2] }}.{{ env[3] }}' + platform: x64 {% endif %}{% endfor %} -# We always use a 64-bit machine, but can build x86 distributions -# with the PYTHON_ARCH variable (which is used by CMD_IN_ENV). -platform: - - x64 - +# initial commands init: - - echo %PYTHON_VERSION% %MINICONDA% + - echo %PYTHON_VERSION% + install: - - powershell .\ci\appveyor-bootstrap.ps1 - - CALL "%CONDA_ROOT%\\Scripts\\activate.bat" # install our build environment + - CALL "%CONDA_ROOT%\\Scripts\\activate.bat" # run activation script - conda config --set always_yes yes # always yes - - conda config --append channels conda-forge # add conda forge to channel list - conda update -q conda # update (quiet) - - activate + - conda install conda-build # install conda-build # get the conda info - cmd: conda info -a - # install required packages - - cmd: conda create -q -n testenv python=%PYTHON_VERSION% - setuptools - pip - coverage - pytest>3.1 - pytest-cov - numpy - pandas - scipy - matplotlib - - activate testenv - - # Now build the module - - '%WITH_COMPILER% pip install -ve .' + # create environment with dependencies + - conda env create -q -n testenv-%PYTHON_VERSION% -f ./conda_recipe/requirements.yaml python=%PYTHON_VERSION% + - conda activate testenv-%PYTHON_VERSION% + # Now install the module + - 'pip install -ve .' + +# actual testing performed test_script: - pytest --cov --cov-report=term-missing -vv - +# cleanup the environment after_test: - # cleanup the environment - - deactivate +# stuff to do on fail on_failure: artifacts: diff --git a/ci/appveyor-bootstrap.ps1 b/ci/windows-conda-bootstrap.ps1 similarity index 100% rename from ci/appveyor-bootstrap.ps1 rename to ci/windows-conda-bootstrap.ps1 diff --git a/conda_recipe/meta.yaml b/conda_recipe/meta.yaml index e779ffdf..1e47fc29 100644 --- a/conda_recipe/meta.yaml +++ b/conda_recipe/meta.yaml @@ -1,5 +1,5 @@ {% set name = "pygaps" %} -{% set version = "2.0.0" %} +{% set version = "version = release = '2.0.1'" %} package: name: "{{ name|lower }}" diff --git a/conda_recipe/requirements.yaml b/conda_recipe/requirements.yaml new file mode 100644 index 00000000..542cc6a8 --- /dev/null +++ b/conda_recipe/requirements.yaml @@ -0,0 +1,17 @@ +name: testenv +channels: + - conda-forge +dependencies: + - pip + - numpy >=1.13 + - scipy >=1.0.0 + - pandas >=0.21.1 + - matplotlib >=2.1 + - xlrd >=1.1 + - xlwt >=1.3 + - requests +# testing + - pytest + - pytest-cov + - coverage + - nose diff --git a/docs/conf.py b/docs/conf.py index 421b099b..01795b20 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -64,7 +64,7 @@ def __getattr__(cls, name): year = '2019' author = 'Paul Iacomi' copyright = '{0}, {1}'.format(year, author) -version = release = '2.0.0' +version = release = '2.0.1' # Add any paths that contain templates here, relative to this directory. templates_path = ['.'] diff --git a/docs/examples/iast.ipynb b/docs/examples/iast.ipynb index 23552c19..f3519a1b 100644 --- a/docs/examples/iast.ipynb +++ b/docs/examples/iast.ipynb @@ -50,8 +50,36 @@ "name": "stdout", "output_type": "stream", "text": [ - "Isotherm sample: MOF-5(Zn)\n" + "Isotherm sample: MOF-5(Zn)\n", + "Attempting to model using Langmuir\n", + "Model Langmuir success, RMSE is 0.901\n", + "Attempting to model using Langmuir\n", + "Model Langmuir success, RMSE is 0.272\n" ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -61,7 +89,7 @@ "print('Isotherm sample:', isotherm.material)\n", "\n", "for isotherm in isotherms_iast:\n", - " model = pygaps.ModelIsotherm.from_pointisotherm(isotherm, model='Langmuir')\n", + " model = pygaps.ModelIsotherm.from_pointisotherm(isotherm, model='Langmuir', verbose=True)\n", " isotherms_iast_models.append(model)" ] }, @@ -131,7 +159,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -332,7 +360,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/docs/examples/initial_henryc.ipynb b/docs/examples/initial_henryc.ipynb index 1aba03db..329afe65 100644 --- a/docs/examples/initial_henryc.ipynb +++ b/docs/examples/initial_henryc.ipynb @@ -55,12 +55,17 @@ "Calculated K = 5.55e+04\n", "Starting points: 42\n", "Selected points: 2\n", - "Final adjusted RMSE: 5.32e-13\n" + "Final adjusted RMSE: 5.32e-13\n", + "Calculated K = 6.98e+05\n", + "Starting points: 91\n", + "Selected points: 7\n", + "Final adjusted RMSE: 6.10e-03\n", + "55485.962663510676 697654.2592115065\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -70,19 +75,9 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Calculated K = 6.98e+05\n", - "Starting points: 91\n", - "Selected points: 7\n", - "Final adjusted RMSE: 6.10e-03\n" - ] - }, { "data": { - "image/png": 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\n", 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xM1av7mTcuDJqago3wAwkJwOOiIhILsuFlpqiIqO724d9kOmLAo6IiMgg5UJLTVlZMeed92V+/ON9FGj6oYAjIiLSj2y31owaVcx3vqNAkygFHBERkV6yHWrGjSvsDsCZoIAjIiJCdkONAk3qKeCIiMiwlY1Qoz40maGAIyIiw1Ik0kF19RyampbR1pbemYU32mgE3/nOnmqhySAFHBERGVZirTbh8MK0LZlQVGTU1k5e20qjFdUzTwFHRESGjXS32qgvTe5QwBERkYIWa7Gpq2ukubk1pedWoMldCjgiIlKw0tFio1CTHxRwRESkYIXDDSkJNwo1+UcBR0RECkbPx1EtLcHjKE9yRQWFmvymgCMiIgUhFY+jyspG8MMfajh3IVDAERGRgjCUx1GlpcVUVY1l0aLpCjYFIpTtAkRERFKhrq4x4XBjBpWVZcycOVnhpsCoBUdERPJWskPA1WJT+BRwREQkLyXa58YMzIyKilHU1KjzcKFTwBERkbyUSJ+b0tJiZs6czKxZ0zJQmeQC9cEREZG8NNg+N7HHUbW1UzJQleQKBRwREclLsXlu+qMOxMOXHlGJiEhe6D2J30AT+FVWlvHRR7WZKU5yjgKOiIjkvEQ7FJeWFlNTMykDlUmu0iMqERHJeYl2KFafG1HAERGRnDdQh2IzCIVMfW5kLT2iEhGRnDdQh2Izo6vrJxmqRvKBAo6IiOSU3p2Jx44dNeAxFRUD7yPDiwKOiIjkjHidiZcuXd3vMepQLPGoD46IiOSM/joTm0Fx8br/2VKHYumLAo6IiOSM/joTu0NJSYjKyjJ1KJYB6RGViIjkjIE6E7e1dbFqlSbvk4GpBUdERHLGQC0x6kwsg6UWHBERybjeI6UqKsrYdddNWbmyo89j1JlYEqGAIyIiGRVvpFRzcyv33fcGAJtsUsaKFR3r9MVRZ2JJlB5RiYhIRvU3UmrEiBBnnDGRmTMnqzOxDIlacEREJKP6GynV2dnNNdc8y0cf1TJr1rQMVyaFRC04IiKSUQONlGpp6X9iP5HBUMAREZGMGju2tN/tGiklqaCAIyIiGfPKK810dnb3uV0jpSRV1AdHRERSbv1h4E9x9NE7ctttL7NyZQdlZcV0d6ORUpI2asEREZGUig0Dnz17Ic3NrbgHw8CvvvoZWlpWs99+27J48Xc1UkrSSi04IiKSUv0NAw+FjOrqLdlkkw2YNWuaRkpJ2qgFR0REUqq/YeDd3c5VVz2d4YpkOFLAERGRlNIwcMkFCjgiIpJSG2/c/zBvDQOXTFDAERGRlGlqWoqZ9bldw8AlUxRwREQkJR544A123/1qmptbKSkpYuTIonW2axi4ZJICjoiIJCQS6eCSSx6isjJMKDSLysowBx98AwcddD3LlrVx2GGfYfHi73D++VOorCzDDA0Dl4zLuWHiZlYO/BDYA9gdGAfMcvdLe+23L/A1YC9ga+BjYBFwsbu/lsmaRUSGi9gcNz2HgTc3t3LPPU0A/OAHe/KLX+xPUVFo7TDwBQsWMHXq1CxWLcNRzgUcgkBzCfAu8AxwYB/7zQYqgFuBV4DNgXOAZ81sL3d/NgO1iogMK/3NcTNiRIgNNhhBUZEeDkj25eL/C98HtnD3LYEz+9nv+0CVu//Q3ee4+0+BKQR/poszUKeIyLDT3xw3nZ3d1Nc3ZrgikfhyrgXH3duB9wax3yNxvvuvmb0AfD4dtYmIDHea40byRS624CTNgrGJmwIt2a5FRKTQdHZ2MXJk/78Xa44byRXm7tmuoU9mtiWwhDidjPvY/xTgeuA8d/9dH/ucBZwFMH78+N3mzp2buoKBSCRCeXl5Ss+Zb3QPdA9A9yCmUO7D0qUdzJr1Ei+8sLzPfUpKQpx00lacfvqEdb4vlHswFLoH6bsH06ZNe9rd15tcqWACjpl9AXgceBWY7O6dA51/0qRJ3tiY2ufFGi2gewC6B6B7EFMI9+HJJ9/lmGP+xrvvrmT8+A0oKxvB++9H1umLE5vjJt4w8EK4B0Ole5C+e2BmcQNOQTyiMrOtgH8CnwBHDSbciIjIwP70p2fZe+8/8+67K5kyZSueffZsXnihhpkzJ1NZWUYoZJrjRnJSznUyTpSZVQL3AaOAvd393SyXJCKS9zo6uvjud+9ZOyqqpmYSv/71VykpCWYnjs1xI5Kr8jrgmNlGwL3AFsC+7v5KlksSEck7kUgH4XADdXWNtLS0MnbsKDbYYARLlqygpKSI+vpDOeOMidkuUyQheRtwzKwMuBv4HHCwu2vyBRGRBMWbmXjp0tUsXbqa4uIQ9957ClOnTshukSJJyMmAY2bnAmOA0dGv9jGzi6I/X+/ubwE3ApOBm4AtoyOo1nL3GzJVr4hIvupvZuKiIuOhhxYr4EheysmAQ7AW1TY9Pk+LvgAeA94CYu2lJ0dfvSngiIgMoL+Zidvbu6ivb1RfG8lLORlw3H1CKvYREZH+aWZiKVQFMUxcREQS9/e/v8hAU6FpZmLJVwo4IiLDTGwI+Akn3AJAKGRx9ystLaamZr3500TyggKOiMgw8vbby/nKV67lN795ghEjQoTD+/O5z42jtHTdHguxmYlra6dkqVKRoVHAEREZJu6997/suusfWbToHbbaajSPPHI6P/zhFBYtmq6ZiaXg5GQnYxERSZ2urm5++tOHueyyR3CHgw6q4oYbjmHcuDIAystLNDOxFBwFHBGRAtF7RuKKijK++c1dePrp91mw4E3M4LLLpvGjH+3dZ78bkUKhgCMiUgDizUjc3NzKL3/5OADjxo3ippuOY//9t8tmmSIZoz44IiIFoL8ZiUMh45RTdla4kWFFAUdEpAD0NyNxd7dz443/znBFItmlgCMiUgA0I7HIuhRwREQKwEDDuTUjsQw3CjgiInmso6OLc8+9m5UrO/rcRzMSy3CkUVQiInlqyZLlHH/833niiXcZMSLEuHFlLFvWtk5fHM1ILMOVWnBERPLQv/71BrvuehVPPPEuW2+9EQ0NZ/Daa/9PMxKLRKkFR0Qkj3R3Oz//+WNcfPFDdHc7Bx5YxY03fjorsWYkFgko4IiI5IlPPmnj1FPnMX/+awBcfPE+XHLJVygqUmO8SG8KOCIieeC55z7g2GNv5o03ljFmTCk33HA0hx76mWyXJZKzFHBERHLcddc9x7e/fRdtbWuYOHFTbr31BLbddmy2yxLJaQo4IiI5ovdimRtvPIptttmIZ575AIAzzvgSv//9IYwaNSLLlYrkPgUcEZEcEG+xzJaW1bS0rMYMfve7gznnnD2yXKVI/lDPNBGRHNDfYpkjRhTx0UerslCVSP5SwBERyQH9LZbZ0dFFfX1jhisSyW8KOCIiOUCLZYqklgKOiEiWtbS0Ulzc/z/HWixTJDEKOCIiWfTKK81UV19DZ2d3n/tosUyRxGkUlYhIltx/fxPHH/93li9v54tf3IT29i7efnu5FssUSQG14IiIZMGVVz7JwQffyPLl7RxzzOd4/PEzefrps7RYpkiKqAVHRCSDOju7+O5376GuLhgV9aMf7cVll+1LKGSAFssUSRUFHBGRDFm2bDUnnHALDzzwBiNHFjFnzhGccsrO2S5LpCAp4IiIZMDrr7dw2GE38dprLWyyyQbcfvuJ7LnnVtkuS6RgKeCIiKTZgw8u5rjjbmbZsjZ23nk8d9xxEttsMybbZYkUNAUcEZEU6b1YZkVFGVVVI3nqqYfp7oYjjvgsN954jDoMi2SAAo6ISArEWyyzubmV5uZghuLvfa+a//3fA9d2JhaR9NIwcRGRFOh/scwQG25YonAjkkEKOCIiKdDfYpmdnd1aLFMkwxRwRERSQItliuQWBRwRkRTYaKPSfrdrsUyRzEqok7GZGbA/cACwD7A1MA5YDXwEPAc8CNzh7u+mtlQRkdz0yCNv0dra0ed2LZYpknmDCjhmVgacB5xNEGpiPeXaCILNKGA7oAo4FviNmc0HfunuC1NdtIhIrrjrrtc47ri/09HRzejRI+no6FqnL05JSUiLZYpkwYCPqMzsdOB14AqClppZBC04Y9y9zN23dPcKgrD0eeAM4FbgYOBRM/ubmW2drj+AiEi23HTTvznqqL/R1raGs8/ejbff/u56i2WedNJWWixTJAsG04JzDXA78DN3f6qvndzdgVeir2vNbDTwTeAC4DTgp0OuVkQkR/zhD43MmHEX7nDBBVO44or9MLP1FstcsGCBwo1IFgwm4Exy92cSPbG7rwB+Z2ZXAxMSPV5EJFf9/OePceGF/4r+vB/nn79XlisSkd4GDDjJhJtex7cRtOqIiOQ1d+eCCx5g9uyFmEF9/aGcfbY6D4vkIi3VICIyCF1d3cyYcRdXXfUMxcUh/vKXozj55C9muywR6UPCAcfMngOeBZ6Jvp5z91WpLkxEJFd0dHRx6qnz+NvfXqS0tJhbbjmeQw/9TLbLEpF+JNOCUwXsDJwa/exm9jqfBp5ngGfcfXlqShQRyZ7W1k6OO+5m/vnP/7LhhiXceefX2GefbbJdlogMIJmAsxFwLXAK8DbQAmwGnAycFN3Hoy09NwJ/dPf+5zAXEckBkUgH4XADdXWNtLS0svHGoygrG8GSJSsYN66Me+75Orvttnm2yxSRQUhmqYbzgeOA/dx9grvv5u6bA58DriOYBPA1gpFTvwReNLOdB3tyMys3s0vN7G4z+9jM3Mwu7WPf0Wb2ezP7wMxWm9kiMzsgiT+TiAxzkUgH1dVzmD17Ic3NrbgH60ctWbKC4uKQwo1Inkkm4JwNzHX3h3p+6e6vuvsZwP8DNgYmEsyDMw64z8wqB3n+ccAlBI/B+hzBFV02Yj5wJsFcPd+NbrrbzL4y+D+OiAiEww00NS2LuyJ4UZFxxx2vZqEqEUlWMgFnPPBhXxvd/Urgv0Ctu18PHA1sAnxvkOd/H9jC3bckCC99OYZgPawad/+xu/8RmAq8RdByJCIyaHV1jXHDDUB7exf19Y0ZrkhEhiKZgPMGsN8A+zwGHAHg7g9EPx8+mJO7e7u7vzeIXU8APgFu6HFsG0Frzm5mVjWY64mIALS09N9VsKVldYYqEZFUSCbgXE8QIH7Uzz6bRl8xzwHbJnGt/uwKPOvuvX/lerLHdhGRQdl441H9bq+o6H+7iOSWZALO/xGEiMvM7FYzWydImNk04ERgSY+vO5O8Vn82I3ic1VvsO/UGFJFBWbGinZKSoj63l5YWU1OjGYtF8knCw8Tdvd3M9gOuAr4GHGVmLQSBZiywDcFIql/3OKyKYDh5Ko0C2uN839Zj+3rM7CzgLIDx48ezYMGClBYViURSfs58o3ugewD5cw/a2ro4//x/8/77EYqLDTPo7PS120tKQmy6aQnV1d1J/Xny5T6kk+6B7gFk/h4ktVRDdF6bU8zs98A5wAEEo6bWAC8TrDx+I0B09NRBwF0pqfhTq4GRcb4v7bF9Pe5+FUE4Y9KkST516tSUFrVgwQJSfc58o3ugewD5cQ/a29dw5JFzeeGF5WyxxYbcc8/X+fvfX6K+vpGWltVUVIyipmYStbVTkl4RPB/uQ7rpHugeQObvwaACjpn9GrgNeNTd1/5q4+6LgEXRfUYCa9y9q9fhLcDuQEdKKv7U+8R/DLVZ9H0wHZVFZJhas6abk0++lXvvbaKysowHHjiVHXccx047jWfWrGnZLk9Ehmiw/WLOBR4CPjSzOWZ2iJmt8+tMdPRT73CDu3e7+3/c/bUU1NvTM8CXzKx3SPty9P3ZFF9PRApEd7dzxhn/YN68VxgzppT77vsGO+44LttliUgKDTbgbA7UAE8TLNEwH2g2s7lmdqKZbZiuAvtxCzAmWg8AZlYKnEEwuuq/WahJRHKcu3PuuXdz/fUvsMEGI7j77q/xpS9tOvCBIpJXBvWIyt0/Iui3cpWZjQYOI5jA7xCC+WjazexfwDzgDnf/eChFmdm5BOFldPSrfczsoujP17v7W8CtBPPr1JvZ9gSdnE8jWCJCyzWIyHrcnQsueID6+kZGjizijjtOZs89t8p2WSKSBsmMoloB/BX4a7TfzUEEYecwgsDzBzNbSNBn5/ZoGEnUDwlGY8VMi74gCDVvuXu3mR0G/Az4FkEY+jdwaO9lJEREAC6//FFmz15IcWtPOmIAACAASURBVHGIW245gX33TfX0XCKSK5IaRRXj7u3AHcAdZhYCvkKwhMKRBPPl/MrMnnP33RI874RB7rccmBF9iYj06de/XsTFFz9EKGTccMPRHHbYZ7Jdkoik0ZACTk/u3k3QEfkh4P+Z2SSCsHNUqq4hIjKQSKSDcLiBurpGWlpaqagoY889t2D+/NcBuPrqwznxxJ2yXKWIpNuAAcfMTgKeSXQUlLs3Ao1Af0s6iIikTCTSQXX1nHVWBW9ubl0bbmbP3p8zzpiYzRJFJEMG04LzV8DNLEKwptTTBEO0nwFe7jkvjohINoXDDeuEm56Ki0NEIqmejktEctVghon/kCDkvANMAb4LXEfQoXelmTWY2W/N7DQz29nM+l7QRUQkjerqGuOGGwgm9quvb8xwRSKSLQO24Lj7r2I/m1kZ8CVgN4LVunclmKV4TyDWktNuZv8GnnZ3df4VkYxpaWkdYHvcFVxEpAAl1Mk4ugbVwugLWLtEwy6sG3q+BExCo5tEJIMqKspobu475FRUxF2DV0QK0GBnMu5TdImGJ9293t2/FR0SXk7QsiMikjE1NbsRClncbaWlxdTUTMpwRSKSLUkPEzezjQhaa4qAt3uOsnL3ToJOyCIiGbN0aRvd3euPeygtLaaqaiy1tVOyUJWIZENSLThmdgHBat4PAPcCL5vZ+2Z2eZbWpRKRYe6aa57hyiuforjY+OY3d6GysoxQyKisLGPmzMksWjSd8vKSgU8kIgUh4RYcMzsVuAJYCtwMtACbEcxifCFwopkd4O6LU1moiEhfHnnkLWpq7gLgD384jDPP3DXLFYlItiXziOq7BK03O7t7S+zL6FINpwO/Bu43s13cfVVqyhQRiW/x4mUce+zNdHZ2873vVSvciAiQ3COqHYF5PcMNBEs1uPs1BEszbAv8IAX1iYj0acWKdg4//Caam1v56le3Z/bsA7JdkojkiGQCTivQ1tdGd/8XQb+cY5MtSkRkIF1d3Xz967fx4osfs+OO45g791iKi4c8MFRECkQy/xr8B9hvgH2eJ2jFERFJiwsv/Bd33vkaG288ivnzT2ajjUqzXZKI5JBkAs61wC5mdn4/+2yeXDkiIgO77rrnCIcXUlwc4pZbjmf77TfOdkkikmMSDjjufi1wP3CFmd1kZl/qud3M9gVOAJ5MSYUiIj0sXLiEs866E4Df//5gpk1TY7GIrC/Zif6OBG4CTgROMLMVwJvAWGAroBuYlYoCRWR4i0Q6CIcbqKtrXLvWlDucddaunH22ZiYWkfiSCjju3gYcbWaHAWcB+xCsR9VN0HLzY3d/NGVVisiwFIl0UF09h6amZeusEh4KGY89toRIpEOT94lIXEMacuDud7r7Ee4+BhgNjHL3Pd39wdSUJyLDWTjcsF64Aejudt54YxnhcEOWKhORXJeyMZXuHomuQSUikhJ1dY3rhZuYtrY11Nc3ZrgiEckXSQccMysxs7GpLEZEpKdYn5u+t6/OUCUikm8SDjhmtpWZPUgw4V+zmX1iZgvM7FdmdoqZfd7MLPWlishws/HGo/rdXlHR/3YRGb6S6WRcB0wFlgCvAtsAexF0NPboPqvN7Hl3n5KKIkVk+HF3Ntlkgz5baUpLi6mp0SgqEYkvmYCzN/AUsFesz42ZbQBMjL52BXYDdk9VkSIy/FxzzbO8/HIzoRCMGFFEe3vX2m2lpcVUVY2ltla/Q4lIfMkEnHZgQc8OxdFVwx+LvoCgj87QyxOR4ejllz/mvPP+CcBVVx3O228vp76+kZaW1VRUjKKmZhK1tVM0RFxE+pRMwHkA+OxAO7l7RxLnFpFhrq1tDSeffCurV6/hG9/YmTPP3BWAWbOmZbkyEcknyYyiuhzYz8z2SHUxIiLnn38/zz//IdtvvzFXXnlItssRkTyVzFpULwEnA/PM7GQzK0p9WSIyHN1552v89rdPUlwc4qabjmXDDUdmuyQRyVPJDBMfD3wb2AS4AfjAzP5uZueb2f5mpmV9RSRh7723ktNP/wcAV1yxL5MmbZ7likQknyXTB6ceOAT4hGCBzW2AY6MvBzCzt4BGdz8hNWWKSCHr6urmG9+YR3NzKwccsB0/+MHkbJckInkumYCzL/BvYIq7RwDMbBuCoeGx164EgUdEZEDh8EIefHAxlZVl/OUvRxMKaa5QERmaZAJOF3BPLNwAuPtbwFvAbbHvzGzroZcnIoUmEukgHG6grq6RlpZWNtpoJMuXtwNw3XVHsemm5VmuUEQKQTIB51Fgu4F2cve3kzi3iBSwSKSD6uo566wQ/sknQbipqBjF3ntvk83yRKSAJDNMfBZwiJl9IdXFiEhhC4cb1gk3Pa1a1Uk43JCFqkSkECUTcE4mmOzvfjM7IMX1iEgBq6trjBtuIJjgr76+McMViUihSuYR1Q8JRksZcI+ZLQbuBxqBp4H/uHv8f8FEZFhraWkdYHv8hTVFRBKV7CiqXXu8PgOcDZwV3d5hZv8mGCY+IyVVikhBqKgoo7m575BTUTEqg9WISCFLZibjBe7+K3c/xd0/D4wGpgDnAdcCrwC7EIQeEZG1ZsyYxMiR8Sc/Ly0tpqZmUoYrEpFClUwfnHW4e6u7P+7uV7r7me4+EdgQ2H3o5YlIIamtnUJp6foNx6WlxVRVjaW2dkoWqhKRQpR0wDGzEjMbG2+bu3e4+zPJlyUihejVV5tZvrydUMjYeONRhEJGZWUZM2dOZtGi6ZSXl2S7RBEpEAn3wTGzrYDrgH2Cj7YSeA54psfrZXf3VBYqIvnN3amtvR+A732vmv/93wOzXJGIFLJkOhnXAVOBJcCrBGtR7UUQeGKhZrWZPe/uam8WEQD++c//8tBDbzJ2bCk//vHe2S5HRApcMgFnb+ApYC937wQwsw2AidHXrgTrUakPjogAsGZNNzNnBq03F120D2PHarSUiKRXMgGnHVgQCzcA7r4KeCz6AoI+OkMvT0QKwbXXPseLL37MttuO4Zxz9LuPiKRfMp2MHwA+O9BO7t6RxLlFpMCsWtXBT37yEABXXLEfI0cm83uViEhikgk4lwP7mdkeqS5GRArPr371OO+/H2H33TfnhBO0hJ2IZEYyE/29RLAe1TwzO9nM4s/aJSLD3ocfRpg9eyEA4fABhEKW5YpEZLhIZpj4eODbwCbADcBvzWwBn65F9Yy7L01lkf3UsjlwKbA/sBnwPsG6WP/j7ksyUYOIfCoS6SAcbqCurpGWllZGjmygrW0NBx+8PV/5yoRslyciw0gyD8PrgUOAT4A3CYaJHxt9OYCZvUWwFtUJqSlzfWa2EfAEMCpa01vA5wjC18Fm9gV3X5mu64vIuiKRDqqr59DUtGztiuGx99dfbyES6dBEfiKSMckutvlvYIq7RwDMbBuCoeGx164EgSedjgW2BI5w9/mxL82sCbiSoFVnXpprEJGocLhhnXDT0zvvrCQcbmDWrGlZqExEhqNkOhl3AffEwg2Au7/l7re5+4/d/avuvgmwbcqqjG909P39Xt/HPve9ZLGIpFxdXWPccANBS059fWOGKxKR4SyZgPMosN1AO7n720mcOxEPEzwS+52ZTTazLcxsf+BnwCLgX2m+voj00NLS/+8ULS2rM1SJiEhyAWcWcIiZZXW8p7s/C9QAOwINwDsEHYxfA/Zz9/i/SopIWlRUlA2wXbMXi0jmWKJrYprZbIKJ/nYHvunu96ejsEHWcgTwLeA+4G1gD+D7wF3A8fEW/DSzs4CzAMaPH7/b3LlzU1pTJBKhvLw8pefMN7oHw/Me/PnPbzJ37hI6OrrX21ZSEuKkk7bi9NMnZLyubBuO/1/oTfdA9wDSdw+mTZv2tLtP6v19MgGnm+DRkEXfFxO0nMSGif8nE60nZnYk8Dfgi+7+eo/vpwNXA0e5+z/6O8ekSZO8sTG1/QIWLFjA1KlTU3rOfKN7MDzvQWwU1UsvfUzPf1ZKS4upqhrLokXTh+UoquH4/4XedA90DyB998DM4gacZB5R7QvUAn8lWE18AnA2cBVBwFlpZk+aWV3y5Q7Kd4GXeoabqNui71quWCSDystLmD17f9whFDLMoLKyjJkzJw/bcCMi2ZPwMHF3XwAsiH02szJgF4Kh4bHXLgTDxWekosg+bA60xfm+uNe7iGTIjTf+B4CLLtqbadNs2P/GKiLZM+QQ4O6twOPRF7B2JfGdhnruAbxK0Nl5YrTDccwp0fen03x9Eelh6dLV3HrrS5jBGWdMZPHi57JdkogMY2lp5YiuJP5MOs7dwy+ArwIPmtmVwBKCTsanAS8Bf0/z9UWkh+uvf5729i4OOqiKbbYZw+LF2a5IRIazAfvgmNmQx3am4hy9uXsDQaBZAJwK/A44iKAv0D7uHu/xlYikgbszZ07QkPqtb+2a5WpERAbXyXixmX3HzEYmenIz28XM/gH8MPHSBubuz7n70e6+tbuXuPuW7l7j7i3puJ6IxPfEE+/yn/98RGVlGYcf/tlslyMiMqiAcx/wK+B9M6s3s2n9tciY2XZmVmNmjxM8ptoFeCg15YpILrr66qDL22mnfYmSkqIsVyMiMog+OO5+qpn9FriCYIK8s4AuM3uZYN2nZUApUEEwAeA4gjlyPgR+DPyfu7enp3wRybYVK9qZO/dFAM48c2KWqxERCQyqk7G7NwIHmtkOwJnAfsCXgC/22vVjgnlobgVudffOFNYqIjkiEukgHG6grq6R5uZgDaqtt96ILbYYPcCRIiKZkdAoquikehfA2vlvtiBouVkNfOTuvVf2FpECE5uxuKlp2Tqrh7///kqqq+doUj8RyQnJzGQMBPPfuPvr7r7I3Z9XuBEZHsLhhvXCDUBnZzdNTcsIhxuyVJmIyKeSDjgiMjzV1TWuF25i2trWUF+f2vXdRESSoYAjIglpaWkdYPvqDFUiItI3BRwRSUhFRdkA21M+r6eISMIUcEQkITNmTKK0NP74hNLSYmpqJmW4IhGR9SngiEhCamunUFU1FrN1vy8tLaaqaiy1tVOyU5iISA8KOCKSkPLyEm6++Tjcg89mUFlZxsyZkzVEXERyRlpWExeRwvbgg28CcOyxn+OWW07IbjEiInGoBUdEEjZ//msAHH74Z7JciYhIfAm34JjZG4PYrRtYAbwM3ObutyZ6HRHJTStWtPPQQ4sJhYxDDtkh2+WIiMSVzCOqUPS4zaOf1wAtBEs2xM73HrAJwXpVJ5nZ3cBR7t41tHJFJNvuu6+Jzs5upkzZisrKDbJdjohIXMk8otoZeBd4FNgLKHX3zQhWFN87+v07BOtUfRa4BzgE+E4qChaR7NLjKRHJB8kEnMuBjYD93H2hu3cDuHu3uzcABwBjgMuji3MeTxCIvp6imkUkS7q6urnrriDgHHHEZ7NcjYhI35IJOEcDd7h73MVo3L0DmA8cE/3cCvwL0K97Innu8cffoaVlNVVVY9lxx3HZLkdEpE/J9MGpAAaa6GJEdL+YD5K8lohkWSTSQTjcQF1dI83NwTpU48aVsWpVp+a8EZGclUwLzhvAsWa2YbyNZjYaOBZY3OPrzYClSVxLRLIoEumgunoOs2cvXBtuAJ599gOqq+cQiXRksToRkb4lE3CuIuhA/ISZfd3MJpjZqOj7KcATBCOs/ghgZgZMBZ5LUc0ikiHhcANNTctoa1v3iXRHRxdNTcsIhxuyVJmISP8SDjju/hvgD8COwF+AJiASfb+OYOTU1dH9IBgufhPwy1QULCKZU1fXuF64iWlrW0N9fWOGKxIRGZyk+sW4+wwz+ytwGsFcNxsRTOz3LPAXd3+kx74fAhcOvVQRybSWltYBtq/OUCUiIolJuuOvuz8GPJbCWkQkx1RUlK3T92b97aMyWI2IyOBpLSoR6dOMGZMoLY3/e1BpaTE1NZMyXJGIyOAo4IhIn2prp1BVNZaiIlvn+9LSYqqqxlJbOyVLlYmI9C+pgGNmXzGzO83sIzPrNLOuOK/4PRNFJG+Ul5ewaNF0xo4NHkWZQWVlGTNnTmbRoumaB0dEclYyq4kfCtwOFAFvA68SLLgpIgVo+fI2mptb2WCDESxdej4lJUXZLklEZEDJdDK+FOgEDnX3+1JbjojkmvvuawJg2rRtFW5EJG8k84hqJ+BvCjciw8N9970BwIEHbpflSkREBi+ZgBNByy6IDAtdXd3cf3/QgnPQQdtnuRoRkcFLJuD8C9gz1YWISO559tkPaGlZzTbbbMQOO2yc7XJERAYtmYBzPlBlZhdF15kSkQJ1773/BeCgg6rQX3cRySfJdDK+BHgRmAWcYWbPAZ/E2c/d/cyhFCci2fVp/5uqLFciIpKYZALOaT1+nhB9xeOAAo5InolEOgiHG7jyyqfWrjX15JPvctBB22veGxHJG8kEnG1TXoWI5IRIpIPq6jk0NS1bZxXx3/72Se6663VN7icieSPhgOPub6WjEBHJvnC4Yb1wA9DWtoampmWEww3MmjUtS9WJiAye1qISkbXq6hrXCzcxbW1rqK9vzHBFIiLJGbAFx8z+RNCf5kfu/mH082Cok7FInmlpaR1g++oMVSIiMjSDeUR1GkHA+QXwIet2Mu6POhmL5JmKijKam/sOORUVozJYjYhI8gYTcGKdit/t9VlECsyMGZOYPXth3MdUpaXF1NRMykJVIiKJGzDg9O5UrE7GIoWrtnYKN9/8Eq+80rzO96WlxVRVjaW2dkqWKhMRSYw6GYvIWuXlJdTWTgZgxIgQoZBRWVnGzJmTNURcRPJKMvPgiEgBe+CBYPbiX/xif773PS07JyL5aTCjqN5I8tzu7prfXSSPdHZ28c9/ButPHXbYZ7JcjYhI8gbTghMiGBHVUwmwWfTnNUALUNHjfO8DHakoUEQyZ+HCJXzySRuf/WwFO+xQke1yRESSNmAfHHef4O7bxl7ALgQjqhYB04BSd98MKAX2BZ4A3gF2Tl/ZIpIO8+e/BsDhh6v1RkTyWzKdjC8HxgBT3f1hd+8GcPdud19AEHo2ju4nInnkzjuDgKPHUyKS75IJOEcD/3D3uI+g3L0N+AdwzFAKGywz+4KZ3WJmH5vZajN73cxmZ+LaIoXk9ddbePXVFsaMKWXKlK2zXY6IyJAkM4qqAhgxwD4jovullZlNBe4GXiKYafkTYGtAnZtFEhRrvTn44O0pLtYMEiKS35IJOE3AcWZ2ibsv773RzMYCxwHJjr4aFDMrB24AHgCOdveudF5PpBBFIh2Eww3U1TWuXaKhvX0NkUiH5rwRkbyWzK9pfwA2B540s1PNbIKZjYq+f5Ogk/GmwJWpLDSOk4EtgAvdvcvMNjCzojRfU6RgRCIdVFfPYfbsheusP3X33a9TXT2HSEQDIUUkfyUccNz998DvgB2APxO06ESi738Ctgd+7+51KawzngOBFUClmb0UrSFiZn81M41vFRlAONxAU9Oy9dadamvroqlpGeFwQ5YqExEZOnPvPcXNIA802xM4A5gIbAQsB54BrnX3hSmrsO/rP0cQsgCuA+4HdgPOB54F9oz32MrMzgLOAhg/fvxuc+fOTWldkUiE8vLylJ4z3+ge5Mc9OOqohSxf3tnn9jFjRjBv3uSkz58P9yATdB90D0D3ANJ3D6ZNm/a0u6+3EnDSASfbzOy/BJ2Jr3b3s3p8P5Ogw/GR7n5Hf+eYNGmSNzY2prSuBQsWMHXq1JSeM9/oHuTHPQiFZtHfX/9QyOjq+knS58+He5AJug+6B6B7AOm7B2YWN+Dk81CJ1dH3G3p9f2P0fa8M1iKSdyoqygbYPipDlYiIpF7Si22a2WbAfgQdfUfG2cXd/bJkzz8I7wE7AR/2+j72eWwary2S92bMmMTs2QvX64MDUFpaTE3Ner8QiYjkjaQCjpnNAi7odbzx6ZpVsZ/TGXCeJuhovCXwao/vt4y+f5zGa4vkvdraKdx4479palq2zvelpcVUVY2ltnZKlioTERm6hB9RmdnXgYuBRwnmuzGCTr5fA64GuoG5BOtSpdPfCELUt3p9H/t8b5qvL5LXystLmDZtAgCjRhUTChmVlWXMnDmZRYumax4cEclrybTg1BAspvlVd19jZgBvuvtcYK6ZzQPuAm5KXZnrc/fnzewq4GwzK+HTUVRnAvPc/eF0Xl8k37W2dnLzzS8B8OST32KnnTbJckUiIqmTTCfjLwJ3u3vPB/drJ9hz93sJWk9qh1jbYJwL/IhghfPfAAcQLPJ5UgauLZLXbrnlJVasaKe6ekuFGxEpOMm04IwAWnp8Xk0wD05P/wG+nWxRgxUNWT+LvkQkAXPmPAPA9OkTs1yJiEjqJdOC8z6wWY/PbwM799pnC2D9oRkikhNefbWZRx99m/LyEk48cadslyMiknLJBJxnCR5TxTwI7G1m34iuB3UocGx0PxHJQddcE/z1POmkL6gzsYgUpGQCzp3AF8xs2+jnnxMs03AtwdpQdxCMrLooFQWKSGp1dHRx3XXPAzB9+q5ZrkZEJD0S7oPj7tcShJnY5yVmtjvwA4KlE94E6tz936kpUURS6c47X+Ojj1ax006bsMceW2S7HBGRtEh6JuOe3H0xwYgmEclBkUgH4XADdXWNNDe3ArD55huyalWnHlGJSEEacsAxs9FEVxN39xVDL0lEUikS6aC6eg5NTcvWWZbh4YffpLp6jib1E5GClNRim2ZWZGYXRFf0XkbwWGqZmf03+n1KWoZEZOjC4Yb1wg1Ae3sXTU3LCIcbslSZiEj6JLNUQ2zW4MuBCcAS4Mno+4To9w9E9xORLKura4y7oCZAW9sa6usbM1yRiEj6JdOC831gKsFyDJ9z9wnuvqe7TwA+C8wH9o7uJyJZ1tLSOsD21RmqREQkc5IJOF8jmKn4KHd/vecGd28CjgFeBL4+9PJEZKgqKsoG2D4qQ5WIiGROMgFne+Cf7t4db2P0+38SDBkXkSybMWMSoZDF3VZaWkxNzaQMVyQikn7JBJwOoHyAfTYAOpM4t4ik2A47VNDd7et9X1paTFXVWGprp2ShKhGR9Eom4LwAHGdmlfE2mtk44Djg+aEUJiJDt2pVBxde+C8ADj54eyorywiFjMrKMmbOnKwh4iJSsJIZzv17YC7wpJn9D/AQwQKcmxJ0Pr4IqATOS1GNIpKkyy57hHfeWcGuu27G/PknU1SU1MwQIiJ5J5mlGm42sy8BFwBXxdnFgNnufvNQixOR5L388sf88pePYwZ1dYco3IjIsJLUhHzu/iMzuwM4E5hIdCZjghXE/+Tuj6euRBFJlLtz7rn/ZM2abr71rV358pe3zHZJIiIZlfSMw+6+CFgUb5uZlQIlWrpBJDtuvvlFHnxwMRtvPIorrtgv2+WIiGRcutqs64GlaTq3iPRj5cp2vv/9+wD4+c/3Y9y4/ufBEREpROl8KB9/4g0RSatZsx7mvfdWssceW3DmmbtmuxwRkaxQr0ORAvKf/3zEr3+9aG3H4r4m+BMRKXRa9Vskj0UiHYTDDdTVNdLS0kpRUYiuLmf69Insttvm2S5PRCRrFHBE8lQk0kF19RyampatXS18zZpgBZXHHltCJNKhSfxEZNjSIyqRPBUON6wTbnp6881PCIcbslCViEhuUMARyVN1dY1xww1AW9sa6usbM1yRiEjuGNQjKjPrSnchIpKYlpbWAbavzlAlIiK5Z7AtOJbES0TSqKKi//ltKipGZagSEZHcM6iA4+6hJF5F6S5eZDibOHHTPreVlhZTUzMpg9WIiOQW9cERyUN//vOz3H//GwCMGLHuX+PS0mKqqsZSWzslG6WJiOQEBRyRPHP77a8wffp8AGbP3p8LL9yLysoyQiGjsrKMmTMns2jRdA0RF5FhTfPgiOSRhx5azEkn3UJ3t3PxxfusbaWZNWtalisTEcktasERyRNPP/0eRx45l/b2Ls45Z3dmzZqa7ZJERHKWAo5IHnjllWa++tUbWbmyg5NP3onf/vZgzDRYUUSkLwo4Ijnu7beXc+CB19Pc3MrBB2/PddcdpUU0RUQGoIAjksM+/ngVBx54PUuWrGDKlK245ZYTGDFCMzCIiAxEAUckR61c2c4hh/yVV19t4Ytf3IT580+mrGxEtssSEckLCjgiOaitbQ1HHjmXxsb32G67sdx77ymMHauZiUVEBkvDxEVyQCTSQTjcQF1dIy0trYwYUURHRxfjx2/A/fd/g8022zDbJYqI5BUFHJEsi0Q6qK6eQ1PTsrWrg3d0BOvblpeXsMkmG2SzPBGRvKRHVCJZFg43rBNuenr33ZWEww1ZqEpEJL8p4IhkWV1dY9xwA0FfnPr6xgxXJCKS/xRwRLKspaV1gO2rM1SJiEjhUMARyaKVK9spLu7/r2FFhUZPiYgkSgFHJEs++mgV++77Fzo7u/vcp7S0mJqaSRmsSkSkMGgUlUgWLF68jIMOuoHXX1/KhAljGDEixJIlK9bpi1NaWkxV1di1K4aLiMjgqQVHJMOef/4DJk/+E6+/vpSJEzdl0aIzeeaZs5k5czKVlWWEQkZlZRkzZ05m0aLplJeXZLtkEZG8oxYckQx6+OE3OeKIuaxY0c6++27LvHknMnr0SABmzZrGrFnTslyhiEhhUAuOSIbcdtvLHHTQDaxY0c5xx32eu+/+2tpwIyIiqVVQAcfM9jYzj762zHY9IjF//GMjxx//d9rbuzjnnN2ZO/dYRo5UA6qISLoUTMAxs2LgSmBVtmsRiXF3fvrTh/n2t++iu9u57LJp/O53B1NUVDB/9UREclIh/Sv7/4BNgTnZLkQEoKurm3PPvZtLLllAKGRcddVhXHTRPphZtksTESl4BdFGbmabAZcCPwD0aOr/t3fn4VFV5x/Av+9ksgwJJCGEkAgkEva1hAhYBcGNVkXEUAWr4FYEaq1igz9rK0GkiHGrIhTEDURABSqCBUstaq0okRJExAWNbGFJIPs6mfP7487gZJhklkzmZma+n+eZZ8i9Z+689zD3gSoNTAAAIABJREFUzDvnnnMv6a6uzoLJk9fjrbf2IzIyDGvWZGHixH56h0VEFDKCIsEB8ASAbwG8BOBhnWOhEFdaWoMHHtiLPXtKERsbiU2bpmD06FS9wyIiCikBn+CIyCUApgC4WCllYfc/+VNFRR1ycz/GkiV5KC6uQny8CeHhBpw4UYnk5Bhs3XozBg9O0jtMIqKQI0opvWPwmnVg8R4A/1NK3WJdlgNgLoBuSqkjTl4zHcB0AEhKShq2du1an8ZUUVGBmJgYn24z0IRKHVRXN2DWrN04dqwGdXWNb7dgNApeeGEY0tKidYpOf6HyOXCF9cA6AFgHQOvVwdixYz9XSp1zT5tA78H5PYBUAFe6+wKl1HIAywEgMzNTjRkzxqcB7dixA77eZqAJlTqYO/ffOH687pzkBgBEgB9+aIdbbx3j/8DaiFD5HLjCemAdAKwDwP91ELCzqEQkFlpPzUsAIkQkTUTSAMRZi3TltXCoNS1Zktfo3lH26usVli7N83NERERkE8g9OPEA2gO4x/pw9AmAHwGk+TEmCiHFxVUu1lf7KRIiInIUyAnOSQATnSyfDOBGAHcCOOzXiCikJCS0Q1FR00lOQoLJj9EQEZG9gE1wlFJVAP7uuFxEfmb95zZng4yJfKVXr45NJjgREQbMnHnOmDciIvKTgB2DQ6SnlSvz8cknWv4cERHWaF1UlBEpKVHIzr5Ij9CIiAgB3IPTFKVUDrSrGhO1ip07j+A3v3kHAPD00+Nw5kw1li7NQ3FxNRISTJg5MxMjR1oQExOhc6RERKEr6BIcotZ0+HAprrtuLerqGjBrVibuvXckAGDevLGNyu3YsUOH6IiIyIanqIjcVFVVj+uuW4cTJyoxdmwannnmF3qHRERETWCCQ+QGpRRuvfXv2L27EOnp8XjzzV8hPDzM9QuJiEgXTHCI3DB//od48839aN8+Aps2TUFCQju9QyIiomYwwSFyYf36/Zg7dwdEgLVrJ6F//0S9QyIiIheY4BA1Y8+e45g6Vbvc0uOPX4Grruqlc0REROQOJjhETThxogLXXrsGVVX1mDp1CO6//0K9QyIiIjdxmjiRVUVFHXJzP8aSJXkoLq5CWJgBZrMFF1yQgmXLroGI6B0iERG5iQkOEbTkZuTIFTh48MzZO4SbzRYAQFlZ7dl/ExFRYOApKiIAubkfN0pu7P34Yylycz/WISoiIvIWExwiAEuW5DlNbgCgpsaMpUvz/BwRERG1BBMcIgDFxc7vCv7T+mo/RUJERL7ABIcIcHnhvoQEk58iISIiX2CCQwRg1qxMNDVJKirKiJkzM/0bEBERtQgTHCIAfft2glLnLo+KMiI9PR7Z2Rf5PygiIvIaExwKeWazBY888iEA4Be/SEdiYjsYDILExHaYM+fn2LnzTsTEROgcJREReYLXwaGQ98ore3DgQBF69IjH229PQUQE7xJORBTo2INDIa2qqh5z5+4AACxYcCmTGyKiIMEEh0Las89+imPHypGRkYwbbhigdzhEROQjTHAoZBUXV+Gxx/4DAFi06HIYDLzXFBFRsGCCQyFr4cL/oLS0Fldc0QOXX95D73CIiMiHmOBQSDp0qBTPPfcZAOCxxy7XORoiIvI1zqKikFBRCeS+DCxZAxSXABFhUajrcDEmXVqCjIxkvcMjIiIfY4JDQa+iEhh+owXfFiiYLdosqVpzJJBwEf53RlsfE61zkERE5FM8RUVBb8EyMw58bzmb3JxlCMf3RwQLljm/izgREQUuJjgU9P660gLVRGelghHPrrT4OSIiImptTHAo6FXXhje7vsrFeiIiCjxMcCioVVS6U8rJXTaJiCigMcGhoLZgmTuleIE/IqJgwwSHglZFJZD7EgBpPoExRdb7JyAiIvIbJjgUtHJfBhpcjh9W+P1UHgZERMGGLTsFredfd10mzAA8dBcvB0VEFGyY4FBQqqjUrljsSvYdwov8EREFISY4FJTcGVwcZgAemt76sRARkf8xwaGgc3ZwsQvZd/AWDUREwYoJDgUd9wYXs/eGiCiYMcGhoOPO4OJOcey9ISIKZkxwKOi4M7h41k2tHwcREemHCQ4FHRfX9QMAZN/W+nEQEZF+mOBQ0KioqMODD30IZXF9bymeniIiCm68whkFhYqKOowcuQIHiocAcc2X7eRiPRERBT724FBQyM39GN99X4GGuAtdnqPi+BsiouDHBIeCwpIleaiNuRDu3Bmc42+IiIIfExwKCkWn64GEi1z23nB6OBFRaGCCQ0HB1PVSuNN7w9NTREShgQkOBbyKSqAmZoTL3pswA09PERGFCiY4FPByXwaUy5nhiveeIiIKIUxwKOBpt2Zw1XsjvPcUEVEICdgER0QuEJFnReQLEakQkaMisllEMvWOjfynotK9WzOw94aIKLQEbIID4AEANwL4EMB9AP4KoB+AT0XkKj0DI/9ZsAwAmj8/FWbgncOJiEJNIF/J+CkANyml6mwLRORFAPsBPArgXb0CI/+oqARyXwJcnZ5i7w0RUegJ2B4cpdR/7ZMb67JiADsA9NclKPKrBcuABjfuO8XeGyKi0BOwCU4zUgAU6x0EtS53e294YT8iotAkyvX82oAhIqMAfADgaaXU/U2UmQ5gOgAkJSUNW7t2rU9jqKioQExMjE+3GWj8UQcv/P18vP5edzSf4ChMvaoAt13zY6vG4gw/B6wDG9YD6wBgHQCtVwdjx479XCl1zgSjoElwRCQZwC4AZgBDlFKlrl6TmZmp8vLyfBrHjh07MGbMGJ9uM9C0dh1UVAJxI4AGS/PlwgxAyaf69ODwc8A6sGE9sA4A1gHQenUgIk4TnKA4RSUisdAGFccAGO9OckOBqaKiDldP/QENDa4Tcw4uJiIKXQGf4IhIOwCbAfQBcI1S6gudQ6JWUlFRh5EjV+DDfUlu3ZaBg4uJiEJXQCc4IhIBYAOAkQB+pZT6j84hUSvKzf0Y331fARhMLsuy94aIKLQF7HVwRCQMwOsArgBwi1Jqi84hUSt7fkk+ahN/5bIce2+IiChgExwATwDIAvBPAAYRudlh/UalVKX/w6LWUFEJFLe/CYhMdHl6ir03REQUyAnOUOvzFdaHo/MBMMEJEguWAYhMcJncAOy9ISKiAE5wlFJj9I6B/OPsRf0kzGVZXtiPiIiAAB9kTKEh92XX17wBgKgIhVk3tX48RETU9jHBoTbv+dfdKaWQ3l2QfVtrR0NERIGACQ61aRWVQHGJ63KjMwU71/D0FBERaZjgUJtVUQlcPdN1uTADsGUpkxsiIvpJwA4ypuBWUQmMnAJ8+Z3rspwWTkREjtiDQ23SgmXA1z+4V5bTwomIyBF7cKjNsU0Ld2fmFKeFExGRM+zBoTbFNu7GrWnhkeC0cCIicoo9ONRmeDLuBgDSu4HTwomIyCn24FCbkfsycPCwe2VHZ4LTwomIqElMcKjNeP51oKbWdTlOCyciIleY4FCb4O4F/QQWTgsnIiKXmOCQ7ty9oB+UgsFczGnhRETkEhMc0pVtYPGHeS4KKgVUFcDy/Qr23hARkUtMcEg3tp4bd2dN4fAadOrIiX9EROQavy1IF55OCUdDFaIiFWbOzGzVuIiIKDiwB4d04cmUcFjqEVb+OdLT45GdfVGrxkVERMGBCQ75XUUl8MRL7k0Jh1IIs5Qg+3Zg5847ERMT0erxERFR4OMpKvIr26mpqhr3yo++QLBlaSJiohNbNzAiIgoq7MEhv/F0UPGAnrygHxEReYcJDvmF29PBrXgrBiIiagkmONTq2HNDRET+xjE41Ko8nQ7eLoo9N0RE1HLswaFWUVEJzF0MdB7lfnITFQn84XYmN0RE1HLswSGfq64Jw8gp2nVu3JoKbpXeDci+rfXiIiKi0MEeHPK5tdu7epzccFAxERH5EntwyKcqKoF1/+yO2np3X6EwoKdwUDEREfkUe3DIZ2wDimvr3fxYKYXuCSXsuSEiIp9jgkMtdu6AYnH9Iks9UHsKVV+/yuSGiIh8jqeoqEVsvTZuj7lRClD1QPF/geL/4rSYWz1GIiIKPUxwyGMVldrdwJesAYrOePBCpYDaU0DBCi3JAZDQqV3rBElERCGNCQ55xOMeG3uW+kbJTVSUETNnZvo+SCIiCnkcg0NucRxn41Vyc/q/jZKb9PR4ZGdf5PtgiYgo5LEHh1xqUa8NgKgIhfZRtVCn9+C0QZCQYMLMmZnIzr4IMTERvg+YiIhCHhMccin3Ze+Tm3ZRwB9uF2TfFoOY6Ht9HxwREZETTHDoHPaDiItLtGVKebaNqEjt1gu8xg0REemBCQ410rLTUQoCQWxMHe6ZGoHs25jcEBGRPpjghDjH3pqoSKC+HjA3eLadqAiF9O6CnWuAvF3/xZgxY1olXiIiIncwwQlhznprqms83YqyG2fDHhsiImobmOCECMeemoQ4oH86cPAQUFPn3TYjwi3olWrgOBsiImpzmOCEAGc9NUVngA/zvNiYsgAiSIgDfnuTgb02RETUJjHBCQEtmebdiKUel2cU4r3V3SDixg01iYiIdMIrGQcJ25WGEy8CDAO057mLteVL1vgmuUlNUdj4QncmN0RE1OaxBycINHUK6rEXgCWvA0UlXmzU0gCgARAj0FCNsLLPMSULiIke7cvQiYiIWgV7cNqo5npkHOW+bB0s7NBLU1fvbXJTD9QVA988ARyYD3z7BBpO/BsvvvCpV/tCRETkb+zBaYOa6pF5/EVg/XvA+9YxNZ9/qT1WbQIaLE1vLzICEDifLRUZAYwYDHx1EDh12gI0VANndgHFP90Y06a4uNp3O0lERNSKmOD4UEUl8PLmVPzqoZ+mYs+aAo9nGjU1KLimFth/EEga5VlcdXVA/57nbtN2O4UtS7X4EhOfRFFRVZPbSUgwefbGREREOgnoU1QiEiEi80XkkIjUiMheEZmiRyy2Xpe1/+yOojPavZtsvS4jpzg/tVRVDXz9A7D9v8BL64GcxcDtDwELlzc9KNh2T6hBvYFbrwOeewiIbd98bJ3itXtCzbkDSIwHDKI9z7mj8b2iZs3KRFSU85w3KsqImTMz3awNIiIifQV6D86LAG4CsATAXgDXA3hdRAxKqdX+DMTW61JXH9ZoeU0t8E0BMPEeoF8P4FCh9jh8XEuAvCEC7P37T3+fsiZSzpKiqEhg5hQtiZl3t/ZoSnb2RVi//iscPHgGNTXmn7YRZUR6ejyysy/yLmAiIiI/C9gER0SGAbgZwDylVI512QoAHwJ4QkTeUMphEImDL74BUi/zTTxHjgOWJu64XW8Gtn+iPeyFG4FuyUD3ZKBbF+25ezKQ/QRQVtH0e3WKa/x39m3a2JymTkFl3+bePsTERGDnzjuRm/sxli7NQ3FxNRISTJg5MxPZ2RchJibCvQ0RERHpLGATHAA3AFAAnrctUEopEVkC4HUAowH8q7kN1NVrvSn+8uScn5KYbslAUgJgcHKS8OhJ1z0y9mKitVNNuS8DS+1uxTDTi/E/MTERmDdvLObNG+vZzhEREbUhgZzgZAAoUEqdclj+md36ZhOcQb2Bd971UTCTgNOlTa9PjAdm3+retrzpkXHnFBQREVGoCOQEJxmAs/4X27IUZy8SkekAplv/rEjrKscBOKYmsW4ss/87Fsau0TB27qKNkHGk1KlvTx4XOXKsiX1xIswAY5dUhCV2gIQZoRrMNQ1Fp77cU3i8fUyTk8Kdxe3OeneXN18HP/27E4CiZuLwlKv98qRsc+s9/X93/Jt1EDh10FyZltaB49++rAdP6sCd8i2pA8dlrINz/w6U4yHQvxtSna5VSgXkA8BBAO87WW6Adurqb25uZ7k3y+z/dvh3ng/38Zw4WlK+qfXuLtejDjytB2/rwJv/d9ZB4NZBc2VaWgetWQ96tgmulrEOmq+Ttnw8BOt3QyBPE68GEOlkeZTdene84+Wyd5pZ5yuebtdV+abWu7tcjzrwdNve1kFT61gHwVkHzZVpaR24+/7e0LNNcLWMdXDu34FyPATld4NYs6CAIyL/BNBTKXW+w/J0AN8BmKOUytUhrjylVEhfMIZ1wDoAWAc2rAfWAcA6APxfB4Hcg7MbQKqIdHZYPsJuvR6W6/S+bQnrgHUAsA5sWA+sA4B1APi5DgK5B+cCaDOm7K+DIwA+ANAbQDfl4jo4REREFJwCdhaVUmqXiKwB8GcR6YifrmQ8CsA0JjdEREShK5BPUQHAbQAeAzAR2gX/ugG4WSm1UteoPCQiFQ6PBhF5Tu+4/E1EJovIVyJSKSIHRcTD24oGNhHZYb2nmu1z8LXeMelFRHpZ6+IVvWPxNxF5TkSOiki5iHwrInfqHZO/iUikiLxkvc9gmYjsFJEL9Y7L30TkdyKyR0TMIpKjdzytTUQ6ishG63dAgYhMbsn2ArYHBwCUUrUAHrI+ApZSKsb2bxGJBnACwJv6ReR/InIFgEUAboR26jFZ34h0M0Mp9YreQbQBzwPYpXcQOlkC4EGlVIWI9AbwgXVw5h69A/MjI4ACABcDOALgFgCbRSRVKdXMjWyCzhEAfwJwu96B+Mnz0GZAJwH4GYAtIrJHKXXAm40Feg9OMJoE4CSAj/QOxM/mAXhEKbVTKWVRSh1VSh3VOyjyP+uvthK4uBJ5sFJKfWX3Ja4ACIAeOobkd0qpSqXUI0qpQ9b24FXrqj66BuZnSqmNSqnNAMr0jqW1WX/cZwH4k1KqQin1HwCboN1z0itMcKxEJEZEckTkXRE5JSKqqS5BEYkQkfnW7tMaEdkrIlOclfXCNAArlQ6jv/WqAxEJA5AJIFFEvhORwyLyrIhEuXqtr7WBz0GuiBSJyH9EZHQLt+UVPetARDoAeATA/d5uwxf0/hyIyEIRqQLwDbRf8Vtbsr0WxKH38WDbdh8A0dAuAeJXbaUO2ppWqJfeAGqVUt/bLcsHMMDbGJng/KQTgLkABsP1FPMXAfwRwNsAfgfgKIDXReTXLQlARLoDuATAq67KthK96iAJQDi03qtRAIYCGAbgQS+21VJ6fg4egPZL/TwAL0Drkk/zclstoWcdzAfwolLqsJev9xVd2wOl1IMAYgD8HMBGAHpNmmgL7aIJwEoAC5VSntyiwVd0r4M2ytf1EoNzbwtRCqC91xH68rLJgfyAdlXkFOu/u0LrGs5xUm6Y4zpoXcgfQbsPVrjd8n8BMDfxWO9k238C8EGo1QGAeOv2ptm9LgvArlCpgyZi2QpgZqjUAbRz7l8CiLD+nQPglVA6FpqIZTGAe0KxHqD98NkMYDWslzUJtTqwln/F2Xvq+fB1vUD7YVvm8Nr7AWz0Nkb24FgppWqVUu7cDPMGaP9Zz9u9VkEbGNgFwGi75ZcppYxNPLKcbHsq9Ou90a0OlFJnoHXD635RpjbyOTj7UmgNgV/pWAdjAKQBOCQixwH8AcCNIvKJT3bMA23scxAGIN27PWkZPetBRAzQem5sP350aR/a2GehzWiFevkGQJSI2N+dYAi0Hz1eYYLjuQwABUqpUw7LP7Nb7zER+Tm0UxOBMHuqNergZQC/E5HOIhIP4F5ov9zaKp/WgYjEicg4EYkSEaO163YUgPd8EGtr8fXnYDm0L/KfWR9/gzbIcHxLgmxlvv4ctBORaSLSQUQMInIpgF8DeN8Hsbam1mgTlgFIAXCDUsrckuD8xOd1YG0LoqAluUZb+9DCOP3NrXpRSlUC2ABgvohEi8hFAK4F8Jq3b8wEx3PJ0LrVHNmWpXi53WkANiilyr18vT+1Rh3MhzYt+BsAX0E7p/uYV9H5h6/rIBzAowBOASgCcDeACUopvw+q9IBP60ApVaWUOm57AKgAUK2UKmphnK3J158DBW1K9I/QZpI9C+APSqm3vY7QP3xaDyKSCuBOAMMBnJKfrg3VlseytEa7+Cdo06ZvhnY5lGrrskDiSb3MgjYW5ySA16FdNsOrKeJAgF8HRycmaJXvqMZuvceUUnd5HZH/+bwOlHbl6VnWRyDwaR1Yf91c0NKg/KxVjgUbZb0FSxvn689BNYDLWxqUDnxdDz9Ch9OzLdQa7WIOtLFogcztelFKnQZwna/emD04nquGNrjKUZTd+mDHOmAdAKwDgHVgw3pgHTRFt3phguO5QjjvarRdededQVeBjnXAOgBYBwDrwIb1wDpoim71wgTHc7sBpIpIZ4flI+zWBzvWAesAYB0ArAMb1gProCm61QsTHM+9Be3c8NmxIiIiAGZAu4fUhzrF5U+sA9YBwDoAWAc2rAfWQVN0qxcOMrYjIncDiAPQwbpotIjYRqyvUkr9qJTaJSJrAPxZRDoC2AvgemhTeqdZB8sGLNYB6wBgHQCsAxvWA+ugKW2+XlQbuCJiW3lAu3utauIxxq5cJIAFAA4DqAXwBYBf6x0/64B1wDpgHbAeWAesF+0h1jcnIiIiChocg0NERERBhwkOERERBR0mOERERBR0mOAQERFR0GGCQ0REREGHCQ4REREFHSY4REREFHSY4BAREVHQYYJDREREQYcJDhEREQUdJjhERC0kIitF5KSIRDtZN0tElIjcrkNcw6zvfYe/35tIb0xwiIKI9cvM/tEgIkUi8r6I/Frv+IKRiGQCuBnAY0qpSidFMqzPn/svKo1S6nMAfwfwqIjE+Pv9ifTEm20SBRERsR3Q86zP4QD6ALgOQBiAp5VSs/WILViJyHsAhgNIVkpVO1n/PwB9AbRXSpl1iG84gE8BPKSU+ou/359IL0xwiIKILcFRSonD8ssA/NP6Zw+lVIGfQwtKItIbwAEAK5RS052sjwRQDuB/SqkR/o7PLo6vALSD9n/foFccRP7EU1REIUAp9S9oX8QC4AIAEJE062msV0Skt4iss44jsYjIGNtrRWSEiLwlIsdFpE5EDovIMhFJcXwfEblWRP4lIoUiUisix0TkAxGZ5U1ZERljjTHH2X6JSIGIFDgs8/l+NeN2a52ua2L9IGi9aJ+LyM9EZL2IFItIpYi8JyIDm9ivm0RktYh8IyLlInJGRHaJyG1Oyo617m+uiAwXkbdF5LR12QBrsbUAugO43IN9IwpoRr0DICK/sfXqOHbbpkM7hfENgNUATADKAMD6hfoCgFoAmwAcBtALwJ0AxovISKXUIWvZ6QCWATgO4B0ARQA6AxgM4DYAS84G4kHZFvDJfrlwOYAGADubWD/M+pwK4GMA/wDwIoALAVwB4H0R6a2UKrG9QETaA3gVQB6AjwCchFY3EwC8JCKdlVKL7N7DNsZnIIB7ALwLrW67Q0tqYX1vWN9zmxv7RRT4lFJ88MFHkDygJS/KyfLLAVisj1TrsjRbeQB/cfKa3gDqAHwH4DyHdZdC+2LfaLfsc2gJQ2cn2+rk8LdbZQGMscaX08T+FgAocFjm0/1qpq6jAZgBfNFMmeXWOIoADHVYt9K67o8Oy2MAdHGyrWRop7sOOCxfbd1OOYCRTcQRay3zmd6fUT748NeDPThEQcjulI79IGOBNsj4R4fiJ/DToGR7M62v/71S6qj9CqXU+yKyCVpvR3ulVLl1lRlAveOGlFJFTrbvSVlv+HK/nDkP2sDtwmbK2HpX5iil/uew7nkAt0A7jWUfQwWACscNKaUKReQYgI5NvMfvlVJOe5KUUqUiUgOtV4coJDDBIQpOc63PCkAJtFMdLyqlXnNSNl8pVetk+YXW50tE5AIn6ztD+4LvDa1HZjWAJwF8KSLrAHwA4GOl1Cknr/WkrLd8tV9NSbA+n3G2UkTCoSUvP0LrrXF03Poc5fC6eAB3A7gaWnLaAY3HS/7Prmy0Nc6TAF5pJlYAOA0gyUUZoqDBBIcoCCmHWVQuHG9iue0LPNvF62Os7/mUiBQBmAVtLMi9AJSIfAAgWymVZxef22VbwCf71QzblPCoJtYPAhAB4B3lfHp4qvX5bI+aiAwG8B60ROQzaIODT0Pr6TofwFQA+XbbGAIt+dmilLK4iNdkFzNR0GOCQ0RNXSui1Pocq5Qqc2tDSq0EsFJE4gD8HMBEaDONtolIP6XUSQ/L2r60m2qrYu3ibLX9aoJtXxKaWG87dVTQxPqJ1uf37JatAhAHYKxSaod9YRF5xPpP++TP9h6fNheoiBis2/2huXJEwYTTxImoKbbxHKM8faFSqkQp9a5S6jfQTp10bGo7LsraTv90c3ydiPSE9qXtKa/3y0EhgFPQTiM5Y5tB5ThmBiKSDOAuAN/CmuCISDdos8h2OElu4qDNLgManzazJTiuerz6QBuDtcdFOaKgwQSHiJqyGNqpkaetF7RrREQiRGSU3d+/EBFnPS2drc9VXpQ9AG1q9wQRsa2DiJgAPOvJztjxaL+aopRSAD4E0MmabDmyJThTxO4eVaLdMmElgEgA99idvqqxPvewjt+xlU+Adp2drtAGZtsnKRnQZoR94SLckdbnf7vaL6JgwVNUROSUUuqAaDeIfAnaYOCt0K4pEw5tNs4oaD0Yfa0vWQugRkT+A+20jFjLXACt12G73ebdKquUqheRvwL4M4D/ichGaO3WFQCOWR+tvV/NWQ8gC8A4aNPOAQDW5G0QtAHB7QDsEZG/Q0tqrgeQAuBepdRWu7hOicj70Kaqfyoi26FNDf8ltMTEAmC/UqrG+h6RAPoD2KuUqnMR55XQpr+/7cY+EQUFJjhE1CSl1Gsikg/gfgBjoX1RVkJLLN5C4yv4/h+0L/oMAFdB65H4EcADAJYqpeq9LDsXWo/ObwBMhzZ4eC2AHAD7/bBfzVkPbTr6VGjTvm0GQBt8nAdtqvpz0E5JAcAnAG52PA1lNRna7LJfQpvO/gWA2dbnSWh8KmogrFdJbi5AEYmFdpmAzUqpw27uF1HA472oiIhaQEQeBPAXABlOrnWjOxH5HbTTeaOVUh/pHQ+RvzDBISJqARGJAvA1tFNF4/WOx551rNJBAP9VSk3SOx4if+IgYyKiFrCOibkFQJ79YOI2Ig3a7SL+oHPICCJcAAATUElEQVQcRH7HHhwiIiIKOuzBISIioqDDBIeIiIiCDhMcIiIiCjpMcIiIiCjoMMEhIiKioMMEh4iIiIIOExwiIiIKOkxwiIiIKOgwwSEiIqKgwwSHiIiIgg4THCIiIgo6THCIiIgo6DDBISIioqDDBIeIiIiCDhMcIiIiCjpMcIiIiCjoMMEhIiKioMMEh4iIiIKOUe8A9LJ79+5xRqNxrlKqC5joERFRcLKIyHGz2TwvIyNjm97B+JMopfSOwe927949LjIycnFaWlqdyWSqMRgMoVcJREQU9CwWi1RXV0cVFBRE1NbW3h1KSU5I9lwYjca5aWlpddHR0dVMboiIKFgZDAYVHR1dnZaWVmc0GufqHY8/hWSCo5TqYjKZavSOg4iIyB9MJlONdUhGyAjJBAeAgT03REQUKqzfeSH1nR9SO0tEREShgQkOERERBR0mOERERBR0mOCEIBEZ5uqxefPm9r54rxUrVsQ/++yzCe6UveOOO7qJyLBx48alO64bPXp0r1GjRvXyJobhw4f3aWo/t2/fHu1pOUcvv/xy/NChQ/vGxcX9LDIyMiMtLW3gnDlzkmtqasS+3LPPPpvgbNuPP/54oidlqPXNnj07JT4+foizdVlZWWkDBw7s5++YAsGuXbuivGk/3K1TPdsIb9sHwL02wt1jn22E+0L2Qn+hbPv27Qds/66qqjJce+21ve+5557Ca6+9ttS2fOjQodW+eK+33nor/vTp0+H33HNPsauyX331lSkiIkJ9/PHHHWprayUyMvLsQPADBw6YJk6ceNqbGJYuXfpjSUlJmP2yhx9+OGX//v3tLrnkkkpPyzkqKioKu/jii8vvu+++4/Hx8Q07d+6MfvLJJ1OOHz8evnLlykOO5Tdt2vRNu3btLLa/+/btW+tNGaJQo2cb4W37AHjWRrh77LONcI0JTgi67LLLzh6MpaWlBgBIT0+vtV+uh6+//tp0/fXXF69bt67T1q1bYyZMmFAOACdOnAg7depU+KBBg7xKuoYNG9bokgA1NTWyb9++6GuuueZ0eHi4x+UcZWdnF9n/PX78+PKysrKwV155JdFisRwyGBp3lI4ePboyNjbWgma4U4aCn9lshtlslqioKM76hL5thLftA+BZG+Husc82wjWeompFpaU1hvvu25ocH79oiMEwb1h8/KIh9923Nbm0tCZg6n3btm0xF1xwQR+TyTQ0Li7uZ5MnT049c+bM2fjz8vKiRo0a1Ss2NvZnJpNpaI8ePQYsXLgwEdC6nbdt2xa/a9euGFs36uzZs1Ocvc/Ro0eNp0+fNl566aVlAwYMqHrnnXdibet27drVDgAyMjKqfLFP69ev71BWVhZ28803N/trz91yziQkJJjNZrO4Lhm6SsthuG8hkuNHYohhAIbFj8SQ+xYiubQ88NolV8eJ7RTMxo0bO/Tu3bu/yWQaOmzYsD55eXlR9tuxlVu1alVcz549B0RFRWU89NBDXQwGw7ADBw5E2Jc9cOBAhMFgGLZ69epYOGHb1tq1a2PT09MHmEymoWPGjOl54sSJsH379kWOGDGit8lkGjpw4MB+n376qcnx9StWrIjv3bt3/4iIiIwuXboM/t3vfndefX19ozKPPfZYYpcuXQabTKahl156ac8jR45EOG7HnfpxR1trI1rSPgBsI/wh4BqSQFFaWmPIzFzed+nSvC4lJTVGpYCSkhrjkiV5XTIzl/cNhCTnvffeix4/fnzvzp0717/yyivfL1iw4ND7778fO2XKlDRbmYkTJ/YMCwtTy5cv/2Ht2rXfTZ8+/WR5eXkYADzyyCOFI0aMKO/Xr1/V9u3bD2zfvv3Ab3/721PO3mvXrl0mAMjIyKi+8sorS7Zv3x5nW5efn28KCwvD0KFDfXJxxrVr13bs3Llz/bhx4yp8Uc7GbDajvLzcsG3btpgXXnih880333zKsfcGAHr06DHIaDQOS0tLG5ibm9vJ2bbcKRPISsthyPwV+i5diy4lZdCOjzIYl6xFl8xfoW9bSXLq6+vPeTje3sad4wQAjh07FvHggw92zc7OLlyxYsX3xcXF4ZMnT063WBr/CD969GjEn//8566zZ88ufPPNN7+76667ihMTE+uXL1/e6HOwbNmyTvHx8eYbbrihFE04duxYxPz581Mefvjho08++eSPu3fvjpk2bVrq5MmTe0yaNOn0q6++etBsNstNN93Uwz6ODRs2dPjNb37TY+DAgVWvv/76d3feeeeJZcuWJU2bNq27rcxrr70W9+CDD3a/7LLLSl577bWD/fv3r545c2aaYwzu1o8rba2N8LR9ANxrI9w99oO9jfAFnqJqJTk5O5IOHy6LrK1taPTpratrMBw6VBaZk7Mj6emnf1GoV3zuePDBB7sOHTq0YsuWLd/blnXr1q1+woQJvXft2hXVtWtX85EjRyLXr19/cPjw4dUAYOsyBoABAwbUxsXFmS0Wi7g6/bVnz5524eHhavDgwTUVFRWlTz31VMq+ffsiBw4cWPvFF1+YUlNTa0wmU4u76cvLyw3vv/9+3E033eQ0+fC0nL3o6OiMuro6AYCJEycW/+1vfztiv/68886rz87OPjZy5MhKs9mMNWvWdJwzZ05qVVWVYe7cuSfdLRMMchYj6XAhImvrGycydfUwHCpEZM5iJD39IHQ9PkpKSowRERHDnK0bMGDA2Z4CV8fJBRdcUAMAZWVlxg8++ODAoEGDagHtHkFTp05Nz8/Pj7L/Yi4pKTFu2bLlm5///OdnT7fceOONRevWrUt44oknjhkMBlgsFrzxxhsJWVlZxc2dHikrKzN+9NFHBwYMGFALAHv37m23bNmypOeee67g7rvvLgYApdTRyZMn99yzZ09URkZGDQDMmzcvZfjw4eUbNmwoAIBJkyaVAcDChQu7zp8/vzA9Pb1+0aJFyaNGjSpbvXr1IQDIysoqKyoqMq5bt67Rl6279eNKW2ojvGkfgObbCHeP/VBpI3yBCY6VyDynDVlrqKtrMDzzzKcpzzzzqdPTNZ5Sau7nvtiOvfLyckN+fn7MggULDtl3S1955ZUVRqNR7dy5M3rWrFnFXbp0qZsxY0bqzJkzT1x11VXl5513ntmb99u3b5+pR48eNeHh4Rg1alRVQkKCeePGjbEDBw48+dVXX5n69et3trH/7rvvwm+55ZbzT5w4EW4wGHD55ZeXLlmy5Ig7Dc3atWtjq6qqDLfcckuz3crulrP3r3/960BlZaXhk08+iX7yySeTp02b1v211147O4AwKyurLCsrq8z29w033FB29dVXG55++umUP/3pTyfDwsLcKqMH6Q//HR/1MDyzCinPrIJvjo/98Or4iImJadiyZcs3jstzcnJSTp48GQ64d5zYvsBTUlJqbckNAAwZMqQaAH788cdw+wSnc+fO9fbJDQDMmDGjaPHixclbtmxpP378+PLNmze3P3bsWMT06dMbje1wlJKSUmtLbgCgZ8+eNQDwy1/+8uxnrF+/fjUAcOjQofCMjIwas9mM/fv3t5s/f/5h+21NnTr1zIIFC7p+8MEHMampqWe++uor01/+8pdGZa6//voz9gmOJ/XjirttREvaB8C9Y9+b9gFovo1w99hvq21EW9QmuoGp7SkqKgpraGjA//3f/3WPiIgYZnuYTKYMs9kshw8fjggLC8O77777bWJiYv0999yT1q1btyHDhg3r8/HHH59zPt+VAwcOmPr161cFAAaDAZdccknp1q1bYy0WC7777juT/S/m8PBwLFq06Mj333//5b59+/Z//vnn0StXroxreus/eeONNzp27969dvTo0c2eq3e3nL2LL764aty4cRU5OTknFi5ceHj16tWJX375ZWRzr8nKyjpTWloa9vXXXzsdu+BuGfI9o9GoRo8eXeX4iI+PP5vEu3Oc2Mp26NChwX77thlA1dXVjdrhTp06NR7oAqB///51w4cPL3/ppZcSAOCll17qNGjQoMrMzMxmkwPH94yIiFDW9zi73DGOwsJCo9lsli5dujSKo2vXrvUAUFxcHHbs2DFjQ0ODJCUlNSqTnJzc6AeOJ/XjirttREvaB8C9Y9+b9gHwvI1w99hnG+Ece3CsfN0LEh+/aEhJSU2T9RsfH2U+ffqBfF++py8lJCQ0iAhmz559zH76uE337t3rAWDo0KE127ZtO1hbWyvbtm2L+eMf/9h14sSJvQoLC/e6+0uioaEBBw8ejLKf4nn11VeXzpgx4/ydO3eaqqqqDIMHDz77izY1NbU+NTW1HgCioqJU//79qw4dOuTywC4uLg778MMPY2fOnHncF+WaM2LEiEoA+PbbbyPsf0E3xZ1fl550hfuat70gTYkfiSElZU23P/EdYD69E232+LBx9zjxhIjzcae33npr0X333Zf6ww8/HN22bVvcvHnzjjgt2ELJyclmo9GoTpw40ejc15EjR8IBbZ9TUlLMYWFh55QpLCxs9H/qq/rxpI3wtn0A3Dv2fdE+AJ61Ee4e+3q2EW0RE5xWcuutQ04uWZLXpa6u4ZxPXEREmGXatCFt+lxphw4dLEOGDKn85ptvokaPHu1yLERkZKS69tprywsLC0/MmDHj/KKiorCkpKSG8PBwVVtb2+xMgX379kXW1NQYbF32ADBhwoSy6dOn44knnkgCgMzMTKfTP48fPx62bdu2+HffffecUwmOVq9eHVdXVydTp05ttlvZ3XLN2bFjRwwA9OrVq665chs2bIiPi4szN1fOnTKB5tYJOLlkLbrU1Z/bixwRDsu0CWjTx4eNp8dJS0ydOvXMnDlzuk+aNKmHUkpuv/12rz+fzTEajRgwYEDVxo0b4x944IGzkwJWrVoVb+05qTAajejbt2/15s2b4+bMmXO2zIYNG+Ltt+Wr+vG2jfCkfQDcO/Z90T4A7rUR7h77wdhG+AITnFaSkzPmxObN38QfOlQWaZ/kRESEWbp371CbkzPmhJ7xueOxxx47Mn78+N7XXXcdJk2adKZDhw4NBQUFEf/4xz9iFy1adLS6utowe/bsrpMmTTrTs2fP2tOnT4c9/fTTXfr06VOdlJTUAAB9+vSp2b59e9yqVaviUlNT67p3716flpbW6Ffb7t272wHAsGHDzjZQCQkJDRkZGZWbNm3qGB0dbXF24FZXV8uECRPS77rrrhO2wZHNefPNNzv26dOn2lVZV+UWL16ccO+996bt37//i969e9eNGjWq19ixY8sGDhxYbTQa8dFHH8UsW7Ys6eqrrz5j/8ts3Lhx6ZmZmZVDhgypamhokHXr1nXcsmVL/KOPPnrY1tvlTplgkHM3Tmz+APGHChFpn+REhMPSPRm1OXejzR8fNq6Ok8GDB/vkAmzt2rVT11133elVq1YlXnPNNaftTzP52sMPP3wsKyur16RJk9KmTJlyOj8/3/T444+fd+ONN55KT0+vB4A5c+YUTps2Lf3Xv/5196ysrJJ///vf7Xfs2HHOlHVf1I83bYSn7QPgXhvhafsAAO60Ee4e+6HSRvgCE5xWEhsbZcnLm34gJ2dH0quv5ncuKakxxsVFmadNG3IyJ2fMidjYqDZ/gaZx48ZVbN269eu5c+emzJgx4/yGhgakpKTUjR07tvS8884z19TUSGJiovnJJ59MPnXqVHj79u0bLrzwwrKnnnrqqG0b999//6n8/Px2d999d1pZWVnYfffdV/jUU08ds3+fvXv3mjp06NBw/vnn1zu8f8muXbtievXqVeXY9Wo2mzFx4sTzBw0aVDVv3jyXX4aFhYXGTz75pP2cOXOOtbScxWJBQ0PD2enCGRkZlWvWrOl09OjRiLCwMNWtW7fahx566Ogf/vCHRlPie/XqVbN69epOTz31VLhSStLT06sXL178w29/+9vTnpQJBrHtYcl7EwdyFiPp1bfRuaQcxrj2ME+bgJM5d+NEbHu0+ePDxtVx4sv3uv7668+sWrUq8Y477mh2cLEP3qds+fLl3+fm5ia//fbbHTt27GiePn36Cftje+rUqSVHjhw59Ne//jV5w4YNCcOHDy9fsmRJQVZWVqPbJfiifjxtIzxtHwD3jn1v2gfAvTbC3WM/VNoIXxDHazqEgvz8/IIhQ4a0agNBrevGG29MbWhokDfeeKOA550pVMyYMaPrpk2b4g8fPvwFf603je2Dc/n5+Z2GDBmSpncc/sL/eQo47733XvQbb7zRae/eve369+/fv2/fvv0fffTRznrHRdRa8vPzI1euXBm3atWqxDvvvJNTgZvB9oFs2INDRNTGDR8+vM/evXujL7vsspL169f/wHtTkTdCrQeHY3CIiNq4zz777Gu9YyAKNDxFRUREREGHCQ4REREFHSY4REREFHSY4BAREVHQCdUEx2KxWJq9fQAREVGwsH7nBcwFNH0hJBMcETleXV0dpXccRERE/lBdXR0lIi26QWigCckEx2w2zysoKIiorKw0sSeHiIiClcVikcrKSlNBQUGE2Wyep3c8/hSSF/oDgN27d48zGo1zlVJdEKKJHhERBT2LiBw3m83zMjIytukdjD+FbIJDREREwYs9F0RERBR0mOAQERFR0GGCQ0REREGHCQ4REREFHSY4REREFHT+H7y7Bi7yGf4BAAAAAElFTkSuQmCC\n", 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" ] @@ -91,13 +86,6 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "55485.962663510676 697654.2592115065\n" - ] } ], "source": [ @@ -137,12 +125,15 @@ "output_type": "stream", "text": [ "Attempting to model using Virial\n", - "Model Virial success, rmse is 0.8412551357441476\n" + "Model Virial success, rmse is 0.21735243185170605\n", + "Attempting to model using Virial\n", + "Model Virial success, rmse is 0.49400079169123784\n", + "194297.38673183217 1365637.3640787776\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -164,14 +155,6 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Attempting to model using Virial\n", - "Model Virial success, rmse is 0.49400079169123784\n" - ] - }, { "data": { "image/png": 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\n", @@ -186,7 +169,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -195,22 +178,15 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1259476.503015897 1365637.3640787776\n" - ] } ], "source": [ "# Virial method\n", "isotherm = next(i for i in isotherms_n2_77k if i.material=='MCM-41')\n", - "h1 = pygaps.initial_henry_virial(isotherm, logx=True, verbose=True)\n", + "h1 = pygaps.initial_henry_virial(isotherm, verbose=True)\n", "\n", "isotherm = next(i for i in isotherms_n2_77k if i.material=='UiO-66(Zr)')\n", - "h2 = pygaps.initial_henry_virial(isotherm, logx=True, verbose=True)\n", + "h2 = pygaps.initial_henry_virial(isotherm, verbose=True)\n", "\n", "print(h1,h2)" ] @@ -239,7 +215,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/setup.cfg b/setup.cfg index 8c1aefe4..73003a7d 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 2.0.0 +current_version = 2.0.1 commit = True tag = False message = '{current_version} → {new_version}' @@ -48,18 +48,18 @@ not_skip = __init__.py skip = migrations [tool:pytest] -norecursedirs = +norecursedirs = .git .tox .env dist build migrations -python_files = +python_files = test_*.py *_test.py tests.py -addopts = +addopts = -ra --ignore=docs/conf.py --ignore=setup.py @@ -69,14 +69,14 @@ addopts = --doctest-modules --doctest-glob=\*.rst --tb=short -markers = +markers = core: core pygaps python functionality. characterisation: characterisation tests on isotherms. modelling: model generation from isotherms. graphing: plotting functionality testing. parsing: parsing functionality testing. okay: custom emtpy marker. -filterwarnings = +filterwarnings = ignore::UserWarning [coverage] @@ -85,45 +85,45 @@ precision = 2 omit = *migrations* [coverage:paths] -source = +source = src */site-packages [coverage:run] branch = False -source = +source = src -omit = +omit = */tests/* parallel = true [coverage:report] -exclude_lines = +exclude_lines = pragma: no cover - + def __repr__ if self\.debug - + raise AssertionError raise NotImplementedError - + if 0: if __name__ == .__main__.: [check-manifest] -ignore = +ignore = .travis.yml .github .github/* [matrix] -python_versions = +python_versions = py35 py36 py37 -dependencies = -coverage_flags = +dependencies = +coverage_flags = cover: true -environment_variables = +environment_variables = - diff --git a/setup.py b/setup.py index fb8084ee..13a7af92 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ def read(*names, **kwargs): setup( name='pygaps', - version='2.0.0', + version='2.0.1', license='MIT license', description='A framework for processing adsorption data for porous materials', long_description='%s' % ( diff --git a/src/pygaps/__init__.py b/src/pygaps/__init__.py index 64cafa55..541daa0d 100644 --- a/src/pygaps/__init__.py +++ b/src/pygaps/__init__.py @@ -3,7 +3,7 @@ __author__ = 'Paul A. Iacomi' __docformat__ = 'restructuredtext' -__version__ = '2.0.0' +__version__ = '2.0.1' # isort:skip_file diff --git a/src/pygaps/characterisation/initial_henry.py b/src/pygaps/characterisation/initial_henry.py index 1a734feb..2bd3c7fb 100644 --- a/src/pygaps/characterisation/initial_henry.py +++ b/src/pygaps/characterisation/initial_henry.py @@ -1,12 +1,10 @@ """Module calculating the initial henry constant.""" -import matplotlib.pyplot as plt import numpy from ..core.modelisotherm import ModelIsotherm from ..graphing.isothermgraphs import plot_iso from ..modelling import get_isotherm_model -from ..utilities.exceptions import CalculationError from ..utilities.exceptions import ParameterError @@ -110,22 +108,20 @@ def initial_henry_slope(isotherm, params.update(plot_parameters) henry.pressure_range = [pressure[0], pressure[:rows_taken][-1]] henry.loading_range = [pressure[0], loading[:rows_taken][-1]] + + iso_params = isotherm.to_dict() + iso_params['material_batch'] = 'Henry model' model_isotherm = ModelIsotherm( - material=isotherm.material, - material_batch='Henry model', - adsorbate=isotherm.adsorbate, - temperature=isotherm.temperature, - model=henry + model=henry, + **iso_params, ) plot_iso([isotherm, model_isotherm], **params) - plt.show() - # return the henry constant return henry.params["K"] -def initial_henry_virial(isotherm, verbose=False, optimization_params=None, **plot_parameters): +def initial_henry_virial(isotherm, optimization_params=None, verbose=False): """ Calculate an initial Henry constant based on fitting the virial equation. @@ -137,8 +133,6 @@ def initial_henry_virial(isotherm, verbose=False, optimization_params=None, **pl Whether to print out extra information. optimization_params : dict Custom parameters to pass to SciPy.optimize.least_squares. - plot_parameters : dict - Custom parameters to pass to pygaps.plot_iso. Returns ------- @@ -152,22 +146,4 @@ def initial_henry_virial(isotherm, verbose=False, optimization_params=None, **pl optimization_params=optimization_params, verbose=verbose ) - - if verbose: - model_isotherm.material = 'model' - try: - params = { - 'plot_type': 'isotherm', - 'branch': 'ads', - 'logx': False, - 'fig_title': (' '.join([isotherm.material, isotherm.material_batch])), - 'lgd_keys': ['material', 'adsorbate', 'temperature'] - } - params.update(plot_parameters) - plot_iso([isotherm, model_isotherm], **params) - plt.show() - except CalculationError: - plt.close() - print('Cannot plot comparison due to model instability') - return model_isotherm.model.params['K'] diff --git a/src/pygaps/characterisation/psd_dft.py b/src/pygaps/characterisation/psd_dft.py index b5670fcc..4cd7b36b 100644 --- a/src/pygaps/characterisation/psd_dft.py +++ b/src/pygaps/characterisation/psd_dft.py @@ -30,7 +30,9 @@ def psd_dft(isotherm, kernel='DFT-N2-77K-carbon-slit', branch='ads', bspline_order=2, - verbose=False): + kernel_units=None, + verbose=False, + ): """ Calculate the pore size distribution using a DFT kernel from a PointIsotherm. @@ -45,6 +47,10 @@ def psd_dft(isotherm, bspline_order : int The smoothing order of the b-splines fit to the data. If set to 0, data will be returned as-is. + kernel_units : dict + A dictionary of kernel basis and units, contains ``loading_basis``, + ``loading_unit``, ``adsorbent_basis``, ``adsorbent_unit``, ``pressure_mode`` + and "pressure_unit". Defaults to mmol/g in relative pressure. verbose : bool Prints out extra information on the calculation and graphs the results. @@ -133,12 +139,26 @@ def psd_dft(isotherm, else: kernel_path = kernel + # Get units + if kernel_units is None: + kernel_units = {} + + loading_basis = kernel_units.get('loading_basis', 'molar') + loading_unit = kernel_units.get('loading_unit', 'mmol') + adsorbent_basis = kernel_units.get('adsorbate_basis', 'mass') + adsorbent_unit = kernel_units.get('adsorbate_unit', 'g') + pressure_mode = kernel_units.get('pressure_mode', 'relative') + pressure_unit = kernel_units.get('pressure_unit', None) + # Read data in loading = isotherm.loading(branch=branch, - loading_basis='molar', - loading_unit='mmol') + loading_basis=loading_basis, + loading_unit=loading_unit, + adsorbent_basis=adsorbent_basis, + adsorbent_unit=adsorbent_unit) pressure = isotherm.pressure(branch=branch, - pressure_mode='relative') + pressure_mode=pressure_mode, + pressure_unit=pressure_unit) # Call the DFT function pore_widths, pore_dist, pore_load_cum = psd_dft_kernel_fit( @@ -149,12 +169,17 @@ def psd_dft(isotherm, if verbose: params = { - 'plot_type': 'isotherm', 'branch': branch, 'logx': True, 'fig_title': 'DFT Fit', 'lgd_keys': ['material'], - 'y1_line_style': dict(markersize=5, linewidth=0) + 'y1_line_style': dict(markersize=5, linewidth=0), + 'loading_basis': loading_basis, + 'loading_unit': loading_unit, + 'adsorbent_basis': adsorbent_basis, + 'adsorbent_unit': adsorbent_unit, + 'pressure_mode': pressure_mode, + 'pressure_unit': pressure_unit, } ax = plot_iso(isotherm, **params) ax.plot(pressure, pore_load_cum, 'r-') @@ -217,7 +242,13 @@ def psd_dft_kernel_fit(pressure, loading, kernel_path, bspline_order=2): kernel = _load_kernel(kernel_path) # generate the numpy arrays - kernel_points = numpy.asarray([kernel[size](pressure) for size in kernel]) + try: + kernel_points = numpy.asarray([kernel[size](pressure) for size in kernel]) + except ValueError: + raise CalculationError( + "Could not get kernel values at isotherm points. " + "Does your kernel pressure range apply to this isotherm?" + ) pore_widths = numpy.asarray(list(kernel.keys()), dtype='float64') # define the minimization function @@ -246,7 +277,7 @@ def sum_squares(pore_dist): if not result.success: raise CalculationError( - "Minimization of DFT failed with error {}".format(result.message) + "Minimization of DFT failed with error: {}".format(result.message) ) # convert from preponderance to distribution @@ -262,7 +293,7 @@ def _load_kernel(path): Load a kernel from disk or from memory. Essentially takes a kernel stored as a pressure-loading - table, then creates a cubic interpolator for each + table, creates an interpolator for each isotherm, then stores them as a dictionary of pore-size keys to interpolator values. @@ -295,6 +326,6 @@ def _load_kernel(path): kernel.update({pore_size: interpolator}) # Save the kernel in memory - _KERNELS[path] = kernel + _LOADED[path] = kernel return kernel diff --git a/src/pygaps/modelling/virial.py b/src/pygaps/modelling/virial.py index bcb5af6a..9dd99af0 100644 --- a/src/pygaps/modelling/virial.py +++ b/src/pygaps/modelling/virial.py @@ -255,11 +255,11 @@ def fit_func(x, l, ln_p_over_n): print("Model {0} success, rmse is {1}".format( self.name, self.rmse)) n_load = numpy.linspace(1e-2, numpy.amax(loading), 100) - plt.plot(loading, ln_p_over_n, '.') - plt.plot(n_load, numpy.log(numpy.divide(self.pressure(n_load), n_load)), '-') + fig, ax = plt.subplots() + ax.plot(loading, ln_p_over_n, '.') + ax.plot(n_load, numpy.log(numpy.divide(self.pressure(n_load), n_load)), '-') if added_point: - plt.plot(1e-1, ln_p_over_n[0], '.r') - plt.title("Virial fit") - plt.xlabel("Loading") - plt.ylabel("ln(p/n)") - plt.show() + ax.plot(1e-1, ln_p_over_n[0], '.r') + ax.set_title("Virial fit") + ax.set_xlabel("Loading") + ax.set_ylabel("ln(p/n)")