diff --git a/README.md b/README.md index 9abb003..2353962 100644 --- a/README.md +++ b/README.md @@ -7,10 +7,7 @@ A library of plankton community models utilizing the XSO framework > Feedback, testing, and contributions are very welcome. ## What is phydra? -Phydra is a Python package that provides a library of modular plankton community -models built using the XSO framework. XSO provides a streamlined, interactive and -reproducible workflow for building and running models. The model input and output -data is an Xarray-Dataset directly compatible with a wealth of tools of the Python scientific ecosystem. +Phydra is a Python package that provides a library of modular plankton community models built using the XSO framework. XSO provides a streamlined, interactive and reproducible workflow for building and running models. The model input and output data is an Xarray-Dataset directly compatible with a wealth of tools of the Python scientific ecosystem. ![00_schematics_PhydraXSO.png](notebooks/images/00_schematics_PhydraXSO.png) @@ -33,34 +30,19 @@ Then run the command below to start the Jupyterlab application: $ jupyter lab ``` -This should open an interactive session in your browser. Navigate to the -[notebooks](https://github.com/ben1post/phydra/tree/master/notebooks) directory -and open the included notebooks for an interactive presentation of included -plankton community models. +This should open an interactive session in your browser. Navigate to the [notebooks](https://github.com/ben1post/phydra/tree/master/notebooks) directory and open the included notebooks for an interactive presentation of included plankton community models. ## Package structure -The plankton community models included in the Phydra package are available to the -user at multiple hierarchical levels: as a library of pre-built XSO model _components_, -as pre-assembled _model objects_, and as exemplary model simulations in interactive -Jupyter notebooks. These levels are described below. +The plankton community models included in the Phydra package are available to the user at multiple hierarchical levels: as a library of pre-built XSO model _components_, as pre-assembled _model objects_, and as exemplary model simulations in interactive Jupyter notebooks. These levels are described below. -- _**Components**_: The first version of the library will contain all - _components_ used to create the three model applications presented in the notebooks. +- _**Components**_: The first version of the library will contain all _components_ used to create the three model applications presented in the notebooks. -- _**Model objects**_: The first release of Phydra contains the _model - objects_ defined in the three model applications presented in section _UseCases_. - The _model objects_ can be imported from the library and can be readily - setup, modified, and run by a user. +- _**Model objects**_: The first release of Phydra contains the _model objects_ defined in the three model applications presented in section _UseCases_. The _model objects_ can be imported from the library and can be readily setup, modified, and run by a user. -- _**Example notebooks**_: _Model objects_ only define the collection of - _components_. To run a model, the input parameters still need to be - defined and supplied at runtime. The Phydra library comes with three fully - documented model applications that are presented in interactive Jupyter - notebooks. These notebooks show all steps from creating the _model setup_ - object to analyzing model output and provide a template for further - exploration and experimentation with the provided plankton community models. +- _**Example notebooks**_: _Model objects_ only define the collection of _components_. To run a model, the input parameters still need to be defined and supplied at runtime. The Phydra library comes with three fully documented model applications that are presented in interactive Jupyter notebooks. These notebooks show all steps from creating the _model setup_ object to analyzing model output and provide a template for further exploration and experimentation with the provided plankton community models. +You can learn more about Xarray-simlab-ODE in the [XSO Documentation on ReadTheDocs](https://xarray-simlab-ode.readthedocs.io/en/latest/index.html). # Motivation diff --git a/notebooks/1_NP_Chemostat_ModelApplication.ipynb b/notebooks/1_NP_Chemostat_ModelApplication.ipynb index 01bd8e6..39d8ae7 100644 --- a/notebooks/1_NP_Chemostat_ModelApplication.ipynb +++ b/notebooks/1_NP_Chemostat_ModelApplication.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -37,7 +37,7 @@ "" ] }, - "execution_count": 1, + "execution_count": 15, "metadata": { "image/png": { "width": 500 @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": { "is_executing": true }, @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -177,7 +177,7 @@ "" ] }, - "execution_count": 5, + "execution_count": 19, "metadata": { "image/png": { "width": 900 @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -296,13 +296,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "36def5daea86469f849d58d29687e939", + "model_id": "04839cf34e044aa4928b296c9e2cb770", "version_major": 2, "version_minor": 0 }, @@ -330,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -366,24 +366,24 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -401,24 +401,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 11, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -460,24 +460,24 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 28, "metadata": { "scrolled": true }, diff --git a/notebooks/3_NPxZx_SizeBased_ModelApplication.ipynb b/notebooks/3_NPxZx_SizeBased_ModelApplication.ipynb index d31e25e..eb4a7d1 100644 --- a/notebooks/3_NPxZx_SizeBased_ModelApplication.ipynb +++ b/notebooks/3_NPxZx_SizeBased_ModelApplication.ipynb @@ -776,22 +776,22 @@ " Core__solver_type <U9 'solve_ivp'\n", " Time__time_input (time) int64 0 1 2 3 4 ... 3646 3647 3648 3649\n", "Attributes:\n", - " __xsimlab_output_vars__: Nutrient__value,Phytoplankton__biomass,Zooplank...
    • clock
      PandasIndex
      PandasIndex(Index([0, 1], dtype='int64', name='clock'))
  • __xsimlab_output_vars__ :
    Nutrient__value,Phytoplankton__biomass,Zooplankton__biomass,Inflow__input_value,Growth__uptake_value,Grazing__grazing_value,GGE__grazing_value,GGE__assimilation_value,GGE__egestion_value,PhytoMortality__mortality_value,ZooMortality__mortality_value,N0__forcing_value
  • " ], "text/plain": [ "\n", @@ -890,7 +890,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "94ff59eaccfc4a429de17e9409019fba", + "model_id": "ec55153be6f341e287adfe5f2e64a87f", "version_major": 2, "version_minor": 0 }, @@ -1301,19 +1301,19 @@ " Zooplankton__biomass (zoo, time) float64 0.0025 0.003558 ... 0.0\n", " Zooplankton__biomass_init (zoo) float64 0.0025 0.0025 ... 0.0025\n", " Zooplankton__biomass_label <U1 'Z'\n", - " Zooplankton__zoo_index (zoo) float64 2.16 2.478 ... 401.4 460.6
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"version_minor": 0 }, @@ -1799,7 +1799,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c3552c38f1ab4d3babefae84ee45aa11", + "model_id": "e900cebd2a5e4131b813c61a84372af1", "version_major": 2, "version_minor": 0 }, @@ -1813,7 +1813,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eb98442101e94abba5417a38ddeaaf48", + "model_id": "26e52ea6928a4c62a3c1cc34507ffc4e", "version_major": 2, "version_minor": 0 }, @@ -1827,7 +1827,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b954eeb7d79f4a729c8b2c653fb5d463", + "model_id": "30c0aa747e4744c18e072d647bd27e0f", "version_major": 2, "version_minor": 0 }, @@ -1841,7 +1841,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8b0a80bc9e2d48bdb9e6bd365cddf1a0", + "model_id": "0c09120b7b974a42b8958718c9c1fd52", "version_major": 2, "version_minor": 0 }, @@ -1855,7 +1855,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ac6393b8eda14367aa71b4a8c6b4136e", + "model_id": "8e565a2047bd495485d0c923c421f11c", "version_major": 2, "version_minor": 0 }, @@ -1945,17 +1945,7 @@ { "data": { "text/plain": [ - "[Text(1, 0, '0'),\n", - " Text(365, 0, '1'),\n", - " Text(730, 0, '2'),\n", - " Text(1095, 0, '3'),\n", - " Text(1460, 0, '4'),\n", - " Text(1825, 0, '5'),\n", - " Text(2190, 0, '6'),\n", - " Text(2555, 0, '7'),\n", - " Text(2920, 0, '8'),\n", - " Text(3285, 0, '9'),\n", - " Text(3650, 0, '10')]" + "Text(0.1, 1.43, '(b)')" ] }, "execution_count": 18, @@ -1964,7 +1954,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -2043,7 +2033,13 @@ "\n", "plt.setp(axes, xlim=xlim)\n", "\n", - "r6.set_xticklabels(labels=[i for i in range(0,11)])" + "r6.set_xticklabels(labels=[i for i in range(0,11)])\n", + "\n", + "# add subplot labels\n", + "left.text(0.1, 1.05, \"(a)\", transform=left.transAxes,\n", + " fontsize=16, fontweight='normal', va='top', ha='right')\n", + "r1.text(0.1, 1.43, \"(b)\", transform=r1.transAxes,\n", + " fontsize=16, fontweight='normal', va='top', ha='right')" ] } ],