diff --git a/docs/_build/.jupyter_cache/__version__.txt b/docs/_build/.jupyter_cache/__version__.txt new file mode 100644 index 0000000..79a2734 --- /dev/null +++ b/docs/_build/.jupyter_cache/__version__.txt @@ -0,0 +1 @@ +0.5.0 \ No newline at end of file diff --git a/docs/_build/.jupyter_cache/executed/4ccbb4673beb49a6bd7acd5f1e437ddc/base.ipynb b/docs/_build/.jupyter_cache/executed/4ccbb4673beb49a6bd7acd5f1e437ddc/base.ipynb new file mode 100644 index 0000000..3314c9b --- /dev/null +++ b/docs/_build/.jupyter_cache/executed/4ccbb4673beb49a6bd7acd5f1e437ddc/base.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import yaml\n", + "import networkx as nx\n", + "\n", + "model_list_inputs = yaml.safe_load( open(\"analysis_list.yaml\", \"r\") )\n", + "models = model_list_inputs[\"active\"] + model_list_inputs[\"partial\"]\n", + "\n", + "model_attributes_map = {\n", + " model: yaml.safe_load( open(Path(\"..\", \"..\", \"software_attributes\", \"database\", f\"{model}.yaml\"), \"r\") )\n", + " for model in models\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "model_connectivity = {}\n", + "for model in models:\n", + " model_attributes = model_attributes_map[model]\n", + " if \"dependencies\" not in model_attributes:\n", + " continue\n", + " model_connectivity[model] = model_attributes[\"dependencies\"]\n", + "\n", + "network_graph = nx.DiGraph()\n", + "for model, connections in model_connectivity.items():\n", + " for c in connections:\n", + " weight = 1 if c[1] == \"direct\" else 2\n", + " network_graph.add_edge(model, c[0], weight=weight)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "edges_direct = [(u, v) for (u, v, d) in network_graph.edges(data=True) if d[\"weight\"] == 1]\n", + "edges_indirect = [(u, v) for (u, v, d) in network_graph.edges(data=True) if d[\"weight\"] == 2]\n", + "\n", + "# layout = nx.nx_pydot.graphviz_layout(network_graph, prog=\"neato\")\n", + "layout = nx.nx_agraph.graphviz_layout(\n", + " network_graph,\n", + " prog=\"sfdp\",\n", + " # args=\"-Gnormalize=true\"\n", + " # args=\"-GK=0.5\"\n", + ")\n", + "# layout = nx.spring_layout(network_graph, k=2)\n", + "\n", + "# nodes\n", + "nx.draw_networkx_nodes(\n", + " network_graph,\n", + " layout,\n", + " # node_size=1000\n", + ")\n", + "\n", + "# edges\n", + "nx.draw_networkx_edges(\n", + " network_graph,\n", + " layout,\n", + " edgelist=edges_direct,\n", + " width=1,\n", + " # edge_color=\"b\"\n", + ")\n", + "\n", + "nx.draw_networkx_edges(\n", + " network_graph,\n", + " layout,\n", + " edgelist=edges_indirect,\n", + " width=1,\n", + " # alpha=0.5,\n", + " # edge_color=\"b\",\n", + " style=\":\"\n", + " # edge_color=\"r\"\n", + ")\n", + "\n", + "# node labels\n", + "label_options = {\"ec\": \"k\", \"fc\": \"white\", \"alpha\": 0.7}\n", + "nx.draw_networkx_labels(\n", + " network_graph,\n", + " layout,\n", + " font_size=8,\n", + " bbox=label_options,\n", + " # font_family=\"sans-serif\"\n", + ")\n", + "# edge weight labels\n", + "# edge_labels = nx.get_edge_attributes(network_graph, \"weight\")\n", + "# nx.draw_networkx_edge_labels(network_graph, layout, edge_labels)\n", + "\n", + "# Title/legend\n", + "ax = plt.gca()\n", + "font = {\"fontname\": \"Helvetica\", \"color\": \"k\", \"fontweight\": \"bold\", \"fontsize\": 14}\n", + "ax.set_title(\"WETO Software Portfolio Connectivity\", font)\n", + "\n", + "# Change font color for legend\n", + "font[\"color\"] = \"k\"\n", + "ax.text(\n", + " 0.80,\n", + " 0.10,\n", + " \"------- Direct\",\n", + " horizontalalignment=\"left\",\n", + " transform=ax.transAxes,\n", + " fontdict=font,\n", + ")\n", + "ax.text(\n", + " 0.80,\n", + " 0.06,\n", + " \"........ Indirect\",\n", + " horizontalalignment=\"left\",\n", + " transform=ax.transAxes,\n", + " fontdict=font,\n", + ")\n", + "\n", + "ax = plt.gca()\n", + "ax.margins(0.08)\n", + "plt.axis(\"off\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0, 0.0, 100.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import squarify\n", + "\n", + "# Count the number of projects depending on each project\n", + "depending = {model: 0 for model in models}\n", + "for model, dependents in model_connectivity.items():\n", + " for d in dependents:\n", + " depending[d[0]] = depending[d[0]] + 1\n", + "\n", + "non_zero = {k:v for k,v in depending.items() if v > 0}\n", + "squarify.plot(list(non_zero.values()), label=list(non_zero.keys()))\n", + "plt.axis(\"off\")" + ] + } + ], + "metadata": { + "execution": { + "allow_errors": false + }, + "kernelspec": { + "display_name": "weto", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/docs/_build/.jupyter_cache/executed/74ca868fa847573c76497d5efcd8c3f6/base.ipynb b/docs/_build/.jupyter_cache/executed/74ca868fa847573c76497d5efcd8c3f6/base.ipynb new file mode 100644 index 0000000..40c36af --- /dev/null +++ b/docs/_build/.jupyter_cache/executed/74ca868fa847573c76497d5efcd8c3f6/base.ipynb @@ -0,0 +1,821 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7c1c05cf", + "metadata": { + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import yaml\n", + "# import altair as alt\n", + "import datapane as dp\n", + "import pandas as pd\n", + "\n", + "model_list_inputs = yaml.safe_load( open(\"analysis_list.yaml\", \"r\") )\n", + "models = model_list_inputs[\"active\"]\n", + "\n", + "model_attributes_map = {\n", + " model: yaml.safe_load( open(Path(\"..\", \"..\", \"software_attributes\", \"database\", f\"{model}.yaml\"), \"r\") )\n", + " for model in models\n", + "}\n", + "\n", + "df = pd.DataFrame.from_dict(model_attributes_map, orient=\"index\")\n", + "# print(list(df.columns))\n", + "# print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "62c44ed0", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "general_df = df[[\n", + " \"github_account\",\n", + " \"github_repo\",\n", + " \"primary_uses\",\n", + " \"active_funding\",\n", + " \"development_status\",\n", + " \"programming_language\",\n", + " \"license_type\",\n", + " \"data_collection_methods\",\n", + " \"last_release_date\"\n", + "]]\n", + "dp.DataTable(general_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "948ac2d4", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "modeling_df = df[[\n", + " \"scope\",\n", + " \"system_type\",\n", + " \"system_location\",\n", + " \"time_domain\",\n", + " \"loads\",\n", + " \"tags\",\n", + "]]\n", + "dp.DataTable(modeling_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5be370b0", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "distribution_df = df[[\n", + " \"supported_platforms\",\n", + " \"package_manager\",\n", + " \"package_manager_url\",\n", + " \"installation_complexity\",\n", + "]]\n", + "dp.DataTable(distribution_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8bb7c9e8", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "documentation_df = df[[\n", + " \"documentation_url\",\n", + " \"has_user_docs\",\n", + " \"has_developer_docs\",\n", + " \"has_api_docs\",\n", + " \"has_cli_docs\",\n", + " \"has_installation_docs\",\n", + " \"has_getting_started_docs\",\n", + " \"has_examples_tutorials\",\n", + " \"has_design_intent_statement\",\n", + " \"readability\",\n", + " \"project_coverage\",\n", + "]]\n", + "dp.DataTable(documentation_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4fb3e92b", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "testing_df = df[[\n", + " \"testing_framework\",\n", + " \"continuous_testing\",\n", + " \"test_coverage\",\n", + " \"test_documentation\",\n", + " \"performance_tests\",\n", + "]]\n", + "dp.DataTable(testing_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9f9eca00", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interfaces_df = df[[\n", + " \"first_class_ui\",\n", + " \"has_cli\",\n", + " \"language_interfaces\",\n", + " \"feature_accessibility\",\n", + "]]\n", + "dp.DataTable(interfaces_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c3fbee92", + "metadata": { + "tags": [ + "hide-input", + "full-width" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rmudafor/miniconda3/envs/weto/lib/python3.11/site-packages/datapane/common/df_processor.py:26: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n", + " elif isinstance(df.index, pd.Int64Index):\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "io_df = df[[\n", + " \"filetypes\",\n", + " \"file_structure_stability\",\n", + "]]\n", + "dp.DataTable(io_df)" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "md:myst", + "text_representation": { + "extension": ".md", + "format_name": "myst" + } + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + }, + "source_map": [ + 11, + 27, + 47, + 50, + 65, + 68, + 80, + 83, + 93, + 96, + 113, + 116, + 127, + 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", 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", 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