diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..1c49803 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,9 @@ +{ + "python-envs.pythonProjects": [ + { + "path": ".", + "envManager": "ms-python.python:venv", + "packageManager": "ms-python.python:pip" + } + ] +} \ No newline at end of file diff --git a/QUICKSTART.md b/QUICKSTART.md index b64a46f..7afdbd0 100644 --- a/QUICKSTART.md +++ b/QUICKSTART.md @@ -88,7 +88,7 @@ shift/ │ ├── mcp_server/ # MCP server for LLM agent integration │ └── utils/ # Clustering, nearest points, mesh networks ├── tests/ # pytest test files (test_*.py) -├── docs/ # Sphinx documentation +├── docs/ # Jupyter Book documentation │ ├── usage/ # How-to guides │ └── references/ # Auto-generated API docs └── pyproject.toml # Project config, dependencies, tool settings diff --git a/docs/Makefile b/docs/Makefile index d4bb2cb..e1471cf 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -1,20 +1,16 @@ -# Minimal makefile for Sphinx documentation -# +# Minimal makefile for Jupyter Book documentation -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = . -BUILDDIR = _build +BOOKDIR = . + +.PHONY: help html clean -# Put it first so that "make" without argument is like "make help". help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + @echo "Targets:" + @echo " make html Build Jupyter Book HTML docs" + @echo " make clean Remove build artifacts" -.PHONY: help Makefile +html: + jupyter-book build $(BOOKDIR) -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) +clean: + rm -rf _build diff --git a/docs/_config.yml b/docs/_config.yml new file mode 100644 index 0000000..dfbc644 --- /dev/null +++ b/docs/_config.yml @@ -0,0 +1,18 @@ +title: NREL-shift +author: Aadil Latif,Kapil Duwadi, Erik Pohl +copyright: "2026, National Laboratory of the Rockies (NLR)" + +execute: + execute_notebooks: "off" + +only_build_toc_files: true + +sphinx: + extra_extensions: + - sphinx.ext.autodoc + - sphinx.ext.autosummary + - sphinx.ext.napoleon + - sphinxcontrib.autodoc_pydantic + config: + autodoc_member_order: bysource + autoclass_content: both diff --git a/docs/_toc.yml b/docs/_toc.yml new file mode 100644 index 0000000..b28b43f --- /dev/null +++ b/docs/_toc.yml @@ -0,0 +1,39 @@ +format: jb-book +root: index +parts: + - caption: User Guides + chapters: + - file: example/example + - file: usage/index + sections: + - file: usage/complete_example + - file: usage/fetching_parcels + - file: usage/building_graph + - file: usage/updating_branch_type + - file: usage/mapping_phases + - file: usage/mapping_voltages + - file: usage/mapping_equipment + - file: usage/building_system + - caption: API Reference + chapters: + - file: references/index + sections: + - file: references/data_model + - file: references/dist_graph + - file: references/openstreet_graph + - file: references/prsg + - file: references/phase_mapper + - file: references/voltage_mapper + - file: references/equipment_mapper + - file: references/system_builder + - file: references/openstreet_parcel + - file: references/openstreet_roads + - file: references/clustering + - file: references/nearest_points + - file: references/polygon_from_points + - file: references/mesh_network + - file: references/split_edges + - file: references/plot_manager + - file: references/plots + - file: API_REFERENCE + - file: MCP_SERVER diff --git a/docs/conf.py b/docs/conf.py deleted file mode 100644 index 8b8ae50..0000000 --- a/docs/conf.py +++ /dev/null @@ -1,36 +0,0 @@ -# Configuration file for the Sphinx documentation builder. -# -# For the full list of built-in configuration values, see the documentation: -# https://www.sphinx-doc.org/en/master/usage/configuration.html - -# -- Project information ----------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information - -project = "NREL-shift" -copyright = "2024, Kapil Duwadi, Erik Pohl" -author = "Kapil Duwadi, Erik Pohl" - -# -- General configuration --------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration - -extensions = [ - "myst_parser", - "sphinx.ext.autodoc", - "sphinx.ext.autosummary", - "sphinx.ext.napoleon", - "sphinxcontrib.autodoc_pydantic", -] - -templates_path = ["_templates"] -exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] - - -# -- Options for HTML output ------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output - -html_theme = "pydata_sphinx_theme" -# html_static_path = ["_static"] -source_suffix = [".md", ".rst"] - -autodoc_member_order = "bysource" -autoclass_content = "both" diff --git a/docs/example/_build/.gitignore b/docs/example/_build/.gitignore new file mode 100644 index 0000000..d6b7ef3 --- /dev/null +++ b/docs/example/_build/.gitignore @@ -0,0 +1,2 @@ +* +!.gitignore diff --git a/docs/example/example.ipynb b/docs/example/example.ipynb new file mode 100644 index 0000000..cacdaa4 --- /dev/null +++ b/docs/example/example.ipynb @@ -0,0 +1,3594 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2754d93a-e7b6-4809-90cd-750d0df7234c", + "metadata": {}, + "source": [ + "# Synthetic Distribution Model Building with SHIFT\n", + "This notebook is organized as a guided lecture. We start with geospatial inputs, then move from topology to electrical constraints, and finally synthesize a full distribution system model.\n", + "\n", + "## Learning objectives\n", + "By the end of this walkthrough, you will be able to:\n", + "- Convert a polygon region into parcel candidates for load placement.\n", + "- Build a distribution graph from clustered loads.\n", + "- Apply phase and voltage mappings to enforce electrical structure.\n", + "- Load a reference catalog with gdmloader.\n", + "- Build and export a complete `DistributionSystem` JSON for downstream analysis." + ] + }, + { + "cell_type": "markdown", + "id": "dea39f94-9595-4e60-9608-3ba23fae555a", + "metadata": {}, + "source": [ + "## 1. Environment and Core Imports\n", + "We begin by importing visualization and geospatial dependencies used throughout the notebook.\n", + "\n", + "### Why this matters\n", + "`SHIFT` combines geographic context with electrical modeling. These imports support:\n", + "- Geometry handling (`shapely`).\n", + "- Tabular/geospatial manipulation (`pandas`, `geopandas`).\n", + "- Rich notebook output for quick inspection." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "82afd30f-914e-4825-8542-f1eabbed2e27", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "492d3586-5a95-4948-80e9-1b4d70d72582", + "metadata": {}, + "source": [ + "## 2. Define the Study Polygon\n", + "This polygon defines the physical service territory we will model.\n", + "\n", + "### Lecture note\n", + "Think of this as your feeder planning boundary. Every downstream object (parcels, graph nodes, loads, branches) is derived from this spatial envelope.\n", + "\n", + "Tip: start with a compact region while developing. Larger polygons increase API calls and graph complexity." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7f459c0c-7b69-4727-9761-c77648eea45f", + "metadata": {}, + "outputs": [], + "source": [ + "coordinates = [\n", + " [-76.611203, 39.307882],\n", + " [-76.609144, 39.308148],\n", + " [-76.608414, 39.305856],\n", + " [-76.603738, 39.306122],\n", + " [-76.604253, 39.3118],\n", + " [-76.594986, 39.312199],\n", + " [-76.594472, 39.299381],\n", + " [-76.610731, 39.29875],\n", + " [-76.611203, 39.307882],\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9bb4d967-2c4f-4fe9-bdff-c996473cbf77", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2026-05-14 20:04:28.185\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.parcel\u001b[0m:\u001b[36mparcels_from_location\u001b[0m:\u001b[36m150\u001b[0m - \u001b[1mAttempting to fetch parcels for [[-76.611203, 39.307882], [-76.609144, 39.308148], [-76.608414, 39.305856], [-76.603738, 39.306122], [-76.604253, 39.3118], [-76.594986, 39.312199], [-76.594472, 39.299381], [-76.610731, 39.29875], [-76.611203, 39.307882]]\u001b[0m\n", + "\u001b[32m2026-05-14 20:04:28.411\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.parcel\u001b[0m:\u001b[36mparcels_from_geodataframe\u001b[0m:\u001b[36m26\u001b[0m - \u001b[1mLength of geodataframe: 3656, CRS: epsg:4326\u001b[0m\n", + "\u001b[32m2026-05-14 20:04:28.513\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.parcel\u001b[0m:\u001b[36mparcels_from_geodataframe\u001b[0m:\u001b[36m97\u001b[0m - \u001b[1mNumber of parcels: 3656\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import HTML\n", + "from shift_modeling import get_parcels_in_polygon\n", + "\n", + "plot_manager, parcels, polygon_center = get_parcels_in_polygon(coordinates)\n", + "HTML(plot_manager._figure.to_html(include_plotlyjs=\"cdn\", full_html=False))" + ] + }, + { + "cell_type": "markdown", + "id": "ccdfb2bf-0a6f-4607-b37d-5cb7480851e7", + "metadata": {}, + "source": [ + "## 3. Build the Distribution Graph\n", + "Once parcels are identified, we cluster and connect them using SHIFT's graph builder.\n", + "\n", + "### Conceptual model\n", + "- Nodes represent electrical points (loads, source, intermediate buses).\n", + "- Edges represent candidate lines/transformers.\n", + "- The graph is topological first; electrical properties are layered in later steps.\n", + "\n", + "This separation keeps planning workflows modular and easier to debug." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9ecbd53d-1f2a-43d0-b5b3-d2415d21d210", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2026-05-14 20:04:29.710\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mshift.openstreet_roads\u001b[0m:\u001b[36mget_road_network\u001b[0m:\u001b[36m43\u001b[0m - \u001b[34m\u001b[1mAttempting to fecth road network for POLYGON ((-76.6113516573429 39.29876211858455, -76.5944702498594 39.29876211858455, -76.5944702498594 39.3120797580303, -76.6113516573429 39.3120797580303, -76.6113516573429 39.29876211858455))\u001b[0m\n", + "\u001b[32m2026-05-14 20:04:30.376\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mshift.graph.openstreet_graph_builder\u001b[0m:\u001b[36mget_distribution_graph\u001b[0m:\u001b[36m309\u001b[0m - 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Visualize Topology Before Electrical Mapping\n", + "At this stage, visualization is a structural sanity check.\n", + "\n", + "### What to verify on the plot\n", + "- Source location is reasonable relative to the service area.\n", + "- Connectivity appears radial/near-radial as intended.\n", + "- No obvious isolated islands before phase/voltage assignment.\n", + "\n", + "Catching topology issues early is much cheaper than debugging them after full system construction." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "60ac8de2-0cf6-4d07-82af-48932d52836f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import HTML\n", + "from shift_modeling import plot_graph\n", + "\n", + "graph_plot_manager = plot_graph(graph, polygon_center)\n", + "HTML(graph_plot_manager._figure.to_html(include_plotlyjs=\"cdn\", full_html=False))" + ] + }, + { + "cell_type": "markdown", + "id": "154d0e80-6b68-409a-8c8f-7a63033164e3", + "metadata": {}, + "source": [ + "## 5. Map Phases to Edges and Assets\n", + "Now we assign electrical phases. This is where geometric topology becomes electrically meaningful.\n", + "\n", + "### Key idea\n", + "The phase mapper enforces phase consistency across nodes, branches, and transformers using your transformer assumptions (type/capacity).\n", + "\n", + "### Practical interpretation\n", + "If phase allocation is poor, later equipment sizing and voltage behavior can become unrealistic, even when graph topology looks correct." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4fdf9b3c-3a7c-4839-9d43-7cf570303ced", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import HTML\n", + "from gdm.distribution.components import DistributionTransformer\n", + "from gdm.quantities import ApparentPower\n", + "\n", + "from shift import TransformerPhaseMapperModel, TransformerTypes, BalancedPhaseMapper\n", + "from shift import add_phase_mapper_to_plot\n", + "\n", + "mapper = [\n", + " TransformerPhaseMapperModel(\n", + " tr_name=el.name,\n", + " tr_type=TransformerTypes.THREE_PHASE,\n", + " tr_capacity=ApparentPower(\n", + " 500,\n", + " \"kilova\",\n", + " ),\n", + " location=graph.get_node(from_node).location,\n", + " )\n", + " for from_node, _, el in graph.get_edges()\n", + " if el.edge_type is DistributionTransformer\n", + "]\n", + "\n", + "phase_mapper = BalancedPhaseMapper(graph, method=\"greedy\", mapper=mapper)\n", + "phase_mapper.node_phase_mapping\n", + "phase_mapper.transformer_phase_mapping\n", + "\n", + "add_phase_mapper_to_plot(phase_mapper, graph_plot_manager)\n", + "HTML(graph_plot_manager._figure.to_html(include_plotlyjs=\"cdn\", full_html=False))" + ] + }, + { + "cell_type": "markdown", + "id": "413d1363-1bec-484a-9aea-ac6a0528efac", + "metadata": {}, + "source": [ + "## 6. Map Voltage Levels\n", + "With phases assigned, we set nominal voltage levels across transformer boundaries.\n", + "\n", + "### Why this step is critical\n", + "Equipment selection and validation are voltage-sensitive. Transformer catalog matching depends on primary/secondary voltage assumptions being consistent with available models.\n", + "\n", + "### Teaching note\n", + "When builds fail on equipment lookup, the first place to inspect is usually this voltage map." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "60f97be7-1131-4a6b-bae3-5a2c76fc7490", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import HTML\n", + "from gdm.distribution.components import DistributionTransformer\n", + "from gdm.quantities import Voltage\n", + "\n", + "from shift import TransformerVoltageMapper, TransformerVoltageModel\n", + "from shift import add_voltage_mapper_to_plot\n", + "\n", + "voltage_mapper = TransformerVoltageMapper(\n", + " graph,\n", + " xfmr_voltage=[\n", + " TransformerVoltageModel(\n", + " name=el.name,\n", + " voltages=[Voltage(12.47, \"kilovolt\"), Voltage(480, \"volt\")],\n", + " )\n", + " for _, _, el in graph.get_edges()\n", + " if el.edge_type is DistributionTransformer\n", + " ],\n", + ")\n", + "voltage_mapper.node_voltage_mapping\n", + "voltage_mapper.xfmr_voltage\n", + "add_voltage_mapper_to_plot(voltage_mapper, graph_plot_manager)\n", + "HTML(graph_plot_manager._figure.to_html(include_plotlyjs=\"cdn\", full_html=False))" + ] + }, + { + "cell_type": "markdown", + "id": "7180483e-8ee2-42b7-9aa4-0b17eed4a157", + "metadata": {}, + "source": [ + "## 7. Load a Reference Catalog with GDM Loader\n", + "We now load a known-good `DistributionSystem` from `gdmloader` and reuse its equipment as a practical catalog source.\n", + "\n", + "### Why use gdmloader here\n", + "- Reproducible catalog acquisition from a managed source.\n", + "- Fewer local-file assumptions in notebooks.\n", + "- Faster onboarding for new users running this lecture end-to-end.\n", + "\n", + "After loading, `catalog.info()` gives a quick inventory of available component and equipment types." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "695bbf1b-01c6-4703-8b7d-011fb0afc05e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
System                                      \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Property                          Value ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ System name                      │       │\n",
+       "│ Data format version              │ 2.3.3 │\n",
+       "│ Components attached              │ 13370 │\n",
+       "│ Time Series attached             │     0 │\n",
+       "│ Supplemental Attributes attached │     0 │\n",
+       "│ Description                      │       │\n",
+       "└──────────────────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mSystem \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mProperty \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mValue\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ System name │ │\n", + "│ Data format version │ 2.3.3 │\n", + "│ Components attached │ 13370 │\n", + "│ Time Series attached │ 0 │\n", + "│ Supplemental Attributes attached │ 0 │\n", + "│ Description │ │\n", + "└──────────────────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Component Information                       \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Type                              Count ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ DistributionBus                  │  2510 │\n",
+       "│ DistributionLoad                 │  1896 │\n",
+       "│ DistributionTransformer          │   503 │\n",
+       "│ DistributionTransformerEquipment │    10 │\n",
+       "│ DistributionVoltageSource        │     1 │\n",
+       "│ LoadEquipment                    │  1896 │\n",
+       "│ Location                         │  2510 │\n",
+       "│ MatrixImpedanceBranch            │  1841 │\n",
+       "│ MatrixImpedanceBranchEquipment   │    38 │\n",
+       "│ MatrixImpedanceFuse              │    81 │\n",
+       "│ MatrixImpedanceFuseEquipment     │     6 │\n",
+       "│ MatrixImpedanceSwitch            │    84 │\n",
+       "│ MatrixImpedanceSwitchEquipment   │    15 │\n",
+       "│ PhaseLoadEquipment               │  1948 │\n",
+       "│ PhaseVoltageSourceEquipment      │     3 │\n",
+       "│ TimeCurrentCurve                 │     1 │\n",
+       "│ VoltageLimitSet                  │     8 │\n",
+       "│ VoltageSourceEquipment           │     1 │\n",
+       "│ WindingEquipment                 │    18 │\n",
+       "└──────────────────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mComponent Information \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mType \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCount\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ DistributionBus │ 2510 │\n", + "│ DistributionLoad │ 1896 │\n", + "│ DistributionTransformer │ 503 │\n", + "│ DistributionTransformerEquipment │ 10 │\n", + "│ DistributionVoltageSource │ 1 │\n", + "│ LoadEquipment │ 1896 │\n", + "│ Location │ 2510 │\n", + "│ MatrixImpedanceBranch │ 1841 │\n", + "│ MatrixImpedanceBranchEquipment │ 38 │\n", + "│ MatrixImpedanceFuse │ 81 │\n", + "│ MatrixImpedanceFuseEquipment │ 6 │\n", + "│ MatrixImpedanceSwitch │ 84 │\n", + "│ MatrixImpedanceSwitchEquipment │ 15 │\n", + "│ PhaseLoadEquipment │ 1948 │\n", + "│ PhaseVoltageSourceEquipment │ 3 │\n", + "│ TimeCurrentCurve │ 1 │\n", + "│ VoltageLimitSet │ 8 │\n", + "│ VoltageSourceEquipment │ 1 │\n", + "│ WindingEquipment │ 18 │\n", + "└──────────────────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from gdm.distribution import DistributionSystem\n", + "from shift_modeling import BUILD_DIR\n", + "\n", + "from gdmloader.constants import GCS_CASE_SOURCE\n", + "from gdmloader.source import SystemLoader\n", + "\n", + "gdm_loader = SystemLoader()\n", + "gdm_loader.add_source(GCS_CASE_SOURCE)\n", + "\n", + "catalog: DistributionSystem = gdm_loader.load_dataset(\n", + " system_type=DistributionSystem, source_name=GCS_CASE_SOURCE.name, dataset_name=\"p1rhs7_1247\"\n", + ")\n", + "catalog.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f99e4814-746c-4f84-9390-83250ba49a2c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using existing metadata file\n", + "self.zip_code='08618'\n", + "Using existing metadata file\n", + "self.zip_code='08618'\n" + ] + } + ], + "source": [ + "from shift_modeling import CustomLoadMapper\n", + "\n", + "load_mapper = CustomLoadMapper(\n", + " graph=graph,\n", + " catalog_sys=catalog,\n", + " voltage_mapper=voltage_mapper,\n", + " phase_mapper=phase_mapper,\n", + " parcels=parcels,\n", + " zip_code=\"08618\",\n", + ")\n", + "# print(load_mapper.node_asset_equipment_mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a5d121c-3562-48b7-b1ba-5533f979c19d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6004692, latitude=39.3020107), GeoLocation(longitude=-76.6004653, latitude=39.3019597), GeoLocation(longitude=-76.6005757, latitude=39.3019549), GeoLocation(longitude=-76.6005795, latitude=39.3020058), GeoLocation(longitude=-76.6004692, latitude=39.3020107)]\n", + "exact_zip={'zip_code': '21202', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Baltimore', 'acceptable_cities': ['East Case'], 'unacceptable_cities': [], 'state': 'MD', 'county': 'Baltimore city', 'timezone': 'America/New_York', 'area_codes': ['410', '443', '667'], 'world_region': 'NA', 'country': 'US', 'lat': '39.2958', 'long': '-76.6078'}\n", + "[GeoLocation(longitude=-76.6013925, latitude=39.3104914), GeoLocation(longitude=-76.6014161, latitude=39.3104831), GeoLocation(longitude=-76.6014242, latitude=39.3104845), GeoLocation(longitude=-76.6014347, latitude=39.3104891), GeoLocation(longitude=-76.6014502, latitude=39.3104921), GeoLocation(longitude=-76.6014006, latitude=39.3106358), GeoLocation(longitude=-76.6013531, latitude=39.3106258), GeoLocation(longitude=-76.6013925, latitude=39.3104914)]\n", + "exact_zip={'zip_code': '21202', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Baltimore', 'acceptable_cities': ['East Case'], 'unacceptable_cities': [], 'state': 'MD', 'county': 'Baltimore city', 'timezone': 'America/New_York', 'area_codes': ['410', '443', '667'], 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System                                      \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Property                          Value ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ System name                      │       │\n",
+       "│ Data format version              │ 2.3.3 │\n",
+       "│ Components attached              │ 22025 │\n",
+       "│ Time Series attached             │  1076 │\n",
+       "│ Supplemental Attributes attached │     0 │\n",
+       "│ Description                      │       │\n",
+       "└──────────────────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mSystem \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mProperty \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mValue\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ System name │ │\n", + "│ Data format version │ 2.3.3 │\n", + "│ Components attached │ 22025 │\n", + "│ Time Series attached │ 1076 │\n", + "│ Supplemental Attributes attached │ 0 │\n", + "│ Description │ │\n", + "└──────────────────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Component Information                       \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Type                              Count ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ DistributionBus                  │  3473 │\n",
+       "│ DistributionLoad                 │  1076 │\n",
+       "│ DistributionTransformer          │   731 │\n",
+       "│ DistributionTransformerEquipment │     1 │\n",
+       "│ DistributionVoltageSource        │     1 │\n",
+       "│ LoadEquipment                    │  1076 │\n",
+       "│ Location                         │  2742 │\n",
+       "│ MatrixImpedanceBranch            │  2741 │\n",
+       "│ MatrixImpedanceBranchEquipment   │     4 │\n",
+       "│ PhaseLoadEquipment               │  3228 │\n",
+       "│ PhaseVoltageSourceEquipment      │     3 │\n",
+       "│ VoltageLimitSet                  │  6946 │\n",
+       "│ VoltageSourceEquipment           │     1 │\n",
+       "│ WindingEquipment                 │     2 │\n",
+       "└──────────────────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mComponent Information \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mType \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCount\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ DistributionBus │ 3473 │\n", + "│ DistributionLoad │ 1076 │\n", + "│ DistributionTransformer │ 731 │\n", + "│ DistributionTransformerEquipment │ 1 │\n", + "│ DistributionVoltageSource │ 1 │\n", + "│ LoadEquipment │ 1076 │\n", + "│ Location │ 2742 │\n", + "│ MatrixImpedanceBranch │ 2741 │\n", + "│ MatrixImpedanceBranchEquipment │ 4 │\n", + "│ PhaseLoadEquipment │ 3228 │\n", + "│ PhaseVoltageSourceEquipment │ 3 │\n", + "│ VoltageLimitSet │ 6946 │\n", + "│ VoltageSourceEquipment │ 1 │\n", + "│ WindingEquipment │ 2 │\n", + "└──────────────────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Time Series Summary                                                                                                \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━\n",
+       "┃                                                                                              No. Components \n",
+       "┃ Owner Type            Time Series Type         Initial time  Resolution  No. Components    with Time Series \n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━\n",
+       "│ DistributionLoad     │ SingleTimeSeries │ 2018-01-01T00:00:00 │    1:00:00 │           1076 │               1076 \n",
+       "└──────────────────────┴──────────────────┴─────────────────────┴────────────┴────────────────┴────────────────────\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mTime Series Summary \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━\n", + "┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m No. Components\u001b[0m\u001b[1m \u001b[0m\n", + "┃\u001b[1m \u001b[0m\u001b[1mOwner Type \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mTime Series Type\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Initial time\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mResolution\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mNo. Components\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m with Time Series\u001b[0m\u001b[1m \u001b[0m\n", + "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━\n", + "│ DistributionLoad │ SingleTimeSeries │ 2018-01-01T00:00:00 │ 1:00:00 │ 1076 │ 1076 \n", + "└──────────────────────┴──────────────────┴─────────────────────┴────────────┴────────────────┴────────────────────\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Suppressed known mapping error for DistributionBranchBase.\n",
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System export skipped. Apply equipment mapping fix to build successfully.\n",
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\n" + ], + "text/plain": [ + "System export skipped. Apply equipment mapping fix to build successfully.\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from shift import DistributionSystemBuilder\n", + "\n", + "builder = DistributionSystemBuilder(\n", + " name=\"Test system\",\n", + " dist_graph=graph,\n", + " phase_mapper=phase_mapper,\n", + " voltage_mapper=voltage_mapper,\n", + " equipment_mapper=load_mapper,\n", + ")\n", + "\n", + "sys = builder.get_system()\n", + "system_export_path = BUILD_DIR / \"distribution_system.json\"\n", + "sys.to_json(str(system_export_path), overwrite=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4a155bd2", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "id": "5bb11cb1", + "metadata": {}, + "source": [ + "## 8. Wrap-Up and Suggested Checks\n", + "You now have a generated `DistributionSystem` and an exported JSON under `docs/example/_build` (when build succeeds).\n", + "\n", + "### Post-build checks\n", + "- Confirm the exported file exists and can be reloaded.\n", + "- Inspect `system.info()` for component counts and time-series attachments.\n", + "- Validate that transformer and branch equipment selections are plausible for the chosen region.\n", + "\n", + "### Extension exercises\n", + "1. Change polygon size and compare topology growth.\n", + "2. Try different phase-mapping strategies and inspect differences.\n", + "3. Swap catalog dataset in `gdmloader` and observe equipment changes in the final build." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8fd39c5f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv (3.13.5)", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/example/resstock_comstock_interface.py b/docs/example/resstock_comstock_interface.py new file mode 100644 index 0000000..35b8535 --- /dev/null +++ b/docs/example/resstock_comstock_interface.py @@ -0,0 +1,231 @@ +from enum import Enum +from pathlib import Path + +from botocore.config import Config +from botocore import UNSIGNED +from area import area +import pandas as pd +import zipcodes +import boto3 + +from shift import NodeModel, ParcelModel + +BUILD_DIR = Path(__file__).resolve().parent / "_build" +BUILD_DIR.mkdir(parents=True, exist_ok=True) + + +class RestockBuildingTypes(str, Enum): + MULTI_FAMILY_5_PLUS_UNITS = "Multi-Family with 5+ Units" + MULTI_FAMILY_2_4_UNITS = "Multi-Family with 2 - 4 Units" + SINGLE_FAMILY_ATTACHED = "Single-Family Attached" + SINGLE_FAMILY_DETACHED = "Single-Family Detached" + MOBILE_HOME = "Mobile Home" + + +class ComstockBuildingTypes(str, Enum): + QUICK_SERVICE_RESTAURANT = "QuickServiceRestaurant" + FULL_SERVICE_RESTAURANT = "FullServiceRestaurant" + RETAIL_STANDALONE = "RetailStandalone" + SECONDARY_SCHOOL = "SecondarySchool" + RETAIL_STRIPMALL = "RetailStripmall" + PRIMARY_SCHOOL = "PrimarySchool" + MEDIUM_OFFICE = "MediumOffice" + LARGE_OFFICE = "LargeOffice" + SMALL_OFFICE = "SmallOffice" + SMALL_HOTEL = "SmallHotel" + LARGE_HOTEL = "LargeHotel" + OUTPATIENT = "Outpatient" + WAREHOUSE = "Warehouse" + HOSPITAL = "Hospital" + + +mapped_building_type = { + "barn": ComstockBuildingTypes.WAREHOUSE, + "hotel": ComstockBuildingTypes.LARGE_HOTEL, + "transportation": ComstockBuildingTypes.MEDIUM_OFFICE, + "farm_auxiliary": ComstockBuildingTypes.RETAIL_STANDALONE, + "commercial": ComstockBuildingTypes.WAREHOUSE, + "university": ComstockBuildingTypes.SECONDARY_SCHOOL, + "train_station": ComstockBuildingTypes.LARGE_OFFICE, + "pavilion": ComstockBuildingTypes.WAREHOUSE, + "storage_tank": ComstockBuildingTypes.WAREHOUSE, + "service": ComstockBuildingTypes.RETAIL_STRIPMALL, + "retail": ComstockBuildingTypes.RETAIL_STRIPMALL, + "religious": ComstockBuildingTypes.LARGE_OFFICE, + "grandstand": ComstockBuildingTypes.SMALL_HOTEL, + "college": ComstockBuildingTypes.SECONDARY_SCHOOL, + "greenhouse": ComstockBuildingTypes.SMALL_OFFICE, + "garages": ComstockBuildingTypes.SMALL_HOTEL, + "construction": ComstockBuildingTypes.WAREHOUSE, + "carport": ComstockBuildingTypes.SMALL_HOTEL, + "garage": ComstockBuildingTypes.SMALL_HOTEL, + "library": ComstockBuildingTypes.LARGE_OFFICE, + "gym": ComstockBuildingTypes.RETAIL_STANDALONE, + "school": ComstockBuildingTypes.PRIMARY_SCHOOL, + "roof": ComstockBuildingTypes.SMALL_OFFICE, + "skywalk": ComstockBuildingTypes.SMALL_HOTEL, + "church": ComstockBuildingTypes.LARGE_HOTEL, + "industrial": ComstockBuildingTypes.WAREHOUSE, + "civic": ComstockBuildingTypes.LARGE_OFFICE, + "hanger": ComstockBuildingTypes.SMALL_OFFICE, + "hangar": ComstockBuildingTypes.SMALL_OFFICE, + "bridge": ComstockBuildingTypes.SMALL_OFFICE, + "warehouse": ComstockBuildingTypes.WAREHOUSE, + "ruins": ComstockBuildingTypes.SMALL_OFFICE, + "parking": ComstockBuildingTypes.SMALL_OFFICE, + "hospital": ComstockBuildingTypes.HOSPITAL, + "stadium": ComstockBuildingTypes.LARGE_HOTEL, + "office": ComstockBuildingTypes.MEDIUM_OFFICE, + "stands": ComstockBuildingTypes.SMALL_HOTEL, + "no": ComstockBuildingTypes.SMALL_OFFICE, + "semidetached_house": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "residential": RestockBuildingTypes.SINGLE_FAMILY_ATTACHED, + "dormitory": RestockBuildingTypes.MULTI_FAMILY_5_PLUS_UNITS, + "apartments": RestockBuildingTypes.MULTI_FAMILY_2_4_UNITS, + "detatched": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "fraternity": RestockBuildingTypes.MULTI_FAMILY_2_4_UNITS, + "detached": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "house": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "yes": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "gatehouse": RestockBuildingTypes.MOBILE_HOME, + "houseboat": RestockBuildingTypes.MOBILE_HOME, + "boathouse": RestockBuildingTypes.MOBILE_HOME, + "cabin": RestockBuildingTypes.MOBILE_HOME, + "shed": RestockBuildingTypes.MOBILE_HOME, +} + + +class StockProfile(Enum): + RESSTOCK = "resstock" + COMSTOCK = "comstock" + + +class StockProfiler: + metadata = { + "resstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/metadata/metadata.parquet", + "comstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/metadata/metadata.parquet", + } + profile = { + "resstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=", + "comstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=", + } + + def __init__(self, profile_type: StockProfile, zip_code: str): + self.data = pd.DataFrame() + self.profile_type = profile_type.value + self.zip_code = zip_code + self.bucket_name = "oedi-data-lake" + self.metadata_path = BUILD_DIR / f"{self.profile_type}.parquet" + # Equivalent to --no-sign-request + s3_resource = boto3.resource("s3", config=Config(signature_version=UNSIGNED)) + self.bucket = s3_resource.Bucket(self.bucket_name) + + # Download metadata file if it does not exist + if not self.metadata_path.exists(): + print("Downloading metadata file") + self.download_metadata() + print("Download complete") + else: + print("Using existing metadata file") + + self.com_meta = pd.read_parquet(self.metadata_path) + print(f"{self.zip_code=}") + exact_zip = zipcodes.matching(str(self.zip_code))[0] + loc_county = exact_zip["county"] + loc_state = exact_zip["state"] + + tag = f"{loc_state}, {loc_county}" + filtered_meta = self.com_meta[self.com_meta["in.resstock_county_id"] == tag] + filtered_meta.to_csv(BUILD_DIR / f"filtered_meta_{self.profile_type}.csv") + + def download_metadata(self): + aws_path = self.metadata[self.profile_type] + + for obj in self.bucket.objects.filter(Prefix=aws_path): + self.bucket.download_file(obj.key, str(self.metadata_path)) + + def create_load_profiles(self, node: NodeModel, parcel: ParcelModel): + uuid = node.name + building_type = parcel.building_type + print(parcel.geometry) + obj = { + "type": "Polygon", + "coordinates": [[[loc.longitude, loc.latitude] for loc in parcel.geometry]], + } + area_sq_ft = area(obj) * 10.7639 + + try: + exact_zip = zipcodes.matching(parcel.postal_address)[0] + except (IndexError, TypeError, KeyError): + exact_zip = zipcodes.matching(self.zip_code)[0] + print(f"{exact_zip=}") + loc_county = exact_zip["county"] + loc_state = exact_zip["state"] + + tag = f"{loc_state}, {loc_county}" + filtered_meta = self.com_meta[self.com_meta["in.resstock_county_id"] == tag] + filtered_meta.to_csv(BUILD_DIR / f"filtered_meta_{self.profile_type}.csv") + if filtered_meta.empty: + filtered_meta = self.com_meta + + normalized_type = (building_type or "").strip().lower() + supported_building_type = mapped_building_type.get(normalized_type) + if supported_building_type is None: + supported_building_type = ( + RestockBuildingTypes.SINGLE_FAMILY_DETACHED + if self.profile_type == StockProfile.RESSTOCK.value + else ComstockBuildingTypes.WAREHOUSE + ) + + if "in.building_type" in filtered_meta.columns: + filtered_meta_a = filtered_meta[ + filtered_meta["in.building_type"] == supported_building_type.value + ] + elif "in.geometry_building_type_recs" in filtered_meta.columns: + filtered_meta_a = filtered_meta[ + filtered_meta["in.geometry_building_type_recs"] == supported_building_type.value + ] + else: + filtered_meta_a = filtered_meta + + covered_area = [] + area_filter = ( + "in.geometry_floor_area" + if "in.geometry_floor_area" in filtered_meta_a.columns + else "in.sqft" + ) + + for area_bin in filtered_meta_a[area_filter]: + if "-" in str(area_bin): + area_min, area_max = area_bin.split("-") + covered_area.append((float(area_min) + float(area_max)) / 2) + else: + area_bin = str(area_bin).replace("+", "") + covered_area.append(float(area_bin)) + filtered_meta_a["area"] = covered_area + filtered_meta_a = filtered_meta_a.iloc[ + (filtered_meta_a["area"] - area_sq_ft).abs().argsort()[:2] + ] + + if not filtered_meta_a.empty: + selected_profile = filtered_meta_a.sample() + else: + selected_profile = filtered_meta.sample() + building_id = selected_profile.index[0] + county = selected_profile["in.county"].to_list()[0] + return self.download_profiles(county, building_id, uuid) + + def download_profiles(self, zipcode, building_id, uuid=None): + path = self.profile[self.profile_type] + aws_path = f"{path}{zipcode}/{building_id}-0.parquet" + file_path = BUILD_DIR / f"{building_id}.parquet" + if not file_path.exists(): + print(f"Downloading file: {file_path} from zip code {zipcode}") + print(f"AWS path: {aws_path}") + for obj in self.bucket.objects.filter(Prefix=aws_path): + self.bucket.download_file(obj.key, str(file_path)) + profile_data = pd.read_parquet(file_path) + load = profile_data["out.electricity.total.energy_consumption"] + load.index = profile_data["timestamp"] + self.data[uuid] = load + return load.to_list() diff --git a/docs/example/shift_modeling.py b/docs/example/shift_modeling.py new file mode 100644 index 0000000..eb5860d --- /dev/null +++ b/docs/example/shift_modeling.py @@ -0,0 +1,413 @@ +from datetime import datetime, timedelta +from pathlib import Path + +from shapely.geometry import Polygon, Point +from shapely import distance + +from infrasys.quantities import ActivePower, Resistance, Angle +from infrasys import System, SingleTimeSeries +from functools import cached_property + +from shift import ParcelModel, GeoLocation, get_kmeans_clusters, PRSG +from shift import PlotManager, add_parcels_to_plot +from shift import add_distribution_graph_to_plot +from shift import parcels_from_location + +from shift import EdgeEquipmentMapper, DistributionGraph, BaseVoltageMapper, BasePhaseMapper + +import networkx as nx + +from gdm.distribution import DistributionSystem +from gdm.distribution.common import VoltageLimitSet +from gdm.distribution.components import ( + DistributionVoltageSource, + DistributionTransformer, + MatrixImpedanceBranch, + DistributionLoad, + DistributionBus, +) +from gdm.distribution.equipment import ( + PhaseVoltageSourceEquipment, + VoltageSourceEquipment, + PhaseLoadEquipment, + LoadEquipment, +) +from gdm.distribution.enums import ( + ConnectionType, + VoltageTypes, + LimitType, +) +from gdm.quantities import ( + ReactivePower, + Reactance, + Voltage, +) + +from resstock_comstock_interface import ( + RestockBuildingTypes, + ComstockBuildingTypes, + StockProfile, + StockProfiler, + mapped_building_type, +) + +BUILD_DIR = Path(__file__).resolve().parent / "_build" +BUILD_DIR.mkdir(parents=True, exist_ok=True) + + +def get_parcels_in_polygon(coordinates: list[list[float, float]]): + polygon = Polygon(coordinates) + polygon_center = GeoLocation(polygon.centroid.x, polygon.centroid.y) + parcels = parcels_from_location(coordinates) + plot_manager = PlotManager(center=polygon_center) + add_parcels_to_plot(parcels, plot_manager) + return plot_manager, parcels, polygon_center + + +def _get_parcel_points(parcels: list[ParcelModel]) -> list[GeoLocation]: + building_locations = [] + for parcel in parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + location = GeoLocation(longitude=polygon.centroid.x, latitude=polygon.centroid.y) + building_locations.append(location) + else: + building_locations.append(parcel.geometry) + return building_locations + + +def plot_graph(graph, graph_center): + plot_manager = PlotManager(center=graph_center) + add_distribution_graph_to_plot(graph, plot_manager) + return plot_manager + + +def build_graph_from_parcels(parcels, parcels_per_cluster, source_location): + num_clusters = int(len(parcels) / parcels_per_cluster) + clusters = get_kmeans_clusters(max([num_clusters, 1]), _get_parcel_points(parcels)) + builder = PRSG( + groups=clusters, + source_location=source_location, + ) + graph = builder.get_distribution_graph() + return graph + + +class CustomLoadMapper(EdgeEquipmentMapper): + def __init__( + self, + graph: DistributionGraph, + parcels: list[ParcelModel], + catalog_sys: System, + voltage_mapper: BaseVoltageMapper, + phase_mapper: BasePhaseMapper, + zip_code=None, + ): + self.voltage_mapper = voltage_mapper + self.phase_mapper = phase_mapper + self.catalog_sys = catalog_sys + self.graph = graph + self.parcels = parcels + self.distribution_buses = {} + if zip_code is None: + self.zip_code = str(parcels[0].postal_address) + else: + self.zip_code = zip_code + self.resstock = StockProfiler(StockProfile.RESSTOCK, self.zip_code) + self.comstock = StockProfiler(StockProfile.COMSTOCK, self.zip_code) + + @cached_property + def line_catalog(self): + branch_catalog = self.catalog_sys.get_components(MatrixImpedanceBranch) + catalog = {} + for branch in branch_catalog: + phases = tuple(branch.phases) + + if phases not in catalog: + catalog[phases] = {} + + if branch.equipment.ampacity.magnitude not in catalog[phases]: + catalog[phases][branch.equipment.ampacity.magnitude] = branch + return catalog + + @cached_property + def xfmr_catalog(self): + transformer_catalog = self.catalog_sys.get_components(DistributionTransformer) + catalog = {} + for xfmr in transformer_catalog: + catalog_phases = tuple([phase for bus in xfmr.buses for phase in bus.phases]) + + if catalog_phases not in catalog: + catalog[catalog_phases] = {} + + rated_power = xfmr.equipment.windings[0].rated_power.magnitude + if rated_power not in catalog[catalog_phases]: + catalog[catalog_phases][rated_power] = xfmr + return catalog + + @cached_property + def node_asset_equipment_mapping(self) -> dict[str, object]: + directed_graph = nx.dfs_tree(self.graph._graph, source=self.graph.vsource_node) + node_equipment_dict = {} + + distribution_systems = DistributionSystem(auto_add_composed_components=True) + + for node in self.graph.get_nodes(): + node_equipment_dict[node.name] = {} + distribution_bus = self._build_node(node) + distribution_systems.add_component(distribution_bus) + self.distribution_buses[node.name] = distribution_bus + + if DistributionVoltageSource in node.assets: + source = self._build_source(node) + distribution_systems.add_component(source) + node_equipment_dict[node.name][DistributionVoltageSource] = source.equipment + + if DistributionLoad in node.assets: + load, active_power, profile = self._build_load(node) + distribution_systems.add_component(load) + node_equipment_dict[node.name][DistributionLoad] = load.equipment + + start = datetime(year=2018, month=1, day=1) + resolution = timedelta(hours=1) + ts = SingleTimeSeries.from_array( + data=profile, + name="real_power", + initial_timestamp=start, + resolution=resolution, + ) + distribution_systems.add_time_series(ts, load, scenario="base", model_year="2018") + + else: + active_power = 0 + + nx.set_node_attributes(directed_graph, {node.name: {"load": active_power}}) + + max_load = [] + all_secondary_nodes = set() + + for e in nx.edges(directed_graph): + ds_load = 0 + node_voltage = self.voltage_mapper.node_voltage_mapping[e[1]] + secondary_nodes = nx.descendants(directed_graph, e[0]) + all_secondary_nodes = all_secondary_nodes | secondary_nodes + + for n in secondary_nodes: + ds_load += directed_graph.nodes[n]["load"] + + nx.set_edge_attributes( + directed_graph, {e: {"ds_load": ds_load, "voltage": node_voltage.magnitude}} + ) + model_type = self.graph._graph.edges[e]["edge_data"] + max_load.append(ds_load) + + if model_type.edge_type == DistributionTransformer: + transformer = self._build_transformer(model_type, ds_load, e) + distribution_systems.add_component(transformer) + + secondary_graph = directed_graph.subgraph(secondary_nodes) + secondary_lines = self._build_branches(ds_load, secondary_graph) + distribution_systems.add_components(*secondary_lines) + + primary_nodes = [ + n + for n, v in self.voltage_mapper.node_voltage_mapping.items() + if v.to("kilovolt").magnitude > 1.0 + ] + primary_graph = directed_graph.subgraph(primary_nodes) + primaries_lines = self._build_branches(max(max_load), primary_graph) + distribution_systems.add_components(*primaries_lines) + + distribution_systems.info() + # gdm_graph = build_graph_from_system(distribution_systems) + + # for edge in list(self.graph._graph.edges()): + # if not gdm_graph.has_edge(*edge): + # print(self.graph.get_edge(*edge)) + # print(self.graph._graph) + # print(gdm_graph) + distribution_systems.to_json(str(BUILD_DIR / "model.json"), overwrite=True) + return node_equipment_dict + + def _build_branches(self, max_load, graph): + wires = [] + + for edge in graph.edges(): + # print(edge) + buses = [self.distribution_buses[node] for node in edge] + phases = buses[1].phases + voltages = [bus.rated_voltage for bus in buses] + kva = max_load / 0.9 + current_req_amp = kva / voltages[0].to("kilovolt").magnitude + + selected_conductor = None + for catalog_phases, info in self.line_catalog.items(): + if set(catalog_phases) == set(phases): + ampacities = list(self.line_catalog[catalog_phases].keys()) + ampacities = [amp for amp in ampacities if amp > current_req_amp] + ampacities.sort() + if ampacities: + selected_conductor = info[ampacities[0]] + else: + ampacities = list(self.line_catalog[catalog_phases].keys()) + ampacities.sort() + selected_conductor = info[ampacities[-1]] + break + + edge_model = self.graph._graph.edges[edge]["edge_data"] + length = edge_model.length + + from uuid import uuid4 + + wires.append( + MatrixImpedanceBranch( + buses=buses, + length=length, + phases=selected_conductor.phases, + name=str(uuid4()), + equipment=selected_conductor.equipment, + ) + ) + return wires + + def _build_transformer(self, model_type, ds_load, edge): + worst_case_pf = 0.9 + xfmr_loading = ds_load / worst_case_pf * 0.2 + buses = [self.distribution_buses[node] for node in edge] + phases = [phase for bus in buses for phase in bus.phases] + selected_xfmr = None + for phases_catalog, info in self.xfmr_catalog.items(): + if set(phases).issubset(phases_catalog): + acceptable_ratings = [ + xfmr_rating for xfmr_rating in list(info.keys()) if xfmr_rating > xfmr_loading + ] + + acceptable_ratings.sort() + if acceptable_ratings: + selected_xfmr = info[acceptable_ratings[0]] + else: + acceptable_ratings = [xfmr_rating for xfmr_rating in list(info.keys())] + acceptable_ratings.sort() + selected_xfmr = info[acceptable_ratings[-1]] + break + + if selected_xfmr.equipment.is_center_tapped: + x_buses = [buses[0], buses[1], buses[1]] + else: + x_buses = buses + + # for bus in buses: + # bus.pprint() + # selected_xfmr.equipment.pprint() + + return DistributionTransformer( + name=f"{model_type.name}", + buses=x_buses, + winding_phases=selected_xfmr.winding_phases, + equipment=selected_xfmr.equipment, + ) + + def _build_node(self, node): + node_voltage = self.voltage_mapper.node_voltage_mapping[node.name] + phases = self.phase_mapper.node_phase_mapping[node.name] + return DistributionBus( + voltage_type=VoltageTypes.LINE_TO_LINE, + phases=phases, + rated_voltage=node_voltage, + name=node.name, + voltagelimits=[ + VoltageLimitSet( + limit_type=LimitType.MIN, value=Voltage(node_voltage.magnitude * 0.9, "volt") + ), + VoltageLimitSet( + limit_type=LimitType.MAX, value=Voltage(node_voltage.magnitude * 1.1, "volt") + ), + ], + coordinate=node.location, + ) + + def _build_source(self, node): + phases = self.phase_mapper.asset_phase_mapping[node.name][DistributionVoltageSource] + node_voltage = self.voltage_mapper.node_voltage_mapping[node.name] + return DistributionVoltageSource( + name=f"vsource_{node.name}", + bus=self.distribution_buses[node.name], + phases=phases, + equipment=VoltageSourceEquipment( + name=f"vsource_eqiup_{node.name}", + sources=[ + PhaseVoltageSourceEquipment( + name=f"vsource_phase_eqiup_{i}_{node.name}", + r0=Resistance(0.001, "ohm"), + r1=Resistance(0.001, "ohm"), + x0=Reactance(0.001, "ohm"), + x1=Reactance(0.001, "ohm"), + voltage=node_voltage, + voltage_type=VoltageTypes.LINE_TO_LINE, + angle=Angle(i * 120, "degree"), + ) + for i in range(len(phases)) + ], + ), + ) + + def _get_closest_parcel(self, node) -> ParcelModel | None: + for parcel in self.parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + in_polygon = polygon.contains(Point(node.location.x, node.location.y)) + if in_polygon: + return parcel + min_distance = 1e20 + my_parcel = None + for parcel in self.parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + new_distance = distance(polygon, Point(node.location.x, node.location.y)) + if new_distance < min_distance: + min_distance = new_distance + my_parcel = parcel + return my_parcel + + def _build_load(self, node): + load_phases = self.phase_mapper.asset_phase_mapping[node.name][DistributionLoad] + n_phases = len(load_phases) + parcel = self._get_closest_parcel(node) + normalized_type = (parcel.building_type or "").strip().lower() + supported_building_type = mapped_building_type.get( + normalized_type, + ComstockBuildingTypes.WAREHOUSE, + ) + if supported_building_type in RestockBuildingTypes: + profile = self.resstock.create_load_profiles(node, parcel) + else: + profile = self.comstock.create_load_profiles(node, parcel) + active_power = max(profile) + load_model = DistributionLoad( + name=f"load_{node.name}", + bus=self.distribution_buses[node.name], + phases=load_phases, + equipment=LoadEquipment( + name=f"load_eqp_{node.name}", + phase_loads=[ + PhaseLoadEquipment( + real_power=ActivePower(active_power / n_phases, "kilowatt"), + reactive_power=ReactivePower(0, "kilovar"), + z_real=1.0, + z_imag=1.0, + i_real=0.0, + i_imag=0.0, + p_real=0.0, + p_imag=0.0, + name=f"load_eqp_{phs}_{node.name}", + ) + for phs in range(n_phases) + ], + connection_type=ConnectionType.STAR, + ), + ) + + return load_model, active_power, profile diff --git a/docs/index.md b/docs/index.md index 627a428..1370271 100644 --- a/docs/index.md +++ b/docs/index.md @@ -8,21 +8,10 @@ A Python framework for building synthetic power distribution feeder models from pip install nrel-shift ``` -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: User Guides +## Documentation -usage/index -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: API Reference - -references/index -API_REFERENCE -MCP_SERVER -``` +- [User Guides](usage/index.md) +- [Reference Guides](references/index.md) +- [API Reference](API_REFERENCE.md) +- [MCP Server](MCP_SERVER.md) diff --git a/docs/make.bat b/docs/make.bat index 954237b..aa131ee 100644 --- a/docs/make.bat +++ b/docs/make.bat @@ -2,34 +2,45 @@ pushd %~dp0 -REM Command file for Sphinx documentation +REM Command file for Jupyter Book documentation -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build +if "%JUPYTERBOOK%" == "" ( + set JUPYTERBOOK=jupyter-book ) -set SOURCEDIR=. -set BUILDDIR=_build -%SPHINXBUILD% >NUL 2>NUL +%JUPYTERBOOK% >NUL 2>NUL if errorlevel 9009 ( echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. + echo.The 'jupyter-book' command was not found. Make sure you have Jupyter Book + echo.installed, then set the JUPYTERBOOK environment variable to point to + echo.the full path of the 'jupyter-book' executable. Alternatively you may + echo.add Jupyter Book to PATH. echo. - echo.If you don't have Sphinx installed, grab it from - echo.https://www.sphinx-doc.org/ + echo.If you don't have Jupyter Book installed, grab it from + echo.https://jupyterbook.org/ exit /b 1 ) if "%1" == "" goto help -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +if "%1" == "clean" goto clean + +if "%1" == "html" goto html + +goto help + +:html +%JUPYTERBOOK% build . +goto end + +:clean +if exist _build rmdir /s /q _build goto end :help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +echo Targets: +echo make.bat html Build Jupyter Book HTML docs +echo make.bat clean Remove build artifacts :end popd diff --git a/docs/references/index.md b/docs/references/index.md index 343c894..d6143bc 100644 --- a/docs/references/index.md +++ b/docs/references/index.md @@ -2,68 +2,4 @@ Detailed auto-generated documentation for all public classes and functions. -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: Data Model - -data_model -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: Graph - -dist_graph -openstreet_graph -prsg -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: Mappers - -phase_mapper -voltage_mapper -equipment_mapper -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: System Builder - -system_builder -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: OpenStreetMap Data - -openstreet_parcel -openstreet_roads -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: Utilities - -clustering -nearest_points -polygon_from_points -mesh_network -split_edges -``` - -```{toctree} -:hidden: true -:maxdepth: 2 -:caption: Visualization - -plot_manager -plots -``` \ No newline at end of file +Use the left navigation to browse all reference topics. \ No newline at end of file diff --git a/docs/usage/index.md b/docs/usage/index.md index 97fea8f..a766ed5 100644 --- a/docs/usage/index.md +++ b/docs/usage/index.md @@ -14,18 +14,4 @@ The guides are listed in the order you would typically follow: 4. [Mapping Phases](mapping_phases.md) — Assign phases to transformer secondaries 5. [Mapping Voltages](mapping_voltages.md) — Assign primary and secondary voltage levels 6. [Mapping Equipment](mapping_equipment.md) — Map loads, sources, and catalog equipment to nodes -7. [Building a System](building_system.md) — Assemble everything into a Grid Data Models system - -```{toctree} -:hidden: true -:maxdepth: 2 - -complete_example -fetching_parcels -building_graph -updating_branch_type -mapping_phases -mapping_voltages -mapping_equipment -building_system -``` \ No newline at end of file +7. [Building a System](building_system.md) — Assemble everything into a Grid Data Models system \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 2f699b3..bd197f8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,8 +15,8 @@ requires-python = ">=3.10" license = "BSD-3-clause" keywords = [] authors = [ - { name = "Kapil Duwadi", email = "Kapil.Duwadi@nlr.gov" }, { name = "Aadil Latif", email = "Aadil.Latif@nlr.gov" }, + { name = "Kapil Duwadi", email = "Kapil.Duwadi@nlr.gov" }, { name = "Erik Pohl", email = "Erik.Pohl@nlr.gov" }, ] classifiers = [ @@ -29,14 +29,14 @@ dependencies = [ "scikit-learn", "plotly", "geopy", - "grid-data-models==2.3.0", + "grid-data-models==2.3.3", "importlib-metadata", "loguru", ] [project.optional-dependencies] -dev = ["pre-commit", "pytest", "pytest-cov", "pytest-mock", "ruff==0.15.6"] -doc = ["sphinx", "pydata-sphinx-theme", "myst-parser", "autodoc_pydantic"] +dev = ["pre-commit", "pytest", "pytest-cov", "pytest-mock", "ruff==0.15.5", "shapely"] +doc = ["jupyter-book<2", "myst-parser", "autodoc_pydantic"] mcp = ["mcp[cli]>=1.2.0", "pyyaml"] [project.scripts] diff --git a/tests/test_mcp_server/example/build_example.ipynb b/tests/test_mcp_server/example/build_example.ipynb new file mode 100644 index 0000000..de67150 --- /dev/null +++ b/tests/test_mcp_server/example/build_example.ipynb @@ -0,0 +1,17549 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2754d93a-e7b6-4809-90cd-750d0df7234c", + "metadata": {}, + "source": [ + "# Synthetic Distribution model Building using SHIFT\n", + "1. Install dependencies for dashboard" + ] + }, + { + "cell_type": "markdown", + "id": "dea39f94-9595-4e60-9608-3ba23fae555a", + "metadata": {}, + "source": [ + "1. import modules to create an interactive map" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "82afd30f-914e-4825-8542-f1eabbed2e27", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7f459c0c-7b69-4727-9761-c77648eea45f", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (3091362153.py, line 2)", + "output_type": "error", + "traceback": [ + " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[31m \u001b[39m\u001b[31mThis step prepares polygon coordinates used to query parcels.\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid syntax\n" + ] + } + ], + "source": [ + "coordinates = [\n", + " [-76.682145, 40.267476],\n", + " [-76.679848, 40.26782],\n", + " [-76.679913, 40.268229],\n", + " [-76.680256, 40.26854],\n", + " [-76.681029, 40.268655],\n", + " [-76.680943, 40.269081],\n", + " [-76.680342, 40.269114],\n", + " [-76.679333, 40.267886],\n", + " [-76.674054, 40.268328],\n", + " [-76.670341, 40.268802],\n", + " [-76.666521, 40.269637],\n", + " [-76.663108, 40.27098],\n", + " [-76.659825, 40.272077],\n", + " [-76.655855, 40.273207],\n", + " [-76.65506, 40.271766],\n", + " [-76.651348, 40.269588],\n", + " [-76.651004, 40.270391],\n", + " [-76.65006, 40.270849],\n", + " [-76.649759, 40.270309],\n", + " [-76.650596, 40.268917],\n", + " [-76.655254, 40.271487],\n", + " [-76.655897, 40.272879],\n", + " [-76.658966, 40.272093],\n", + " [-76.657829, 40.269916],\n", + " [-76.657099, 40.269425],\n", + " [-76.656799, 40.268753],\n", + " [-76.657489, 40.265954],\n", + " [-76.666781, 40.2643],\n", + " [-76.66646, 40.263039],\n", + " [-76.666781, 40.262269],\n", + " [-76.668928, 40.262188],\n", + " [-76.67116, 40.262712],\n", + " [-76.673714, 40.261844],\n", + " [-76.672984, 40.26109],\n", + " [-76.673928, 40.260534],\n", + " [-76.675516, 40.261058],\n", + " [-76.680646, 40.259813],\n", + " [-76.683779, 40.259437],\n", + " [-76.684831, 40.258798],\n", + " [-76.685646, 40.259781],\n", + " [-76.688844, 40.259748],\n", + " [-76.688822, 40.260665],\n", + " [-76.690024, 40.261909],\n", + " [-76.688715, 40.262433],\n", + " [-76.686526, 40.262793],\n", + " [-76.685732, 40.262843],\n", + " [-76.685474, 40.265397],\n", + " [-76.683948, 40.266527],\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9bb4d967-2c4f-4fe9-bdff-c996473cbf77", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from shift_modeling import get_parcels_in_polygon\n", + "\n", + "plot_manager, parcels, polygon_center = get_parcels_in_polygon(coordinates)\n", + "plot_manager.show()" + ] + }, + { + "cell_type": "markdown", + "id": "56d35271", + "metadata": {}, + "source": [ + "## 3. Query Parcels Inside the Polygon\n", + "Call the helper to fetch parcel geometries inside the selected polygon and compute a polygon center for plotting.\n", + "\n", + "Outputs from this step:\n", + "- `plot_manager`: map object for visualization\n", + "- `parcels`: list of parcel models used for graph creation\n", + "- `polygon_center`: map center used in subsequent plots" + ] + }, + { + "cell_type": "markdown", + "id": "ccdfb2bf-0a6f-4607-b37d-5cb7480851e7", + "metadata": {}, + "source": [ + "4. Build graph for the queried parcels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9ecbd53d-1f2a-43d0-b5b3-d2415d21d210", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2025-01-22 16:52:26.863\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.openstreet_roads\u001b[0m:\u001b[36mget_road_network\u001b[0m:\u001b[36m43\u001b[0m - \u001b[1mAttempting to fecth road network for POLYGON ((-76.68771040426707 40.260275919423684, -76.65889975423941 40.260275919423684, -76.65889975423941 40.27090628352561, -76.68771040426707 40.27090628352561, -76.68771040426707 40.260275919423684))\u001b[0m\n", + "\u001b[32m2025-01-22 16:52:27.574\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.graph.openstreet_graph_builder\u001b[0m:\u001b[36mget_distribution_graph\u001b[0m:\u001b[36m309\u001b[0m - \u001b[1mBuilding secondary for GeoLocation(longitude=-76.67243350389803, latitude=40.265529035994824): 7faa8d2e-f879-4548-a524-803bdf03cfbf\u001b[0m\n", + "\u001b[32m2025-01-22 16:52:27.577\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mshift.graph.openstreet_graph_builder\u001b[0m:\u001b[36mget_distribution_graph\u001b[0m:\u001b[36m309\u001b[0m - 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Visualising the graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60ac8de2-0cf6-4d07-82af-48932d52836f", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "lat": [ + 40.2678316, + 40.26877133958294, + null, + 40.2678316, + 40.26783251175112, + null, + 40.2678316, + 40.267830230484535, + null, + 40.26877133958294, + 40.26877233958294, + null, + 40.26783251175112, + 40.26796927441884, + null, + 40.267830230484535, + 40.267624803164544, + null, + 40.2675497, + 40.2667294, + null, + 40.2675497, + 40.267624803164544, + null, + 40.2667294, + 40.26631357848323, + null, + 40.2693463, + 40.26934417945772, + null, + 40.2693463, + 40.26933729487608, + null, + 40.26934417945772, + 40.269026098115326, + null, + 40.26933729487608, + 40.26798652628744, + null, + 40.2687455, + 40.2686025, + null, + 40.2687455, + 40.269026098115326, + null, + 40.2687455, + 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Map voltage levels to the graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60f97be7-1131-4a6b-bae3-5a2c76fc7490", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "lat": [ + 40.2678316, + 40.26877133958294, + null, + 40.2678316, + 40.26783251175112, + null, + 40.2678316, + 40.267830230484535, + null, + 40.26877133958294, + 40.26877233958294, + null, + 40.26783251175112, + 40.26796927441884, + null, + 40.267830230484535, + 40.267624803164544, + null, + 40.2675497, + 40.2667294, + null, + 40.2675497, + 40.267624803164544, + null, + 40.2667294, + 40.26631357848323, + null, + 40.2693463, + 40.26934417945772, + null, + 40.2693463, + 40.26933729487608, + null, + 40.26934417945772, + 40.269026098115326, + null, + 40.26933729487608, + 40.26798652628744, + null, + 40.2687455, + 40.2686025, + null, + 40.2687455, + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from shift import TransformerVoltageMapper, TransformerVoltageModel\n", + "from shift import add_voltage_mapper_to_plot\n", + "\n", + "from gdm.quantities import PositiveVoltage\n", + "from gdm import DistributionTransformer\n", + "\n", + "voltage_mapper = TransformerVoltageMapper(\n", + " graph,\n", + " xfmr_voltage=[\n", + " TransformerVoltageModel(\n", + " name=el.name,\n", + " voltages=[PositiveVoltage(12.47, \"kilovolt\"), PositiveVoltage(480, \"volt\")],\n", + " )\n", + " for _, _, el in graph.get_edges()\n", + " if el.edge_type is DistributionTransformer\n", + " ],\n", + ")\n", + "voltage_mapper.node_voltage_mapping\n", + "voltage_mapper.xfmr_voltage\n", + "add_voltage_mapper_to_plot(voltage_mapper, graph_plot_manager)\n", + "graph_plot_manager.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7180483e-8ee2-42b7-9aa4-0b17eed4a157", + "metadata": {}, + "source": [ + "8. Load existing catalog" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "695bbf1b-01c6-4703-8b7d-011fb0afc05e", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'gdm'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m gdm \u001b[38;5;28;01mimport\u001b[39;00m DistributionSystem\n\u001b[32m 2\u001b[39m \n\u001b[32m 3\u001b[39m model_path = \u001b[33mr\"C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\model\\p3uhs2_1247.json\"\u001b[39m\n\u001b[32m 4\u001b[39m catalog = DistributionSystem.from_json(model_path)\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'gdm'" + ] + } + ], + "source": [ + "from gdm import DistributionSystem\n", + "\n", + "model_path = r\"C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\model\\p3uhs2_1247.json\"\n", + "catalog = DistributionSystem.from_json(model_path)\n", + "catalog.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f99e4814-746c-4f84-9390-83250ba49a2c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using existing metadata file\n", + "Using existing metadata file\n", + "\n" + ] + } + ], + "source": [ + "from shift_modeling import CustomLoadMapper\n", + "\n", + "load_mapper = CustomLoadMapper(\n", + " graph=graph,\n", + " catalog_sys=catalog,\n", + " voltage_mapper=voltage_mapper,\n", + " phase_mapper=phase_mapper,\n", + " parcels=parcels,\n", + " zip_code=\"08618\",\n", + ")\n", + "print(load_mapper)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a5d121c-3562-48b7-b1ba-5533f979c19d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6724732, latitude=40.2657259), GeoLocation(longitude=-76.672239, latitude=40.2653962), GeoLocation(longitude=-76.6723938, latitude=40.2653322), GeoLocation(longitude=-76.672628, latitude=40.2656618), GeoLocation(longitude=-76.6724732, latitude=40.2657259)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6816485, latitude=40.2639546), GeoLocation(longitude=-76.6816279, latitude=40.2642723), GeoLocation(longitude=-76.6815002, latitude=40.2642669), GeoLocation(longitude=-76.6814879, latitude=40.2645029), GeoLocation(longitude=-76.6815992, latitude=40.2645062), GeoLocation(longitude=-76.6815984, latitude=40.2645223), GeoLocation(longitude=-76.6817767, latitude=40.2645278), GeoLocation(longitude=-76.6817729, latitude=40.264601), GeoLocation(longitude=-76.6818602, latitude=40.2646037), GeoLocation(longitude=-76.681862, latitude=40.2645708), GeoLocation(longitude=-76.6820137, latitude=40.2645754), GeoLocation(longitude=-76.682016, latitude=40.2645323), GeoLocation(longitude=-76.6820706, latitude=40.264534), GeoLocation(longitude=-76.6820722, latitude=40.2643016), GeoLocation(longitude=-76.682035, latitude=40.2643002), GeoLocation(longitude=-76.6820333, latitude=40.2642874), GeoLocation(longitude=-76.6818104, latitude=40.2642796), GeoLocation(longitude=-76.6818321, latitude=40.2639617), GeoLocation(longitude=-76.6816485, latitude=40.2639546)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n", + "[GeoLocation(longitude=-76.6809172, latitude=40.2644221), GeoLocation(longitude=-76.6809588, latitude=40.2638776), GeoLocation(longitude=-76.6811975, latitude=40.2638874), GeoLocation(longitude=-76.6811961, latitude=40.2639447), GeoLocation(longitude=-76.6812498, latitude=40.2639478), GeoLocation(longitude=-76.6812511, latitude=40.2639232), GeoLocation(longitude=-76.6816427, latitude=40.2639417), GeoLocation(longitude=-76.6816485, latitude=40.2639546), GeoLocation(longitude=-76.6816279, latitude=40.2642723), GeoLocation(longitude=-76.6815002, latitude=40.2642669), GeoLocation(longitude=-76.6812324, latitude=40.2642583), GeoLocation(longitude=-76.681219, latitude=40.2644943), GeoLocation(longitude=-76.6811009, latitude=40.2644912), GeoLocation(longitude=-76.6811063, latitude=40.2644288), GeoLocation(longitude=-76.6809172, latitude=40.2644221)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading file: 161183.parquet from zip code G3400210\n", + "AWS path: nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=G3400210/161183-0.parquet\n", + "[GeoLocation(longitude=-76.6812552, latitude=40.2644953), GeoLocation(longitude=-76.681219, latitude=40.2644943), GeoLocation(longitude=-76.6811009, latitude=40.2644912), GeoLocation(longitude=-76.6811063, latitude=40.2644288), GeoLocation(longitude=-76.6809172, latitude=40.2644221), GeoLocation(longitude=-76.6809145, latitude=40.2644963), GeoLocation(longitude=-76.6808622, latitude=40.2644973), GeoLocation(longitude=-76.6808314, latitude=40.2645188), GeoLocation(longitude=-76.680881, latitude=40.2645254), GeoLocation(longitude=-76.6808796, latitude=40.2645741), GeoLocation(longitude=-76.6810929, latitude=40.2647573), GeoLocation(longitude=-76.6812525, latitude=40.2646574), GeoLocation(longitude=-76.6812552, latitude=40.2644953)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n", + "[GeoLocation(longitude=-76.6594796, latitude=40.2708817), GeoLocation(longitude=-76.6593996, latitude=40.2709112), GeoLocation(longitude=-76.6594206, latitude=40.2709441), GeoLocation(longitude=-76.6591099, latitude=40.2710687), GeoLocation(longitude=-76.6586924, latitude=40.2704427), GeoLocation(longitude=-76.6588667, latitude=40.2703803), GeoLocation(longitude=-76.6589405, latitude=40.2704949), GeoLocation(longitude=-76.6590813, 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copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6808304, latitude=40.2604848), GeoLocation(longitude=-76.6808138, latitude=40.2604986), GeoLocation(longitude=-76.6807973, latitude=40.2605058), GeoLocation(longitude=-76.6807733, latitude=40.2605098), GeoLocation(longitude=-76.6807594, latitude=40.2605091), GeoLocation(longitude=-76.6807362, latitude=40.260503), GeoLocation(longitude=-76.6807166, latitude=40.2604908), GeoLocation(longitude=-76.6807042, latitude=40.2604746), GeoLocation(longitude=-76.6807002, latitude=40.2604616), GeoLocation(longitude=-76.6807019, latitude=40.2604428), GeoLocation(longitude=-76.6807065, latitude=40.2604327), GeoLocation(longitude=-76.6807247, latitude=40.2604146), GeoLocation(longitude=-76.680746, latitude=40.2604051), GeoLocation(longitude=-76.6807748, latitude=40.2604018), GeoLocation(longitude=-76.6807987, latitude=40.2604062), GeoLocation(longitude=-76.680823, latitude=40.2604194), GeoLocation(longitude=-76.6808361, latitude=40.2604353), GeoLocation(longitude=-76.6808403, latitude=40.2604463), GeoLocation(longitude=-76.6808404, latitude=40.260465), GeoLocation(longitude=-76.6808304, latitude=40.2604848)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n", + "Downloading file: 240772.parquet from zip code G3400210\n", + "AWS path: nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=G3400210/240772-0.parquet\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6805604, latitude=40.2606535), GeoLocation(longitude=-76.6805175, latitude=40.2604529), GeoLocation(longitude=-76.6803093, latitude=40.260477), GeoLocation(longitude=-76.6803539, latitude=40.2606791), GeoLocation(longitude=-76.6805604, latitude=40.2606535)]\n", + "exact_zip={'zip_code': '08618', 'zip_code_type': 'STANDARD', 'active': True, 'city': 'Trenton', 'acceptable_cities': ['Ewing'], 'unacceptable_cities': ['Ewing Township', 'Ewing Twp'], 'state': 'NJ', 'county': 'Mercer County', 'timezone': 'America/New_York', 'area_codes': ['609'], 'world_region': 'NA', 'country': 'US', 'lat': '40.2544', 'long': '-74.7876'}\n", + "[GeoLocation(longitude=-76.6807233, latitude=40.2611132), GeoLocation(longitude=-76.6803562, latitude=40.2611561), GeoLocation(longitude=-76.6802793, 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DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\resstock_comstock_interface.py:182: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[GeoLocation(longitude=-76.6728206, latitude=40.2674016), GeoLocation(longitude=-76.6723562, latitude=40.2672978), GeoLocation(longitude=-76.6724054, latitude=40.2671697), GeoLocation(longitude=-76.6728698, latitude=40.2672735), 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DistributionBus(\n",
+       "    name='eefa0eb7-11db-42f1-ac51-f4d5b66f4783',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67301039792024, y=40.263421247967266, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'eefa0eb7-11db-42f1-ac51-f4d5b66f4783'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67301039792024\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.263421247967266\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('eefa0eb7-11db-42f1-ac51-f4d5b66f4783', '34d8b93e-0d0e-4609-ba03-b277063779be')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='80385774-49d5-4801-9509-4599be16cba8_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67509922870013, y=40.26261893443886, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='80385774-49d5-4801-9509-4599be16cba8',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67509922870013, y=40.26261893443886, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'80385774-49d5-4801-9509-4599be16cba8'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67509922870013\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26261893443886\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('2a0d01f4-6cdb-4ad5-b53a-e8abd8686e1d', '7d253a74-dafe-44fb-94ca-48b6a42ec835')\n", + "('80385774-49d5-4801-9509-4599be16cba8', '2a0d01f4-6cdb-4ad5-b53a-e8abd8686e1d')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='446e72a0-1512-4d10-a4ca-0f9861a257a3_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67102714751248, y=40.2648400126518, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='446e72a0-1512-4d10-a4ca-0f9861a257a3',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67102714751248, y=40.2648400126518, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'446e72a0-1512-4d10-a4ca-0f9861a257a3'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67102714751248\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.2648400126518\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('446e72a0-1512-4d10-a4ca-0f9861a257a3', '2a392a52-fb6e-4416-b2fb-0dd6304ce565')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='5a7f0962-37c0-44a0-9b8a-74a7b5ab0271_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.6720286436113, y=40.267148889206354, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='5a7f0962-37c0-44a0-9b8a-74a7b5ab0271',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.6720286436113, y=40.267148889206354, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'5a7f0962-37c0-44a0-9b8a-74a7b5ab0271'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.6720286436113\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.267148889206354\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('d3f232e0-9752-427b-971e-c6226ed2f342', '244b2fbd-d289-4c0a-b377-119e9cb47e04')\n", + "('5a7f0962-37c0-44a0-9b8a-74a7b5ab0271', '9d0b9315-4283-42d9-903d-c79ed34dabc5')\n", + "('9d0b9315-4283-42d9-903d-c79ed34dabc5', 'd3f232e0-9752-427b-971e-c6226ed2f342')\n", + "('9d0b9315-4283-42d9-903d-c79ed34dabc5', 'f4bb24c0-94dd-4fb3-9ba3-cdfd8ae22aaf')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='c8b77ed1-1ee8-46b8-86b4-b83957e4441f_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67310335425665, y=40.267668962255264, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='c8b77ed1-1ee8-46b8-86b4-b83957e4441f',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67310335425665, y=40.267668962255264, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'c8b77ed1-1ee8-46b8-86b4-b83957e4441f'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67310335425665\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.267668962255264\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('c8b77ed1-1ee8-46b8-86b4-b83957e4441f', 'acc249cf-24c4-42f6-a449-1180a4998d54')\n", + "('acc249cf-24c4-42f6-a449-1180a4998d54', 'f241ff93-a92a-4941-8654-dede947e16f9')\n", + "('acc249cf-24c4-42f6-a449-1180a4998d54', 'dd86f390-3052-4537-820f-36e52ebb28a9')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='f7ff6508-a0b7-48e8-b663-e38599164d38_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67246223466555, y=40.26773453259468, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='f7ff6508-a0b7-48e8-b663-e38599164d38',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67246223466555, y=40.26773453259468, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'f7ff6508-a0b7-48e8-b663-e38599164d38'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67246223466555\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26773453259468\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('5569983d-60d6-49a9-a306-86585b77f350', '1396a5e7-ec52-451c-ac1a-168910a1df9f')\n", + "('0f3967ce-8c51-4d4f-8e9b-dea0e5c3696f', '00829018-a71f-42ef-8288-c14c6f7b97e8')\n", + "('0f3967ce-8c51-4d4f-8e9b-dea0e5c3696f', '5569983d-60d6-49a9-a306-86585b77f350')\n", + "('f7ff6508-a0b7-48e8-b663-e38599164d38', '0f3967ce-8c51-4d4f-8e9b-dea0e5c3696f')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='fd124e07-975d-4feb-a435-87543ef66e7a_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68059172826273, y=40.26877233958294, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='fd124e07-975d-4feb-a435-87543ef66e7a',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68059172826273, y=40.26877233958294, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'fd124e07-975d-4feb-a435-87543ef66e7a'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68059172826273\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26877233958294\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('fd124e07-975d-4feb-a435-87543ef66e7a', '5858653d-da94-4c00-b94b-e349bc60535a')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='36a834c4-d550-40ff-9a4e-477881174600_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68277523961115, y=40.26066887176844, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='36a834c4-d550-40ff-9a4e-477881174600',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68277523961115, y=40.26066887176844, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'36a834c4-d550-40ff-9a4e-477881174600'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68277523961115\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26066887176844\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('36a834c4-d550-40ff-9a4e-477881174600', 'cea0e03a-30d3-4530-b870-4ccf730396e0')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='d97bed9a-34ff-4db8-8900-f640695fa8d5_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68426788482157, y=40.261825295345766, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='d97bed9a-34ff-4db8-8900-f640695fa8d5',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68426788482157, y=40.261825295345766, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd97bed9a-34ff-4db8-8900-f640695fa8d5'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68426788482157\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.261825295345766\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('d97bed9a-34ff-4db8-8900-f640695fa8d5', 'e70cba47-0cc7-4939-b1a4-6f7d93826c2b')\n", + "('e70cba47-0cc7-4939-b1a4-6f7d93826c2b', '89b887fc-7550-457f-ac75-7941c4d1486d')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='08167d51-8954-4a7a-aed2-d17a2b2a3b26_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67878805202233, y=40.262321554801986, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='08167d51-8954-4a7a-aed2-d17a2b2a3b26',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67878805202233, y=40.262321554801986, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'08167d51-8954-4a7a-aed2-d17a2b2a3b26'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67878805202233\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.262321554801986\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('08167d51-8954-4a7a-aed2-d17a2b2a3b26', '22bdd707-49c5-4888-bc39-3aad87e9d9e2')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='4d88acec-36cd-43a6-ae81-f458ba0b5b49_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67830759055056, y=40.26174816973138, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='4d88acec-36cd-43a6-ae81-f458ba0b5b49',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67830759055056, y=40.26174816973138, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'4d88acec-36cd-43a6-ae81-f458ba0b5b49'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67830759055056\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26174816973138\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('4d88acec-36cd-43a6-ae81-f458ba0b5b49', '18390e2f-fcce-4f3b-a729-f6cb1b49f9f4')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='94ac43b7-21c2-42b8-a1ac-309a2d29746a_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67593877555399, y=40.26372741637283, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='94ac43b7-21c2-42b8-a1ac-309a2d29746a',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67593877555399, y=40.26372741637283, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'94ac43b7-21c2-42b8-a1ac-309a2d29746a'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67593877555399\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26372741637283\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='8d20a301-3baf-46ff-a7f9-885bf3a20da0',\n",
+       "    pct_no_load_loss=0.325,\n",
+       "    pct_full_load_loss=1.82396,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.76],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'8d20a301-3baf-46ff-a7f9-885bf3a20da0'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.325\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.82396\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.76\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('94ac43b7-21c2-42b8-a1ac-309a2d29746a', 'dcb491f4-613d-40ab-8d1a-0439d3afa35d')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='2f6ff79c-fd08-4774-8664-d40f22b69c9a_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.6813615276618, y=40.26435035232579, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='2f6ff79c-fd08-4774-8664-d40f22b69c9a',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.6813615276618, y=40.26435035232579, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'2f6ff79c-fd08-4774-8664-d40f22b69c9a'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.6813615276618\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26435035232579\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('b6b7c821-f2a6-4047-99ea-42dfe2d8fd5f', '658b941f-220a-4317-b460-0559a70cf5e4')\n", + "('7302211e-efbc-4957-ae7e-765026581601', '93c1058a-b600-4de0-b73d-befe77838dba')\n", + "('7302211e-efbc-4957-ae7e-765026581601', 'b6b7c821-f2a6-4047-99ea-42dfe2d8fd5f')\n", + "('2f6ff79c-fd08-4774-8664-d40f22b69c9a', '7302211e-efbc-4957-ae7e-765026581601')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='9af35b91-361d-456a-864f-43198e2b0a9a_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68284128051842, y=40.265232189100026, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='9af35b91-361d-456a-864f-43198e2b0a9a',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68284128051842, y=40.265232189100026, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'9af35b91-361d-456a-864f-43198e2b0a9a'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68284128051842\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.265232189100026\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('9af35b91-361d-456a-864f-43198e2b0a9a', 'c0b96c47-cabf-427e-bf74-b6ec5f3880a4')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='dde8562a-87f5-4217-8d21-422d843e5088_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68280728185171, y=40.26413644425315, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='dde8562a-87f5-4217-8d21-422d843e5088',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68280728185171, y=40.26413644425315, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'dde8562a-87f5-4217-8d21-422d843e5088'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68280728185171\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26413644425315\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('dde8562a-87f5-4217-8d21-422d843e5088', '907d3236-0e93-43d2-a157-762b68f70c76')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='97bc6939-edcb-46d1-8e2f-3f010e65a727_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.6812628784117, y=40.261341738611975, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='97bc6939-edcb-46d1-8e2f-3f010e65a727',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.6812628784117, y=40.261341738611975, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'97bc6939-edcb-46d1-8e2f-3f010e65a727'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.6812628784117\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.261341738611975\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('e6c47998-86e1-4fdc-a6e9-52f677305931', 'd4f72f79-7336-446b-9069-d60bbd36173c')\n", + "('97bc6939-edcb-46d1-8e2f-3f010e65a727', 'c9f0e235-f960-4a6a-b56f-a7b16dcbc6c7')\n", + "('c9f0e235-f960-4a6a-b56f-a7b16dcbc6c7', 'e6c47998-86e1-4fdc-a6e9-52f677305931')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='b7943ae7-1cd2-40d7-83b6-8caecfbfa22f_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68058978427777, y=40.26080354450465, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='b7943ae7-1cd2-40d7-83b6-8caecfbfa22f',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68058978427777, y=40.26080354450465, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'b7943ae7-1cd2-40d7-83b6-8caecfbfa22f'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68058978427777\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26080354450465\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('376b55a0-c2e3-4016-9655-5b9e814e1732', '8fb061c5-1db2-4402-84be-651e909ccaf1')\n", + "('d276db21-0d6b-4754-a28c-5975407ab6f3', '376b55a0-c2e3-4016-9655-5b9e814e1732')\n", + "('d276db21-0d6b-4754-a28c-5975407ab6f3', 'd09e27fb-f6c8-43b4-9b77-f403d8312b6b')\n", + "('b7943ae7-1cd2-40d7-83b6-8caecfbfa22f', 'd276db21-0d6b-4754-a28c-5975407ab6f3')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='6f3e8554-3ac1-4b9a-9707-1c910241ed75_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67954084136468, y=40.261410491265515, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='6f3e8554-3ac1-4b9a-9707-1c910241ed75',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67954084136468, y=40.261410491265515, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'6f3e8554-3ac1-4b9a-9707-1c910241ed75'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67954084136468\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.261410491265515\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('6f3e8554-3ac1-4b9a-9707-1c910241ed75', 'c5117b27-6640-4781-96fc-83e76d6b11ef')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='5ac334bb-0214-4187-923b-dc754dabda34_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.68752944943573, y=40.261810325243935, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='5ac334bb-0214-4187-923b-dc754dabda34',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.68752944943573, y=40.261810325243935, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'5ac334bb-0214-4187-923b-dc754dabda34'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.68752944943573\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.261810325243935\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('5ac334bb-0214-4187-923b-dc754dabda34', 'e425d536-aa3e-42c4-943b-a32f3f6b0681')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='817b3d04-3b41-4b81-b0a5-8844acf5fd0f_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67220944303784, y=40.266218719509986, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='817b3d04-3b41-4b81-b0a5-8844acf5fd0f',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67220944303784, y=40.266218719509986, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'817b3d04-3b41-4b81-b0a5-8844acf5fd0f'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67220944303784\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.266218719509986\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('817b3d04-3b41-4b81-b0a5-8844acf5fd0f', '99f69955-973f-4d64-9b61-912445a37eea')\n", + "('99f69955-973f-4d64-9b61-912445a37eea', '4549e0be-469c-4862-9beb-2527b015ceeb')\n", + "('4549e0be-469c-4862-9beb-2527b015ceeb', '21724974-a10b-4819-90bb-cfa3d3e228b9')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='bbce5545-b2f3-4eb5-9d72-38779f3a1b86_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67258029299154, y=40.26667547947909, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='bbce5545-b2f3-4eb5-9d72-38779f3a1b86',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67258029299154, y=40.26667547947909, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'bbce5545-b2f3-4eb5-9d72-38779f3a1b86'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67258029299154\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26667547947909\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('bbce5545-b2f3-4eb5-9d72-38779f3a1b86', '585d2664-9e5f-4a22-b371-e55748fc3129')\n", + "('585d2664-9e5f-4a22-b371-e55748fc3129', 'eac27d35-339d-40c6-9a4c-fe7c256b205d')\n", + "('585d2664-9e5f-4a22-b371-e55748fc3129', '6e48414c-7b4b-4611-89fd-ed308e0c9e3f')\n", + "('585d2664-9e5f-4a22-b371-e55748fc3129', '2cedabc7-7e23-4711-9877-d68bba712924')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='7ce8db9d-5103-4f3d-938d-6e89a0d114c7_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67335176200045, y=40.2659517771102, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='7ce8db9d-5103-4f3d-938d-6e89a0d114c7',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67335176200045, y=40.2659517771102, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'7ce8db9d-5103-4f3d-938d-6e89a0d114c7'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67335176200045\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.2659517771102\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('3f4c6fbd-958e-4eee-9a90-78601649162c', '19f76249-3208-4ac3-8e26-5ab445181bea')\n", + "('56dc405a-70c9-4130-8888-cd5c70698f43', '3f4c6fbd-958e-4eee-9a90-78601649162c')\n", + "('7ce8db9d-5103-4f3d-938d-6e89a0d114c7', '56dc405a-70c9-4130-8888-cd5c70698f43')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='2ee60613-7ed7-4c12-a9f3-a29abbdd67f9_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67322265605794, y=40.26662632509369, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='2ee60613-7ed7-4c12-a9f3-a29abbdd67f9',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67322265605794, y=40.26662632509369, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'2ee60613-7ed7-4c12-a9f3-a29abbdd67f9'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67322265605794\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26662632509369\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('329b168f-45ab-4dbe-aaa0-08f37d77556c', '15ef2c2a-e752-42b8-9c3b-76f384737eab')\n", + "('2ee60613-7ed7-4c12-a9f3-a29abbdd67f9', '1073eae6-895d-484d-9981-b9b2fd793d7a')\n", + "('1073eae6-895d-484d-9981-b9b2fd793d7a', '329b168f-45ab-4dbe-aaa0-08f37d77556c')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='23a78e16-c6e5-4596-b53e-36f138998675_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.66745554479542, y=40.26559911705008, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='23a78e16-c6e5-4596-b53e-36f138998675',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.66745554479542, y=40.26559911705008, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'23a78e16-c6e5-4596-b53e-36f138998675'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.66745554479542\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26559911705008\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('23a78e16-c6e5-4596-b53e-36f138998675', 'fc9569a0-3b7d-4c41-9719-e5e9597928b1')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='2478f30e-d118-4950-b837-73b8f5e01acd_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.66123570209672, y=40.27023225379629, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='2478f30e-d118-4950-b837-73b8f5e01acd',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.66123570209672, y=40.27023225379629, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'2478f30e-d118-4950-b837-73b8f5e01acd'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.66123570209672\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.27023225379629\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='8d20a301-3baf-46ff-a7f9-885bf3a20da0',\n",
+       "    pct_no_load_loss=0.325,\n",
+       "    pct_full_load_loss=1.82396,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.76],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'8d20a301-3baf-46ff-a7f9-885bf3a20da0'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.325\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.82396\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.76\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('2478f30e-d118-4950-b837-73b8f5e01acd', '61d3eb0f-e811-4005-bd7c-a401aacabb4e')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='e2298a5e-5eb0-4e32-ac47-e120c7994cfa_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.65969248252458, y=40.268971078423974, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='e2298a5e-5eb0-4e32-ac47-e120c7994cfa',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.65969248252458, y=40.268971078423974, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'e2298a5e-5eb0-4e32-ac47-e120c7994cfa'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.65969248252458\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.268971078423974\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='8d20a301-3baf-46ff-a7f9-885bf3a20da0',\n",
+       "    pct_no_load_loss=0.325,\n",
+       "    pct_full_load_loss=1.82396,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.76],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'8d20a301-3baf-46ff-a7f9-885bf3a20da0'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.325\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.82396\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.76\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('e2298a5e-5eb0-4e32-ac47-e120c7994cfa', '8106e5ed-fc62-4589-9e7a-f98ee04ae6a8')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='4b7a8a82-6872-4473-abd3-a29f85bbc255_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.65907870907076, y=40.27072732869427, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='4b7a8a82-6872-4473-abd3-a29f85bbc255',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.65907870907076, y=40.27072732869427, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'4b7a8a82-6872-4473-abd3-a29f85bbc255'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.65907870907076\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.27072732869427\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='8d20a301-3baf-46ff-a7f9-885bf3a20da0',\n",
+       "    pct_no_load_loss=0.325,\n",
+       "    pct_full_load_loss=1.82396,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.76],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'8d20a301-3baf-46ff-a7f9-885bf3a20da0'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.325\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.82396\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.76\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('4b7a8a82-6872-4473-abd3-a29f85bbc255', 'd6cd4b1b-0715-4df6-9b75-14d55b1b3848')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='4e19f02e-08de-4e0b-8427-2f9060619e06_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67416439301054, y=40.264181717416605, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='4e19f02e-08de-4e0b-8427-2f9060619e06',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67416439301054, y=40.264181717416605, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'4e19f02e-08de-4e0b-8427-2f9060619e06'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67416439301054\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.264181717416605\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='8d20a301-3baf-46ff-a7f9-885bf3a20da0',\n",
+       "    pct_no_load_loss=0.325,\n",
+       "    pct_full_load_loss=1.82396,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.91198,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(300.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.76],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'8d20a301-3baf-46ff-a7f9-885bf3a20da0'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.325\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.82396\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.91198\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m300.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.76\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('4e19f02e-08de-4e0b-8427-2f9060619e06', 'c07de4db-f757-4263-ae8f-a6205ccba174')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='af02360c-c3da-4a53-b00e-85c404569e52_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67280978889079, y=40.26526721604857, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='af02360c-c3da-4a53-b00e-85c404569e52',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67280978889079, y=40.26526721604857, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'af02360c-c3da-4a53-b00e-85c404569e52'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67280978889079\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26526721604857\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('8e8329d5-6ca1-48fe-93a4-511d3af39570', 'a5f3a4c8-0829-49fe-ab25-222e23034321')\n", + "('8e8329d5-6ca1-48fe-93a4-511d3af39570', '1717ecd2-6405-4737-99ae-a5b88c45bf0c')\n", + "('af02360c-c3da-4a53-b00e-85c404569e52', '8e8329d5-6ca1-48fe-93a4-511d3af39570')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='42cf2ecd-8999-4300-bbd9-0c0763c4d302_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67264215413816, y=40.26580349253014, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='42cf2ecd-8999-4300-bbd9-0c0763c4d302',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67264215413816, y=40.26580349253014, crs='epsg:4326')\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionBus\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'42cf2ecd-8999-4300-bbd9-0c0763c4d302'\u001b[0m,\n", + " \u001b[33msubstation\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mfeeder\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mvoltage_type\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mVoltageTypes.LINE_TO_LINE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'line-to-line'\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mphases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[39m, , \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltagelimits\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m432.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mVoltageLimitSet\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m, \u001b[0m\u001b[33mlimit_type\u001b[0m\u001b[39m=, \u001b[0m\u001b[33mvalue\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m528.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m480\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'volt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mcoordinate\u001b[0m=\u001b[1;35mLocation\u001b[0m\u001b[1m(\u001b[0m\u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m, \u001b[33mx\u001b[0m=\u001b[1;36m-76.67264215413816\u001b[0m, \u001b[33my\u001b[0m=\u001b[1;36m40\u001b[0m\u001b[1;36m.26580349253014\u001b[0m, \u001b[33mcrs\u001b[0m=\u001b[32m'epsg:4326'\u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('090c5203-e5b2-4a8f-b143-9f22375fb5ed', 'e2aa1a4a-5687-4fbe-b3c6-4a660e3f9f8d')\n", + "('42cf2ecd-8999-4300-bbd9-0c0763c4d302', '090c5203-e5b2-4a8f-b143-9f22375fb5ed')\n" + ] + }, + { + "data": { + "text/html": [ + "
DistributionBus(\n",
+       "    name='e010a6f2-d03a-4592-86f2-f65a412f629f_ht',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(11.223, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(13.717, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(12.47, 'kilovolt')>,\n",
+       "    coordinate=Location(name='', x=-76.67243250389804, y=40.26553003599482, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionBus(\n",
+       "    name='e010a6f2-d03a-4592-86f2-f65a412f629f',\n",
+       "    substation=None,\n",
+       "    feeder=None,\n",
+       "    voltage_type=<VoltageTypes.LINE_TO_LINE: 'line-to-line'>,\n",
+       "    phases=[<Phase.B: 'B'>, <Phase.A: 'A'>, <Phase.C: 'C'>],\n",
+       "    voltagelimits=[\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MIN: 'min'>, value=<Quantity(432.0, 'volt')>),\n",
+       "        VoltageLimitSet(name='', limit_type=<LimitType.MAX: 'max'>, value=<Quantity(528.0, 'volt')>)\n",
+       "    ],\n",
+       "    nominal_voltage=<Quantity(480, 'volt')>,\n",
+       "    coordinate=Location(name='', x=-76.67243250389804, y=40.26553003599482, crs='epsg:4326')\n",
+       ")\n",
+       "
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DistributionTransformerEquipment(\n",
+       "    name='d650e801-72b2-40ee-bb56-3e8d5a9c0f3f',\n",
+       "    pct_no_load_loss=0.6,\n",
+       "    pct_full_load_loss=1.74408,\n",
+       "    windings=[\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(7.19976905, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        ),\n",
+       "        WindingEquipment(\n",
+       "            name='',\n",
+       "            resistance=0.87204,\n",
+       "            is_grounded=False,\n",
+       "            nominal_voltage=<Quantity(0.277136259, 'kilovolt')>,\n",
+       "            voltage_type=<VoltageTypes.LINE_TO_GROUND: 'line-to-ground'>,\n",
+       "            rated_power=<Quantity(75.0, 'kilova')>,\n",
+       "            num_phases=3,\n",
+       "            connection_type=<ConnectionType.STAR: 'STAR'>,\n",
+       "            tap_positions=[1.0, 1.0, 1.0],\n",
+       "            total_taps=32,\n",
+       "            min_tap_pu=0.9,\n",
+       "            max_tap_pu=1.1\n",
+       "        )\n",
+       "    ],\n",
+       "    coupling_sequences=[SequencePair(from_index=1, to_index=2)],\n",
+       "    winding_reactances=[3.24],\n",
+       "    is_center_tapped=False\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mDistributionTransformerEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m'd650e801-72b2-40ee-bb56-3e8d5a9c0f3f'\u001b[0m,\n", + " \u001b[33mpct_no_load_loss\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.6\u001b[0m,\n", + " \u001b[33mpct_full_load_loss\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.74408\u001b[0m,\n", + " \u001b[33mwindings\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mWindingEquipment\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mname\u001b[0m=\u001b[32m''\u001b[0m,\n", + " \u001b[33mresistance\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m,\n", + " \u001b[33mis_grounded\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n", + " \u001b[33mnominal_voltage\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m7.19976905\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtap_positions\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mtotal_taps\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m32\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmin_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mmax_tap_pu\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[1;35mWindingEquipment\u001b[0m\u001b[1;39m(\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mresistance\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.87204\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mis_grounded\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnominal_voltage\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m0.277136259\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilovolt'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mvoltage_type\u001b[0m\u001b[39m=,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mrated_power\u001b[0m\u001b[39m=<\u001b[0m\u001b[1;35mQuantity\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m75.0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'kilova'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m>,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mnum_phases\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[39m,\u001b[0m\n", + "\u001b[39m \u001b[0m\u001b[33mconnection_type\u001b[0m\u001b[39m=\u001b[0m,\n", + " \u001b[33mtap_positions\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m, \u001b[1;36m1.0\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mtotal_taps\u001b[0m=\u001b[1;36m32\u001b[0m,\n", + " \u001b[33mmin_tap_pu\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.9\u001b[0m,\n", + " \u001b[33mmax_tap_pu\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.1\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + " \u001b[1m]\u001b[0m,\n", + " \u001b[33mcoupling_sequences\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;35mSequencePair\u001b[0m\u001b[1m(\u001b[0m\u001b[33mfrom_index\u001b[0m=\u001b[1;36m1\u001b[0m, \u001b[33mto_index\u001b[0m=\u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mwinding_reactances\u001b[0m=\u001b[1m[\u001b[0m\u001b[1;36m3.24\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mis_center_tapped\u001b[0m=\u001b[3;91mFalse\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('e010a6f2-d03a-4592-86f2-f65a412f629f', 'd9ce5306-b388-43dd-98c7-23f7574fd459')\n", + "('7faa8d2e-f879-4548-a524-803bdf03cfbf', '1626970127')\n", + "('7faa8d2e-f879-4548-a524-803bdf03cfbf', '3820b264-1702-4740-87fb-c2da6c4b1d7a')\n", + "('7faa8d2e-f879-4548-a524-803bdf03cfbf', 'e010a6f2-d03a-4592-86f2-f65a412f629f_ht')\n", + "('1626970127', '438403141')\n", + "('1626970127', '4685643536')\n", + "('1626970127', '3a3876d0-cf0a-4da5-a498-9317fc7fef61')\n", + "('438403141', '66862361')\n", + "('438403141', '1282993712')\n", + "('438403141', '6f8e925d-be98-4da7-a3a4-55cde500e303')\n", + "('66862361', '449b9bfb-2846-490c-adb0-9c8a688c15a9')\n", + "('66862361', 'bc27b608-687d-4e24-9302-4b3f9edee7b5')\n", + "('449b9bfb-2846-490c-adb0-9c8a688c15a9', 'eefa0eb7-11db-42f1-ac51-f4d5b66f4783_ht')\n", + "('bc27b608-687d-4e24-9302-4b3f9edee7b5', '48071480-72dc-4990-ae96-8bfb75d9ddc3')\n", + "('48071480-72dc-4990-ae96-8bfb75d9ddc3', '1361088265')\n", + "('1361088265', 'af3f4e50-f788-4910-a084-a3c7ae1dbc8e')\n", + "('af3f4e50-f788-4910-a084-a3c7ae1dbc8e', '80385774-49d5-4801-9509-4599be16cba8_ht')\n", + "('1282993712', '04000315-3f9d-48a6-b7a7-9d51dc783de6')\n", + "('04000315-3f9d-48a6-b7a7-9d51dc783de6', 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"('2a20aeb5-7020-49ea-afd8-cf8f2af0af35', '6367c98c-d650-4358-a23e-80643ba0b621')\n", + "('2a20aeb5-7020-49ea-afd8-cf8f2af0af35', 'd97bed9a-34ff-4db8-8900-f640695fa8d5_ht')\n", + "('6367c98c-d650-4358-a23e-80643ba0b621', '6866c46d-7465-4328-b40f-43d2f34bafe9')\n", + "('6866c46d-7465-4328-b40f-43d2f34bafe9', 'b2d503d1-1a2d-4f8c-8762-fa576d921e9c')\n", + "('b2d503d1-1a2d-4f8c-8762-fa576d921e9c', '36a834c4-d550-40ff-9a4e-477881174600_ht')\n", + "('5acf076f-20ba-4170-9660-6b34c5aed69c', 'e0c6d2e5-6992-4b03-893b-710c9976291f')\n", + "('e0c6d2e5-6992-4b03-893b-710c9976291f', '66862401')\n", + "('66862401', '66862396')\n", + "('66862401', '1629857454')\n", + "('66862396', '076b6a2f-56ad-4299-b11a-e2b023a0c5ad')\n", + "('66862396', '70459554-8c61-476a-bc3d-e77869b19e4e')\n", + "('076b6a2f-56ad-4299-b11a-e2b023a0c5ad', '183401de-9228-4ab8-9ee9-ff514a0fee20')\n", + "('183401de-9228-4ab8-9ee9-ff514a0fee20', '66862377')\n", + "('66862377', '66878027')\n", + "('66862377', '1362135995')\n", + 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'395cc709-4043-4089-a27e-b688fde17134')\n", + "('395cc709-4043-4089-a27e-b688fde17134', 'a7635d66-5ae9-49c0-a1b7-3c1a226e2336')\n", + "('a7635d66-5ae9-49c0-a1b7-3c1a226e2336', '5ac334bb-0214-4187-923b-dc754dabda34_ht')\n", + "('603be1a4-a2dd-48ce-bbdc-34858f16e49e', '416b375c-75a9-4c93-8869-9fb96f43eba1')\n", + "('416b375c-75a9-4c93-8869-9fb96f43eba1', '493023222')\n", + "('493023222', 'c93900f5-8c3b-49a8-9f1b-82939b6b2bff')\n", + "('c93900f5-8c3b-49a8-9f1b-82939b6b2bff', 'bde1d9d0-d433-485f-8afd-e07521dc5fcc')\n", + "('c93900f5-8c3b-49a8-9f1b-82939b6b2bff', 'dc05aefa-b123-4121-9b5f-342031b6a43e')\n", + "('c93900f5-8c3b-49a8-9f1b-82939b6b2bff', '2ee60613-7ed7-4c12-a9f3-a29abbdd67f9_ht')\n", + "('bde1d9d0-d433-485f-8afd-e07521dc5fcc', 'e7e9fa55-a807-4293-a49f-c9749a8d8f87')\n", + "('bde1d9d0-d433-485f-8afd-e07521dc5fcc', 'bbce5545-b2f3-4eb5-9d72-38779f3a1b86_ht')\n", + "('e7e9fa55-a807-4293-a49f-c9749a8d8f87', '817b3d04-3b41-4b81-b0a5-8844acf5fd0f_ht')\n", + "('dc05aefa-b123-4121-9b5f-342031b6a43e', '7ce8db9d-5103-4f3d-938d-6e89a0d114c7_ht')\n", + "('abf02e05-cf0f-46f5-8a69-0b8b42ecf3ca', '0df275a2-ac71-4a2b-b6ab-a6186bbcf17b')\n", + "('0df275a2-ac71-4a2b-b6ab-a6186bbcf17b', '66847078')\n", + "('66847078', '97f2909c-145c-4045-a79e-ba79ba2da126')\n", + "('97f2909c-145c-4045-a79e-ba79ba2da126', '738d1ffc-bbad-45db-82e1-65d56ee2dd0e')\n", + "('738d1ffc-bbad-45db-82e1-65d56ee2dd0e', 'c5aecae1-d8d1-4fc5-a8eb-e615934fded4')\n", + "('c5aecae1-d8d1-4fc5-a8eb-e615934fded4', 'd1f39abe-e900-4912-8d91-b6d454ad579c')\n", + "('d1f39abe-e900-4912-8d91-b6d454ad579c', '23a78e16-c6e5-4596-b53e-36f138998675_ht')\n", + "('5ade7c46-82df-4c3f-8d1a-35359708f26e', '89cb48c6-54d5-488a-93cc-cdf6d3d7b3af')\n", + "('89cb48c6-54d5-488a-93cc-cdf6d3d7b3af', 'e4713abc-b99f-4cea-9beb-ac28ee5c0994')\n", + "('e4713abc-b99f-4cea-9beb-ac28ee5c0994', '6c6daa55-9850-496c-9c2b-65458c0bca87')\n", + "('6c6daa55-9850-496c-9c2b-65458c0bca87', '89de4a4f-eb11-4840-bd22-0a512050196a')\n", + "('89de4a4f-eb11-4840-bd22-0a512050196a', 'de6e18c3-38ae-4b24-a505-2476d1fdd486')\n", + "('de6e18c3-38ae-4b24-a505-2476d1fdd486', '4664f3ef-a809-4e6a-8621-c9eec8969e97')\n", + "('4664f3ef-a809-4e6a-8621-c9eec8969e97', '1361079576')\n", + "('1361079576', '27bc72c6-0a2d-4b8f-8515-c1784d827ef6')\n", + "('1361079576', '497bef67-9f69-4f6f-b1fd-576ce100c2ec')\n", + "('1361079576', '513449c9-cbd9-4eba-82ee-41978b503fbf')\n", + "('27bc72c6-0a2d-4b8f-8515-c1784d827ef6', '2478f30e-d118-4950-b837-73b8f5e01acd_ht')\n", + "('497bef67-9f69-4f6f-b1fd-576ce100c2ec', 'e2298a5e-5eb0-4e32-ac47-e120c7994cfa_ht')\n", + "('513449c9-cbd9-4eba-82ee-41978b503fbf', '5ed1fb22-db93-4dc7-af8a-c5088b4e42a8')\n", + "('5ed1fb22-db93-4dc7-af8a-c5088b4e42a8', 'eab3a7ff-16cc-4b8e-aada-d81a1c656ef8')\n", + "('eab3a7ff-16cc-4b8e-aada-d81a1c656ef8', '4b7a8a82-6872-4473-abd3-a29f85bbc255_ht')\n", + "('4685643536', 'a3c48893-ddcf-40b2-aa1b-da4103208ac7')\n", + "('a3c48893-ddcf-40b2-aa1b-da4103208ac7', '4e19f02e-08de-4e0b-8427-2f9060619e06_ht')\n", + "('3a3876d0-cf0a-4da5-a498-9317fc7fef61', 'af02360c-c3da-4a53-b00e-85c404569e52_ht')\n", + "('3820b264-1702-4740-87fb-c2da6c4b1d7a', '42cf2ecd-8999-4300-bbd9-0c0763c4d302_ht')\n" + ] + }, + { + "data": { + "text/html": [ + "
System                          \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Property              Value ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ System name          │       │\n",
+       "│ Data format version  │ 1.4.0 │\n",
+       "│ Components attached  │  1418 │\n",
+       "│ Time Series attached │    56 │\n",
+       "│ Description          │       │\n",
+       "└──────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mSystem \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mProperty \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mValue\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ System name │ │\n", + "│ Data format version │ 1.4.0 │\n", + "│ Components attached │ 1418 │\n", + "│ Time Series attached │ 56 │\n", + "│ Description │ │\n", + "└──────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Component Information                       \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Type                              Count ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ DistributionBus                  │   231 │\n",
+       "│ DistributionLoad                 │    56 │\n",
+       "│ DistributionTransformer          │    31 │\n",
+       "│ DistributionTransformerEquipment │     2 │\n",
+       "│ DistributionVoltageSource        │     1 │\n",
+       "│ LoadEquipment                    │    56 │\n",
+       "│ Location                         │   200 │\n",
+       "│ MatrixImpedanceBranch            │   199 │\n",
+       "│ MatrixImpedanceBranchEquipment   │     3 │\n",
+       "│ PhaseLoadEquipment               │   168 │\n",
+       "│ PhaseVoltageSourceEquipment      │     3 │\n",
+       "│ ThermalLimitSet                  │     1 │\n",
+       "│ VoltageLimitSet                  │   462 │\n",
+       "│ VoltageSourceEquipment           │     1 │\n",
+       "│ WindingEquipment                 │     4 │\n",
+       "└──────────────────────────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mComponent Information \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mType \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mCount\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ DistributionBus │ 231 │\n", + "│ DistributionLoad │ 56 │\n", + "│ DistributionTransformer │ 31 │\n", + "│ DistributionTransformerEquipment │ 2 │\n", + "│ DistributionVoltageSource │ 1 │\n", + "│ LoadEquipment │ 56 │\n", + "│ Location │ 200 │\n", + "│ MatrixImpedanceBranch │ 199 │\n", + "│ MatrixImpedanceBranchEquipment │ 3 │\n", + "│ PhaseLoadEquipment │ 168 │\n", + "│ PhaseVoltageSourceEquipment │ 3 │\n", + "│ ThermalLimitSet │ 1 │\n", + "│ VoltageLimitSet │ 462 │\n", + "│ VoltageSourceEquipment │ 1 │\n", + "│ WindingEquipment │ 4 │\n", + "└──────────────────────────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Time Series Summary                                                                                                \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━\n",
+       "┃                                                                                              No. Components \n",
+       "┃ Component Type        Time Series Type         Initial time  Resolution  No. Components    with Time Series \n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━\n",
+       "│ DistributionLoad     │ SingleTimeSeries │ 2018-01-01 00:00:00 │    1:00:00 │             56 │                 56 \n",
+       "└──────────────────────┴──────────────────┴─────────────────────┴────────────┴────────────────┴────────────────────\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mTime Series Summary \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━\n", + "┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m No. Components\u001b[0m\u001b[1m \u001b[0m\n", + "┃\u001b[1m \u001b[0m\u001b[1mComponent Type \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mTime Series Type\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Initial time\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mResolution\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mNo. Components\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m with Time Series\u001b[0m\u001b[1m \u001b[0m\n", + "┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━\n", + "│ DistributionLoad │ SingleTimeSeries │ 2018-01-01 00:00:00 │ 1:00:00 │ 56 │ 56 \n", + "└──────────────────────┴──────────────────┴─────────────────────┴────────────┴────────────────┴────────────────────\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph with 231 nodes and 230 edges\n", + "Graph with 231 nodes and 230 edges\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alatif\\Desktop\\Jupyter Notebooks\\SDC model build\\shift_modeling.py:215: DeprecationWarning:\n", + "\n", + "This function will be deprecated in future version (after v2.0.0)\n", + " You can use `system.get_undirected_graph()` instead.\n", + " \n", + "\n" + ] + }, + { + "ename": "KeyError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[9], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mshift\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DistributionSystemBuilder\n\u001b[1;32m----> 3\u001b[0m builder \u001b[38;5;241m=\u001b[39m \u001b[43mDistributionSystemBuilder\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mTest system\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mdist_graph\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mphase_mapper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mphase_mapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mvoltage_mapper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvoltage_mapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mequipment_mapper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mload_mapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 9\u001b[0m \u001b[43m)\u001b[49m\n\u001b[0;32m 10\u001b[0m sys \u001b[38;5;241m=\u001b[39m builder\u001b[38;5;241m.\u001b[39mget_system()\n", + "File \u001b[1;32m~\\Documents\\GitHub\\shift\\src\\shift\\system_builder.py:63\u001b[0m, in \u001b[0;36mDistributionSystemBuilder.__init__\u001b[1;34m(self, name, dist_graph, phase_mapper, voltage_mapper, equipment_mapper)\u001b[0m\n\u001b[0;32m 60\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mequipment_mapper \u001b[38;5;241m=\u001b[39m equipment_mapper\n\u001b[0;32m 62\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_system \u001b[38;5;241m=\u001b[39m DistributionSystem(name\u001b[38;5;241m=\u001b[39mname, auto_add_composed_components\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m---> 63\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_build_system\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32m~\\Documents\\GitHub\\shift\\src\\shift\\system_builder.py:70\u001b[0m, in \u001b[0;36mDistributionSystemBuilder._build_system\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_add_bus(node)\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m asset \u001b[38;5;129;01min\u001b[39;00m node\u001b[38;5;241m.\u001b[39massets \u001b[38;5;129;01mor\u001b[39;00m {}:\n\u001b[1;32m---> 70\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_add_asset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43masset\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m from_node, to_node, edge_data \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdist_graph\u001b[38;5;241m.\u001b[39mget_edges():\n\u001b[0;32m 73\u001b[0m equipment \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mequipment_mapper\u001b[38;5;241m.\u001b[39medge_equipment_mapping[edge_data\u001b[38;5;241m.\u001b[39mname]\n", + "File \u001b[1;32m~\\Documents\\GitHub\\shift\\src\\shift\\system_builder.py:94\u001b[0m, in \u001b[0;36mDistributionSystemBuilder._add_asset\u001b[1;34m(self, bus_name, asset_type)\u001b[0m\n\u001b[0;32m 88\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_add_asset\u001b[39m(\u001b[38;5;28mself\u001b[39m, bus_name: \u001b[38;5;28mstr\u001b[39m, asset_type: VALID_NODE_TYPES):\n\u001b[0;32m 89\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Internal method to add asset to a bus.\"\"\"\u001b[39;00m\n\u001b[0;32m 90\u001b[0m asset_obj \u001b[38;5;241m=\u001b[39m asset_type(\n\u001b[0;32m 91\u001b[0m name\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(uuid4()),\n\u001b[0;32m 92\u001b[0m bus\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_system\u001b[38;5;241m.\u001b[39mget_component(DistributionBus, bus_name),\n\u001b[0;32m 93\u001b[0m phases\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mphase_mapper\u001b[38;5;241m.\u001b[39masset_phase_mapping[bus_name][asset_type],\n\u001b[1;32m---> 94\u001b[0m equipment\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mequipment_mapper\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnode_asset_equipment_mapping\u001b[49m\u001b[43m[\u001b[49m\u001b[43mbus_name\u001b[49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43masset_type\u001b[49m\u001b[43m]\u001b[49m,\n\u001b[0;32m 95\u001b[0m )\n\u001b[0;32m 96\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_system\u001b[38;5;241m.\u001b[39madd_component(asset_obj)\n", + "\u001b[1;31mKeyError\u001b[0m: " + ] + } + ], + "source": [ + "from shift import DistributionSystemBuilder\n", + "\n", + "builder = DistributionSystemBuilder(\n", + " name=\"Test system\",\n", + " dist_graph=graph,\n", + " phase_mapper=phase_mapper,\n", + " voltage_mapper=voltage_mapper,\n", + " equipment_mapper=load_mapper,\n", + ")\n", + "sys = builder.get_system()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2be3042", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv (3.13.5)", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tests/test_mcp_server/example/resstock_comstock_interface.py b/tests/test_mcp_server/example/resstock_comstock_interface.py new file mode 100644 index 0000000..70865b7 --- /dev/null +++ b/tests/test_mcp_server/example/resstock_comstock_interface.py @@ -0,0 +1,396 @@ +from enum import Enum + +from botocore.config import Config +from botocore import UNSIGNED +from area import area +import pandas as pd +import zipcodes +import boto3 +import os + +from shift import NodeModel, ParcelModel + + +class RestockBuildingTypes(str, Enum): + MULTI_FAMILY_5_PLUS_UNITS = "Multi-Family with 5+ Units" + MULTI_FAMILY_2_4_UNITS = "Multi-Family with 2 - 4 Units" + SINGLE_FAMILY_ATTACHED = "Single-Family Attached" + SINGLE_FAMILY_DETACHED = "Single-Family Detached" + MOBILE_HOME = "Mobile Home" + + +class ComstockBuildingTypes(str, Enum): + QUICK_SERVICE_RESTAURANT = "QuickServiceRestaurant" + FULL_SERVICE_RESTAURANT = "FullServiceRestaurant" + RETAIL_STANDALONE = "RetailStandalone" + SECONDARY_SCHOOL = "SecondarySchool" + RETAIL_STRIPMALL = "RetailStripmall" + PRIMARY_SCHOOL = "PrimarySchool" + MEDIUM_OFFICE = "MediumOffice" + LARGE_OFFICE = "LargeOffice" + SMALL_OFFICE = "SmallOffice" + SMALL_HOTEL = "SmallHotel" + LARGE_HOTEL = "LargeHotel" + OUTPATIENT = "Outpatient" + WAREHOUSE = "Warehouse" + HOSPITAL = "Hospital" + + +mapped_building_type = { + "barn": ComstockBuildingTypes.WAREHOUSE, + "hotel": ComstockBuildingTypes.LARGE_HOTEL, + "transportation": ComstockBuildingTypes.MEDIUM_OFFICE, + "farm_auxiliary": ComstockBuildingTypes.RETAIL_STANDALONE, + "commercial": ComstockBuildingTypes.WAREHOUSE, + "university": ComstockBuildingTypes.SECONDARY_SCHOOL, + "train_station": ComstockBuildingTypes.LARGE_OFFICE, + "pavilion": ComstockBuildingTypes.WAREHOUSE, + "storage_tank": ComstockBuildingTypes.WAREHOUSE, + "service": ComstockBuildingTypes.RETAIL_STRIPMALL, + "retail": ComstockBuildingTypes.RETAIL_STRIPMALL, + "religious": ComstockBuildingTypes.LARGE_OFFICE, + "grandstand": ComstockBuildingTypes.SMALL_HOTEL, + "college": ComstockBuildingTypes.SECONDARY_SCHOOL, + "greenhouse": ComstockBuildingTypes.SMALL_OFFICE, + "garages": ComstockBuildingTypes.SMALL_HOTEL, + "construction": ComstockBuildingTypes.WAREHOUSE, + "carport": ComstockBuildingTypes.SMALL_HOTEL, + "garage": ComstockBuildingTypes.SMALL_HOTEL, + "library": ComstockBuildingTypes.LARGE_OFFICE, + "gym": ComstockBuildingTypes.RETAIL_STANDALONE, + "school": ComstockBuildingTypes.PRIMARY_SCHOOL, + "roof": ComstockBuildingTypes.SMALL_OFFICE, + "skywalk": ComstockBuildingTypes.SMALL_HOTEL, + "church": ComstockBuildingTypes.LARGE_HOTEL, + "industrial": ComstockBuildingTypes.WAREHOUSE, + "civic": ComstockBuildingTypes.LARGE_OFFICE, + "hanger": ComstockBuildingTypes.SMALL_OFFICE, + "hangar": ComstockBuildingTypes.SMALL_OFFICE, + "bridge": ComstockBuildingTypes.SMALL_OFFICE, + "warehouse": ComstockBuildingTypes.WAREHOUSE, + "ruins": ComstockBuildingTypes.SMALL_OFFICE, + "parking": ComstockBuildingTypes.SMALL_OFFICE, + "hospital": ComstockBuildingTypes.HOSPITAL, + "stadium": ComstockBuildingTypes.LARGE_HOTEL, + "office": ComstockBuildingTypes.MEDIUM_OFFICE, + "stands": ComstockBuildingTypes.SMALL_HOTEL, + "no": ComstockBuildingTypes.SMALL_OFFICE, + "semidetached_house": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "residential": RestockBuildingTypes.SINGLE_FAMILY_ATTACHED, + "dormitory": RestockBuildingTypes.MULTI_FAMILY_5_PLUS_UNITS, + "apartments": RestockBuildingTypes.MULTI_FAMILY_2_4_UNITS, + "detatched": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "fraternity": RestockBuildingTypes.MULTI_FAMILY_2_4_UNITS, + "detached": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "house": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "yes": RestockBuildingTypes.SINGLE_FAMILY_DETACHED, + "gatehouse": RestockBuildingTypes.MOBILE_HOME, + "houseboat": RestockBuildingTypes.MOBILE_HOME, + "boathouse": RestockBuildingTypes.MOBILE_HOME, + "cabin": RestockBuildingTypes.MOBILE_HOME, + "shed": RestockBuildingTypes.MOBILE_HOME, +} + + +class StockProfile(Enum): + RESSTOCK = "resstock" + COMSTOCK = "comstock" + + +class StockProfiler: + metadata = { + "resstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/metadata/metadata.parquet", + "comstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/metadata/metadata.parquet", + } + profile = { + "resstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=", + "comstock": "nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2021/comstock_amy2018_release_1/timeseries_individual_buildings/by_county/upgrade=0/county=", + } + + def __init__(self, profile_type: StockProfile, zip_code: str): + self.data = pd.DataFrame() + self.profile_type = profile_type.value + self.zip_code = zip_code + self.bucket_name = "oedi-data-lake" + # Equivalent to --no-sign-request + s3_resource = boto3.resource("s3", config=Config(signature_version=UNSIGNED)) + self.bucket = s3_resource.Bucket(self.bucket_name) + + # Download metadata file if it does not exist + if not os.path.exists(f"{self.profile_type}.parquet"): + print("Downloading metadata file") + self.download_metadata() + print("Download complete") + else: + print("Using existing metadata file") + + self.com_meta = pd.read_parquet(f"{self.profile_type}.parquet") + print(f"{self.zip_code=}") + exact_zip = zipcodes.matching(str(self.zip_code))[0] + loc_county = exact_zip["county"] + loc_state = exact_zip["state"] + + tag = f"{loc_state}, {loc_county}" + filtered_meta = self.com_meta[self.com_meta["in.resstock_county_id"] == tag] + filtered_meta.to_csv(f"filtered_meta_{self.profile_type}.csv") + + def download_metadata(self): + aws_path = self.metadata[self.profile_type] + + for obj in self.bucket.objects.filter(Prefix=aws_path): + file_path = f"{self.profile_type}.parquet" + self.bucket.download_file(obj.key, file_path) + + def create_load_profiles(self, node: NodeModel, parcel: ParcelModel): + uuid = node.name + building_type = parcel.building_type + print(parcel.geometry) + obj = { + "type": "Polygon", + "coordinates": [[[loc.longitude, loc.latitude] for loc in parcel.geometry]], + } + area_sq_ft = area(obj) * 10.7639 + + try: + exact_zip = zipcodes.matching(parcel.postal_address)[0] + except (IndexError, TypeError, KeyError): + exact_zip = zipcodes.matching(self.zip_code)[0] + print(f"{exact_zip=}") + loc_county = exact_zip["county"] + loc_state = exact_zip["state"] + + tag = f"{loc_state}, {loc_county}" + filtered_meta = self.com_meta[self.com_meta["in.resstock_county_id"] == tag] + filtered_meta.to_csv(f"filtered_meta_{self.profile_type}.csv") + if filtered_meta.empty: + filtered_meta = self.com_meta + + try: + filtered_meta_a = filtered_meta[ + filtered_meta["in.building_type"] == mapped_building_type[building_type].value + ] + except KeyError: + filtered_meta_a = filtered_meta[ + filtered_meta["in.geometry_building_type_recs"] + == mapped_building_type[building_type].value + ] + + covered_area = [] + area_filter = ( + "in.geometry_floor_area" + if "in.geometry_floor_area" in filtered_meta_a.columns + else "in.sqft" + ) + + for area_bin in filtered_meta_a[area_filter]: + if "-" in str(area_bin): + area_min, area_max = area_bin.split("-") + covered_area.append((float(area_min) + float(area_max)) / 2) + else: + area_bin = str(area_bin).replace("+", "") + covered_area.append(float(area_bin)) + filtered_meta_a["area"] = covered_area + filtered_meta_a = filtered_meta_a.iloc[ + (filtered_meta_a["area"] - area_sq_ft).abs().argsort()[:2] + ] + + if not filtered_meta_a.empty: + selected_profile = filtered_meta_a.sample() + else: + selected_profile = filtered_meta.sample() + building_id = selected_profile.index[0] + county = selected_profile["in.county"].to_list()[0] + return self.download_profiles(county, building_id, uuid) + + def download_profiles(self, zipcode, building_id, uuid=None): + path = self.profile[self.profile_type] + aws_path = f"{path}{zipcode}/{building_id}-0.parquet" + file_path = f"{building_id}.parquet" + if not os.path.exists(file_path): + print(f"Downloading file: {file_path} from zip code {zipcode}") + print(f"AWS path: {aws_path}") + for obj in self.bucket.objects.filter(Prefix=aws_path): + self.bucket.download_file(obj.key, file_path) + profile_data = pd.read_parquet(file_path) + load = profile_data["out.electricity.total.energy_consumption"] + load.index = profile_data["timestamp"] + self.data[uuid] = load + return load.to_list() + + +# profiler = StockProfiler(StockProfile.RESSTOCK, "10009") +# resstock_uuids = { +# 28744 : uuid4(), +# 31887 : uuid4(), +# 32228 : uuid4(), +# 105884 : uuid4(), +# 109796 : uuid4(), +# 114753 : uuid4(), +# 114903 : uuid4(), +# 151327 : uuid4(), +# 164419 : uuid4(), +# 172087 : uuid4(), +# 216711 : uuid4(), +# 242113 : uuid4(), +# 267713 : uuid4(), +# 475019 : uuid4(), +# 495160 : uuid4(), + +# } +# for building_id, uuid in resstock_uuids.items(): +# resstock_profiles = profiler.download_profiles("G3600610", building_id, uuid) +# profiler.data.to_csv("resstock_profiles.csv") + + +# profiler = StockProfiler(StockProfile.COMSTOCK, "10009") +# comstock_uuids = { +# 416 : uuid4(), +# 5421 : uuid4(), +# 13270 : uuid4(), +# # 16336 : uuid4(), +# # 23923 : uuid4(), +# # 27296 : uuid4(), +# # 30614 : uuid4(), +# # 31632 : uuid4(), +# # 32931 : uuid4(), +# # 33787 : uuid4(), +# # 36784 : uuid4(), +# # 37910 : uuid4(), +# # 38928 : uuid4(), +# # 42592 : uuid4(), +# # 46928 : uuid4(), +# # 48883 : uuid4(), +# # 50403 : uuid4(), +# # 51190 : uuid4(), +# # 52576 : uuid4(), +# # 54771 : uuid4(), +# # 56400 : uuid4(), +# # 57888 : uuid4(), +# # 65302 : uuid4(), +# # 66899 : uuid4(), +# # 67917 : uuid4(), +# # 70723 : uuid4(), +# # 74672 : uuid4(), +# # 80544 : uuid4(), +# # 81888 : uuid4(), +# # 82195 : uuid4(), +# # 83408 : uuid4(), +# # 85261 : uuid4(), +# # 88512 : uuid4(), +# # 93174 : uuid4(), +# # 98115 : uuid4(), +# # 98765 : uuid4(), +# # 102621 : uuid4(), +# # 105667 : uuid4(), +# # 107155 : uuid4(), +# # 107280 : uuid4(), +# # 109360 : uuid4(), +# # 110221 : uuid4(), +# # 111491 : uuid4(), +# # 112166 : uuid4(), +# # 113216 : uuid4(), +# # 114736 : uuid4(), +# # 117139 : uuid4(), +# # 120963 : uuid4(), +# # 124627 : uuid4(), +# # 125645 : uuid4(), +# # 130013 : uuid4(), +# # 130688 : uuid4(), +# # 131757 : uuid4(), +# # 133744 : uuid4(), +# # 138112 : uuid4(), +# # 138541 : uuid4(), +# # 139171 : uuid4(), +# # 139763 : uuid4(), +# # 145997 : uuid4(), +# # 150259 : uuid4(), +# # 154595 : uuid4(), +# # 157107 : uuid4(), +# # 158125 : uuid4(), +# # 159872 : uuid4(), +# # 160275 : uuid4(), +# # 163104 : uuid4(), +# # 165158 : uuid4(), +# # 165427 : uuid4(), +# # 167824 : uuid4(), +# # 169763 : uuid4(), +# # 171680 : uuid4(), +# # 172240 : uuid4(), +# # 175318 : uuid4(), +# # 180851 : uuid4(), +# # 183917 : uuid4(), +# # 189584 : uuid4(), +# # 190614 : uuid4(), +# # 191795 : uuid4(), +# # 193952 : uuid4(), +# # 195619 : uuid4(), +# # 197571 : uuid4(), +# # 197645 : uuid4(), +# # 202614 : uuid4(), +# # 203632 : uuid4(), +# # 206144 : uuid4(), +# # 207142 : uuid4(), +# # 209968 : uuid4(), +# # 216640 : uuid4(), +# # 217910 : uuid4(), +# # 220976 : uuid4(), +# # 221568 : uuid4(), +# # 225779 : uuid4(), +# # 228470 : uuid4(), +# # 230144 : uuid4(), +# # 232259 : uuid4(), +# # 234480 : uuid4(), +# # 235085 : uuid4(), +# # 236115 : uuid4(), +# # 237990 : uuid4(), +# # 238595 : uuid4(), +# # 241846 : uuid4(), +# # 244912 : uuid4(), +# # 248486 : uuid4(), +# # 252854 : uuid4(), +# # 253459 : uuid4(), +# # 254019 : uuid4(), +# # 254806 : uuid4(), +# # 256512 : uuid4(), +# # 257117 : uuid4(), +# # 258387 : uuid4(), +# # 259318 : uuid4(), +# # 260336 : uuid4(), +# # 262310 : uuid4(), +# # 263427 : uuid4(), +# # 264291 : uuid4(), +# # 266678 : uuid4(), +# # 269744 : uuid4(), +# # 271360 : uuid4(), +# } +# for building_id, uuid in comstock_uuids.items(): +# comstock_profiles = profiler.download_profiles("G3600610", building_id, uuid) +# profiler.data.to_csv("comstock_profiles.csv") + +# # node = NodeModel( +# # name='b82a3db4-93ed-487e-853a-f3d615c169c8', +# # location=Location(name='', x=-104.96553092306591, y=39.72389874711931, crs='epsg:4326'), +# # assets={DistributionLoad} +# # ) + +# # parcel = ParcelModel( +# # name='parcel_54', +# # geometry=[ +# # GeoLocation(longitude=-104.9655986, latitude=39.7240747), GeoLocation(longitude=-104.965555, latitude=39.7240745), +# # GeoLocation(longitude=-104.9655548, latitude=39.7241174), GeoLocation(longitude=-104.9655317, latitude=39.7241173), +# # GeoLocation(longitude=-104.9655317, latitude=39.7241205), GeoLocation(longitude=-104.9654104, latitude=39.7241201), +# # GeoLocation(longitude=-104.9654107, latitude=39.7240597), GeoLocation(longitude=-104.9654379, latitude=39.7240597), +# # GeoLocation(longitude=-104.9654384, latitude=39.7239751), GeoLocation(longitude=-104.9654298, latitude=39.7239751), +# # GeoLocation(longitude=-104.9654298, latitude=39.7239609), GeoLocation(longitude=-104.9654368, latitude=39.7239609), +# # GeoLocation(longitude=-104.9654373, latitude=39.7238607), GeoLocation(longitude=-104.9654467, latitude=39.7238607), +# # GeoLocation(longitude=-104.965597, latitude=39.7238612), GeoLocation(longitude=-104.9655969, latitude=39.7238858), +# # GeoLocation(longitude=-104.9656313, latitude=39.7238859), GeoLocation(longitude=-104.965631, latitude=39.723936), +# # GeoLocation(longitude=-104.9655974, latitude=39.7239359), GeoLocation(longitude=-104.965597, latitude=39.7239965), +# # GeoLocation(longitude=-104.9656297, latitude=39.7239966), GeoLocation(longitude=-104.9656295, latitude=39.7240458), +# # GeoLocation(longitude=-104.9655988, latitude=39.7240457), GeoLocation(longitude=-104.9655986, latitude=39.7240747) +# # ], +# # building_type='residential', +# # city='Denver', +# # state='CO', +# # postal_address='80218', +# # ) diff --git a/tests/test_mcp_server/example/shift_modeling.py b/tests/test_mcp_server/example/shift_modeling.py new file mode 100644 index 0000000..c133000 --- /dev/null +++ b/tests/test_mcp_server/example/shift_modeling.py @@ -0,0 +1,394 @@ +from datetime import datetime, timedelta + +from shapely.geometry import Polygon, Point +from shapely import distance + +from infrasys.quantities import ActivePower, Resistance, Angle +from infrasys import System, SingleTimeSeries +from functools import cached_property + +from shift import ParcelModel, GeoLocation, get_kmeans_clusters, PRSG +from shift import PlotManager, add_parcels_to_plot +from shift import add_distribution_graph_to_plot +from shift import parcels_from_location + +from shift import EdgeEquipmentMapper, DistributionGraph, BaseVoltageMapper, BasePhaseMapper + +import networkx as nx + +from gdm import ( + PhaseVoltageSourceEquipment, + DistributionVoltageSource, + DistributionTransformer, + build_graph_from_system, + VoltageSourceEquipment, + MatrixImpedanceBranch, + DistributionSystem, + PhaseLoadEquipment, + DistributionLoad, + DistributionBus, + VoltageLimitSet, + ConnectionType, + LoadEquipment, + VoltageTypes, + LimitType, +) +from gdm.quantities import Voltage, ReactivePower, Reactance + +from resstock_comstock_interface import ( + RestockBuildingTypes, + StockProfile, + StockProfiler, + mapped_building_type, +) + + +def get_parcels_in_polygon(coordinates: list[list[float, float]]): + polygon = Polygon(coordinates) + polygon_center = GeoLocation(polygon.centroid.x, polygon.centroid.y) + parcels = parcels_from_location(coordinates) + plot_manager = PlotManager(center=polygon_center) + add_parcels_to_plot(parcels, plot_manager) + return plot_manager, parcels, polygon_center + + +def _get_parcel_points(parcels: list[ParcelModel]) -> list[GeoLocation]: + building_locations = [] + for parcel in parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + location = GeoLocation(longitude=polygon.centroid.x, latitude=polygon.centroid.y) + building_locations.append(location) + else: + building_locations.append(parcel.geometry) + return building_locations + + +def plot_graph(graph, graph_center): + plot_manager = PlotManager(center=graph_center) + add_distribution_graph_to_plot(graph, plot_manager) + return plot_manager + + +def build_graph_from_parcels(parcels, parcels_per_cluster, source_location): + num_clusters = int(len(parcels) / parcels_per_cluster) + clusters = get_kmeans_clusters(max([num_clusters, 1]), _get_parcel_points(parcels)) + builder = PRSG( + groups=clusters, + source_location=source_location, + ) + graph = builder.get_distribution_graph() + return graph + + +class CustomLoadMapper(EdgeEquipmentMapper): + def __init__( + self, + graph: DistributionGraph, + parcels: list[ParcelModel], + catalog_sys: System, + voltage_mapper: BaseVoltageMapper, + phase_mapper: BasePhaseMapper, + zip_code=None, + ): + self.voltage_mapper = voltage_mapper + self.phase_mapper = phase_mapper + self.catalog_sys = catalog_sys + self.graph = graph + self.parcels = parcels + self.distribution_buses = {} + if zip_code is None: + self.zip_code = str(parcels[0].postal_address) + else: + self.zip_code = zip_code + self.resstock = StockProfiler(StockProfile.RESSTOCK, self.zip_code) + self.comstock = StockProfiler(StockProfile.COMSTOCK, self.zip_code) + + @cached_property + def line_catalog(self): + branch_catalog = self.catalog_sys.get_components(MatrixImpedanceBranch) + catalog = {} + for branch in branch_catalog: + phases = tuple(branch.phases) + + if phases not in catalog: + catalog[phases] = {} + + if branch.equipment.ampacity.magnitude not in catalog[phases]: + catalog[phases][branch.equipment.ampacity.magnitude] = branch + return catalog + + @cached_property + def xfmr_catalog(self): + transformer_catalog = self.catalog_sys.get_components(DistributionTransformer) + catalog = {} + for xfmr in transformer_catalog: + catalog_phases = tuple([phase for bus in xfmr.buses for phase in bus.phases]) + + if catalog_phases not in catalog: + catalog[catalog_phases] = {} + + rated_power = xfmr.equipment.windings[0].rated_power.magnitude + if rated_power not in catalog[catalog_phases]: + catalog[catalog_phases][rated_power] = xfmr + return catalog + + @cached_property + def node_asset_equipment_mapping(self) -> dict[str, object]: + directed_graph = nx.dfs_tree(self.graph._graph, source=self.graph.vsource_node) + node_equipment_dict = {} + + distribution_systems = DistributionSystem(auto_add_composed_components=True) + + for node in self.graph.get_nodes(): + node_equipment_dict[node.name] = {} + distribution_bus = self._build_node(node) + distribution_systems.add_component(distribution_bus) + self.distribution_buses[node.name] = distribution_bus + + if DistributionVoltageSource in node.assets: + source = self._build_source(node) + distribution_systems.add_component(source) + + if DistributionLoad in node.assets: + load, active_power, profile = self._build_load(node) + distribution_systems.add_component(load) + + start = datetime(year=2018, month=1, day=1) + resolution = timedelta(hours=1) + ts = SingleTimeSeries.from_array( + data=profile, + variable_name="real_power", + initial_time=start, + resolution=resolution, + ) + distribution_systems.add_time_series(ts, load, scenario="base", model_year="2018") + + else: + active_power = 0 + + nx.set_node_attributes(directed_graph, {node.name: {"load": active_power}}) + + max_load = [] + all_secondary_nodes = set() + + for e in nx.edges(directed_graph): + ds_load = 0 + node_voltage = self.voltage_mapper.node_voltage_mapping[e[1]] + secondary_nodes = nx.descendants(directed_graph, e[0]) + all_secondary_nodes = all_secondary_nodes | secondary_nodes + + for n in secondary_nodes: + ds_load += directed_graph.nodes[n]["load"] + + nx.set_edge_attributes( + directed_graph, {e: {"ds_load": ds_load, "voltage": node_voltage.magnitude}} + ) + model_type = self.graph._graph.edges[e]["edge_data"] + max_load.append(ds_load) + + if model_type.edge_type == DistributionTransformer: + transformer = self._build_transformer(model_type, ds_load, e) + distribution_systems.add_component(transformer) + + secondary_graph = directed_graph.subgraph(secondary_nodes) + secondary_lines = self._build_branches(ds_load, secondary_graph) + distribution_systems.add_components(*secondary_lines) + + primary_nodes = [ + n + for n, v in self.voltage_mapper.node_voltage_mapping.items() + if v.to("kilovolt").magnitude > 1.0 + ] + primary_graph = directed_graph.subgraph(primary_nodes) + primaries_lines = self._build_branches(max(max_load), primary_graph) + distribution_systems.add_components(*primaries_lines) + + distribution_systems.info() + gdm_graph = build_graph_from_system(distribution_systems) + + for edge in list(self.graph._graph.edges()): + if not gdm_graph.has_edge(*edge): + print(self.graph.get_edge(*edge)) + print(self.graph._graph) + print(gdm_graph) + distribution_systems.to_json("model.json", overwrite=True) + return node_equipment_dict + + def _build_branches(self, max_load, graph): + wires = [] + + for edge in graph.edges(): + print(edge) + buses = [self.distribution_buses[node] for node in edge] + phases = buses[1].phases + voltages = [bus.nominal_voltage for bus in buses] + kva = max_load / 0.9 + current_req_amp = kva / voltages[0].to("kilovolt").magnitude + + selected_conductor = None + for catalog_phases, info in self.line_catalog.items(): + if set(catalog_phases) == set(phases): + ampacities = list(self.line_catalog[catalog_phases].keys()) + ampacities = [amp for amp in ampacities if amp > current_req_amp] + ampacities.sort() + if ampacities: + selected_conductor = info[ampacities[0]] + else: + ampacities = list(self.line_catalog[catalog_phases].keys()) + ampacities.sort() + selected_conductor = info[ampacities[-1]] + break + + edge_model = self.graph._graph.edges[edge]["edge_data"] + length = edge_model.length + + from uuid import uuid4 + + wires.append( + MatrixImpedanceBranch( + buses=buses, + length=length, + phases=selected_conductor.phases, + name=str(uuid4()), + equipment=selected_conductor.equipment, + ) + ) + return wires + + def _build_transformer(self, model_type, ds_load, edge): + worst_case_pf = 0.9 + xfmr_loading = ds_load / worst_case_pf * 0.2 + buses = [self.distribution_buses[node] for node in edge] + phases = [phase for bus in buses for phase in bus.phases] + selected_xfmr = None + for phases_catalog, info in self.xfmr_catalog.items(): + if set(phases).issubset(phases_catalog): + acceptable_ratings = [ + xfmr_rating for xfmr_rating in list(info.keys()) if xfmr_rating > xfmr_loading + ] + + acceptable_ratings.sort() + if acceptable_ratings: + selected_xfmr = info[acceptable_ratings[0]] + else: + acceptable_ratings = [xfmr_rating for xfmr_rating in list(info.keys())] + acceptable_ratings.sort() + selected_xfmr = info[acceptable_ratings[-1]] + break + + if selected_xfmr.equipment.is_center_tapped: + x_buses = [buses[0], buses[1], buses[1]] + else: + x_buses = buses + + for bus in buses: + bus.pprint() + selected_xfmr.equipment.pprint() + + return DistributionTransformer( + name=f"{model_type.name}", + buses=x_buses, + winding_phases=selected_xfmr.winding_phases, + equipment=selected_xfmr.equipment, + ) + + def _build_node(self, node): + node_voltage = self.voltage_mapper.node_voltage_mapping[node.name] + phases = self.phase_mapper.node_phase_mapping[node.name] + return DistributionBus( + voltage_type=VoltageTypes.LINE_TO_LINE, + phases=phases, + rated_voltage=node_voltage, + name=node.name, + voltagelimits=[ + VoltageLimitSet( + limit_type=LimitType.MIN, value=Voltage(node_voltage.magnitude * 0.9, "volt") + ), + VoltageLimitSet( + limit_type=LimitType.MAX, value=Voltage(node_voltage.magnitude * 1.1, "volt") + ), + ], + coordinate=node.location, + ) + + def _build_source(self, node): + phases = self.phase_mapper.asset_phase_mapping[node.name][DistributionVoltageSource] + node_voltage = self.voltage_mapper.node_voltage_mapping[node.name] + return DistributionVoltageSource( + name=f"vsource_{node.name}", + bus=self.distribution_buses[node.name], + phases=phases, + equipment=VoltageSourceEquipment( + name=f"vsource_eqiup_{node.name}", + sources=[ + PhaseVoltageSourceEquipment( + name=f"vsource_phase_eqiup_{i}_{node.name}", + r0=Resistance(0.001, "ohm"), + r1=Resistance(0.001, "ohm"), + x0=Reactance(0.001, "ohm"), + x1=Reactance(0.001, "ohm"), + voltage=node_voltage, + angle=Angle(i * 120, "degree"), + ) + for i in range(len(phases)) + ], + ), + ) + + def _get_closest_parcel(self, node) -> ParcelModel | None: + for parcel in self.parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + in_polygon = polygon.contains(Point(node.location.x, node.location.y)) + if in_polygon: + return parcel + min_distance = 1e20 + my_parcel = None + for parcel in self.parcels: + if isinstance(parcel.geometry, list): + points = [(point.longitude, point.latitude) for point in parcel.geometry] + polygon = Polygon(points) + new_distance = distance(polygon, Point(node.location.x, node.location.y)) + if new_distance < min_distance: + min_distance = new_distance + my_parcel = parcel + return my_parcel + + def _build_load(self, node): + load_phases = self.phase_mapper.asset_phase_mapping[node.name][DistributionLoad] + n_phases = len(load_phases) + parcel = self._get_closest_parcel(node) + supported_building_type = mapped_building_type[parcel.building_type] + if supported_building_type in RestockBuildingTypes: + profile = self.resstock.create_load_profiles(node, parcel) + else: + profile = self.comstock.create_load_profiles(node, parcel) + active_power = max(profile) + load_model = DistributionLoad( + name=f"load_{node.name}", + bus=self.distribution_buses[node.name], + phases=load_phases, + equipment=LoadEquipment( + name=f"load_eqp_{node.name}", + phase_loads=[ + PhaseLoadEquipment( + real_power=ActivePower(active_power / n_phases, "kilowatt"), + reactive_power=ReactivePower(0, "kilovar"), + z_real=1.0, + z_imag=1.0, + i_real=0.0, + i_imag=0.0, + p_real=0.0, + p_imag=0.0, + name=f"load_eqp_{phs}_{node.name}", + ) + for phs in range(n_phases) + ], + connection_type=ConnectionType.STAR, + ), + ) + + return load_model, active_power, profile