{ "cells": [ { "cell_type": "markdown", "id": "8b3f9bd2", "metadata": {}, "source": [ "# Tutorial: driving the network-plotting API directly\n", "\n", "This notebook skips the GUI's **Network Viewer** tab entirely and calls\n", "`meanap.network_plot` directly — the same module that tab uses underneath.\n", "It's the fastest way to script batch figure generation, or to build a custom\n", "plot MEA-NAP doesn't produce out of the box.\n", "\n", "The data file used here, `sample_data/NGN2_20230208_P1_DIV14_A2_OutputData.mat`,\n", "is a real MEA-NAP Python-port output file (from the same `NGN2_..._A2`\n", "recording used as one half of the bundled \"Test pipeline\" example dataset —\n", "see [Quickstart](../quickstart.md)) — every number in this notebook's plots\n", "comes from an actual pipeline run, not synthetic data.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "28e3393b", "metadata": { "execution": { "iopub.execute_input": "2026-07-09T10:39:32.760088Z", "iopub.status.busy": "2026-07-09T10:39:32.760005Z", "iopub.status.idle": "2026-07-09T10:39:33.247491Z", "shell.execute_reply": "2026-07-09T10:39:33.247072Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available lags: ['adjM10mslag', 'adjM25mslag', 'adjM50mslag']\n", "Available node-level metrics: ['aveControl', 'modalControl', 'ND', 'NS', 'Z', 'Eloc', 'PC', 'BC', 'MEW', 'activeNodeIndices', 'Ci', 'activeChannel']\n", "Total electrodes in layout: 64\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from meanap.network_plot import MatData, plot_network\n", "\n", "data = MatData(\"sample_data/NGN2_20230208_P1_DIV14_A2_OutputData.mat\")\n", "\n", "print(\"Available lags:\", data.lag_keys)\n", "print(\"Available node-level metrics:\", data.available_node_metrics)\n", "print(\"Total electrodes in layout:\", data.coords.shape[0])\n" ] }, { "cell_type": "markdown", "id": "57e67a6d", "metadata": {}, "source": [ "## Inspect one lag\n", "\n", "Each STTC lag value has its own adjacency matrix and its own set of active\n", "nodes (electrodes that passed the minimum-activity filter for that lag).\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "dee62861", "metadata": { "execution": { "iopub.execute_input": "2026-07-09T10:39:33.248609Z", "iopub.status.busy": "2026-07-09T10:39:33.248467Z", "iopub.status.idle": "2026-07-09T10:39:33.250727Z", "shell.execute_reply": "2026-07-09T10:39:33.250416Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using lag: adjM10mslag\n", "Active nodes: 62 / 64\n", "Adjacency matrix shape: (62, 62)\n" ] } ], "source": [ "lag = data.lag_keys[0]\n", "print(\"Using lag:\", lag)\n", "\n", "active_idx = data.get_active_indices(lag) # 0-based indices into the full 64-electrode array\n", "adjM = data.get_adjM(lag)[np.ix_(active_idx, active_idx)]\n", "coords = data.coords[active_idx]\n", "\n", "print(\"Active nodes:\", len(active_idx), \"/\", data.coords.shape[0])\n", "print(\"Adjacency matrix shape:\", adjM.shape)\n" ] }, { "cell_type": "markdown", "id": "86002b19", "metadata": {}, "source": [ "## Plot the network, colored by betweenness centrality\n", "\n", "Node **size** is node degree (`ND`); node **color** is betweenness centrality\n", "(`BC`), using the same viridis colormap and legend the Network Viewer GUI tab\n", "renders.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "1a5138c1", "metadata": { "execution": { "iopub.execute_input": "2026-07-09T10:39:33.251567Z", "iopub.status.busy": "2026-07-09T10:39:33.251492Z", "iopub.status.idle": "2026-07-09T10:39:33.393090Z", "shell.execute_reply": "2026-07-09T10:39:33.392654Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "z = data.get_metric(lag, \"ND\") # node degree -> node size\n", "z2 = data.get_metric(lag, \"BC\") # betweenness centrality -> node color\n", "\n", "fig, ax = plt.subplots(figsize=(7, 6))\n", "plot_network(\n", " ax, adjM, coords,\n", " edge_thresh=0.05,\n", " z=z,\n", " z2=z2,\n", " z2_name=\"BC\",\n", " title=f\"{lag} — colored by betweenness centrality\",\n", ")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "edbe6c57", "metadata": {}, "source": [ "## Compare across lags\n", "\n", "Looping over `data.lag_keys` makes it straightforward to generate one figure\n", "per lag value — useful for a quick side-by-side sanity check before diving\n", "into the full report.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "5d72b5f7", "metadata": { "execution": { "iopub.execute_input": "2026-07-09T10:39:33.394603Z", "iopub.status.busy": "2026-07-09T10:39:33.394492Z", "iopub.status.idle": "2026-07-09T10:39:33.712607Z", "shell.execute_reply": "2026-07-09T10:39:33.710525Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, len(data.lag_keys), figsize=(6 * len(data.lag_keys), 5))\n", "\n", "for ax, lag in zip(axes, data.lag_keys):\n", " active_idx = data.get_active_indices(lag)\n", " adjM_lag = data.get_adjM(lag)[np.ix_(active_idx, active_idx)]\n", " coords_lag = data.coords[active_idx]\n", " z = data.get_metric(lag, \"ND\")\n", " z2 = data.get_metric(lag, \"PC\")\n", "\n", " plot_network(\n", " ax, adjM_lag, coords_lag,\n", " edge_thresh=0.05,\n", " z=z,\n", " z2=z2,\n", " z2_name=\"PC\",\n", " title=f\"{lag} (n={len(active_idx)} active nodes)\",\n", " )\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "f820c238", "metadata": {}, "source": [ "## Next steps\n", "\n", "- Swap `\"BC\"` / `\"PC\"` for any metric in `data.available_node_metrics` — node\n", " strength (`NS`), module z-score (`Z`), local efficiency (`Eloc`), or the\n", " controllability metrics (`aveControl`, `modalControl`) all work the same\n", " way.\n", "- To overlay cell-type information (e.g. `NeuN+`/`PV+` markers), see\n", " [Network Viewer](../network-viewer.md#cell-type-overlay) — the same\n", " `load_cell_type_file`/`build_cell_type_matrix`/`filter_by_cell_types`\n", " functions used there are importable from `meanap.network_plot` too.\n", "- For the full function/class reference, see the [API reference](../api/index.rst).\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }