{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "248b17d3ad29",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:41:57.862591Z",
     "iopub.status.busy": "2026-06-19T07:41:57.862307Z",
     "iopub.status.idle": "2026-06-19T07:42:03.037215Z",
     "shell.execute_reply": "2026-06-19T07:42:03.036176Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import warnings\n",
    "import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import brainstate\n",
    "import braintools\n",
    "import brainunit as u\n",
    "import brainmass\n",
    "from brainmass import objectives\n",
    "from brainstate.nn import Param\n",
    "brainstate.environ.set(dt=0.1 * u.ms)\n",
    "brainstate.random.seed(0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eae9df5427f2",
   "metadata": {},
   "source": [
    "# Analyze Results (FC / FCD / spectra)\n",
    "\n",
    "**Goal:** turn a simulated (or empirical) trajectory into the standard\n",
    "whole-brain summaries — **functional connectivity (FC)**, **FC dynamics (FCD)**,\n",
    "and **power spectra** — and visualize them.\n",
    "\n",
    "`brainmass` does not reimplement these metrics: it surfaces\n",
    "`braintools.metric` (`functional_connectivity`,\n",
    "`functional_connectivity_dynamics`, `power_spectral_density`) and provides thin\n",
    "`brainmass.viz` plotters on top. This recipe is the post-hoc analysis half of a\n",
    "study; for fitting against these summaries see {doc}`/howto/custom_objective`.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20bd76200f33",
   "metadata": {},
   "source": [
    "## Produce a trajectory\n",
    "\n",
    "We need a multi-region signal with real, *oscillatory* fluctuations so every\n",
    "summary is non-trivial. A noisy Hopf `Network` near its bifurcation on the\n",
    "bundled 8-region connectome gives spontaneous, correlated rhythms — the kind of\n",
    "resting-state activity FC / FCD / spectra are designed for.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cc544fb6e82e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:03.039681Z",
     "iopub.status.busy": "2026-06-19T07:42:03.039243Z",
     "iopub.status.idle": "2026-06-19T07:42:04.092594Z",
     "shell.execute_reply": "2026-06-19T07:42:04.091648Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trajectory: (3600, 8)   std: 0.0662\n"
     ]
    }
   ],
   "source": [
    "conn = brainmass.datasets.load_dataset('example_connectome')\n",
    "W, D = conn.weights, conn.distances\n",
    "N = W.shape[0]\n",
    "labels = list(conn.labels)\n",
    "\n",
    "node = brainmass.HopfStep(\n",
    "    in_size=N, a=0.1, w=0.3,           # just past the oscillation onset\n",
    "    noise_x=brainmass.OUProcess(N, sigma=0.1, tau=10 * u.ms),\n",
    ")\n",
    "brainstate.environ.set(dt=0.1 * u.ms)\n",
    "net = brainmass.Network(node, conn=W, distance=D, speed=10 * u.mm / u.ms,\n",
    "                        coupling='diffusive', coupled_var='x', k=0.5)\n",
    "\n",
    "brainstate.random.seed(0)\n",
    "res = brainmass.Simulator(net, dt=0.1 * u.ms).run(\n",
    "    4000 * u.ms,\n",
    "    monitors=lambda m: m.node.x.value,\n",
    "    transient=400 * u.ms,\n",
    "    sample_every=10,             # record every 1 ms\n",
    ")\n",
    "signal = res['output']           # (time, regions), unit-aware\n",
    "print(\"trajectory:\", signal.shape, \"  std:\", round(float(u.get_magnitude(signal).std()), 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af5175f9051",
   "metadata": {},
   "source": [
    "## Time series\n",
    "\n",
    "Always eyeball the raw signal first. `brainmass.viz.plot_timeseries` strips units\n",
    "and accepts the `'ts'` time axis directly.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8db2255738c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:04.094771Z",
     "iopub.status.busy": "2026-06-19T07:42:04.094514Z",
     "iopub.status.idle": "2026-06-19T07:42:04.254274Z",
     "shell.execute_reply": "2026-06-19T07:42:04.253604Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 3))\n",
    "brainmass.viz.plot_timeseries(signal, ts=res['ts'], labels=labels, ax=ax)\n",
    "ax.set_title('Regional rE activity')\n",
    "ax.legend(fontsize=7, ncol=4, loc='upper right')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5303c70f9b4",
   "metadata": {},
   "source": [
    "## Functional connectivity (FC)\n",
    "\n",
    "FC is the matrix of pairwise correlations between region time series — the most\n",
    "common static summary of coordinated activity. Compute it with\n",
    "`braintools.metric.functional_connectivity` and plot it with\n",
    "`brainmass.viz.plot_functional_connectivity` (which can also compute FC for you\n",
    "from a time series — pass the raw signal, no `is_matrix`).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e6e64c3ad2f0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:04.256274Z",
     "iopub.status.busy": "2026-06-19T07:42:04.256121Z",
     "iopub.status.idle": "2026-06-19T07:42:02.220804Z",
     "shell.execute_reply": "2026-06-19T07:42:02.219859Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FC matrix: (8, 8)\n",
      "mean off-diagonal FC: 0.677\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sig = u.get_magnitude(signal)\n",
    "fc = braintools.metric.functional_connectivity(sig)\n",
    "print(\"FC matrix:\", fc.shape)\n",
    "\n",
    "iu = np.triu_indices(N, 1)\n",
    "print(\"mean off-diagonal FC:\", round(float(fc[iu].mean()), 3))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 4))\n",
    "brainmass.viz.plot_functional_connectivity(sig, labels=labels, ax=ax)\n",
    "ax.set_title('Functional connectivity')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66364c57bcb6",
   "metadata": {},
   "source": [
    "### Compare simulated FC to a target\n",
    "\n",
    "The point of FC is usually comparison to empirical data. The bundled\n",
    "`example_signal` ships a precomputed FC; score the match with an objective from\n",
    "`brainmass.objectives` (which wraps `matrix_correlation`).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fa1c98118013",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:02.223527Z",
     "iopub.status.busy": "2026-06-19T07:42:02.223206Z",
     "iopub.status.idle": "2026-06-19T07:42:03.178978Z",
     "shell.execute_reply": "2026-06-19T07:42:03.177890Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FC correlation (sim vs empirical): 0.573\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "emp = brainmass.datasets.load_dataset('example_signal')\n",
    "emp_fc = emp.fc                        # (8, 8) empirical FC\n",
    "score = objectives.fc_corr()(sig, emp.signal)\n",
    "print(\"FC correlation (sim vs empirical):\", round(float(score), 3))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(9, 4))\n",
    "brainmass.viz.plot_connectivity(fc, ax=axes[0]); axes[0].set_title('simulated FC')\n",
    "brainmass.viz.plot_connectivity(emp_fc, ax=axes[1]); axes[1].set_title('empirical FC')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af5a1898c62e",
   "metadata": {},
   "source": [
    "## FC dynamics (FCD)\n",
    "\n",
    "FC computed over the whole run hides *non-stationarity*. **FCD** slides a window\n",
    "along the signal, computes an FC per window, and correlates every pair of\n",
    "windowed FCs — so the FCD matrix shows how connectivity itself drifts over time.\n",
    "This surfaces `braintools.metric.functional_connectivity_dynamics` (the same\n",
    "metric `brainmass.objectives.fcd` is built on).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "830bf56bd3e9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:03.181541Z",
     "iopub.status.busy": "2026-06-19T07:42:03.181322Z",
     "iopub.status.idle": "2026-06-19T07:42:04.552783Z",
     "shell.execute_reply": "2026-06-19T07:42:04.551834Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FCD matrix: (176, 176) (n_windows, n_windows)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcd = braintools.metric.functional_connectivity_dynamics(\n",
    "    sig, window_size=100, step_size=20,   # samples (1 ms each here)\n",
    ")\n",
    "print(\"FCD matrix:\", fcd.shape, \"(n_windows, n_windows)\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 4))\n",
    "brainmass.viz.plot_connectivity(fcd, ax=ax, cmap='plasma')\n",
    "ax.set_title('FC dynamics (window-to-window FC correlation)')\n",
    "ax.set_xlabel('window'); ax.set_ylabel('window')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c870ce7f83aa",
   "metadata": {},
   "source": [
    "The **distribution** of FCD off-diagonal values is the standard FCD fitting\n",
    "target (a few stable states give a different distribution than a smoothly\n",
    "drifting one). `brainmass.objectives.fcd_distribution` returns it as a smooth\n",
    "density.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2072883f3288",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:04.554678Z",
     "iopub.status.busy": "2026-06-19T07:42:04.554423Z",
     "iopub.status.idle": "2026-06-19T07:42:06.274734Z",
     "shell.execute_reply": "2026-06-19T07:42:06.273840Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "density = objectives.fcd_distribution(jnp.asarray(fcd))\n",
    "midpoints = np.linspace(-0.99, 0.99, len(density))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 3))\n",
    "ax.plot(midpoints, np.asarray(density))\n",
    "ax.set_xlabel('FCD off-diagonal value')\n",
    "ax.set_ylabel('density')\n",
    "ax.set_title('FCD value distribution')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2def6308fd72",
   "metadata": {},
   "source": [
    "## Power spectra\n",
    "\n",
    "The frequency content tells you which rhythms the model produces.\n",
    "`brainmass.viz.plot_power_spectrum` surfaces\n",
    "`braintools.metric.power_spectral_density` for a single region; the `dt` you pass\n",
    "sets the frequency units (a `Quantity` is converted to ms).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "58edfb263e13",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:06.276829Z",
     "iopub.status.busy": "2026-06-19T07:42:06.276592Z",
     "iopub.status.idle": "2026-06-19T07:42:07.685756Z",
     "shell.execute_reply": "2026-06-19T07:42:07.684865Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 3))\n",
    "for r in range(3):\n",
    "    brainmass.viz.plot_power_spectrum(sig[:, r], dt=res['ts'][1] - res['ts'][0],\n",
    "                                      ax=ax, label=labels[r])\n",
    "ax.set_title('Power spectra (first 3 regions)')\n",
    "ax.legend(fontsize=8)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e28e56fddbeb",
   "metadata": {},
   "source": [
    "For an aggregate view, average the per-region PSDs to get the network's mean\n",
    "spectrum and read off the dominant frequency.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "05824f39a682",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T07:42:07.689234Z",
     "iopub.status.busy": "2026-06-19T07:42:07.688881Z",
     "iopub.status.idle": "2026-06-19T07:42:07.711207Z",
     "shell.execute_reply": "2026-06-19T07:42:07.710467Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dominant network frequency: 11.7 Hz\n"
     ]
    }
   ],
   "source": [
    "dt_ms = float((res['ts'][1] - res['ts'][0]).to(u.ms).mantissa)\n",
    "freqs, psd0 = braintools.metric.power_spectral_density(sig[:, 0], dt_ms)\n",
    "psds = np.stack([\n",
    "    braintools.metric.power_spectral_density(sig[:, r], dt_ms)[1]\n",
    "    for r in range(N)\n",
    "])\n",
    "mean_psd = psds.mean(axis=0)\n",
    "peak_hz = float(np.asarray(freqs)[np.argmax(mean_psd)]) * 1e3   # cycles/ms -> Hz\n",
    "print(\"dominant network frequency:\", round(peak_hz, 1), \"Hz\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f447be0d5773",
   "metadata": {},
   "source": [
    "## Recap\n",
    "\n",
    "| Summary | Metric (braintools) | Plotter (brainmass.viz) |\n",
    "| --- | --- | --- |\n",
    "| Time series | — | `plot_timeseries` |\n",
    "| FC | `functional_connectivity` | `plot_functional_connectivity` |\n",
    "| FCD | `functional_connectivity_dynamics` | `plot_connectivity` |\n",
    "| Spectrum | `power_spectral_density` | `plot_power_spectrum` |\n",
    "\n",
    "These are exactly the quantities the `brainmass.objectives` builders score\n",
    "against, so the analysis you run here is the loss you would fit in\n",
    "{doc}`/tutorials/06_fitting_with_gradients`.\n",
    "\n",
    "## Next steps\n",
    "\n",
    "- {doc}`/howto/custom_objective` — fit a model to these summaries.\n",
    "- {doc}`/howto/parameter_sweeps` — sweep parameters and watch FC change.\n",
    "- {doc}`/tutorials/05_forward_models` — map activity to BOLD / EEG / MEG first.\n",
    "- {doc}`/reference/viz` — the full visualization API.\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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