{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 2: Handling Neural Data\n", "\n", "Welcome to the second tutorial! In Tutorial 1, we learned the basics of `nmi.run`. Now, we'll tackle the most critical step in any analysis: **data processing**.\n", "\n", "Real-world neural data is complex. It evolves over time and comes in different formats. `NeuralMI` is designed to handle this complexity, but to use it effectively, we need to understand how it *sees* our data.\n", "\n", "This tutorial is a **visual guide**. For each data type, we will show you what the data looks like **before**, **during**, and **after** processing. The goal is to build a strong intuition for how the library transforms raw recordings into a format that neural networks can understand.\n", "\n", "### A Note on Data Splitting\n", "\n", "Notice that the data we are generating here (spike trains and time-series) has a clear **temporal order**. Unlike the IID data in the first tutorial, the samples are not independent.\n", "\n", "For this reason, we will **not** set `split_mode='random'`. We will rely on the library's default behavior (`split_mode='blocked'`), which correctly creates a validation set that is temporally separate from the training set. This is crucial for getting a reliable MI estimate on time-series data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "import neural_mi as nmi\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_context(\"talk\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Continuous Data (LFP, EEG, Calcium Imaging)\n", "\n", "Continuous signals are the bedrock of many neuroscience experiments. The core challenge is that relationships between them often involve time delays. To find these relationships, we can't just look at individual time points; we need to analyze **chunks of time**, or **windows**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Before: The Raw Signal\n", "Let's start with a simple sine wave. This is our raw data, represented as a 2D array of shape `(n_channels, n_timepoints)`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Raw data shape: (1, 100)\n" ] } ], "source": [ "raw_continuous_data = np.sin(np.linspace(0, 10, 100)).reshape(1, 100)\n", "\n", "plt.figure(figsize=(12, 3))\n", "plt.plot(raw_continuous_data.T, marker='.')\n", "plt.title(\"Before: Raw Continuous Signal\")\n", "plt.xlabel(\"Timepoint\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.grid(True, linestyle=':')\n", "plt.show()\n", "\n", "print(f\"Raw data shape: {raw_continuous_data.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### During: The Sliding Window\n", "Now, we apply the `ContinuousProcessor`. We'll use a `window_size` of 10. The processor slides this window along the signal, creating a new, smaller data segment at each step. The plot below shows the exact data (highlighted in red) that is extracted to create the 5th sample." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "window_size = 10\n", "sample_idx_to_show = 5\n", "start = sample_idx_to_show\n", "end = start + window_size\n", "\n", "plt.figure(figsize=(12, 3))\n", "plt.plot(raw_continuous_data.T, color='gray', marker='.')\n", "plt.plot(np.arange(start, end), raw_continuous_data.T[start:end], color='red', marker='o')\n", "plt.axvspan(start, end - 1, color='red', alpha=0.2, label=f'Data for Sample #{sample_idx_to_show}')\n", "plt.title(\"During: The Sliding Window in Action\")\n", "plt.xlabel(\"Timepoint\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.legend()\n", "plt.grid(True, linestyle=':')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After: The Processed Tensor\n", "The final output is a 3D tensor of shape `(n_samples, n_channels, window_size)`. Each of the 91 samples is a snapshot of the signal, 10 timepoints long. The plot below shows the contents of `Sample #5`—it's a perfect match for the highlighted region above!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processed data shape: torch.Size([91, 1, 10])\n" ] } ], "source": [ "processor = nmi.data.ContinuousProcessor(window_size=window_size, step_size=1)\n", "processed_data = processor.process(raw_continuous_data)\n", "\n", "plt.figure(figsize=(12, 3))\n", "plt.plot(processed_data[sample_idx_to_show, 0, :].numpy(), 'o-', color='red')\n", "plt.title(f\"After: Contents of Processed Sample #{sample_idx_to_show}\")\n", "plt.xlabel(\"Timepoint within Window\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.grid(True, linestyle=':')\n", "plt.show()\n", "\n", "print(f\"Processed data shape: {processed_data.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Spike Data (Neuronal Firing)\n", "\n", "Spike data is fundamentally different. It's a list of discrete event times. The `SpikeProcessor`'s job is to convert this irregular format into a regular 3D tensor our models can use." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Before: The Raw Spike Raster\n", "We start with a list of arrays, where each array holds the spike times for one neuron. The best way to visualize this is a raster plot." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spike_data, _ = nmi.datasets.generate_correlated_spike_trains(\n", " n_neurons=5, \n", " duration=2.0, # Use a shorter duration for visualization\n", " firing_rate=15\n", ")\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.eventplot(spike_data, color='black')\n", "plt.title(\"Before: Raw Spike Data (Raster Plot)\")\n", "plt.xlabel(\"Time (s)\")\n", "plt.ylabel(\"Neuron ID\")\n", "plt.grid(True, linestyle=':')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### During: Windowing the Spikes\n", "The `SpikeProcessor` also uses a sliding window. It moves across time and collects any spike times that fall within it. Let's highlight the window for `Sample #50`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "window_size_s = 0.1 # 100 ms\n", "step_size_s = 0.01 # 10 ms\n", "sample_idx_to_show = 50\n", "\n", "start_time = sample_idx_to_show * step_size_s\n", "end_time = start_time + window_size_s\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.eventplot(spike_data, color='black')\n", "plt.axvspan(start_time, end_time, color='red', alpha=0.2, label=f'Data for Sample #{sample_idx_to_show}')\n", "plt.title(\"During: Windowing the Spike Raster\")\n", "plt.xlabel(\"Time (s)\")\n", "plt.ylabel(\"Neuron ID\")\n", "plt.xlim(start_time - window_size_s*2, end_time + window_size_s*2)\n", "plt.legend()\n", "plt.grid(True, linestyle=':')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After: The Padded Tensor of Relative Times\n", "This is the most important step to understand. The final tensor does **not** contain the absolute spike times. It contains:\n", "1. **Relative Times**: Spike times are measured relative to the start of the window.\n", "2. **Padding**: Because each window can have a different number of spikes, the results are padded with zeros up to a fixed length (`max_spikes_per_window`).\n", "\n", "Let's process the data and visualize the exact contents of `Sample #50`. The text output clearly shows the relative spike times for each neuron and the zero-padding." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After: Contents of Processed Sample #50\n", "---------------------------------------------------\n", "Window Time: [0.50s, 0.60s]\n", "Processed Tensor Shape: torch.Size([189, 5, 7])\n", "\n", "Contents (Spike times relative to window start):\n", " Neuron 0: [0.019 0.069 0. 0. 0. 0. 0. ]\n", " Neuron 1: [0. 0. 0. 0. 0. 0. 0.]\n", " Neuron 2: [0. 0. 0. 0. 0. 0. 0.]\n", " Neuron 3: [0. 0. 0. 0. 0. 0. 0.]\n", " Neuron 4: [0.03 0.043 0.046 0.099 0. 0. 0. ]\n" ] } ], "source": [ "max_spikes = nmi.data.processors.find_max_spikes_per_window(spike_data, window_size_s)\n", "spike_processor = nmi.data.SpikeProcessor(\n", " window_size=window_size_s, step_size=step_size_s, max_spikes_per_window=max_spikes\n", ")\n", "processed_spike_data = spike_processor.process(spike_data)\n", "\n", "print(f\"After: Contents of Processed Sample #{sample_idx_to_show}\")\n", "print(\"---------------------------------------------------\")\n", "print(f\"Window Time: [{start_time:.2f}s, {end_time:.2f}s]\")\n", "print(f\"Processed Tensor Shape: {processed_spike_data.shape}\")\n", "print(\"\\nContents (Spike times relative to window start):\")\n", "for i in range(len(spike_data)):\n", " content = processed_spike_data[sample_idx_to_show, i, :].numpy()\n", " print(f\" Neuron {i}: {np.round(content, 3)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Categorical Data (Behavioral States, Stimuli)\n", "\n", "Categorical data represents discrete states (e.g., resting, running, stimulus on/off). The `CategoricalProcessor` handles this by first **one-hot encoding** the states and then applying a sliding window." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Before: The Raw State Sequence\n", "Let's generate a sequence of 3 categories (0, 1, 2) for one channel. We can visualize this with `imshow` to see the state transitions over time." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Raw data: [2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1]...\n" ] } ], "source": [ "raw_cat_data, _ = nmi.datasets.generate_correlated_categorical_series(\n", " n_samples=50, n_channels=1, n_categories=3, use_torch=False\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(12, 1.5))\n", "ax.imshow(raw_cat_data, aspect='auto', cmap='viridis', interpolation='nearest')\n", "ax.set_title(\"Before: Raw Categorical States\")\n", "ax.set_xlabel(\"Timepoint\")\n", "ax.set_ylabel(\"Channel\")\n", "ax.set_yticks([])\n", "plt.show()\n", "print(f\"Raw data: {raw_cat_data[0, :20]}...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### During & After: One-Hot Encoding and Windowing\n", "\n", "The processor takes a window of these integer states, converts each integer to a one-hot vector, and then flattens them into a single feature vector for that sample.\n", "\n", "Let's look at the first window. The raw states are `[2, 2, 2]`. Each `2` becomes `[0, 0, 1]`. Concatenated, this becomes `[0, 0, 1, 0, 0, 1, 0, 0, 1]`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raw states for first window: [2 2 2]\n", "Processed one-hot vector: [0. 0. 1. 0. 0. 1. 0. 0. 1.]\n", "\n", "Final processed shape: torch.Size([48, 1, 9])\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat_processor = nmi.data.CategoricalProcessor(window_size=3, step_size=1)\n", "processed_cat_data = cat_processor.process(raw_cat_data)\n", "\n", "first_window_raw = raw_cat_data[0, :3]\n", "first_window_processed = processed_cat_data[0, 0, :]\n", "\n", "print(f\"Raw states for first window: {first_window_raw}\")\n", "print(f\"Processed one-hot vector: {first_window_processed.numpy()}\")\n", "print(f\"\\nFinal processed shape: {processed_cat_data.shape}\")\n", "\n", "# Visualize the one-hot encoding\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 2), gridspec_kw={'width_ratios': [1, 3]})\n", "ax1.imshow(first_window_raw.reshape(1, -1), cmap='viridis', aspect='auto', vmin=0, vmax=2)\n", "ax1.set_title(\"During: Raw Window\")\n", "ax1.set_yticks([])\n", "\n", "ax2.imshow(first_window_processed.reshape(3, 3), cmap='gray_r', aspect='auto')\n", "ax2.set_title(\"After: One-Hot Encoded & Flattened Vector\")\n", "ax2.set_yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Advanced: Aligning Mixed Data Types\n", "\n", "What if you want to relate continuous LFP data to spike trains? `NeuralMI` handles this automatically. The internal `DataHandler` processes each data stream and then **aligns them by truncating to the minimum number of samples**. This ensures the final tensors are the same size." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Before: Unaligned Raw Data\n", "Let's create 10 seconds of LFP data (sampled at 100Hz -> 1000 pts) and 10 seconds of spike data. They cover the same duration but are in different formats." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_cont_raw = np.random.randn(2, 1000)\n", "y_spike_raw, _ = nmi.datasets.generate_correlated_spike_trains(n_neurons=5, duration=10.0)\n", "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 6), sharex=True)\n", "ax1.plot(np.linspace(0, 10, 1000), x_cont_raw.T)\n", "ax1.set_title(\"Before: Raw Continuous Data (X)\")\n", "ax1.set_ylabel(\"Amplitude\")\n", "ax1.grid(True, linestyle=':')\n", "\n", "ax2.eventplot(y_spike_raw, color='black')\n", "ax2.set_title(\"Before: Raw Spike Data (Y)\")\n", "ax2.set_xlabel(\"Time (s)\")\n", "ax2.set_ylabel(\"Neuron ID\")\n", "ax2.grid(True, linestyle=':')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Zoom in a little bit\n", "Here we're just changing the plotting range. However, the number of windows won't be the same." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 6), sharex=True)\n", "ax1.plot(np.linspace(0, 10, 1000), x_cont_raw.T)\n", "ax1.set_title(\"Before: Raw Continuous Data (X)\")\n", "ax1.set_ylabel(\"Amplitude\")\n", "ax1.grid(True, linestyle=':')\n", "\n", "ax2.eventplot(y_spike_raw, color='black')\n", "ax2.set_title(\"Before: Raw Spike Data (Y)\")\n", "ax2.set_xlabel(\"Time (s)\")\n", "ax2.set_ylabel(\"Neuron ID\")\n", "ax2.grid(True, linestyle=':')\n", "ax2.set_xlim(0,0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After: Aligned Processed Tensors\n", "\n", "Now we process them. Let's choose parameters that would theoretically produce a different number of samples:\n", "- **Continuous**: `(1000 total pts - 100 win) / 10 step + 1 = 91` samples.\n", "- **Spikes**: `(10s total - 0.5s win) / 0.05s step + 1 = 191` samples.\n", "\n", "The library will automatically detect this mismatch and truncate both to the smaller number, **91 samples**." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-10-20 00:03:21 - neural_mi - WARNING - Post-trimming mismatch: X has 91, Y has 188. Final truncation.\n", "--- Theoretical vs. Actual Sample Counts ---\n", "Continuous theoretical samples: 91\n", "Spike theoretical samples: 191\n", "The library will align to the smaller count.\n", "\n", "--- Final Processed Shapes ---\n", "X (Continuous) shape: torch.Size([91, 2, 100])\n", "Y (Spike) shape: torch.Size([91, 5, 848])\n", "\n", "The number of samples (dim 0) is now identical!\n" ] } ], "source": [ "handler = nmi.data.DataHandler(\n", " x_data=x_cont_raw, y_data=y_spike_raw,\n", " processor_type_x='continuous', processor_params_x={'window_size': 100, 'step_size': 10}, # -> 91 samples\n", " processor_type_y='spike', processor_params_y={'window_size': 0.5, 'step_size': 0.05} # -> 191 samples\n", ")\n", "\n", "x_processed, y_processed = handler.process()\n", "\n", "print(\"--- Theoretical vs. Actual Sample Counts ---\")\n", "print(\"Continuous theoretical samples: 91\")\n", "print(\"Spike theoretical samples: 191\")\n", "print(\"The library will align to the smaller count.\\n\")\n", "print(\"--- Final Processed Shapes ---\")\n", "print(f\"X (Continuous) shape: {x_processed.shape}\")\n", "print(f\"Y (Spike) shape: {y_processed.shape}\")\n", "print(\"\\nThe number of samples (dim 0) is now identical!\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the First Window..\n", "Here we can see almost the same plot (maybe we loose a spike at the boundaries) but the number of windows is now the same." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 6), sharex=True)\n", "ax1.plot(np.linspace(0, 0.5, 100), x_processed[0,:,:].T)\n", "ax1.set_title(\"After: 1st Window of Continuous Data (X)\")\n", "ax1.set_ylabel(\"Amplitude\")\n", "ax1.grid(True, linestyle=':')\n", "\n", "ax2.eventplot(y_processed[0,:,:], color='black')\n", "ax2.set_title(\"After: 1st Window of Spike Data (Y)\")\n", "ax2.set_xlabel(\"Time (s)\")\n", "ax2.set_ylabel(\"Neuron ID\")\n", "ax2.grid(True, linestyle=':')\n", "ax2.set_xlim(left=0.001)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Conclusion\n", "\n", "You now have a strong visual intuition for the crucial role of data processors in `NeuralMI`.\n", "\n", "- Data is converted into **3D Tensors** of `(n_samples, n_channels, n_features)`.\n", "- The key operation is the **sliding window**, which captures temporal context.\n", "- Each processor has its own logic: `Continuous` grabs signal values, `Spike` grabs relative times and pads, and `Categorical` one-hot encodes.\n", "- The library automatically **aligns mixed data types** by ensuring they have the same final number of samples.\n", "\n", "With this foundation, you are ready for the next tutorial, where we'll learn how to use `mode='sweep'` to find the optimal window size and other key parameters for your analysis." ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 4 }