Skip to main content
  • Home
  • Development
  • Documentation
  • Donate
  • Operational login
  • Browse the archive

swh logo
SoftwareHeritage
Software
Heritage
Archive
Features
  • Search

  • Downloads

  • Save code now

  • Add forge now

  • Help

Revision 4dd1adddad54627601f7567354fa7f0af020fc7d authored by Guillaume Viejo on 05 July 2023, 20:05:21 UTC, committed by GitHub on 05 July 2023, 20:05:21 UTC
Merge pull request #22 from slcalgin/main
update link to pynapple documentation
2 parent s 9aabc51 + 55ff6f7
  • Files
  • Changes
  • 5cac87a
  • /
  • pynacollada
  • /
  • neural_manifold
  • /
  • Tutorial_manifold_ring.ipynb
Raw File Download

To reference or cite the objects present in the Software Heritage archive, permalinks based on SoftWare Hash IDentifiers (SWHIDs) must be used.
Select below a type of object currently browsed in order to display its associated SWHID and permalink.

  • revision
  • directory
  • content
revision badge
swh:1:rev:4dd1adddad54627601f7567354fa7f0af020fc7d
directory badge
swh:1:dir:a64ff1bf3c2a1685fb5e5c0db337084ab7cc2ed8
content badge
swh:1:cnt:a14de5da90256985b50f28c438dc0dd03985fcfc

This interface enables to generate software citations, provided that the root directory of browsed objects contains a citation.cff or codemeta.json file.
Select below a type of object currently browsed in order to generate citations for them.

  • revision
  • directory
  • content
Generate software citation in BibTex format (requires biblatex-software package)
Generating citation ...
Generate software citation in BibTex format (requires biblatex-software package)
Generating citation ...
Generate software citation in BibTex format (requires biblatex-software package)
Generating citation ...
Tutorial_manifold_ring.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3543d195",
   "metadata": {},
   "source": [
    "# Ring Manifold using head-direction neurons\n",
    "\n",
    "This tutorial shows how to make a ring manifold in 2 dimensiosn.\n",
    "\n",
    "See the [documentation](https://peyrachelab.github.io/pynapple/) of pynapple to see how to install the package. \n",
    "\n",
    "The example data can be found [here](https://www.dropbox.com/s/1kc0ulz7yudd9ru/A2929-200711.tar.gz?dl=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8f18ae0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pynapple as nap\n",
    "from matplotlib.pyplot import *\n",
    "import pynacollada as pyna\n",
    "from sklearn.manifold import Isomap\n",
    "from matplotlib.colors import hsv_to_rgb\n",
    "import seaborn as sns\n",
    "sns.set_theme(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12cd761a",
   "metadata": {},
   "source": [
    "Let's load the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "06653ed8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_directory = '/home/guillaume/pynapple/data/A2929-200711'\n",
    "\n",
    "data = nap.load_session(data_directory, 'neurosuite')\n",
    "\n",
    "spikes = data.spikes.getby_category('location')['adn']\n",
    "angle = data.position['ry']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49abf033",
   "metadata": {},
   "source": [
    "First step is to bin the data. We can use the function count from pynapple."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a19301a",
   "metadata": {},
   "outputs": [],
   "source": [
    "bin_size = 0.2 #seconds\n",
    "count = spikes.count(bin_size, angle.time_support)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34aaec4d",
   "metadata": {},
   "source": [
    "It's usually better to square root the rate and smooth it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5dc4423d",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = count.as_dataframe()\n",
    "rate = np.sqrt(count/bin_size)\n",
    "rate = rate.rolling(window=50,win_type='gaussian',center=True,min_periods=1, axis = 0).mean(std=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a010977b",
   "metadata": {},
   "source": [
    "Second step is to call the Isomap function from scikit-learn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "26667f1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "projection = Isomap(n_components = 2, n_neighbors = 50).fit_transform(rate.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87768104",
   "metadata": {},
   "source": [
    "To color the ring, we need to bin the angle and convert the angle into the HSV format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ce08c47",
   "metadata": {},
   "outputs": [],
   "source": [
    "ep = angle.time_support\n",
    "bins = np.arange(ep.as_units('s').start.iloc[0], ep.as_units('s').end.iloc[-1]+bin_size, bin_size)\n",
    "tmp = angle.as_units('s').groupby(np.digitize(angle.as_units('s').index.values, bins)-1).mean()\n",
    "\n",
    "H = tmp.values/(2*np.pi)\n",
    "HSV = np.vstack((H, np.ones_like(H), np.ones_like(H))).T\n",
    "RGB = hsv_to_rgb(HSV)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2854b4e4",
   "metadata": {},
   "source": [
    "Let's plot the ring."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "81786001",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize = (8,8))\n",
    "scatter(projection[:,0], projection[:,1], c = RGB)\n",
    "xticks([])\n",
    "yticks([])\n",
    "show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
The diff you're trying to view is too large. Only the first 1000 changed files have been loaded.
Showing with 0 additions and 0 deletions (0 / 0 diffs computed)
swh spinner

Computing file changes ...

back to top

Software Heritage — Copyright (C) 2015–2026, The Software Heritage developers. License: GNU AGPLv3+.
The source code of Software Heritage itself is available on our development forge.
The source code files archived by Software Heritage are available under their own copyright and licenses.
Terms of use: Archive access, API— Content policy— Contact— JavaScript license information— Web API