{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of Spike Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "神経細胞はスパイクと呼ばれる活動電位によって互いに情報を交換する．神経細胞集団の電気活動を分析する上で中心となるのはスパイク時刻の情報である．多電極アレイでは，各電極についてスパイク時刻の列 (spike train) が取得される．\n",
    "\n",
    "解析の手始めに，可視化によってなるべく生の現象に近い状態でデータを観察する．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.size'] = 20\n",
    "plt.rcParams['figure.dpi'] = 140"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "datadir = '../datasets/01/'\n",
    "df_map = pd.read_csv(datadir + 'mapping.csv', index_col=0)\n",
    "df_sp = pd.read_csv(datadir + 'spikes.csv', index_col=0)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`df_map`は各電極の情報（x, y座標）を格納し，`df_sp`は各スパイクの情報（検知された電極，検知された時刻）を格納する．  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>channel</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>875.0</td>\n",
       "      <td>1505.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>3132.5</td>\n",
       "      <td>1242.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>647.5</td>\n",
       "      <td>1417.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2870.0</td>\n",
       "      <td>1032.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>700.0</td>\n",
       "      <td>682.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   channel       x       y\n",
       "0        0   875.0  1505.0\n",
       "1        1  3132.5  1242.5\n",
       "2        2   647.5  1417.5\n",
       "3        3  2870.0  1032.5\n",
       "4        4   700.0   682.5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>channel</th>\n",
       "      <th>amplitude</th>\n",
       "      <th>spiketime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>342</td>\n",
       "      <td>18.561750</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>382</td>\n",
       "      <td>22.953043</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>708</td>\n",
       "      <td>36.348030</td>\n",
       "      <td>0.09220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>824</td>\n",
       "      <td>42.317764</td>\n",
       "      <td>0.09220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>852</td>\n",
       "      <td>46.456272</td>\n",
       "      <td>0.09225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   channel  amplitude  spiketime\n",
       "0      342  18.561750    0.00000\n",
       "1      382  22.953043    0.00005\n",
       "2      708  36.348030    0.09220\n",
       "3      824  42.317764    0.09220\n",
       "4      852  46.456272    0.09225"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_map.head())\n",
    "display(df_sp.head())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Raster Plot"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "スパイク時系列 (spike train) は, スパイク時刻と発生電極を両軸に取ったグラフ（ラスタープロットと呼ばれる）により可視化できる.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 4))\n",
    "\n",
    "# rasterplot\n",
    "df_sp.query('10 < spiketime < 20').plot.scatter(ax=ax1, x='spiketime', y='channel', c='k', s=5)\n",
    "ax1.set_title('Rasterplot')\n",
    "\n",
    "# visualize electrode mapping\n",
    "df_map.plot.scatter(ax=ax2, x='x', y='y', marker='s', c='k')\n",
    "ax2.set_title('Electrode Mapping')\n",
    "ax2.set_aspect('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 4))\n",
    "df_sp.query('13.8 < spiketime < 14.0').plot.scatter(ax=ax, x='spiketime', y='channel', c='k', s=5)\n",
    "\n",
    "plt.locator_params(axis='x', nbins=4)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Global Firing Rate"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "電極全体での発火頻度（global firing rate）の時間的な推移を，ラスタープロットに重ねて表示したいので，発火時刻についてヒストグラムをとる．"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{tip}\n",
    "発火頻度のヒストグラムは，ガウシアンフィルタ等によって平滑化すると，細かな変動による影響を緩和できて扱いやすくなる．のちに刺激に対する応答をみる際や，同期バースト検知の際にも有効である．\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.ndimage import gaussian_filter\n",
    "\n",
    "def rasterplot(ax: plt.Axes, df: pd.DataFrame, start: float, end: float, x: str='spiketime', y: str='channel', **kwargs):\n",
    "    df_ = df.query(f'{start} < {x} < {end}')\n",
    "    return ax.scatter(x=df_[x], y=df_[y], **kwargs)\n",
    "\n",
    "def spikehist(ax: plt.Axes, df: pd.DataFrame, start: float, end: float, bin_width: float, x: str='spiketime', y: str='channel', smooth=True, **kwargs):\n",
    "    df_ = df.query(f'{start} < {x} < {end}')\n",
    "    hist, edges = np.histogram(df_[x], range=(start, end), bins=int((end-start)/bin_width))\n",
    "    if smooth: hist = gaussian_filter(hist, sigma=[2])  # smoothing with gaussian filter\n",
    "    return ax .plot(edges[1:], hist, **kwargs)\n",
    "\n",
    "def rastergram(ax1: plt.Axes, ax2: plt.Axes, df: pd.DataFrame, start: float, end: float, \n",
    "               bin_width: float=0.01, x: str='spiketime', y: str='channel', smooth: bool=True):\n",
    "    p1 = spikehist(ax1, df, start, end, bin_width, x, y, smooth, linewidth=2.0, c='k')\n",
    "    p2 = rasterplot(ax2, df, start, end, x, y, c='k', s=5)\n",
    "    return p1, p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, figsize=(16, 4), gridspec_kw={'height_ratios': [1, 3]})\n",
    "start, end = 12.0, 14.5\n",
    "rastergram(ax1=ax1, ax2=ax2, df=df_sp, start=start, end=end, bin_width=0.001)\n",
    "\n",
    "# optional: touch up the figure layout\n",
    "ax1.set_xlim(start, end)\n",
    "ax1.set_xticks([])\n",
    "ax1.set_ylabel('spikes')\n",
    "ax1.spines['right'].set_visible(False)\n",
    "ax1.spines['top'].set_visible(False)\n",
    "ax1.spines['bottom'].set_visible(False)\n",
    "ax1.spines['left'].set_linewidth(2)\n",
    "ax1.tick_params(width=2.0, length=5.0, direction='in')\n",
    "\n",
    "ax2.spines['right'].set_visible(False)\n",
    "ax2.spines['top'].set_visible(False)\n",
    "ax2.spines['left'].set_linewidth(2)\n",
    "ax2.spines['bottom'].set_linewidth(2)\n",
    "\n",
    "ax2.set_xlim(start, end)\n",
    "ax2.set_xlabel('time [s]')\n",
    "\n",
    "for i, tick in enumerate(ax2.xaxis.get_ticklabels()):\n",
    "    if i % 2 != 0:\n",
    "        tick.set_visible(False) \n",
    "\n",
    "ax2.set_ylim(0, 1024)\n",
    "ax2.set_ylabel('channel #')\n",
    "ax2.set_yticks([0, 250, 500, 750, 1000])\n",
    "for i, tick in enumerate(ax2.yaxis.get_ticklabels()):\n",
    "    if i % 2 != 0:\n",
    "        tick.set_visible(False) \n",
    "\n",
    "ax2.set_facecolor('whitesmoke')\n",
    "ax2.tick_params(width=2.0, length=5.0, direction='in')\n",
    "\n",
    "plt.subplots_adjust(hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Electrode Mapping"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "次に，MEA上の各電極について神経活動に関する統計量（発火率，平均振幅）を取得し，ヒートマップにより可視化する．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def channel_stats(df_sp: pd.DataFrame, df_map: pd.DataFrame):\n",
    "    duration = df_sp.spiketime.max() - df_sp.spiketime.min()\n",
    "    groups = df_sp[['channel', 'amplitude']].groupby('channel')\n",
    "    \n",
    "    df_fr = pd.DataFrame(groups.size() / duration, columns=['firing_rate'])  # firing rate for each channel\n",
    "    df_amp = groups.mean()  # mean spike amplitude for each channel\n",
    "    \n",
    "    df_stat = pd.concat([df_map.set_index('channel'), df_fr, df_amp], axis=1, join='inner')\n",
    "    return df_stat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>firing_rate</th>\n",
       "      <th>amplitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>channel</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>875.0</td>\n",
       "      <td>1505.0</td>\n",
       "      <td>2.303333</td>\n",
       "      <td>68.872199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3132.5</td>\n",
       "      <td>1242.5</td>\n",
       "      <td>0.976667</td>\n",
       "      <td>153.558120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>647.5</td>\n",
       "      <td>1417.5</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>332.676633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2870.0</td>\n",
       "      <td>1032.5</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>37.887843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>700.0</td>\n",
       "      <td>682.5</td>\n",
       "      <td>1.723333</td>\n",
       "      <td>299.170993</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              x       y  firing_rate   amplitude\n",
       "channel                                         \n",
       "0         875.0  1505.0     2.303333   68.872199\n",
       "1        3132.5  1242.5     0.976667  153.558120\n",
       "2         647.5  1417.5     2.800000  332.676633\n",
       "3        2870.0  1032.5     0.450000   37.887843\n",
       "4         700.0   682.5     1.723333  299.170993"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_stat = channel_stats(df_sp, df_map)\n",
    "display(df_stat.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 4))\n",
    "\n",
    "# mean amplitude\n",
    "df_stat.plot.scatter(ax=ax1, x='x', y='y', marker='s', s=1, c='amplitude', cmap='viridis', vmin=0.0, vmax=600.0)\n",
    "ax1.set_aspect('equal')\n",
    "ax1.set_facecolor('k')\n",
    "ax1.grid()\n",
    "\n",
    "# mean firing rate\n",
    "df_stat.plot.scatter(ax=ax2, x='x', y='y', marker='s', s=1, c='firing_rate', cmap='magma', vmin=0.0, vmax=5.0)\n",
    "ax2.set_aspect('equal')\n",
    "ax2.set_facecolor('k')\n",
    "ax2.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上では見づらいので，一部を拡大してみよう．ついでにchannel idもアノテーションしておく．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1120x840 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "df_ = df_stat.query('500 < x < 800 and 1800 < y < 2000')\n",
    "df_.plot.scatter(ax=ax, x='x', y='y', marker='s', s=600, c='amplitude', cmap='viridis', vmin=0.0, vmax=600.0)\n",
    "\n",
    "for index, row in df_.iterrows():\n",
    "    ax.annotate(text=str(index), xy=(row.x, row.y), fontsize=12, color='w', ha='center', va='center')\n",
    "    \n",
    "ax.set_aspect('equal')\n",
    "ax.set_facecolor('k')    \n",
    "\n",
    "plt.locator_params(axis='y', nbins=4)\n",
    "plt.show() "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Propagation"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib animationを用いて，spikeが電極上で伝播していく様子を可視化するコードの例を示す．  \n",
    "\n",
    "```{note}\n",
    "基本的な描画は通常のグラフと同じであるが，それらを一定のfpsでフレームとして結合することにより，アニメーションを作る．\n",
    "```\n",
    "\n",
    "```{tip}\n",
    "以下のコードでは，特定の区間において，窓（幅20ms）を1msずつスライドしながら，相対的な発火時刻（spiketime）に基づいてカラー散布図を描画する．spikeのプロットが一定時間残るため，伝播の方向を視認しやすい．\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "# animation\n",
    "from matplotlib.animation import ArtistAnimation\n",
    "from IPython import display "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of frames: 100\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgb6483ab2a59a432abd458cb9e18d9515\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderb6483ab2a59a432abd458cb9e18d9515\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animb6483ab2a59a432abd458cb9e18d9515.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"animb6483ab2a59a432abd458cb9e18d9515.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_selectb6483ab2a59a432abd458cb9e18d9515\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_b6483ab2a59a432abd458cb9e18d9515\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_b6483ab2a59a432abd458cb9e18d9515\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_b6483ab2a59a432abd458cb9e18d9515\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_b6483ab2a59a432abd458cb9e18d9515\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_b6483ab2a59a432abd458cb9e18d9515\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_b6483ab2a59a432abd458cb9e18d9515\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgb6483ab2a59a432abd458cb9e18d9515\";\n",
       "    var slider_id = \"_anim_sliderb6483ab2a59a432abd458cb9e18d9515\";\n",
       "    var loop_select_id = \"_anim_loop_selectb6483ab2a59a432abd458cb9e18d9515\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABGAAAAK8CAYAAACgIsnHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "MAAAAACJCTAAAAAAif1/gYrpVunHUooAAAAASUVORK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animb6483ab2a59a432abd458cb9e18d9515 = new Animation(frames, img_id, slider_id, 65.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start, end = 13.880, 14.000\n",
    "df_ = df_sp.query('@start <= spiketime <= @end')\n",
    "\n",
    "# slides settings\n",
    "frames = []\n",
    "bin_width = 0.020\n",
    "slide_width = 0.001\n",
    "n_slides = int(((end - start) - bin_width) / slide_width) + 1\n",
    "print(f'number of frames: {n_slides}')\n",
    "\n",
    "# plot initialization\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "s = 10\n",
    "ax.set_facecolor('black')\n",
    "ax.set_xlim(0.0, 17.5*220)\n",
    "ax.set_ylim(0.0, 17.5*120)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.set_aspect('equal')\n",
    "\n",
    "# animated parts\n",
    "for i in range(n_slides):\n",
    "    # extract only spikes within each sliding window\n",
    "    start_ = start + i * slide_width\n",
    "    end_ = start_ + bin_width\n",
    "    df = pd.merge(df_.query('@start_ <= spiketime <= @end_'), df_map, on='channel')\n",
    "\n",
    "    # scatter plot based on relative spiketime\n",
    "    vmin, vmax = start_, end_\n",
    "    sc = ax.scatter(x=df.x, y=df.y, vmin=vmin, vmax=vmax, marker='s', c=df.spiketime, cmap=plt.get_cmap('viridis'), s=s, edgecolor='k')\n",
    "    title = ax.text(0.5, 1.01, 'time: {:.3f} [s]'.format(vmax), ha='center', va='bottom', transform=ax.transAxes, fontsize=25)\n",
    "    frames.append([sc, title])\n",
    "\n",
    "# drawing\n",
    "fps = 15\n",
    "ani = ArtistAnimation(fig, frames, interval=int(1000/fps))\n",
    "html = display.HTML(ani.to_jshtml())\n",
    "display.display(html)\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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