From e09a6c781b166750ecc904d21a4bb74746f6b011 Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Tue, 3 Jan 2023 15:59:12 -0800
Subject: [PATCH 01/11] Moved visualize_unit_waveform here from other branch

---
 .../visualize_unit_waveform.ipynb             | 965 ++++++++++++++++++
 1 file changed, 965 insertions(+)
 create mode 100644 docs/visualization/visualize_unit_waveform.ipynb

diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_waveform.ipynb
new file mode 100644
index 00000000..97de0b8e
--- /dev/null
+++ b/docs/visualization/visualize_unit_waveform.ipynb
@@ -0,0 +1,965 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "740a0b46",
+   "metadata": {},
+   "source": [
+    "# Visualizing Neuronal Unit Spikes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab930914",
+   "metadata": {},
+   "source": [
+    "Some of this content is adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_session.html)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2f6bb025",
+   "metadata": {},
+   "source": [
+    "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual units have been identified and are stored in the `Units` section of the NWB file. Here, you can examine the spiking behavior of these units and examine individual units and their associated waveforms."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c83be96",
+   "metadata": {},
+   "source": [
+    "### Environment Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "09650a3e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n",
+    "from dandi import dandiapi\n",
+    "from pynwb import NWBHDF5IO\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b64649c4",
+   "metadata": {},
+   "source": [
+    "### Downloading an NWB File\n",
+    "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "51455dce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dandiset_id = \"000021\"\n",
+    "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
+    "download_loc = \".\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "67b1090a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = dandi_filepath.split(\"/\")[-1]\n",
+    "filepath = f\"{download_loc}/{filename}\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "658f1d25",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n",
+    "file = my_dandiset.get_asset_by_path(dandi_filepath)\n",
+    "# this may take awhile, especially if the file to download is large\n",
+    "file.download(filepath)\n",
+    "\n",
+    "print(f\"Downloaded file to {filepath}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "53919d11",
+   "metadata": {},
+   "source": [
+    "### Extracting Unit Data\n",
+    "The `Units` section is formatted as a table. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More information on several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "50a4d0b6",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n",
+      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
+      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.2 because version 2.5.0 is already loaded.\n",
+      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n",
+    "nwb = io.read() \n",
+    "units = nwb.units.to_dataframe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "ce0e64b4",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
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+      ],
+      "text/plain": [
+       "           waveform_duration  cluster_id  peak_channel_id  cumulative_drift  \\\n",
+       "id                                                                            \n",
+       "950921187           0.604355           4        850249267            481.80   \n",
+       "950921172           0.521943           3        850249267            681.53   \n",
+       "950921152           0.467002           2        850249267           1070.71   \n",
+       "950921135           0.467002           1        850249267            253.42   \n",
+       "950921111           0.439531           0        850249267            141.82   \n",
+       "...                      ...         ...              ...               ...   \n",
+       "950958827           0.686767         327        850256505            425.47   \n",
+       "950958817           0.535678         326        850256505            391.97   \n",
+       "950958015           0.576884         236        850256505            195.00   \n",
+       "950958038           0.137353         239        850256507            132.76   \n",
+       "950958064           0.604355         242        850256511            314.21   \n",
+       "\n",
+       "           amplitude_cutoff       snr  recovery_slope  isolation_distance  \\\n",
+       "id                                                                          \n",
+       "950921187          0.425574  2.209140       -0.118430           17.537571   \n",
+       "950921172          0.390098  1.959983       -0.109729           14.677643   \n",
+       "950921152          0.500000  2.522905       -0.109867           15.783665   \n",
+       "950921135          0.500000  2.803475       -0.150379           26.666930   \n",
+       "950921111          0.018056  4.647943       -0.328727           66.901065   \n",
+       "...                     ...       ...             ...                 ...   \n",
+       "950958827          0.013262  1.197137       -0.033924           47.100934   \n",
+       "950958817          0.029259  2.162418       -0.045889           44.871938   \n",
+       "950958015          0.003844  3.398071       -0.072890           43.340940   \n",
+       "950958038          0.001628  3.938438       -0.121152           84.593734   \n",
+       "950958064          0.084867  3.099177       -0.064093           49.170211   \n",
+       "\n",
+       "           nn_miss_rate  silhouette_score  ...  local_index spread  \\\n",
+       "id                                         ...                       \n",
+       "950921187      0.009496          0.036369  ...            4   50.0   \n",
+       "950921172      0.003857          0.103446  ...            3   40.0   \n",
+       "950921152      0.017776          0.027818  ...            2   50.0   \n",
+       "950921135      0.023742          0.076530  ...            1   40.0   \n",
+       "950921111      0.006595               NaN  ...            0   30.0   \n",
+       "...                 ...               ...  ...          ...    ...   \n",
+       "950958827      0.000569          0.003954  ...          323   70.0   \n",
+       "950958817      0.004134         -0.030602  ...          322   50.0   \n",
+       "950958015      0.001142         -0.127013  ...          232   40.0   \n",
+       "950958038      0.000101          0.250970  ...          235   40.0   \n",
+       "950958064      0.001985          0.153596  ...          238   60.0   \n",
+       "\n",
+       "           waveform_halfwidth   d_prime  presence_ratio  repolarization_slope  \\\n",
+       "id                                                                              \n",
+       "950921187            0.357119  2.962274            0.99              0.381716   \n",
+       "950921172            0.260972  2.067810            0.99              0.536663   \n",
+       "950921152            0.247236  2.220043            0.99              0.566559   \n",
+       "950921135            0.233501  2.339206            0.99              0.669090   \n",
+       "950921111            0.219765  4.395994            0.99              1.261416   \n",
+       "...                       ...       ...             ...                   ...   \n",
+       "950958827            0.219765  3.495039            0.99              0.166195   \n",
+       "950958817            0.164824  3.535095            0.96              0.374690   \n",
+       "950958015            0.137353  4.977663            0.92              0.634695   \n",
+       "950958038            0.082412  6.011525            0.71              0.613976   \n",
+       "950958064            0.151089  4.192806            0.99              0.426358   \n",
+       "\n",
+       "           nn_hit_rate                                        spike_times  \\\n",
+       "id                                                                          \n",
+       "950921187     0.473829  [1.0439430431793884, 1.543311060144649, 2.7287...   \n",
+       "950921172     0.445946  [10.406435026164546, 17.127986534673788, 18.48...   \n",
+       "950921152     0.284058  [1.2775103414155262, 2.3915133536963493, 3.701...   \n",
+       "950921135     0.590737  [9.473732504122962, 13.198542576065163, 18.302...   \n",
+       "950921111     0.952667  [1.1677100445138795, 1.1707767194728813, 1.349...   \n",
+       "...                ...                                                ...   \n",
+       "950958827     0.562500  [56.68879155534432, 56.71539151930708, 140.382...   \n",
+       "950958817     0.618474  [32.77642395146384, 53.25072954651286, 53.3577...   \n",
+       "950958015     0.767932  [171.13333650757914, 614.5358357924764, 895.59...   \n",
+       "950958038     0.995134  [2625.1812451333517, 2625.195478447402, 2625.2...   \n",
+       "950958064     0.947028  [8.229957206651436, 8.243390521785514, 9.81902...   \n",
+       "\n",
+       "                                            spike_amplitudes  \\\n",
+       "id                                                             \n",
+       "950921187  [0.0001908626967721937, 0.00016134635752077775...   \n",
+       "950921172  [0.00014485615850768024, 0.0001722424107984555...   \n",
+       "950921152  [0.00014859435856024575, 0.0001531048673600236...   \n",
+       "950921135  [0.00032386170367170055, 0.0004518112387675137...   \n",
+       "950921111  [0.00015644521007973124, 0.000214412247939483,...   \n",
+       "...                                                      ...   \n",
+       "950958827  [7.006826592238747e-05, 6.896932990521833e-05,...   \n",
+       "950958817  [7.075155819535531e-05, 7.864810630992507e-05,...   \n",
+       "950958015  [9.143536229559716e-05, 0.00010639289111014194...   \n",
+       "950958038  [9.332805407085107e-05, 0.00011217241356378219...   \n",
+       "950958064  [0.00021079520849161493, 0.0001983938878704022...   \n",
+       "\n",
+       "                                               waveform_mean  \n",
+       "id                                                            \n",
+       "950921187  [[0.0, 0.5961149999999966, 5.378099999999993, ...  \n",
+       "950921172  [[0.0, -1.341600000000002, -0.4586399999999933...  \n",
+       "950921152  [[0.0, -0.6427199999999993, -2.836079999999998...  \n",
+       "950921135  [[0.0, -3.2800950000000078, -6.087510000000009...  \n",
+       "950921111  [[0.0, -0.9291749999999945, -6.120270000000007...  \n",
+       "...                                                      ...  \n",
+       "950958827  [[0.0, 1.456064999999999, -2.1444149999999933,...  \n",
+       "950958817  [[0.0, 5.052254999999994, -0.3732300000000003,...  \n",
+       "950958015  [[0.0, 7.7005500000000175, 12.612210000000019,...  \n",
+       "950958038  [[0.0, -1.2247949999999905, 3.6318750000000044...  \n",
+       "950958064  [[0.0, -4.4120700000000035, -6.431880000000012...  \n",
+       "\n",
+       "[3232 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "units[:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "95d75e1d",
+   "metadata": {},
+   "source": [
+    "### Filtering Units\n",
+    "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "cf33f592",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(974, 29)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# selected_units = units[units.quality == 'good']\n",
+    "selected_units = units[units.firing_rate > 5]\n",
+    "# selected_units = units[units.cumulative_drift < 200]\n",
+    "selected_units.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2e2334f",
+   "metadata": {},
+   "source": [
+    "### Showing Spike Times\n",
+    "Here, a histogram plot of unit spikes over time is created. Set `stim_time` to be the time of the stimulus you're interested in viewing. `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "2a325d04",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stim_time = 800 # arbitrarily chosen here\n",
+    "interval_start = -0.1\n",
+    "interval_end = 5\n",
+    "\n",
+    "start_unit = 0\n",
+    "end_unit = 200"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "64a6e418",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n",
+    "if len(spike_times) == 0:\n",
+    "    raise Exception(\"There are no spiking units in this selection\")\n",
+    "len(spike_times)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "1747fe2f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(200, 199)"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# generate histograms with 200 bins for each unit\n",
+    "time_bin_edges = np.linspace(interval_start, interval_end, 200)\n",
+    "hists = []\n",
+    "for unit_spike_times in spike_times:\n",
+    "    hist, bins = np.histogram(unit_spike_times-stim_time, bins=time_bin_edges)\n",
+    "    hists.append(hist)\n",
+    "hists = np.array(hists)\n",
+    "\n",
+    "hists.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "e2d7563e",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'unit spikes over time')"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x1600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(16,16))\n",
+    "img = ax.imshow(hists)\n",
+    "cbar = plt.colorbar(img, shrink=0.5)\n",
+    "cbar.set_label('# spikes')\n",
+    "\n",
+    "ax.yaxis.set_major_locator(plt.NullLocator())\n",
+    "ax.set_ylabel(\"units\", fontsize=16)\n",
+    "\n",
+    "xtick_step=20\n",
+    "reltime = np.array(time_bin_edges)\n",
+    "ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n",
+    "ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n",
+    "\n",
+    "ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n",
+    "ax.set_title(\"unit spikes over time\", fontsize=20)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2ca9341",
+   "metadata": {},
+   "source": [
+    "### Unit Responses throughout Epochs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2765d6f2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "34a45648",
+   "metadata": {},
+   "source": [
+    "### Waveforms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "32fd8345",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unit_num = 950921135"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc66a18f",
+   "metadata": {},
+   "source": [
+    "#### Time-wise waveforms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "0099ae6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "384"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(units.waveform_mean[unit_num])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "c8dd3ee0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10,6))\n",
+    "colors = plt.cm.viridis(np.linspace(0, 1, len(units.waveform_mean[unit_num])))\n",
+    "ax.set_prop_cycle(color=colors)\n",
+    "ax.plot(np.transpose(units.waveform_mean[unit_num]))\n",
+    "\n",
+    "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n",
+    "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='channel #')\n",
+    "\n",
+    "ax.set_xlabel(\"time (s)\")\n",
+    "ax.set_ylabel(\"membrane potential (uV)\")\n",
+    "ax.set_title(\"unit waveforms over time\", fontsize=20)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "655d111e",
+   "metadata": {},
+   "source": [
+    "#### Channel-wise waveforms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "93e89bc5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10,6))\n",
+    "colors = plt.cm.viridis(np.linspace(0, 1, len(np.transpose(units.waveform_mean[unit_num])) ))\n",
+    "ax.set_prop_cycle(color=colors)\n",
+    "ax.plot(units.waveform_mean[unit_num])\n",
+    "\n",
+    "norm = mpl.colors.Normalize(vmin=0, vmax=len(colors))\n",
+    "cb = fig.colorbar(mpl.cm.ScalarMappable(norm=norm), ax=ax, label='time (s)')\n",
+    "\n",
+    "ax.set_xlabel(\"channel #\")\n",
+    "ax.set_ylabel(\"membrane potential (uV)\")\n",
+    "ax.set_title(\"unit waveforms by channel\", fontsize=20)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3bf4ee68",
+   "metadata": {},
+   "source": [
+    "#### Average waveform across channels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "7d88c6c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(82,)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "avg_waveform = np.average(units.waveform_mean[unit_num],axis=0)\n",
+    "avg_waveform.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "4ae54d56",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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nzpyRP+iXLFmCN954o952Df1FV1P37t0xcOBAREVFYe3atXIitH79epSXlwOo/4O8Zne3EAK9e/du8XW01Pbt2+UagS+++AKPPPJIve0au+6avU5ZWVnw8/NrsK3+1kV93NzccOnSJZSXl7frtdfsoWlssruioqJ2i8GQRo4cia+++kquE4qOjgZQVR+k77ELCAhAYGAgLly4gN27d8Pf3x95eXkA6q8Paov3kd7YsWPh5eWFjIwMrFmzRk6E9L1BCoUC99xzT5393Nzc5P+3srJq1/dQzd/VjIwMdO/evcG2NW+9NXZLi4i3xsigas7GOn369Abb1TcjbX30iU5sbCyOHz8O4OoHedeuXeutK1Cr1ejVqxcAyAWh7a0trlsfMwD5S7U1x9HXX0VFRckJY3uoWTxe87betc6ePdtuMRhSzURm586ddW6LXduuZhuFQoERI0bUOWZb/v4olUo50fnnn39w+fJluXcVAEaPHg1fX986+wUFBcHJyQlA+//+1EyyDh482GjbQ4cO1bsf0bWYCJFB1azNaawnYMWKFc063j333CN3d69ZswYpKSnYs2cPgMZHh9x2220Aqnqo9LfR2lNzrlun0+Hrr79u8BijRo2Se1m+//77BtsdO3as3pFCevprz8vLw6pVqxqN+3rUXCahsS9m/RevoVlbWwO4uv7V9fLx8ZFHFu3cubNOobRezURI36Z///5yslFTW7yParp29GXNeruGfn+USiUmTpwIoCqBOn36dLPO1RphYWFyXc93333XYM9iQUGBPHo0NDS0weVNiAAmQmRg+i8GAPL6XNf68ssv8dtvvzXreN7e3hgzZgyAqi/UtWvXNjjapaann34a9vb2AIAHH3ywzrpB1/rjjz/kHqfWaM51L168GEeOHGnwGJ06dZJHA61fv16eHqCmkpISPProo43GMmvWLPj7+wMAnn322VpDt+uzd+9euaeiJVxcXOTRdKtWrar3ds3evXvx8ccft/jY7UH/5dmWa0Ppk5y//voL8fHxteqD9GrWCekTofrqg4C2eR/VNGjQIPmYa9aswdq1awFUJYVTp05tcL/FixdDqVRCp9PhrrvuQkpKSoNttVqt/EdKS2k0Gvn2X2xsLF5//fU6bYQQmDt3rjw6bu7cuS0+D1kYQ0xeRKSn0+lE79695UnGpk2bJn7//XcRFRUlNm7cKO666y4BQAwbNqzZE9zVXLtJP/nawIEDm4zlf//7nzwFvrW1tXj88cfFb7/9JqKjo8WBAwfE+vXrxfPPPy9P7//777/X2r/mhIqrVq1q9FyFhYXybNhKpVI89thjIiIiQkRFRYl169aJsWPH1rnu+o4ZHx8vbG1tBXB1iY3t27eLqKgosXr1anmJjUGDBjU4oaIQQkRGRsoT3SmVSjFjxgzxyy+/iKioKHHo0CHx22+/iVdeeUX06dNHABCffvppkz/P+nz11VdyHKGhoeLHH38UR44cEVu3bhXz588XGo1GDB06tNkTKjamqQkcm5q8Tz87sUajEStWrBAnTpwQ8fHxIj4+XmRkZLTi6qvWstPHhOpJAetz7Xpnv/32W73t2up9VNOyZcvkiR31s603NmGn3ocffiifw8nJSTz33HPir7/+EkeOHBH79+8Xa9euFU899ZTw8fERAMSJEyfqHKM5M0vn5+fXWmJj6tSpYvPmzSI6OlqsX79ejBo1St4WHh7e6BIb165hVp/mtm1O7EJcfW1bsl4dtS8mQmRwR48eFS4uLrU++Gs++vTpIy5dutTsRCg/P1/Y2NjUOsaHH37YrFg2bdokXF1dG4xF/1AoFGL79u219m1JIiSEEBEREbVmo732MWrUKBEbG9vkMf/5559GF4pdunSpePnll+UEryGRkZHC39+/yWsHIL777rtm/TyvpdVqay0LUt9rnZaWZhSJ0NGjR+Xk8NpHa7/EUlJSah2noSUtas5mrFAo6l2OQq+t3kd68fHxdY5R3/It9Vm5cqWcmDf2UKvVIj4+vs7+zU0mmrPo6rBhw5q16GpTmAiZP94aI4Pr378/YmJi8PjjjyMgIABWVlZwdXXF4MGD8d577+HQoUMtusfv4OCAyZMny/+uWQTalMmTJyMxMRHvvfcexowZAy8vL1hZWcHGxgZdunTBv/71L3zwwQe4cOECRo8e3eJrrWn8+PGIiorC/fffD19fX1hZWcHDwwMjR47EypUrsW3btmYNMb755psRGxuLxx57DAEBAVCr1fDy8sKkSZMQERGBZcuWIT8/HwDqrTPRu/HGGxEfH48VK1Zg0qRJ8PX1hVqthrW1Nfz9/XHLLbfgzTffxJkzZzBz5sxWXbNCocD69evx+eefY9CgQbCzs4OdnR369u2LN998EwcPHqw1/4sh9e/fH5GRkbj33nvRuXPnRmccby4/Pz95GDvQ8EzRNZ/v27dvo/NStdX7SC84OBiDBw+W/+3i4iLXADVlzpw5SEhIwKuvvophw4bB3d0dKpUKdnZ26N69O6ZOnYoVK1YgNTUVwcHBzY7pWoGBgTh27Bg+++wzjBw5Em5ubrCysoKXlxcmTJiA77//Hrt37+ZoMWoWSYh2mpyEiIzGuHHjsG3bNgwfPlwuHiciIhZLE5m9S5cuyQXQN954o4GjISIyLkyEiEzcuXPnGtxWUlKC2bNno6KiAgBafUuLiMhccWZpIhP3yCOPoKioCNOmTUNYWBhcXV1RUFCAqKgofPHFF3Ki9PDDD8srfxMRURUmQkRmICoqqtFJCu+44w58+umnHRgREZFpYLE0kYk7cuQINmzYgO3btyMlJQVZWVkQQsDT0xM33ngjZs2a1exRP0REloaJEBEREVks3hprgk6nw6VLl+Dg4ABJkgwdDhERETWDEAIFBQXw9fWV12WsDxOhJly6dEleh4mIiIhMS3JyMjp16tTgdiZCTXBwcABQ9YN0dHQ0cDRERETUHPn5+fD395e/xxvCRKgJ+tthjo6OTISIiIhMTFNlLZxQkYiIiCwWEyEiIiKyWEyEiIiIyGIxESIiIiKLxUSIiIiILBYTISIiIrJYTISIiIjIYjERIiIiIovFRIiIiIgsFhMhIiIislhMhIiIiMhiMREiIiIii8VEiIhMhhACZZVaQ4dBRGaEiRARmYxv911AyMsR2BmXaehQiMhMMBEiIpMghMDq/YkQAvjxUJKhwyEiM8FEiIhMQmxqPpJzSgAAe+KzeYuMiNoEEyEiMgl/xqbJ/19crsWBhBwDRkNE5oKJEBEZPSEE/jpRlQh5O1oDALafzjBkSERkJpgIEZHRO51WgAuXi6FRKbB4YggAYOvpTAghDBwZEZk6JkJEZPT+qr4tNqqHB24J9YZGpUBqbgniMgoMHBkRmTomQkRk1IQQ+KP6ttjEPj6wUSsxtKsbAGDbaQ6jJ6Lrw0SIiIxafGYhErKKoFYqMCbEEwAwtqcXAGAb64SI6DoxESIio/bH8areoJu6u8PB2goA5IToaHIuLheWGSw2IjJ9TISIqNUyC0rx+uZT2Hz8Eiq1unY5h74+6NbePvJzvs42CPVxhBDAjrisdjkvEVkGlaEDICLTpNMJPLMuBvvPXwYA+DnbYNbQAEwf1BlONlZtco5zmQU4m1EIK6WEcdW3w/TG9fTEqbR8bD+TgbvCOrXJ+YjI8rBHiIha5fsDF7H//GVYWyngZqdGam4J3vrzDMKXb8PS32Jx8XLRdZ/jrxPpAIBhwe5wsq2dXI2pTox2n81GeWXd3qhLuSVY/ufpNomDiMwXEyEiarHE7CIs/+s0AGDJxJ7Yt2gM3p3aFyHeDigu1+K7yIuY/OleZOSXXtd5/oytSoQm1rgtptfXzwnu9hoUllXiUGLtWaazC8tw39cH8NXuBLz3z9nrioGIzBsTISJqEa1OYOHPMSit0GFYsBvuHxIAayslpg3yx19Pj8CaR4YgwM0W+aWV2HGm9cPbE7OLcDotH0qFhJtDvepsVygkjAnxAABsrTF6rLCsEg+uOowLl4sBAHvis6DVceJFIqofEyEiapGv9yTgSFIu7DUqvHtXPygUkrxNkiQMC3bH7f39AACRCZdbfR59kfTQrm5wsVPX20YeRn8mA0IIlFfq8Pj30TiRmgdXOzXsNSrkFlfgRGpeq+MgIvPGRIiImi0uvQAfVN9qemVyKPycbeptFx5UNeFh5PnLrV4G488akyg2ZHiwO9RKBZJzSnA2oxALfzmGveeyYatWYtXsQRge7A4A2H2WI8uIqH4mlwh9/vnnCAwMhLW1NYYMGYJDhw412Pbrr7/GiBEj4OLiAhcXF4wbN67R9kTUsAqtDgt+jkG5VoexIZ64u5GRWgM6O0OtUiCzoAzns1perHwoMQexqflQSMAt9dwW07PTqBBePcv0nP+Lwu/HLsFKKWHF/WHo5++Mm7pX3TrbE89EiIjqZ1KJ0E8//YQFCxZg6dKlOHLkCPr164fx48cjM7P+OoSdO3fi3nvvxY4dOxAZGQl/f3/ccsstSE1N7eDIiUzfZ9vP4eSlfDjbWmH5nX0gSVKDba2tlAjr7AKg5bfHki4X4/EfogEAt/f3g5u9ptH2Y3tWTa6YlFNVE/Te3f3kBOim7lU9QkeScpFfWtGiOIjIMphUIvTBBx9gzpw5ePDBBxEaGooVK1bA1tYW3377bb3t16xZg3//+9/o378/QkJC8M0330Cn02Hbtm0dHDmRaSsorcCXO88DAF6/vTc8Ha2b3EffU3PgfPMTofzSCjz83WHkFJWjt58j3ryjd5P7jK0xv9Ar/wqV65MAoJOLLYI87KDVCew/1/p6JSIyXyaTCJWXlyM6Ohrjxo2Tn1MoFBg3bhwiIyObdYzi4mJUVFTA1dW1wTZlZWXIz8+v9SCydIcv5KBcq0OAmy0m9/Nt1j5yIpTQvDqhSq0OT609ivjMQng5avDNzEGwVTc956ufsw0+vqc/PpzeDw8N71Jn+03dqnqHdvP2GBHVw2QSoezsbGi1Wnh51a4X8PLyQnp6erOO8cILL8DX17dWMnWt5cuXw8nJSX74+/tfV9xE5mBfdW/K0K7uzd6nXydn2FgpcbmoHGczCpts/+afp7HrbBasrRT4euZAeDs13eukd3t/P9wxoP6aJf3tsd1ns1pduE1E5stkEqHr9fbbb2PdunXYsGEDrK0b/oBdvHgx8vLy5EdycnIHRklknPTLaAyt7uVpDrVKgYGB1XVC57Mbbbvm4EWs2ncBAPDBtP7o28m5VXHW58YgN6iVCqRcKUFiNmeZJqLaTCYRcnd3h1KpREZGRq3nMzIy4O3t3ei+7733Ht5++238888/6Nu3b6NtNRoNHB0daz2ILFlOUTlOp1XdIg5vQSJUs/3+RuqE9p/Lxiu/nQQALLy5e6PD5VvDVq2SEzIOoyeia5lMIqRWqxEWFlar0Flf+BweHt7gfu+++y5ef/11REREYODAgR0RKpFZiaxOYkK8HeDexAiua+nnEzqYmANdPbM7V2h1eOHX49DqBKb098XcMcHXH3A99KPIdsc33jNFRJbHZBIhAFiwYAG+/vprfPfddzh9+jSeeOIJFBUV4cEHHwQAzJw5E4sXL5bbv/POO3j55Zfx7bffIjAwEOnp6UhPT0dhYdP1CkRUZX/1ba2W9gYBQB8/J9hrVMgrqcCptLoDDzYcTUVyTgnc7NR4q4kh+ddDXzAdef4yyiq17XIOIjJNJpUITZ8+He+99x5eeeUV9O/fHzExMYiIiJALqJOSkpCWlia3//LLL1FeXo677roLPj4+8uO9994z1CUQmRx9j9CwFhRK66mUCgzuUjVK88A18wlVanX4fMc5AMCjNwU1a4RYa/X0cYCHgwYlFVpEX7jSbuchItPTfp887WTu3LmYO3duvdt27txZ698XLlxo/4CIzFhaXgkSsougkIDBQQ1PO9GY8CA3bD+Ticjzl/HIiCD5+Y0xl3DxcjFc7dR4IDygrUKulyRJGNHNHb8eScWu+CwMDW55UkdE5smkeoSIqGPpJyHs08kZjtZWrTqG/pbawcQcVGp1AKp6gz7bHg8AmDOifXuD9Ebq64TOsk6IiK5iIkREDdpXXR80rBX1QXo9fRzhaK1CYVklYi9V1QltOnYJFy4Xw8XWCjPbuTdIb1h1L9DptHxkFpR2yDmJyPgxESKiegkh5PqglkykeC2lQsKQGqvRa3UCn22vqg16ZEQQ7DQdc4fe3V6D3n5V02HsYa8QEVVjIkRE9bpwuRhpeaVQKxUIC3C5rmPph9FHJlzG78cuISG7CM62Vpg1NLANIm0+LrdBRNdiIkRE9dp3rqrX5IYAZ9ioldd1rKHBVYlQ1IUcfFKjNsi+g3qD9PTzCe2Jz653XiMisjxMhIioXm1xW0yvu6cDXO3UKC7XIiGrCE42HVcbVNMNnV1gr1Ehp6gcx1JyO/z8RGR8mAgRUR06nUBkQsvXF2uIQiHhxhrD7x8Z3gUOrRyFdj3UKgVG9ajqFYqIbd5izURk3pgIEVEdZ9ILkFNUDlu1Ev38ndvkmPo6IUdrFWYNC2yTY7aGfi2zv2LTuRo9EZnehIpE1P70y2oM7uIKK2Xb/L10xw2dcDQpFxN6e7d6TqK2MKqHB6ytFEjKKcbJS/no7edksFiIyPDYI0REdVytD7r+22J69hoVPpjeH7f08m6zY7aGrVqFUd09AQB/xaY10ZqIzB0TISKqpVKrw8HEHABtUyhtjG7tU5WM/XWCt8eILB0TISKq5XhqHgrLKuFkY4VQH0dDh9MuxoR4Qq1SICG7CGczCg0dDhEZEBMhIqpFf1ssPMgNCoVk4Gjah4O1lTy54p8neHuMyJIxESKiWmKScwEAg7q0brV5UzFRf3uMdUJEFo2JEBHVcia9amFUc70tpje2pxeslBLOZhTiXCZvjxFZKiZCRCQrKK1Ack4JACDE28HA0bQvJxsreUX6CPYKEVksJkJEJDubUQAA8Ha0houd2sDRtL+JvasmV/zzBGeZJrJUTISISHY6rSoRCvEx794gvZtDvaBUSDiVlo8L2UWGDoeIDICJEBHJ9PVBId7mXR+k52Knlpf++ItrjxFZJCZCRCQ7U90j1NNCeoSAq5Mrsk6IyDIxESIiAFUrzp9J1ydCltEjBAC3hHpDIQHHUvKQcqXY0OEQUQdjIkREAIDU3BIUllVCrVSgi7udocPpMB4OGgyunjMpgrfHiCwOEyEiAgCcTquqDwr2tG+zFedNxcQ+VaPH/ncklWuPEVkYy/q0I6IG6W+LWcqIsZpu6+cLaysFTqfl4/CFK+1+vku5JXhj8yneiiMyAkyEiAjA1RFjPS1kxFhNzrZq3DGgEwBg9f7Edj2XVicwd+0RfLM3EYt/PdGu5yKipjERIiIAV0eMWWKPEADMHhoIAPj7ZAZSc0va7Tzf7b+AI0m5AIA98dmIvpjTbucioqYxESIilJRrkXi5akJBS5lD6Fo9vB0wtKsbtDqBHw5cbJdzJOcU4z9/xwEAOrvaAgA+2hrfLuciouZhIkREOJtRACEAd3s1PBw0hg7HYPS9Qj8eSkJJubZNjy2EwOJfT6CkQoshXVzx/cODoVRI2BOfjSNJ7V+XRET1YyJERPKIMUuaP6g+Y3t6wd/VBrnFFfgtJrVNj/1zVDL2nsuGtZUC70ztiwA3O0y9wQ8A8DF7hYgMhokQEV0dMWbmK843RamQMCs8EACwev+FNhtKn5Ffijf+OA0AWHhzDwRWz9M0d3Q3KBUSdp3NwlH2ChEZBBMhIpJ7hCy1Pqimuwf6w8ZKiTPpBTiQcP2FzEIIvLQxFgWllejXyQkPDguUt3V2s8UdA6p7hbaxV4jIEJgIEVk4IYRFzyF0LScbK0wNq0pO2mIo/ebjadhyKgNWSgnv3tUPqmsmq5w7OhhKhYSdcVmISc697vMRUcswESKycOn5pcgrqYBSISHY097Q4RgF/e2xLacykJzTskkPtTqBY8m5+HzHOcz45gAW/nwMAPDvUcHoUc+tx0B3O0zpr68VOnt9gRNRi6kMHQARGZZ+/qCuHnbQqJQGjsY4dPNywIhu7tgTn43vD1zEkok9G20vhMDOuCysO5yEyPOXkV9aWWv7jUGueHJ0cIP7zx0TjA1HU7AjLgvHknPRz9+5LS6DiJqBiRCRhTudzvqg+sweGog98dlYdygJt4R64YbOLlAopDrt9p/Lxnv/xMmTJAKAg7UK4UFuGBbsjmHB7ujqYQdJqruvXpfqXqFfj6bigy1n8e3sQVDWcy4iantMhIgsnKXPKN2Q0T080cXdDonZRbhrRSS8HDW4tbcPJvbxQViAC44kXcH7/8TJBdXWVgrcPyQA/+rni96+jnVqgZoyd0wwNsakYtfZLEz8eA+eHd8D43p6NppAEdH1kwSXWm5Ufn4+nJyckJeXB0dH/sVM5ufmD3YhPrMQq2YPwugQT0OHY1QSsgrx6fZz2HoqAwVlV293OVqr5NtfaqUC9w3pjH+P6gpPR+vrOt+6Q0l488/TKKg+9g2dnfHc+BCEd3W7ruMSWaLmfn8zEWoCEyEyZ6UVWvRa+je0OoEDi8fC2+n6vsjNVVmlFnvjs/HHiaoRYAWllVApJNw9sBPmjukGP2ebNjtXXnEFVuw+j1X7ElFaoQMAjOjmjldv64UgDxazEzUXE6E2wkSIzFlsah7+9eleONta4ejLN/M2TDOUV+pwLCUXvs42bZoAXSszvxSf7TiHHw8loUIr4Odsg01zh8HN3nKXQCFqieZ+f3P4PJEFqzmjNJOg5lGrFBgU6NquSRAAeDpa47Xbe2P7wlHo4m6H1NwSPPXjUVRqde16XiJLw0SIyIKd4YzSRs/f1RZfPRAGW7US+89fxrvVq9cTUdtgIkRkwfQ9Qj05YsyodfdywHt39wMArNydgE3HLhk4IiLzYXKJ0Oeff47AwEBYW1tjyJAhOHToUKPtf/nlF4SEhMDa2hp9+vTBn3/+2UGREhm/M5xDyGRM7OODJ0Z1BQC8sP64vD4cEV0fk0qEfvrpJyxYsABLly7FkSNH0K9fP4wfPx6ZmZn1tt+/fz/uvfdePPzwwzh69CimTJmCKVOmIDY2toMjJzI+mQWlyC4shyRV9TiQ8Xv2lh4Y0c0dJRVaPPZ9NHKLyw0dEpHJM6lRY0OGDMGgQYPw2WefAQB0Oh38/f3x1FNPYdGiRXXaT58+HUVFRdi8ebP83I033oj+/ftjxYoVzTonR42RudpyKgNz/i8K3TztsWXBSEOHQ82UW1yOyZ/tRXJOCW7q7oHVswfVO+M1kaUzu1Fj5eXliI6Oxrhx4+TnFAoFxo0bh8jIyHr3iYyMrNUeAMaPH99g+450IbsIL244gdTcEkOHQhbqSNIVAMANnV0MHAm1hLOtGl/dPxDWVgrsPpuFveeyDR0SkUkzmUQoOzsbWq0WXl5etZ738vJCenp6vfukp6e3qD0AlJWVIT8/v9ajPby48QTWHEzCf/cktsvxiZoSfbE6EQpwNmwg1GKhvo74V19fAEBkwmUDR0Nk2kwmEeooy5cvh5OTk/zw9/dvl/M8elNV0eO6w0m8z08drkKrw/GUXADsETJVg7u4AgAOJeYYOBIi02YyiZC7uzuUSiUyMjJqPZ+RkQFvb+969/H29m5RewBYvHgx8vLy5EdycvL1B1+Pm7q5o6ePI4rLtfg+8mK7nIOoIWfSClBaoYOjtQpduWyDSRpSnQgdT8lFSbnWwNEQmS6TSYTUajXCwsKwbds2+TmdTodt27YhPDy83n3Cw8NrtQeALVu2NNgeADQaDRwdHWs92oMkSXh8ZBAAYPX+Cyit4AcZdRx9fdCAzi4stDVRnV1t4eWoQYVW4GjyFUOHQ2SyTCYRAoAFCxbg66+/xnfffYfTp0/jiSeeQFFRER588EEAwMyZM7F48WK5/dNPP42IiAi8//77OHPmDJYtW4aoqCjMnTvXUJdQy6Q+PvBztsHlonL8Ep1i6HDIgrBQ2vRJkoQhXapWpeftMaLWM6lEaPr06XjvvffwyiuvoH///oiJiUFERIRcEJ2UlIS0tDS5/dChQ7F27VqsXLkS/fr1w/r167Fx40b07t3bUJdQi0qpwJwRXQAAX+9O4BpC1GHkRIiF0iaNdUJE18+k5hEyhPaeR6i4vBLD3t6OK8UV+Oy+AfJIEKL2kllQisFvboMkAceX3gIHaytDh0StFJ9RgJs/3A1rKwWOLx0Ptcqk/rYlaldmN4+QubJVqzAzPBAAsGLXeTAvpfZ25GIuAKCHlwOTIBMX7GkPVzs1Sit0OJGaZ+hwiEwSEyEjMGtoIKytFIhNzcf+85wThNrX0RqF0mTaJEnCoMCq1/FgIj87iFqDiZARcLVTY/rAqvmKVuw6b+BoyNxdLZR2Nmwg1CYGs2Ca6LowETISj4wIglIhYU98NmLZxU3tpLxSh+MpVe+vGwLYI2QO9PMJRV24Aq2Ot9aJWoqJkJHwd7XFpD4+AIAPt5xFck4x64WozZ1Ky0dZpQ7OtlYIcrczdDjUBnr6OMJBo0JhWSVOp7XPkkBE5kxl6ADoqsdGBmHTsUvYdiYT285kwtNBg7AAF4QFuGBgoCv6dXKCJLVu8jutTqCovBKOLI61aEcuXp0/qLXvJTIuSoWEgYEu2BGXhYOJOejt52TokIhMCnuEjEgvXye8e1df9Pd3hpVSQmZBGf6KTccbf5zGlM/3Ye6PR1HRyrmGnl53FANf3yovtEmWifVB5ulqnRALpolaij1CRmbaQH9MG+iP0gotjqfkIepiDo5cvIJdZ7Pwx/E0VGp1+PTeG1o0X8iWUxnYfLxqoskPt5zFD48Maa/wycgdTcoFwBmlzU3NiRWFEOztI2oB9ggZKWsrJQZ3ccW/RwXjm1mDsPKBgVCrFPj7ZAb+vSYaZZXNW5uspFyLZZtOyv/eey4bMcm57RQ1GbP0vFKk5pZAIQH9/J0NHQ61oT5+TrC2UuBKcQXiMwsNHQ6RSWEiZCJGh3ji65kDoVEpsPV0Jh7/PrpZC7V+tiMeqbkl8HO2kYuxP9t+rr3DJSOkvy3Ww9sRdhp2BpsTtUoh9/Id5DB6ohZhImRCRnb3wH9nDYK1lQI74rLwWBPJ0PmsQqzcnQAAePlfoZh/c3dIErD1dAbOpHN0iaXRF0qHcX0xs9TYAqw74zLx1p+nkV9a0dFhERk9JkImZng3d3w7exBsrJTYdTYLD393GJcLy+q0E0Jg6W8nUaEVGNXDA+N7eSHY0x639vYGAHy+gxM3WhquOG/ertYJXZan3iir1OLV309i9qrDWLk7AZ9sjTdkiERGiYmQCRra1R2rHhwEW7US+85dxi0f7sZfJ9JqtfnjRBr2nsuGWqXAq7f1kosn/z0quGr78UtIzC7q8NjJMMoqtYhNreoFZCJkngZ0rhptmpFfhqScYiRmF2Hql/uxat8Fuc26w8koYK8QUS1MhEzUjUFu+OXxcIR4O+ByUTmeWHMEc9ceQU5ROQrLKvH65lMAgH+P6ooAt6sT5/X2c8LoHh7QCeDLnawVshQnL+WjXKuDq50aAW62hg6H2oG1lRL9OjkDAN6NiMO/PtmD2NR8uNha4ZuZAxHsaY/Cskr8dDjZsIESGRkmQiasl68Tfps7DHNHB0OpkLD5eBpu+XAX5v14FBn5ZQhws8XjI7vW2W/umKpeoV+PpCI1t6SjwyYDuDqRojOHVpsx/e2xP06koahciyFdXPHX0zdhXKgXHh7eBQCwat8FVLZyPjIic8REyMRpVEo8O74HNvx7KLp72SO7sBzbz2QCAJbd1gvWVso6+4QFuCI8yA2VOoGVXOTVIsj1QVxfzKwN7eoOAFBIwNNju2HtnBvh7WQNALhjgB9c7dRIzS3B3yczDBkmkVFhImQm+nZyxu9PDce/R3WFSiFh6g2dMLqHZ4Pt9b1C6w4nI6ugbrE1mZdjyVULrfbn/EFmbViwG96d2hf/e2Io5t/cHUrF1d4/aysl7r8xAADw370JhgqRyOgwETIjGpUSz08IQeyr4/He3X0bbTu0qxv6+zujrFKHb/ihaNayCsqQmlsCSapKmMl8SZKEaYP8MaCBgvgHbgyAWqnAkaRcLrdDVI2JkBmytlI2WQciSRLmjq7qFVpzIAmFZZUdERoZwPGUXABAsIc97DmRokXzcNDg9v6+AIBv9yYaOBoi48BEyIKNCfFEkLsdCssq8euRFEOHQ+3kWPWSKlxWgwDg4RFVRdN/xaYhOafYwNEQGR4TIQumUEiYNTQQALB6/wXodMKwAVG7iEmpqg/q18nJwJGQMQjxdsSIbu7QiarfeyJLx0TIwk0N6wR7jQoJWUXYcy7b0OFQGxNCyLfG2CNEevqh9D8dTm7WshtancAvUcn4OYpzEJH5YSJk4ew1Ktw9sBMA4Dv+dWh2knKKkVtcAbVSgRBvR0OHQ0ZiZHcPdKueYPHnJiZYTLpcjHtXHsBz64/j+fXHsetsVgdFSdQxmAgRZoYHAgC2n8nkshtmJqa6PqinryPUKv66UxVJkuReoff/OYuXNp5AfEZBrTZCCKw5eBETPt6NQxeuLuS6/M/T0PI2OpkRfjISurjbYXQPDwDA/0VeMGww1KaOV9cH9Wd9EF1jygA/DA50RUmFFj8cSMLNH+7GfV8fQERsOlJzSzBr1WG8uCEWxdUzVP8+dzgcrVU4k17AwRVkVpgIEQBg9rCqvw5/iUrhUHozwhFj1BBrKyV+euxGrH1kCMb38oJCAvafv4zHf4jGsLe3Y/fZLGhUCrz8r1D8OOdG9OnkJE/E+v4/Z1FSrjXwFRC1DSZCBAAYEeyOIA8OpTcnlVodYi9V9QhxIkWqjyRJGBrsjq8eGIg9L4zBE6O6wsXWCkDVKMM/5o3Aw8O7QFE9Q/XM8ED4OdsgPb8U3+7jPERkHpgIEYCqofSzOZTerJzNKERphQ4OGhWC3O0MHQ4ZOT9nG7wwIQSRi8diw7+H4n9PDEWwp32tNtZWSjw3vgcA4Mud53G5kMvzkOljIkSyO2/oBAcOpTcbx6qHzff1d5L/oidqirWVEgM6u0ClrP/r4bZ+vujt54jCskp8uv1cB0dH1PaYCJHMXqPCXdVD6VfX0+1dWqFlT5EJ0dcH8bYYtSWFQsKSW3sCAH44cJEjTcnkceEhqmVWeCBW77+AHXFZeOS7KFwpLkd2YRkuF5ajsKwS3b3s8duTw2GjVho6VGrCMXlGaWfDBkJmZ2iwO0b18MDOuCz85+8z+GJGWKuP9cm2ePxw4CK+nT0Ivf04upE6HnuEqJZAdzuM6eEJANh6OgPRF6/g4uVieSTZ2YxCfLGT3eHGrri8Emer54XpzxFj1A4W39oTCgn480Q6tp3OgBAt7y2OSy/Ax9vikVlQhmWbTrbqGNdDpxMoKdcip6gc6Xml7PG2UOwRojreurMPNh5Nha1GBQ97NdzsNXCzU+NYSi7m/3QMX+1KwNQbOiGQBbhG6+SlfGh1Ap4OGng7WRs6HDJDPbwdcHeYP36KSsbD30Whu5c97g7zx5QBfvBw0DS5vxACr20+KU/OGHXxCv4+mY4JvX3aPNbM/FJEXbyC6ItXEHXxCpIuF6GkQovSCl2tdhP7eOPz+26AJLGmzpIwEaI6vByt8djIrnWe7+Juh/9Fp2LvuWy8tvkUvp09yADRUXNw/iDqCEsm9USlTmDz8Us4m1GIN/88jXcizmBUD0/cf2NnjKruXa7PllMZ2HfuMtQqBSb39cX/jqTg7b/OYEyIV4tmQa/U6jB37VEcT8mFrUYFO40Kdmol7DQqKCUJsZfykHKlpFnH+vNEOn6LuYQpA/yafX4yfUyEqNkkScKy23rh1o93Y/uZTGw9lYFxoV6GDovqoa8P4m0xak9ONlZ4f1o/LL0tFL8fu4RfolIQk5yLraczsPV0Bl7+V6i8lEdNpRVavPHHaQDAoyOC8Piorth1NgsXLhdjzcGLeHBY3X0a8tXuBEScTG+0jSQBId6OGBjggrAAF4T4OMBOrYKNWgkbKyWsrZT4Ysc5vL/lLJZuOomhwW7wdGBPqqVgIkQtEuxpj4eGd8FXuxLw6uaTGN7NHdZWLJw2NldHjLH4lNqfo7UVZgwJwIwhAYjPKMB/9yZi3eFkvL75FBysVZg20L9W+2/3JSIppxhejho8Maor7DQqLLi5O5ZsOIGPt8Xjzhs6wcnGqsnzns0owMdb4wEAL07siV5+jigu06KovBKFZZUordChm6c9BnR2hoN148d7fFRXRJxMx8lL+XhxQyxWPhDGW2QWgsXS1GLzxnSDl6MGyTkl+GpXgqHDoWvkFJUjKacYANDXz9mwwZDF6eblgOV39sEj1T1Bi/53HBGxafL2jPxSfFY9/9CiW0Ngp6n6e3zawE7o5mmP3OIKfLGj6QEZlVodnlt/HOVaHcaEeOKREV0wtKs7xoV64fb+fpgxJAAPD++Cm7p7NJkEAYCVUoH37u4HlULCllMZ2HTsUmsun6pVanVNNzISTISoxew0Krw4KRQA8MXOc0iu/tIl43C8eiLFLu52cLJt+guAqK1JkoQXJ/XEtIGdoBPAvB9jsCc+CwDwTsQZFJdrMaCzM27vd7UWR6VUYMnEqvmJVu270OTnyjd7E3EsORcO1iq8dUefNum96enjiKfGdAMALN10ElkFnDlb78UNJ3DbZ3vx0+EklFXWv86cVifwW0wqxn2wCze8vgWxqXkdHGXrMBGiVpnc1wfhQW4oq9Thtc2nDB0O1XAsWT9/EG+LkeFIkoTld/bFrb29Ua7V4dH/i8aqfYn49UgqAGDp5F51Zjwf1cMDw4LdUK7V4T9/xzV47HOZBfhgy1kAwMv/Cm3TkZH/Ht0VoT6OyC2uwMsbYzt8SL8xupRbgjUHk3A8JQ8v/O8ERr67E9/sSZCnVanU6rDhaApu/nAXnl4Xg3OZhcgvrcTCn481mDQZEyZC1CqSJOHV23tBWd2NvCMu09AhUTX90hocMUaGplRI+Oie/hjRzR0lFVq8+nvVH013hXWqt5BfkiQsmdgTkgRsOnYJMdW1bjVpdaLqllilDiO7e+DusE5tGrOVUoH/3N0XKoWEiJPp+ONEWtM7mbndZ6t683ydrOHlqEF6fine+OM0hr29Hcs2ncTNH+7G/J+OISGrCM62Vnh6bDe42akRl1GAj6pruIwZEyFqte5eDvJCra/8FouScuPP/M2dEEK+NcalNcgYaFRKfPVAGMICXAAAdmolnq9euLU+vXydcOeAquTmse+j8NLGE/jrRBpyi8sBAN/uTcTRpFw4aFRYfmfb3BKrL4YnRwcDAF757SRSc5s3/N5c7YyrSoSmD+qM3c+PxrtT+yLI3Q55JRVYvf8CErOL4GJrhefG98DeF8Zg/s3d8eYdfQAAX+06jyNJVwwZfpMkwX6/RuXn58PJyQl5eXlwdHQ0dDhGp7CsEjd/sAtpeaV4bGQQFlevQUSGkXKlGMPf2QGVQkLsq+M5oo+MRl5xBb7YeQ43dffAsGD3Rtum5ZXg9s/2IbNGjY4kAb18HRGfUYiySh3emdoH0wd1brd4yyt1uO2zvTiTXgBvR2v838OD0d3Lod3OZ6wqtDrc8NoWFJRVYuOTw+SePK1O4J+T6fgrNh2hvo544MYAufBdb/5PMdhwNBVB7nb4Y96IBpdmqtTqGlzk93o09/ubPUJ0Xew1Krx+e28AwDd7EnHykmkUx5mr49XzB/XwdmASREbFydYKiyf2bDIJAgAfJxtsWzgSXz0QhlnhAQj2tIcQQGxqPsoqdRjRzb3OkPy2plYp8N/ZgxDsaY/0/FLc9eV+HL6Q067nNEZHk3JRUFYJVzs1+tZYC06pkHBrHx98cu8APD6ya50kCACWTe4FL0cNErKL8O7fZ+psL63Q4tu9iRj+zg5cMODivSaTCOXk5GDGjBlwdHSEs7MzHn74YRQWFjba/qmnnkKPHj1gY2ODzp07Y968ecjL4xd1WxsX6oVbe3tDqxNY8usJecp86nj6RIi3xcjUOVhbYXwvb7x6e29sXTASB5eMxYfT+2HemGB8NL1/h8zx4+dsg18eC8cNnZ2RX1qJ+785iL+bmLzR3Oysrv8c0c29TnF7U5xsrfDO1L4AqkYCRp6/DKCqt+2HAxcx6j878drmU0jPL8X/RV5s28BbwGQSoRkzZuDkyZPYsmULNm/ejN27d+PRRx9tsP2lS5dw6dIlvPfee4iNjcXq1asRERGBhx9+uAOjthzLbusFB40Kx1Ly8H+RF1q8P+/Qtg39cNU+XMWbzIyXozXuGNAJC27pATf7ptcyaysudmqseeRGjOvpibJKHZ74IRprDyZ12PkNbVd1ofTI7h6t2n9UD0/cO7iq9+659cfw46EkjHl/J17aGIv0/FL4OFlj+Z19sHhiSJvF3FImUSN0+vRphIaG4vDhwxg4cCAAICIiAhMnTkRKSgp8fX2bdZxffvkF999/P4qKiqBSNW9SbdYINd8PBy7ipY2xsFMrsWXBSPg62zS5j1Yn8Owvx7D7bBY2PTUcfs3Yh+onhED/17Ygr6QCm58ajt5MhojaTKVWhxc3xOKnqGQAVTNZz7kpyMBRta/MglIMfnMbACDqpXFwb2UCWlhWiQkf7a615puHgwZPjuqKewZ3brfb+GZVIxQZGQlnZ2c5CQKAcePGQaFQ4ODBg80+jv6H0VgSVFZWhvz8/FoPap77BndGWIALisq1eOW3puffEELg1d9PYsPRVFwuKsf2MxyCfz2Sc0qQV1IBtVJhkUWdRO1JpVTg7al98NSYqtFk72+JQ2lF24+ULSnX4mjSFaw5eBFLNpzAlM/3of9r/2DFrvNtfq6m7D6bDaCqh7m1SRBQVUv6n7v6Qa1UwNVOjSUTQ7D7udGYPayLUdQymsRaY+np6fD0rL2KsUqlgqurK9LTm3e/Njs7G6+//nqjt9MAYPny5Xj11VdbHaslUygkLL+zDyZ9sgdbT2ciIjYdt/bxabD9yt0Jte4LH0/OBW4M6IBIzdPx1FwAQIiPQ4tW7yai5pEkCQtu7o710SlIyytF5PnLGB3i2fSOzaDTCSz69TjWR6egvjLLL3eex4PDAqFRdVzicL23xWoK7+qGfYvGwF6janD0mKEY9NNy0aJFkCSp0ceZM3UrzVsqPz8fkyZNQmhoKJYtW9Zo28WLFyMvL09+JCcnX/f5LUl3Lwc8PrIrAODl32IbnGjxt5hULP+r6rUd1aPql+yEiUzHbqxOVBdK85YYUfuRJAljqpOftuzF/nZfIn6OqkqC3O3VuKm7Bx4f2RWf3jsAXo4a5JVUyPP5dAStTsjLoug/o6+Xh4PG6JIgwMA9QgsXLsTs2bMbbRMUFARvb29kZtZ+w1VWViInJwfe3t6N7l9QUIAJEybAwcEBGzZsgJVV42svaTQaaDQdV4hnjp4cHYy/T6bjbEYhHlx1GKN6eOClSaEI9rQHAESev4znfjkOAHhoWBc8NjIIQ97ahrMZBSgp1xrlL4op0CeSfZkIEbWrsT09seZgErafycRrQlz3CLbY1Dy8E1H1h+Hrt/fCA+GBtbYfT8nF13sS8VtMKsb3avw7r60cS8lFbnEFHKxV9c4Cbk4Mmgh5eHjAw6PpTDM8PBy5ubmIjo5GWFgYAGD79u3Q6XQYMmRIg/vl5+dj/Pjx0Gg02LRpE6yt2249GmqYtZUS658Yis+2n8OqfYnYGZeFvfG78UB4ACb18cGj30ehXKvDxD7eeGlSTygUEjwdNMgsKMOptDyEBbga+hJMjhBCToT6cI0xonYVHuQOjUqB1NwSxGUUIMS79QNpSsq1eHrdUVRoBW4O9cL99ZQH3N7fD1/vScTW05nIL62Ao3X7L6a8q7r3aUQ393aZ7NCYmMTV9ezZExMmTMCcOXNw6NAh7Nu3D3PnzsU999wjjxhLTU1FSEgIDh06BKAqCbrllltQVFSE//73v8jPz0d6ejrS09Oh1XIpiPbmaG2FJRN74p/5IzGupycqdQKr9l3AXSsiUVBaiYEBLvhgWn95Xoq+1V/e+gVDqWUuXi5GQWkl1CoWShO1Nxu1Up4Yctvp67s99vofp3A+qwieDhq8M7Vvvb1LvXwdEexpj/JKHSJiO2YeI3190KjubVMDZcxMIhECgDVr1iAkJARjx47FxIkTMXz4cKxcuVLeXlFRgbi4OBQXFwMAjhw5goMHD+LEiRMIDg6Gj4+P/GDdT8fp4m6Hb2YNwvcPD0a36ltjQR52+HrmwFqjBfQTALJOqHWOV//cevo4wsrM/3ojMgb6OqEd11EnFBGbjrUHkyBJwIfT+8PVTl1vO0mScMcAPwDAxqOpDR6vQqvDJ9visfVURqtjAoCconJ58eab2qBQ2tiZxKgxAHB1dcXatWsb3B4YGFhruPaoUaM4SZ8RGdHNA389PQL7zl9G/07OcLKt3bWrv52jXzCUWubqRIqc64qoI+hHix1JuoKcovIGk5iGpOeVYtGvVbWSj44IanLpkdv6+eI/f8chMuEy0vNK4e1Ut9Rj1b5EfLDlLNQqBf555iYEutu1KCa9PfFZEAII8Xao9zzmhn86UodRKRUY2d2jThIEXJ0JOSG7CAWlFR0dmsmTV5z3czZoHESWws/ZBiHeDtAJYNfZlvUKaXUC83+KQW5xBXr7OWLhLT2a3Mff1RYDA1wgBPD7sUt1tqflleCjrfEAqpaweGlj03O5NUQeNt9Go8WMHRMhMgru9hr4OdvICytS8+l0Aierf2YslCbqOGN76ofRt2xY+zd7EhCZcBk2Vkp8fM+AZs/7NUV/eyym7u2xN/84jeJyLUK8q+YR23suG5vqSZiaotMJ7G7D+YNMARMhMhr6gukT1RMDUvNcuFyEgrJKaFQKuQ6LiNqfvk5oV1wmKrS6Zu1zOi0f7/9zFgDwyuRQdPVo/u/spD4+UCkknLyUj/iMAvn5feeysfl4GhQS8P60fnhqdNXs169vPoW84pb1sJ9Ky0d2YTns1EoMtJARvEyEyGhcrRNiwXRL6AvMQ30dzX6YK5Ex6e/vAhdbK+SXViL64pUm25dVajH/pxiUa3UY19MT9wzyb9H5XOzU8uSG+l6h8kodXvktFgDwwI0B6OXrhEdHBqGrhx2yC8vxzt8tm5RYv2j20GB3i5mh3jKukkyCvr6FI8daRj+jNFecJ+pYSoWE0T2aP8v0x1vjcSa9AK52aiy/s/6h8k3R3x77LeYShBD4dl8izmcVwc1OjQXVtUYalRJv3tEHALD2YFKzkjQA+D7yAn6OSoEkATPDLWe5IyZCZDT0X+QXLxcjt7jcwNGYjuOpTISIDGV0M5fbiL6YIy+c+uaU3vBwaN0KBuN6esFeo0LKlRL8fjwNn2yrKpBePLEnnGyuDkS5McgNd4V1AgC8uOFEk7fu9p3LxrLfTwEAXpgQghHdLKM+CGAiREbEydYKgW62ANgr1FxVhdKcUZrIUG7q7gGlQsK5zEJcvFxUb5uiskos+PkYdAK4c4Bfo4tRN8XaSikvs7Hw5xgUl2sxMMAFd1b3FNW0ZGJPuNha4Ux6Ab7dm9jgMROzi/DvNUeg1QncOcAPj90U1Or4TBETITIqfaonVmSdUPMkZBehqFwLaysFgltQdElEbcPJxgqDAl0ANNwr9Nafp3HxcjF8nayx9LZe133OKQOqVlSo0AooJOC123vLs/TX5GqnxpKJPQEAH22Nxx/H01BeWbtnKL+0Ao98dxh5JRUY0NkZb93Z57rXTjM1TITIqOgXDD3BRKhZ9BMp9vJ1YqE0kYE0thr9jrhMrDmYBAD4z939at2+aq2hXd3lW2szwwMR6tvwRKp3hXXCjUGuKKnQ4sm1R3Dj8m14Y/MpxGcUQKsTeGrtUZzPKoKPkzW+eiCs1oz/lsJkZpYmy8AZplvmOAuliQxuTIgX3vrzDA4m5CA2NQ9x6QWISc5FTHIuTqdVzfE1e2hgk7NHN5dSIeE/d/XFzrgsPDu+8ckYJUnCV/cPxFe7z2N9dAoyC8rwzd5EfLM3EZ1cbJBypQTWVgp8PXMgPB3Mfxbp+rQqEaqsrMTOnTtx/vx53HfffXBwcMClS5fg6OgIe3t2z1Pr9fZzgiQBl/JKkVVQ1uqCQksRy0JpIoPr6mGHADdbXLxcjH99urfO9sGBrlh0a0ibnnNUD0+M6tG8BVGdbK3w/IQQLLi5O3adzcK6w8nYfiYTKVdKAADv390fvS34M6TFidDFixcxYcIEJCUloaysDDfffDMcHBzwzjvvoKysDCtWrGiPOMlC2GtU6Ophj3OZhYhNzZNHZFBdWp1A7CUWShMZmiRJmHpDJ3yw5Sw0KgV6+zmhv7+z/OjkYmMUdTcqpQJje3phbE8vZBaUYvOxNPg4WV9X8bY5aHEi9PTTT2PgwIE4duwY3Nzc5OfvuOMOzJkzp02DI8vU188J5zILcTyFiVBjErMLUVyuhY2VskWz0xJR25s7Ohh33uAHL0drWJlAvZ6ngzUeGt7F0GEYhRYnQnv27MH+/fuhVtdeaTcwMBCpqXXXPyFqqT6dnPDr0VTWCTVBXx/Uy9cRynpGjBBRx1EoJHRysTV0GNQKLU5bdTodtFptnedTUlLg4ODQJkGRZeurH0Kfmtfq1ZMtwQnOH0REdN1anAjdcsst+Oijj+R/S5KEwsJCLF26FBMnTmzL2MhChfpU9XBkFZQhI7/M0OEYLX2PUF8mQkRErdbiROj999/Hvn37EBoaitLSUtx3333ybbF33nmnPWIkC2OjVsqrqPP2WP0yC0pxNKlq/SBLWSGaiKg9tLhGqFOnTjh27BjWrVuH48ePo7CwEA8//DBmzJgBGxub9oiRLFDfTk44k16A4yl5uKV6Onm66vdjadAJYEBnZ/i7si6BiKi1WjWPkEqlwv3339/WsRDJ+nZyxs9RKTjGHqF6/RZTNTDhjnrWFyIiouZrcSK0adOmep+XJAnW1tYIDg5Gly4ckkfXJyygau2eAwmXcSm3BL7O7G3UO59VNbWAUiFhkoXP/0FEdL1anAhNmTIFkiTVGc2jf06SJAwfPhwbN26Ei4tLmwVKlqWnjyNuDHLFgYQcfLnzPF6f0tvQIRmN345W9Qbd1M0dbvaceZuI6Hq0uFh6y5YtGDRoELZs2YK8vDzk5eVhy5YtGDJkCDZv3ozdu3fj8uXLePbZZ9sjXrIgT4/tDgD46XAy0vJKDByNcRBCYGPMJQDAFN4WIyK6bq2aWXrlypUYOnSo/NzYsWNhbW2NRx99FCdPnsRHH32Ehx56qE0DJcsT3tUNg7u44lBiDr7alYBlt/UydEgGdyQpF0k5xbBVK3FzqJehwyEiMnkt7hE6f/48HB0d6zzv6OiIhIQEAEC3bt2QnZ19/dGRxXtmbDcAwNpDScjILzVwNIanL5Ie38sbtupWjXUgIqIaWpwIhYWF4bnnnkNWVpb8XFZWFp5//nkMGjQIABAfHw9/f/+2i5IsVnhXNwwMcEF5pQ4rdp03dDgGVaHVYfPxNAC8LUZE1FZanAj997//RWJiIjp16oTg4GAEBwejU6dOuHDhAr755hsAQGFhIV566aU2D5YsjyRJeHpcda/QwSRkWnCv0J74LOQUlcPdXo1hXd2a3oGIiJrU4r71Hj164NSpU/jnn39w9uxZ+bmbb74ZCkVVXjVlypQ2DZIs2/Bgd9zQ2RlHknKxcncCXvpXqKFDMoiNR6uKpP/V1xcqE1jdmojIFLSqyEChUGDChAmYMGFCW8dDVEdVr1B3zPr2EH44eBGPjewKDwfLGjZeWFaJf06lA+AkikREbalViVBRURF27dqFpKQklJeX19o2b968NgmMqKaburmjv78zYpJz8fWeBCyZ2NPQIXWof06mo7RChy7udlxklYioDbU4ETp69CgmTpyI4uJiFBUVwdXVFdnZ2bC1tYWnpycTIWoXkiTh6bHd8ODqw/g+8iIevSkI7hY0maB+7qDb+/tCkiQDR0NEZD5aXGgwf/58TJ48GVeuXIGNjQ0OHDiAixcvIiwsDO+99157xEgEABjVwwN9OzmhpEKL9dEphg6nw2QWlGJvfNUozSn9eVuMiKgttTgRiomJwcKFC6FQKKBUKlFWVgZ/f3+8++67WLJkSXvESASgqlforrBOAIDtZzINHE3H2XY6EzoB9Pd3RqC7naHDISIyKy1OhKysrOTRYZ6enkhKSgIAODk5ITk5uW2jI7rG6B6eAIDoi1eQV1xh4Gg6RkJWIYCrC9ESEVHbaXEiNGDAABw+fBgAMHLkSLzyyitYs2YNnnnmGfTuzYUxqX35u9qim6c9tDqB3fFZTe9gBi5eLgYAdHa1NXAkRETmp8WJ0FtvvQUfHx8AwJtvvgkXFxc88cQTyMrKwldffdXmARJda3RIVa/QjjjLuD2WlFOdCLkxESIiamstHjU2cOBA+f89PT0RERHRpgERNWV0D0+s3J2AXXFZ0OkEFArzHUUlhLiaCLFHiIiozbW4R2jMmDHIzc2t83x+fj7GjBnTFjERNWpgoAscrFW4XFSOYym5hg6nXV0uKkdxuRaSBHRysTF0OEREZqfFidDOnTvrTKIIAKWlpdizZ0+bBEXUGCulAjd18wAA7DDz0WP6+iAfR2toVEoDR0NEZH6afWvs+PHj8v+fOnUK6enp8r+1Wi0iIiLg58c5TqhjjA7xxB8n0rA9LhMLbulh6HDaTXL1bTF/3hYjImoXzU6E+vfvD0mSIElSvbfAbGxs8Omnn7ZpcEQNGdXDA5IExKbmIzO/FJ6O1oYOqV3o64MCWChNRNQump0IJSYmQgiBoKAgHDp0CB4eHvI2tVoNT09PKJXsuqeO4W6vQd9OzjiWnIsdcZmYPqizoUNqFxw6T0TUvpqdCAUEBAAAdDpduwVD1BKje3hUJUJnssw2EUqWh85zRmkiovbQrERo06ZNzT7gbbfd1upgGpOTk4OnnnoKv//+OxQKBaZOnYqPP/4Y9vb2Te4rhMDEiRMRERGBDRs2YMqUKe0SI3WsMSGe+GhrPPaey0Z5pQ5qVYtr/43exZwiAOwRIiJqL81KhJqbOEiSBK1Wez3xNGjGjBlIS0vDli1bUFFRgQcffBCPPvoo1q5d2+S+H330EVfsNkO9fZ3gbq9BdmEZDl/IwbBgd0OH1KZKK7TIyC8DAAQwESIiahfN+hNap9M169FeSdDp06cRERGBb775BkOGDMHw4cPx6aefYt26dbh06VKj+8bExOD999/Ht99+2y6xkeEoFBJG96iqVTPHRVj1t8UcNCo421oZOBoiIvNkEvcSIiMj4ezsXGtW63HjxkGhUODgwYMN7ldcXIz77rsPn3/+Oby9vTsiVOpgY/TLbZhhIpRUY+g8ezSJiNpHqxKhXbt2YfLkyQgODkZwcDBuu+22dp1MMT09HZ6enrWeU6lUcHV1rTWf0bXmz5+PoUOH4vbbb2/2ucrKypCfn1/rQcZreDd3WCklJGQX4UJ2kaHDaVMcOk9E1P5anAj98MMPGDduHGxtbTFv3jzMmzcPNjY2GDt2bLPqdWpatGiRPDdRQ48zZ860NEQAVQXe27dvx0cffdSi/ZYvXw4nJyf54e/v36rzU8dwsLbCoEBXAOa3CCuHzhMRtb8WL7r65ptv4t1338X8+fPl5+bNm4cPPvgAr7/+Ou67775mH2vhwoWYPXt2o22CgoLg7e2NzMzaX3KVlZXIyclp8JbX9u3bcf78eTg7O9d6furUqRgxYgR27txZ736LFy/GggUL5H/n5+czGTJyo3t4Yv/5y9h+JhMPDuti6HDaTDJXnScianctToQSEhIwefLkOs/fdtttWLJkSYuO5eHhUWtixoaEh4cjNzcX0dHRCAsLA1CV6Oh0OgwZMqTefRYtWoRHHnmk1nN9+vTBhx9+WG/8ehqNBhqNpgVXQYY2OsQDb/55GgcTc1Cp1UGlNInStyZd5KrzRETtrsXfGP7+/ti2bVud57du3dpuPSc9e/bEhAkTMGfOHBw6dAj79u3D3Llzcc8998DX1xcAkJqaipCQEBw6dAgA4O3tjd69e9d6AEDnzp3RpYv59BoQEORuD7VSgfJKHdLySg0dTpvQ6YTcIxTgyskUiYjaS4t7hBYuXIh58+YhJiYGQ4cOBQDs27cPq1evxscff9zmAeqtWbMGc+fOxdixY+UJFT/55BN5e0VFBeLi4lBcXNxuMZBxUigkdHK1QUJWEZJzis1igdKswjKUVeqgVEjwcTbPddSIiIxBixOhJ554At7e3nj//ffx888/A6jqsfnpp59aNDqrpVxdXRstxg4MDIQQotFjNLWdTFeAqy0SsoqQlFOMoYYOpg3oC6X9nG1gZSa3+oiIjFGLE6FHHnkE999/P/bu3dse8RC1ir6ORj/k3NQlsT6IiKhDtPhPzaysLEyYMAH+/v54/vnncezYsfaIi6hF/M0tEbpcNSeSOdzmIyIyZi1OhH777TekpaXh5ZdfxqFDh3DDDTegV69eeOutt3DhwoV2CJGoaebaI8TJFImI2lerig9cXFzw6KOPYufOnbh48SJmz56N77//HsHBwW0dH1Gz6OfaMZdEiEPniYg6xnVVYVZUVCAqKgoHDx7EhQsX4OXl1VZxEbWIPmHILa5AXkmFgaO5fslMhIiIOkSrEqEdO3Zgzpw58PLywuzZs+Ho6IjNmzcjJSWlreMjahZbtQru9lUTYSabeK9QUVklsgvLAXBWaSKi9tbiUWN+fn7IycnBhAkTsHLlSkyePJkzMZNR6Oxqg+zCMiTlFKO3n5Ohw2k1/e09F1srOFpbGTgaIiLz1uJEaNmyZbj77rvrrOFFZGidXW1xJCnX5OuEOHSeiKjjtDgRmjNnTnvEQXTdzGXkWJJ+1Xk3Lq1BRNTeOGUtmQ194mDqNUJXe4RsDBwJEZH5YyJEZkPfI6RfnsJUceg8EVHHYSJEZkOfOKTmlqBSqzNwNK13deg8b40REbU3JkJkNjwdNFCrFNDqBNLySg0dTqtodQIpV/Q1QuwRIiJqb0yEyGwoFBL8Xarqaky1YDotrwQVWgG1UgFvR2tDh0NEZPaYCJFZCagumDbVOiF9AtfJxQZKhWTgaIiIzB8TITIrpj6E/urQed4WIyLqCEyEyKz4VydCpjqEnpMpEhF1LCZCZFZMvkeIiRARUYdiIkRm5epcQkUGjqR1mAgREXUsJkJkVvQJRH5pJfKKKwwcTcvJiRBrhIiIOgQTITIrNmolPBw0AEzv9lh+aQVyq5M3fxcmQkREHYGJEJkdU60TSskpAQC42alhp2nxeshERNQKTITI7JhqIpR85eocQkRE1DGYCJHZuZoImVbBdMqVqh6hTiyUJiLqMEyEyOyYbI9QDnuEiIg6GhMhMjv6EVemlgjpF1tloTQRUcdhIkRmR98jdCm3FBVanYGjaT751hh7hIiIOgwTITI7HvYaaFQKaHUCl3JLDB1Oswgh5Ftj/qwRIiLqMEyEyOwoFJLJ1QnlFlegqFwLAPBzZo8QEVFHYSJEZsnUEiH90HlPBw2srZQGjoaIyHIwESKz5G9iiZC+Poi3xYiIOhYTITJLco/QZdNIhDh0nojIMJgIkVkytVtjco8Qh84TEXUoJkJklgLcrvYICSEMHE3TuLwGEZFhMBEis9SpumeloKwSeSUVBo6maRw6T0RkGEyEyCzZqJXwdNAAAC4aeZ2QEIKTKRIRGQgTITJbplInlFVYhrJKHRQS4OPERIiIqCMxESKzZSqJkL43yNvRGmoVfyWJiDoSP3XJbAW62wEAzmcWGjiSxslD51kfRETU4ZgIkdkK9XEEAJxKyzdwJI1jfRARkeEwESKzFepblQidyyxEaYXWwNE0LKV66DznECIi6nhMhMhs+ThZw9nWCpU6gfgM4709lpzD5TWIiAyFiRCZLUmS0MtXf3ssz8DRNCyFkykSERmMySRCOTk5mDFjBhwdHeHs7IyHH34YhYVN/5UfGRmJMWPGwM7ODo6OjrjppptQUlLSARGTMZDrhC4ZZ52QVieQmsseISIiQzGZRGjGjBk4efIktmzZgs2bN2P37t149NFHG90nMjISEyZMwC233IJDhw7h8OHDmDt3LhQKk7lsuk76OqGTRpoIZRaUokIroFJI8Ha0NnQ4REQWR2XoAJrj9OnTiIiIwOHDhzFw4EAAwKeffoqJEyfivffeg6+vb737zZ8/H/PmzcOiRYvk53r06NEhMZNx6OXrBAA4nZYPnU5AoZAMHFFt+vogX2cbKI0sNiIiS2ASXSORkZFwdnaWkyAAGDduHBQKBQ4ePFjvPpmZmTh48CA8PT0xdOhQeHl5YeTIkdi7d2+j5yorK0N+fn6tB5muIHc7qFUKFJVrjXJiRdYHEREZlkkkQunp6fD09Kz1nEqlgqurK9LT0+vdJyEhAQCwbNkyzJkzBxEREbjhhhswduxYxMfHN3iu5cuXw8nJSX74+/u33YVQh1MpFQjxdgBgnPMJySPGOHSeiMggDJoILVq0CJIkNfo4c+ZMq46t0+kAAI899hgefPBBDBgwAB9++CF69OiBb7/9tsH9Fi9ejLy8PPmRnJzcqvOT8dAXTJ+8ZHwjx9gjRERkWAatEVq4cCFmz57daJugoCB4e3sjMzOz1vOVlZXIycmBt7d3vfv5+PgAAEJDQ2s937NnTyQlJTV4Po1GA41G04zoyVTIQ+iNsGA6WT+ZIkeMEREZhEETIQ8PD3h4eDTZLjw8HLm5uYiOjkZYWBgAYPv27dDpdBgyZEi9+wQGBsLX1xdxcXG1nj979ixuvfXW6w+eTEaor/EutaG/NcYeISIiwzCJGqGePXtiwoQJmDNnDg4dOoR9+/Zh7ty5uOeee+QRY6mpqQgJCcGhQ4cAVE2m99xzz+GTTz7B+vXrce7cObz88ss4c+YMHn74YUNeDnWwEG9HSBKQkV+G7MIyQ4cjq9TqkJ5fCoA9QkREhmISw+cBYM2aNZg7dy7Gjh0LhUKBqVOn4pNPPpG3V1RUIC4uDsXFV0cGPfPMMygtLcX8+fORk5ODfv36YcuWLejatashLoEMxE6jQhc3OyRkF+HUpXzc1L3pXsiOkJZXCq1OQK1SwMOet2OJiAzBZBIhV1dXrF27tsHtgYGBEELUeX7RokW15hEiy9TT17EqEUoznkRIXx/UydnG6OY3IiKyFCZxa4zoel0dOWY8dUIp+vog3hYjIjIYJkJkEa6OHDOeIfQcOk9EZHhMhMgi6EeOJWQXobi80sDRVEm+wskUiYgMjYkQWQRPB2u422sgBHAmvcDQ4QAAknPYI0REZGhMhMhiGNvEiin6HiHWCBERGQwTIbIYxjSxYlmlFhkFVXMIsUeIiMhwmAiRxdCPHDOGHqFLuaUQArCxUsLNTm3ocIiILBYTIbIY+ltjZ9LzodXVnXOqI9WsD5IkziFERGQoTITIYgS42cFWrURphQ6J2YUGjYX1QURExoGJEFkMpUJCiLcDAMNPrJjMOYSIiIwCEyGyKKFGMnLsXGZVj1SQu51B4yAisnRMhMii9PJ1AmD4kWNnM6rmMuru5WDQOIiILB0TIbIoNUeO1bdIb0coLq9EUnWxdHdvJkJERIbERIgsSg9vBygk4HJRObIKygwSw7nMQggBuNmp4W6vMUgMRERUhYkQWRRrKyW8Ha0BAKm5JQaJ4WxGVX1QNy97g5yfiIiuYiJEFsfbqSoRSs8rNcj59fVBPVgfRERkcEyEyOLIiVC+YRKhuOpFX1kfRERkeEyEyOJ4O1bN3WOoHqF4jhgjIjIaTITI4ng7VRUoG6JHKL+0ApeqE7DunkyEiIgMjYkQWRxvp6oeoTQD9Ajpe4O8Ha3hZGvV4ecnIqLamAiRxdGPGsswQI8QR4wRERkXJkJkcXyqi6XT8ko7fFJFfaE0R4wRERkHJkJkcTwdq2qEyit1yC2u6NBzy0trcMQYEZFRYCJEFkejUsLNTg2g4+uE9LfGOGKMiMg4MBEii+RlgDqhy4VlyC6sWtajmydrhIiIjAETIbJINeuEOoq+N8jf1QZ2GlWHnZeIiBrGRIgskpcBZpeOz6yuD+L8QURERoOJEFkkH0f9emMdt/Aql9YgIjI+TITIIl3tESrrsHNysVUiIuPDRIgsko9Tx/YICSE4mSIRkRFiIkQWyVu+NdYxNUKZBWXIK6mAQgK6ejARIiIyFkyEyCJ5V/cI5ZdWori8st3Pp68PCnS3g7WVst3PR0REzcNEiCySg7UV7NRVCUlH9ArJM0pzxBgRkVFhIkQWy9up426PcWkNIiLjxESILJZ3B84lFFddKM0RY0RExoWJEFksb0cbAO0/u7ROJ3BOP3Tem4XSRETGhIkQWSxvp6pV6Nt7vbHU3BIUlWthpZQQ4GbXruciIqKWYSJEFsvbqWN6hPT1QV097GGl5K8cEZEx4acyWSzvDlqBXj+RYnfWBxERGR0mQmSxOmoFennEGGeUJiIyOkyEyGJ5VfcIZReWoUKra7fzyIutskeIiMjoMBEii+Vmp4aVUoIQVUtgtAetTuBcVvXQec4hRERkdJgIkcVSKCR4OrTvpIrJOcUor9RBo1Kgk4ttu5yDiIhaz2QSoZycHMyYMQOOjo5wdnbGww8/jMLCwkb3SU9PxwMPPABvb2/Y2dnhhhtuwP/+978OiphMgU87zy6dlFMMAOjsagulQmqXcxARUeuZTCI0Y8YMnDx5Elu2bMHmzZuxe/duPProo43uM3PmTMTFxWHTpk04ceIE7rzzTkybNg1Hjx7toKjJ2Hm18+zSyVeqEiF/V/YGEREZI5NIhE6fPo2IiAh88803GDJkCIYPH45PP/0U69atw6VLlxrcb//+/XjqqacwePBgBAUF4aWXXoKzszOio6M7MHoyZj6O+h6hknY5fs0eISIiMj4mkQhFRkbC2dkZAwcOlJ8bN24cFAoFDh482OB+Q4cOxU8//YScnBzodDqsW7cOpaWlGDVqVIP7lJWVIT8/v9aDzNfV9cbap1g6JacqwerkYtMuxycioutjEolQeno6PD09az2nUqng6uqK9PT0Bvf7+eefUVFRATc3N2g0Gjz22GPYsGEDgoODG9xn+fLlcHJykh/+/v5tdh1kfK6uQM8eISIiS2TQRGjRokWQJKnRx5kzZ1p9/Jdffhm5ubnYunUroqKisGDBAkybNg0nTpxocJ/FixcjLy9PfiQnJ7f6/GT89LNLt3eNUGc3JkJERMZIZciTL1y4ELNnz260TVBQELy9vZGZmVnr+crKSuTk5MDb27ve/c6fP4/PPvsMsbGx6NWrFwCgX79+2LNnDz7//HOsWLGi3v00Gg00Gk3LL4ZMkr5HKCOvDEIISFLbjezKL61AbnEFAMCfQ+eJiIySQRMhDw8PeHh4NNkuPDwcubm5iI6ORlhYGABg+/bt0Ol0GDJkSL37FBdX/SWuUNTu9FIqldDp2m8WYTIt+nmEyrU65BSVw82+7ZLg5OrbYm52athpDPqrRkREDTCJGqGePXtiwoQJmDNnDg4dOoR9+/Zh7ty5uOeee+Dr6wsASE1NRUhICA4dOgQACAkJQXBwMB577DEcOnQI58+fx/vvv48tW7ZgypQpBrwaMiZqlQLu1clPW685pk+EOrE+iIjIaJlEIgQAa9asQUhICMaOHYuJEydi+PDhWLlypby9oqICcXFxck+QlZUV/vzzT3h4eGDy5Mno27cv/u///g/fffcdJk6caKjLICPk7VSVCLX1KvTJ1SPGWChNRGS8TKa/3tXVFWvXrm1we2BgIIQQtZ7r1q0bZ5KmJnk72iA2Nb/Ne4T0I8b8OXSeiMhomUyPEFF7abceoSscOk9EZOyYCJHF83Gq6rFptx4hJkJEREaLiRBZPK/quYTaskdIpxNIucIaISIiY8dEiCyefgX6tuwRyiwoQ3mlDkqFJB+fiIiMDxMhsnhyj1AbJkL622K+ztZQKflrRkRkrPgJTRZPP7t0QVklCssq2+SYyfKIMd4WIyIyZkyEyOLZa1RwqJ75Ob2NeoW42CoRkWlgIkSEmqvQt00ipB86zxFjRETGjYkQEWokQm00ciyZQ+eJiEwCEyEiAN6O+h6hkjY5HpfXICIyDUyEiNC2PUKlFVr5OFxeg4jIuDERIsLV2aX1PTnXIzW36hh2aiVc7dTXfTwiImo/TISIAPT0cQAAnLyUV2fx3paqubSGJEnXHRsREbUfJkJEAHr6OEKlkJBdWH7dM0ynsFCaiMhkMBEiAmBtpUR3r6peoeMpudd1rCROpkhEZDKYCBFV69vJCQBwPCXvuo5zdcQYC6WJiIwdEyGian07OQMATqReXyKUxFtjREQmg4kQUbWaPUKtLZgWQsiTKXIOISIi48dEiKhady8HqJUK5JVUyL06LZVXUoGC6oVbO7FGiIjI6DERIqqmVinkYfStrRPS1wd5OGhgo1a2WWxERNQ+mAgR1XC9dUJXR4yxUJqIyBQwESKqoU91ndCx5NxW7a9fdZ71QUREpoGJEFEN+oLp2NQ86HQtL5jmiDEiItPCRIiohmAPe1hbKVBUrkVCdlGL909mIkREZFKYCBHVoFIq0Mu3qlfoRGpui/fn0HkiItPCRIjoGn3lOqGWFUxrdUJeeZ49QkREpoGJENE19IlQS0eOpeeXokIrYKWU4O1o3R6hERFRG2MiRHSNPn7OAICTl/JQqdU1ez/9bTE/ZxsoFVJ7hEZERG2MiRDRNYLc7WCvUaG0QodzWYXN3o8jxoiITA8TIaJrKBQSevs5AgCOt6BOKIWJEBGRyWEiRFQP/QzTx1swckzfe8QRY0REpoOJEFE9+vhVF0w3c82xc5mF+PtkBgBgUKBru8VFRERti4kQUT30I8dOpxWgvLLpgunlf56GVicwrqcXwgJc2js8IiJqI0yEiOrR2dUWTjZWKNfqEJde0Gjbfeeyse1MJlQKCYsnhnRQhERE1BaYCBHVQ5IkuVeosTohrU7gjT9OAwDuvzEAXT3sOyI8IiJqI0yEiBrQnDqh/x1Jwem0fDhYqzBvbLeOCo2IiNoIEyGiBshLbTSQCBWXV+K9v+MAAPPGdIOrnbrDYiMiorbBRIioAfoh9GczClBaoa2z/atdCcgsKENnV1vMHBrQwdEREVFbYCJE1AAfJ2u426uh1Qnc9tlefLMnAdmFZQCAjPxSrNydAAB4YUIINCqlIUMlIqJWUhk6ACJjJUkSHh/ZFf/5Ow5nMwrxxh+n8fZfZzAmxBNllTqUVGgRFuCCiX28DR0qERG1kiSEEIYOwpjl5+fDyckJeXl5cHR0NHQ4ZAB5JRXYfPwSfo5KwbHk3FrbNvx7KAZ05rxBRETGprnf3+wRImqCk40VZgwJwIwhATibUYBfopLx98kMjO/lxSSIiMjEmUyN0JtvvomhQ4fC1tYWzs7OzdpHCIFXXnkFPj4+sLGxwbhx4xAfH9++gZJZ6+7lgBcnhWL386Px4qRQQ4dDRETXyWQSofLyctx999144oknmr3Pu+++i08++QQrVqzAwYMHYWdnh/Hjx6O0tLQdIyUiIiJTYXI1QqtXr8YzzzyD3NzcRtsJIeDr64uFCxfi2WefBQDk5eXBy8sLq1evxj333NOs87FGiIiIyPQ09/vbZHqEWioxMRHp6ekYN26c/JyTkxOGDBmCyMhIA0ZGRERExsJsi6XT09MBAF5eXrWe9/LykrfVp6ysDGVlZfK/8/Pz2ydAIiIiMjiD9ggtWrQIkiQ1+jhz5kyHxrR8+XI4OTnJD39//w49PxEREXUcg/YILVy4ELNnz260TVBQUKuO7e1dNcldRkYGfHx85OczMjLQv3//BvdbvHgxFixYIP87Pz+fyRAREZGZMmgi5OHhAQ8Pj3Y5dpcuXeDt7Y1t27bJiU9+fj4OHjzY6MgzjUYDjUbTLjERERGRcTGZYumkpCTExMQgKSkJWq0WMTExiImJQWFhodwmJCQEGzZsAFC1PMIzzzyDN954A5s2bcKJEycwc+ZM+Pr6YsqUKQa6CiIiIjImJlMs/corr+C7776T/z1gwAAAwI4dOzBq1CgAQFxcHPLy8uQ2zz//PIqKivDoo48iNzcXw4cPR0REBKytrTs0diIiIjJOJjePUEfjPEJERESmx+LnESIiIiJqChMhIiIislhMhIiIiMhiMREiIiIii2Uyo8YMRV9LzqU2iIiITIf+e7upMWFMhJpQUFAAAJxdmoiIyAQVFBTAycmpwe0cPt8EnU6HS5cuwcHBAZIktdlx9Ut3JCcnm+WwfF6f6TLnawN4fabMnK8N4PW1NSEECgoK4OvrC4Wi4Uog9gg1QaFQoFOnTu12fEdHR7N8w+vx+kyXOV8bwOszZeZ8bQCvry011hOkx2JpIiIislhMhIiIiMhiMREyEI1Gg6VLl5rtSve8PtNlztcG8PpMmTlfG8DrMxQWSxMREZHFYo8QERERWSwmQkRERGSxmAgRERGRxWIiRERERBaLiZCBfP755wgMDIS1tTWGDBmCQ4cOGTqkVtm9ezcmT54MX19fSJKEjRs31touhMArr7wCHx8f2NjYYNy4cYiPjzdMsC20fPlyDBo0CA4ODvD09MSUKVMQFxdXq01paSmefPJJuLm5wd7eHlOnTkVGRoaBIm6ZL7/8En379pUnNwsPD8dff/0lbzfla7vW22+/DUmS8Mwzz8jPmfL1LVu2DJIk1XqEhITI20352vRSU1Nx//33w83NDTY2NujTpw+ioqLk7ab62RIYGFjntZMkCU8++SQA03/ttFotXn75ZXTp0gU2Njbo2rUrXn/99VrrfRndayeow61bt06o1Wrx7bffipMnT4o5c+YIZ2dnkZGRYejQWuzPP/8UL774ovj1118FALFhw4Za299++23h5OQkNm7cKI4dOyZuu+020aVLF1FSUmKYgFtg/PjxYtWqVSI2NlbExMSIiRMnis6dO4vCwkK5zeOPPy78/f3Ftm3bRFRUlLjxxhvF0KFDDRh1823atEn88ccf4uzZsyIuLk4sWbJEWFlZidjYWCGEaV9bTYcOHRKBgYGib9++4umnn5afN+XrW7p0qejVq5dIS0uTH1lZWfJ2U742IYTIyckRAQEBYvbs2eLgwYMiISFB/P333+LcuXNyG1P9bMnMzKz1um3ZskUAEDt27BBCmP5r9+abbwo3NzexefNmkZiYKH755Rdhb28vPv74Y7mNsb12TIQMYPDgweLJJ5+U/63VaoWvr69Yvny5AaO6ftcmQjqdTnh7e4v//Oc/8nO5ublCo9GIH3/80QARXp/MzEwBQOzatUsIUXUtVlZW4pdffpHbnD59WgAQkZGRhgrzuri4uIhvvvnGbK6toKBAdOvWTWzZskWMHDlSToRM/fqWLl0q+vXrV+82U782IYR44YUXxPDhwxvcbk6fLU8//bTo2rWr0Ol0ZvHaTZo0STz00EO1nrvzzjvFjBkzhBDG+drx1lgHKy8vR3R0NMaNGyc/p1AoMG7cOERGRhowsraXmJiI9PT0Wtfq5OSEIUOGmOS15uXlAQBcXV0BANHR0aioqKh1fSEhIejcubPJXZ9Wq8W6detQVFSE8PBws7m2J598EpMmTap1HYB5vHbx8fHw9fVFUFAQZsyYgaSkJADmcW2bNm3CwIEDcffdd8PT0xMDBgzA119/LW83l8+W8vJy/PDDD3jooYcgSZJZvHZDhw7Ftm3bcPbsWQDAsWPHsHfvXtx6660AjPO146KrHSw7OxtarRZeXl61nvfy8sKZM2cMFFX7SE9PB4B6r1W/zVTodDo888wzGDZsGHr37g2g6vrUajWcnZ1rtTWl6ztx4gTCw8NRWloKe3t7bNiwAaGhoYiJiTH5a1u3bh2OHDmCw4cP19lm6q/dkCFDsHr1avTo0QNpaWl49dVXMWLECMTGxpr8tQFAQkICvvzySyxYsABLlizB4cOHMW/ePKjVasyaNctsPls2btyI3NxczJ49G4Dpvy8BYNGiRcjPz0dISAiUSiW0Wi3efPNNzJgxA4Bxfi8wESJqhieffBKxsbHYu3evoUNpUz169EBMTAzy8vKwfv16zJo1C7t27TJ0WNctOTkZTz/9NLZs2QJra2tDh9Pm9H9dA0Dfvn0xZMgQBAQE4Oeff4aNjY0BI2sbOp0OAwcOxFtvvQUAGDBgAGJjY7FixQrMmjXLwNG1nf/+97+49dZb4evra+hQ2szPP/+MNWvWYO3atejVqxdiYmLwzDPPwNfX12hfO94a62Du7u5QKpV1RgFkZGTA29vbQFG1D/31mPq1zp07F5s3b8aOHTvQqVMn+Xlvb2+Ul5cjNze3VntTuj61Wo3g4GCEhYVh+fLl6NevHz7++GOTv7bo6GhkZmbihhtugEqlgkqlwq5du/DJJ59ApVLBy8vLpK/vWs7OzujevTvOnTtn8q8dAPj4+CA0NLTWcz179pRv/5nDZ8vFixexdetWPPLII/Jz5vDaPffcc1i0aBHuuece9OnTBw888ADmz5+P5cuXAzDO146JUAdTq9UICwvDtm3b5Od0Oh22bduG8PBwA0bW9rp06QJvb+9a15qfn4+DBw+axLUKITB37lxs2LAB27dvR5cuXWptDwsLg5WVVa3ri4uLQ1JSkklcX310Oh3KyspM/trGjh2LEydOICYmRn4MHDgQM2bMkP/flK/vWoWFhTh//jx8fHxM/rUDgGHDhtWZquLs2bMICAgAYPqfLQCwatUqeHp6YtKkSfJz5vDaFRcXQ6GonVoolUrodDoARvraGaRE28KtW7dOaDQasXr1anHq1Cnx6KOPCmdnZ5Genm7o0FqsoKBAHD16VBw9elQAEB988IE4evSouHjxohCiapiks7Oz+O2338Tx48fF7bffbhJDXIUQ4oknnhBOTk5i586dtYa7FhcXy20ef/xx0blzZ7F9+3YRFRUlwsPDRXh4uAGjbr5FixaJXbt2icTERHH8+HGxaNEiIUmS+Oeff4QQpn1t9ak5akwI076+hQsXip07d4rExESxb98+MW7cOOHu7i4yMzOFEKZ9bUJUTXmgUqnEm2++KeLj48WaNWuEra2t+OGHH+Q2pvzZotVqRefOncULL7xQZ5upv3azZs0Sfn5+8vD5X3/9Vbi7u4vnn39ebmNsrx0TIQP59NNPRefOnYVarRaDBw8WBw4cMHRIrbJjxw4BoM5j1qxZQoiqoZIvv/yy8PLyEhqNRowdO1bExcUZNuhmqu+6AIhVq1bJbUpKSsS///1v4eLiImxtbcUdd9wh0tLSDBd0Czz00EMiICBAqNVq4eHhIcaOHSsnQUKY9rXV59pEyJSvb/r06cLHx0eo1Wrh5+cnpk+fXmuOHVO+Nr3ff/9d9O7dW2g0GhESEiJWrlxZa7spf7b8/fffAkC98Zr6a5efny+efvpp0blzZ2FtbS2CgoLEiy++KMrKyuQ2xvbaSULUmO6RiIiIyIKwRoiIiIgsFhMhIiIislhMhIiIiMhiMREiIiIii8VEiIiIiCwWEyEiIiKyWEyEiIiIyGIxESIiIiKLxUSIiEzGzp07IUlSnUUpO8q2bdvQs2dPaLXaJttGRESgf//+8hpLRGScmAgRkVEaNWoUnnnmmVrPDR06FGlpaXBycjJITM8//zxeeuklKJXKJttOmDABVlZWWLNmTQdERkStxUSIiEyGWq2Gt7c3JEnq8HPv3bsX58+fx9SpU5u9z+zZs/HJJ5+0Y1REdL2YCBGR0Zk9ezZ27dqFjz/+GJIkQZIkXLhwoc6tsdWrV8PZ2RmbN29Gjx49YGtri7vuugvFxcX47rvvEBgYCBcXF8ybN6/W7ayysjI8++yz8PPzg52dHYYMGYKdO3c2GtO6detw8803w9raWn7u2LFjGD16NBwcHODo6IiwsDBERUXJ2ydPnoyoqCicP3++TX8+RNR2VIYOgIjoWh9//DHOnj2L3r1747XXXgMAeHh44MKFC3XaFhcX45NPPsG6detQUFCAO++8E3fccQecnZ3x559/IiEhAVOnTsWwYcMwffp0AMDcuXNx6tQprFu3Dr6+vtiwYQMmTJiAEydOoFu3bvXGtGfPHtx33321npsxYwYGDBiAL7/8EkqlEjExMbCyspK3d+7cGV5eXtizZw+6du3aRj8dImpLTISIyOg4OTlBrVbD1tYW3t7ejbatqKjAl19+KScad911F77//ntkZGTA3t4eoaGhGD16NHbs2IHp06cjKSkJq1atQlJSEnx9fQEAzz77LCIiIrBq1Sq89dZb9Z7n4sWLcnu9pKQkPPfccwgJCQGAepMoX19fXLx4scU/AyLqGEyEiMik2dra1upt8fLyQmBgIOzt7Ws9l5mZCQA4ceIEtFotunfvXus4ZWVlcHNza/A8JSUltW6LAcCCBQvwyCOP4Pvvv8e4ceNw99131+n5sbGxQXFxcauvj4jaFxMhIjJpNW9FAYAkSfU+px/GXlhYCKVSiejo6Dqjv2omT9dyd3fHlStXaj23bNky3Hffffjjjz/w119/YenSpVi3bh3uuOMOuU1OTg48PDxadW1E1P6YCBGRUVKr1c2ar6elBgwYAK1Wi8zMTIwYMaJF+506darO8927d0f37t0xf/583HvvvVi1apWcCJWWluL8+fMYMGBAm8VPRG2Lo8aIyCgFBgbi4MGDuHDhArKzs9tsYsLu3btjxowZmDlzJn799VckJibi0KFDWL58Of74448G9xs/fjz27t0r/7ukpARz587Fzp07cfHiRezbtw+HDx9Gz5495TYHDhyARqNBeHh4m8RORG2PiRARGaVnn30WSqUSoaGh8PDwQFJSUpsde9WqVZg5cyYWLlyIHj16YMqUKTh8+DA6d+7c4D4zZszAyZMnERcXBwBQKpW4fPkyZs6cie7du2PatGm49dZb8eqrr8r7/Pjjj5gxYwZsbW3bLHYialuSEEIYOggiIlPw3HPPIT8/H1999VWTbbOzs9GjRw9ERUWhS5cuHRAdEbUGe4SIiJrpxRdfREBAQLNu0124cAFffPEFkyAiI8ceISIiIrJY7BEiIiIii8VEiIiIiCwWEyEiIiKyWEyEiIiIyGIxESIiIiKLxUSIiIiILBYTISIiIrJYTISIiIjIYjERIiIiIov1/ydRFuG+5/0PAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(avg_waveform)\n",
+    "\n",
+    "ax.set_xlabel(\"time (s)\")\n",
+    "ax.set_ylabel(\"voltage\")\n",
+    "ax.set_title(\"average unit waveform\", fontsize=20)\n",
+    "\n",
+    "plt.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": "3.9.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From d0dabff84a3969f04b535476e3edd80b5fe3578d Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Tue, 3 Jan 2023 16:00:47 -0800
Subject: [PATCH 02/11] Renamed file

---
 ...sualize_unit_waveform.ipynb => visualize_unit_responses.ipynb} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename docs/visualization/{visualize_unit_waveform.ipynb => visualize_unit_responses.ipynb} (100%)

diff --git a/docs/visualization/visualize_unit_waveform.ipynb b/docs/visualization/visualize_unit_responses.ipynb
similarity index 100%
rename from docs/visualization/visualize_unit_waveform.ipynb
rename to docs/visualization/visualize_unit_responses.ipynb

From 18d01d9159e4cf35b68ed99a0e15052da723b214 Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Fri, 6 Jan 2023 10:57:16 -0800
Subject: [PATCH 03/11] Added code to extract epochs from stimulus table.

---
 .../visualize_unit_responses.ipynb            | 319 ++++++++++++++++--
 1 file changed, 287 insertions(+), 32 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 97de0b8e..fa41a3a3 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -34,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 97,
    "id": "09650a3e",
    "metadata": {},
    "outputs": [],
@@ -61,19 +61,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 111,
    "id": "51455dce",
    "metadata": {},
    "outputs": [],
    "source": [
     "dandiset_id = \"000021\"\n",
     "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
+    "# dandi_filepath = \"sub-699733573/sub-699733573_ses-715093703.nwb\"\n",
     "download_loc = \".\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 112,
    "id": "67b1090a",
    "metadata": {},
    "outputs": [],
@@ -84,10 +85,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
    "id": "658f1d25",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloaded file to ./sub-699733573_ses-715093703.nwb\n"
+     ]
+    }
+   ],
    "source": [
     "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n",
     "file = my_dandiset.get_asset_by_path(dandi_filepath)\n",
@@ -108,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 113,
    "id": "50a4d0b6",
    "metadata": {
     "scrolled": false
@@ -133,7 +149,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 114,
+   "id": "5da4fa92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n",
+       "       'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n",
+       "       'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n",
+       "       'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n",
+       "       'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n",
+       "       'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n",
+       "       'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n",
+       "       'spike_amplitudes', 'waveform_mean'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "units.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
    "id": "ce0e64b4",
    "metadata": {
     "scrolled": false
@@ -579,13 +624,13 @@
        "[3232 rows x 29 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "units[:]"
+    "units"
    ]
   },
   {
@@ -599,7 +644,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 116,
    "id": "cf33f592",
    "metadata": {},
    "outputs": [
@@ -609,7 +654,7 @@
        "(974, 29)"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -632,7 +677,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 117,
    "id": "2a325d04",
    "metadata": {},
    "outputs": [],
@@ -647,7 +692,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 118,
    "id": "64a6e418",
    "metadata": {},
    "outputs": [
@@ -657,7 +702,7 @@
        "200"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 118,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -671,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 119,
    "id": "1747fe2f",
    "metadata": {},
    "outputs": [
@@ -681,7 +726,7 @@
        "(200, 199)"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 119,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -700,7 +745,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 120,
    "id": "e2d7563e",
    "metadata": {
     "scrolled": false
@@ -712,7 +757,7 @@
        "Text(0.5, 1.0, 'unit spikes over time')"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -750,16 +795,205 @@
    "id": "f2ca9341",
    "metadata": {},
    "source": [
-    "### Unit Responses throughout Epochs"
+    "### Getting Stimulus Epochs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 121,
    "id": "2765d6f2",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# brainstorm\n",
+    "# we want a visualization which shows an individual units activity over time, \n",
+    "# showing how it changes in different stimulus epochs, by having colored background depending on current stimulus\n",
+    "\n",
+    "# access stim data for a unit\n",
+    "# graph unit activity, add stim time colors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "86d998df",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unit_num = 950921135"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 251,
+   "id": "d0e3f844",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations']\n"
+     ]
+    }
+   ],
+   "source": [
+    "stimulus_names = list(nwb.intervals.keys())\n",
+    "print(stimulus_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 248,
+   "id": "64a30a42",
+   "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>start_time</th>\n",
+       "      <th>stop_time</th>\n",
+       "      <th>tags</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>970.0</td>\n",
+       "      <td>982.0</td>\n",
+       "      <td>[EcephysSession, 719161530, stimulus]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    start_time  stop_time                                   tags\n",
+       "id                                                              \n",
+       "0        970.0      982.0  [EcephysSession, 719161530, stimulus]"
+      ]
+     },
+     "execution_count": 248,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stim_name = \"invalid_times\"\n",
+    "stim_table = nwb.intervals[stim_name]\n",
+    "stim_table[:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "id": "9fdc4f40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# extract epoch times from stim table where stimulus rows differ from their following row\n",
+    "def extract_epochs(stim_name, stim_table, epochs):\n",
+    "    \n",
+    "    epoch_start = stim_table.start_time[0]\n",
+    "    epoch_stop = stim_table.stop_time[0]\n",
+    "\n",
+    "    for i in range(len(stim_table)):\n",
+    "        this_block = stim_table.stimulus_block[i]\n",
+    "        # if end of table, end the current epoch\n",
+    "        if i+1 >= len(stim_table):\n",
+    "            epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n",
+    "            break\n",
+    "        next_block = stim_table.stimulus_block[i+1]\n",
+    "\n",
+    "        # if next row is the same epoch, push back epoch_stop time\n",
+    "        if next_block == this_block:\n",
+    "            epoch_stop = stim_table.stop_time[i+1]\n",
+    "        # otherwise, end the epoch, start new epoch\n",
+    "        else:\n",
+    "            epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n",
+    "            epoch_start = stim_table.start_time[i+1]\n",
+    "    return epochs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 261,
+   "id": "2afe14f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "15\n",
+      "[('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125), ('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125), ('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124), ('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724), ('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913), ('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904), ('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159), ('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591), ('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592), ('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589), ('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591), ('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858), ('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591), ('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591), ('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "epochs = []\n",
+    "for stim_name in stimulus_names:\n",
+    "    stim_table = nwb.intervals[stim_name]\n",
+    "    try:\n",
+    "        epochs = extract_epochs(stim_name, stim_table, epochs)\n",
+    "    except:\n",
+    "        continue\n",
+    "print(len(epochs))\n",
+    "print(epochs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 262,
+   "id": "f37cb7cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for epoch1 in epochs:\n",
+    "    for epoch2 in epochs:\n",
+    "        name1, block1, start1, stop1 = epoch1\n",
+    "        name2, block2, start2, stop2 = epoch2\n",
+    "        if name1 != name2 and block1 == block2:\n",
+    "            print(\"A!\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "70b7227b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### TODO: ensure that stimulus block will be unique across all tables\n",
+    "### then find best way to plot a unit over long period of time\n",
+    "### draw epochs and key over this ^"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -771,7 +1005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 63,
    "id": "32fd8345",
    "metadata": {},
    "outputs": [],
@@ -781,36 +1015,57 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc66a18f",
+   "id": "e4658307",
    "metadata": {},
    "source": [
-    "#### Time-wise waveforms"
+    "#### Peak waveform"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
-   "id": "0099ae6c",
+   "execution_count": 70,
+   "id": "b01f1b67",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "384"
+       "<Figure size 1000x600 with 1 Axes>"
       ]
      },
-     "execution_count": 68,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "len(units.waveform_mean[unit_num])"
+    "# use peak_channel_id to fetch the peak waveform index from electrodes table\n",
+    "peak_channel_id = units.peak_channel_id[unit_num]\n",
+    "electrodes = nwb.electrodes.to_dataframe()\n",
+    "local_index = electrodes.loc[peak_channel_id].local_index\n",
+    "peak_waveform = units.waveform_mean[unit_num][local_index]\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10,6))\n",
+    "ax.plot(peak_waveform)\n",
+    "\n",
+    "ax.set_xlabel(\"time (s)\")\n",
+    "ax.set_ylabel(\"membrane potential (uV)\")\n",
+    "ax.set_title(\"unit peak waveform\", fontsize=20)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc66a18f",
+   "metadata": {},
+   "source": [
+    "#### Time-wise waveforms"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 67,
    "id": "c8dd3ee0",
    "metadata": {},
    "outputs": [
@@ -934,7 +1189,7 @@
     "ax.plot(avg_waveform)\n",
     "\n",
     "ax.set_xlabel(\"time (s)\")\n",
-    "ax.set_ylabel(\"voltage\")\n",
+    "ax.set_ylabel(\"membrane potential (uV)\")\n",
     "ax.set_title(\"average unit waveform\", fontsize=20)\n",
     "\n",
     "plt.show()"

From 24884e7e4efe971b69e474d429d994d062850e8e Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Mon, 9 Jan 2023 16:22:39 -0800
Subject: [PATCH 04/11] Added completed unit responses notebook with output.
 Now its ready for review

---
 .../visualize_unit_responses.ipynb            | 370 +++++++++---------
 1 file changed, 185 insertions(+), 185 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index fa41a3a3..3ebda918 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -5,7 +5,7 @@
    "id": "740a0b46",
    "metadata": {},
    "source": [
-    "# Visualizing Neuronal Unit Spikes"
+    "## Visualizing Neuronal Unit Spikes"
    ]
   },
   {
@@ -21,7 +21,7 @@
    "id": "2f6bb025",
    "metadata": {},
    "source": [
-    "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual units have been identified and are stored in the `Units` section of the NWB file. Here, you can examine the spiking behavior of these units and examine individual units and their associated waveforms."
+    "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual neuronal units have been identified and are stored in the Units table, in the `Units` section of the NWB file. The Units table contains information about hypothetical neurons determined by Kilosort. With this information, and the stimulus information found in the stimulus tables of the `Intervals` section, this notebook helps examine the spiking behavior of these units in response to stimulus and their associated waveforms"
    ]
   },
   {
@@ -34,17 +34,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 1,
    "id": "09650a3e",
    "metadata": {},
    "outputs": [],
    "source": [
+    "import os\n",
+    "\n",
+    "import fsspec\n",
+    "import h5py\n",
     "import matplotlib as mpl\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "\n",
     "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n",
     "from dandi import dandiapi\n",
+    "from fsspec.implementations.cached import CachingFileSystem\n",
     "from pynwb import NWBHDF5IO\n",
     "\n",
     "%matplotlib inline"
@@ -52,41 +57,30 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b64649c4",
+   "id": "3cc865a1",
    "metadata": {},
    "source": [
-    "### Downloading an NWB File\n",
-    "If you don't already have a file to analyze, you can use a file from The Allen Institute's `Visual Coding - Neuropixels` dataset. If you want to choose your own file to download, set `dandiset_id` and `dandi_filepath` accordingly."
+    "### Streaming Ecephys File\n",
+    "The Allen Institute's `Visual Coding - Neuropixels` dataset can be used here as a demonstration of this analysis. Below is the code to stream this data from DANDI. If you'd like to use other data, set `dandiset_id` and `dandi_filepath` accordingly. If the dandiset is embargoed, you'll have to set `authenticate` to True and `dandi_api_key` to be your dandi api key."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
-   "id": "51455dce",
+   "execution_count": 2,
+   "id": "faa81fb6",
    "metadata": {},
    "outputs": [],
    "source": [
     "dandiset_id = \"000021\"\n",
     "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
-    "# dandi_filepath = \"sub-699733573/sub-699733573_ses-715093703.nwb\"\n",
-    "download_loc = \".\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "id": "67b1090a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filename = dandi_filepath.split(\"/\")[-1]\n",
-    "filepath = f\"{download_loc}/{filename}\""
+    "authenticate = True\n",
+    "dandi_api_key = os.environ['DANDI_API_KEY']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
-   "id": "658f1d25",
+   "execution_count": 3,
+   "id": "2133c3d2",
    "metadata": {},
    "outputs": [
     {
@@ -100,35 +94,29 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloaded file to ./sub-699733573_ses-715093703.nwb\n"
+      "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/ef6/6a8/ef66a8f3-9121-42b5-bdf7-3f892b8cb27c?response-content-disposition=attachment%3B%20filename%3D%22sub-703279277_ses-719161530.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230110%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230110T000940Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e86696b66deb873e26c016b43b4db4d5e3b128a577d4e5deb72e4bcca84ac6b1\n"
      ]
     }
    ],
    "source": [
-    "my_dandiset = dandiapi.DandiAPIClient().get_dandiset(dandiset_id)\n",
+    "if authenticate:\n",
+    "    client = dandiapi.DandiAPIClient(token=dandi_api_key)\n",
+    "else:\n",
+    "    client = dandiapi.DandiAPIClient()\n",
+    "my_dandiset = client.get_dandiset(dandiset_id)\n",
+    "\n",
     "file = my_dandiset.get_asset_by_path(dandi_filepath)\n",
-    "# this may take awhile, especially if the file to download is large\n",
-    "file.download(filepath)\n",
+    "base_url = file.client.session.head(file.base_download_url)\n",
+    "file_url = base_url.headers['Location']\n",
     "\n",
-    "print(f\"Downloaded file to {filepath}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "53919d11",
-   "metadata": {},
-   "source": [
-    "### Extracting Unit Data\n",
-    "The `Units` section is formatted as a table. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More information on several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)"
+    "print(f\"Retrieved file url {file_url}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
-   "id": "50a4d0b6",
-   "metadata": {
-    "scrolled": false
-   },
+   "execution_count": 4,
+   "id": "0ae496b0",
+   "metadata": {},
    "outputs": [
     {
      "name": "stderr",
@@ -142,16 +130,33 @@
     }
    ],
    "source": [
-    "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n",
-    "nwb = io.read() \n",
-    "units = nwb.units.to_dataframe()"
+    "fs = CachingFileSystem(\n",
+    "    fs=fsspec.filesystem(\"http\"),\n",
+    ")\n",
+    "\n",
+    "# opening may take awhile on a large file\n",
+    "f = fs.open(file_url, \"rb\")\n",
+    "file = h5py.File(f)\n",
+    "io = NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n",
+    "nwb = io.read()"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 114,
-   "id": "5da4fa92",
+   "cell_type": "markdown",
+   "id": "53919d11",
    "metadata": {},
+   "source": [
+    "### Extracting Unit Data\n",
+    "The `Units` table is shown below. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More thorough descriptions of several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "50a4d0b6",
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
@@ -167,21 +172,23 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "# this may take awhile when using file streaming\n",
+    "units = nwb.units.to_dataframe()\n",
     "units.keys()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 6,
    "id": "ce0e64b4",
    "metadata": {
-    "scrolled": false
+    "scrolled": true
    },
    "outputs": [
     {
@@ -624,7 +631,7 @@
        "[3232 rows x 29 columns]"
       ]
      },
-     "execution_count": 115,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -644,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 7,
    "id": "cf33f592",
    "metadata": {},
    "outputs": [
@@ -654,7 +661,7 @@
        "(974, 29)"
       ]
      },
-     "execution_count": 116,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -672,12 +679,34 @@
    "metadata": {},
    "source": [
     "### Showing Spike Times\n",
-    "Here, a histogram plot of unit spikes over time is created. Set `stim_time` to be the time of the stimulus you're interested in viewing. `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. "
+    "Here, a histogram plot of unit spikes over time is created. In the second cell below, set `stim_time` to be the time of the stimulus you're interested in viewing. To get an idea of the stimulus times you might be interested in, access one of the tables in the `Intervals` section. The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "1e5b2e6b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dict_keys(['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations'])\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(nwb.intervals.keys())\n",
+    "stim_table = nwb.intervals['flashes_presentations'] # change this to view a different stimulus table\n",
+    "# print(stim_table)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 9,
    "id": "2a325d04",
    "metadata": {},
    "outputs": [],
@@ -692,7 +721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 10,
    "id": "64a6e418",
    "metadata": {},
    "outputs": [
@@ -702,7 +731,7 @@
        "200"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -716,7 +745,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 11,
    "id": "1747fe2f",
    "metadata": {},
    "outputs": [
@@ -726,7 +755,7 @@
        "(200, 199)"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -745,7 +774,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 12,
    "id": "e2d7563e",
    "metadata": {
     "scrolled": false
@@ -757,7 +786,7 @@
        "Text(0.5, 1.0, 'unit spikes over time')"
       ]
      },
-     "execution_count": 120,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -795,37 +824,13 @@
    "id": "f2ca9341",
    "metadata": {},
    "source": [
-    "### Getting Stimulus Epochs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "id": "2765d6f2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# brainstorm\n",
-    "# we want a visualization which shows an individual units activity over time, \n",
-    "# showing how it changes in different stimulus epochs, by having colored background depending on current stimulus\n",
-    "\n",
-    "# access stim data for a unit\n",
-    "# graph unit activity, add stim time colors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "id": "86d998df",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "unit_num = 950921135"
+    "### Getting Stimulus Epochs\n",
+    "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": 13,
    "id": "d0e3f844",
    "metadata": {
     "scrolled": false
@@ -846,78 +851,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
-   "id": "64a30a42",
-   "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>start_time</th>\n",
-       "      <th>stop_time</th>\n",
-       "      <th>tags</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>970.0</td>\n",
-       "      <td>982.0</td>\n",
-       "      <td>[EcephysSession, 719161530, stimulus]</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    start_time  stop_time                                   tags\n",
-       "id                                                              \n",
-       "0        970.0      982.0  [EcephysSession, 719161530, stimulus]"
-      ]
-     },
-     "execution_count": 248,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "stim_name = \"invalid_times\"\n",
-    "stim_table = nwb.intervals[stim_name]\n",
-    "stim_table[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 14,
    "id": "9fdc4f40",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# extract epoch times from stim table where stimulus rows differ from their following row\n",
+    "# extract epoch times from stim table where stimulus rows have a different 'block' than following row\n",
     "def extract_epochs(stim_name, stim_table, epochs):\n",
     "    \n",
     "    epoch_start = stim_table.start_time[0]\n",
@@ -943,7 +882,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 15,
    "id": "2afe14f6",
    "metadata": {},
    "outputs": [
@@ -957,6 +896,7 @@
     }
    ],
    "source": [
+    "# extract epochs from all valid stimulus tables\n",
     "epochs = []\n",
     "for stim_name in stimulus_names:\n",
     "    stim_table = nwb.intervals[stim_name]\n",
@@ -968,31 +908,90 @@
     "print(epochs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d1c90bcc",
+   "metadata": {},
+   "source": [
+    "#### Visualizing Unit Activity Throughout Epochs\n",
+    "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 262,
-   "id": "f37cb7cf",
+   "execution_count": 16,
+   "id": "8b1d9007",
    "metadata": {},
    "outputs": [],
    "source": [
-    "for epoch1 in epochs:\n",
-    "    for epoch2 in epochs:\n",
-    "        name1, block1, start1, stop1 = epoch1\n",
-    "        name2, block2, start2, stop2 = epoch2\n",
-    "        if name1 != name2 and block1 == block2:\n",
-    "            print(\"A!\")"
+    "unit_num = 950930672\n",
+    "time_start = 0\n",
+    "time_end = 10000"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "70b7227b",
+   "execution_count": 17,
+   "id": "8eacf09e",
    "metadata": {},
    "outputs": [],
    "source": [
-    "### TODO: ensure that stimulus block will be unique across all tables\n",
-    "### then find best way to plot a unit over long period of time\n",
-    "### draw epochs and key over this ^"
+    "spikes = units.spike_times[unit_num]\n",
+    "time_bin_edges = np.linspace(time_start, time_end, (time_end-time_start))\n",
+    "hist, bins = np.histogram(spikes, bins=time_bin_edges)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "6d11f911",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x220ac72ebb0>]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,5))\n",
+    "\n",
+    "# assign unique color to each stimulus name\n",
+    "stim_names = list({epoch[0] for epoch in epochs})\n",
+    "colors = plt.cm.rainbow(np.linspace(0,1,len(stim_names)))\n",
+    "stim_color_map = {stim_names[i]:colors[i] for i in range(len(stim_names))}\n",
+    "\n",
+    "epoch_key = {}\n",
+    "height = max(hist)\n",
+    "# draw colored rectangles for each epoch\n",
+    "for epoch in epochs:\n",
+    "    stim_name, stim_block, start, end = epoch\n",
+    "    color = stim_color_map[stim_name]\n",
+    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.4, facecolor=color))\n",
+    "    epoch_key[stim_name] = rec\n",
+    "    \n",
+    "ax.set_xlim(time_start, time_end)\n",
+    "ax.set_ylim(-0.1, height+0.1)\n",
+    "ax.set_xlabel(\"time (s)\")\n",
+    "ax.set_ylabel(\"# spikes\")\n",
+    "\n",
+    "fig.legend(epoch_key.values(), epoch_key.keys(), loc=\"lower right\", bbox_to_anchor=(1.12, 0.25))\n",
+    "ax.plot(bins[:-1], hist)"
    ]
   },
   {
@@ -1000,17 +999,18 @@
    "id": "34a45648",
    "metadata": {},
    "source": [
-    "### Waveforms"
+    "### Waveforms\n",
+    "The `Units` table can also be used to view the waveforms of a units with the `waveform_mean` property, which consists of the mean waveform of that unit as measured by each channel along the probe. One channel will contain the peak waveform. With a bit of legwork, the `peak_channel_id` of the unit and the `Electrodes` section can be used to get the single peak waveform as shown below. There is also a timewise and channelwise view of all the mean waveforms and an average of the waveforms across all channels. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 19,
    "id": "32fd8345",
    "metadata": {},
    "outputs": [],
    "source": [
-    "unit_num = 950921135"
+    "unit_num = 950922199"
    ]
   },
   {
@@ -1023,13 +1023,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 20,
    "id": "b01f1b67",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -1065,13 +1065,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 21,
    "id": "c8dd3ee0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1000x600 with 2 Axes>"
       ]
@@ -1091,7 +1091,7 @@
     "\n",
     "ax.set_xlabel(\"time (s)\")\n",
     "ax.set_ylabel(\"membrane potential (uV)\")\n",
-    "ax.set_title(\"unit waveforms over time\", fontsize=20)\n",
+    "ax.set_title(\"unit waveforms\", fontsize=20)\n",
     "\n",
     "plt.show()"
    ]
@@ -1106,13 +1106,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 22,
    "id": "93e89bc5",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1000x600 with 2 Axes>"
       ]
@@ -1147,7 +1147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 23,
    "id": "7d88c6c6",
    "metadata": {},
    "outputs": [
@@ -1157,7 +1157,7 @@
        "(82,)"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1169,13 +1169,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 24,
    "id": "4ae54d56",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]

From 89b666be75fafa334100416582ad77954711edbf Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Mon, 9 Jan 2023 16:54:06 -0800
Subject: [PATCH 05/11] Removed extraneous import

---
 docs/visualization/visualize_unit_responses.ipynb | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 3ebda918..748fbdc4 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -47,7 +47,6 @@
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "\n",
-    "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n",
     "from dandi import dandiapi\n",
     "from fsspec.implementations.cached import CachingFileSystem\n",
     "from pynwb import NWBHDF5IO\n",

From e9f87aae343a0baa23d0b2d45a952357337c1c6a Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Tue, 10 Jan 2023 15:16:49 -0800
Subject: [PATCH 06/11] Turned off authentication code, as it is not needed for
 visual coding files

---
 docs/visualization/visualize_unit_responses.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 748fbdc4..1bc8b24b 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -72,8 +72,8 @@
    "source": [
     "dandiset_id = \"000021\"\n",
     "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
-    "authenticate = True\n",
-    "dandi_api_key = os.environ['DANDI_API_KEY']"
+    "authenticate = False\n",
+    "# dandi_api_key = os.environ['DANDI_API_KEY']"
    ]
   },
   {

From 22fc999e1fcdbe627a79358fa55b73669e0ac09b Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Wed, 11 Jan 2023 14:12:20 -0800
Subject: [PATCH 07/11] Changed back to download and changed files to use
 illusion rather than visual coding

---
 .../visualize_unit_responses.ipynb            | 587 ++----------------
 1 file changed, 61 insertions(+), 526 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 1bc8b24b..afda6661 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -5,7 +5,7 @@
    "id": "740a0b46",
    "metadata": {},
    "source": [
-    "## Visualizing Neuronal Unit Spikes"
+    "# Visualizing Neuronal Unit Spikes"
    ]
   },
   {
@@ -34,21 +34,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 13,
    "id": "09650a3e",
    "metadata": {},
    "outputs": [],
    "source": [
     "import os\n",
     "\n",
-    "import fsspec\n",
-    "import h5py\n",
     "import matplotlib as mpl\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "\n",
     "from dandi import dandiapi\n",
-    "from fsspec.implementations.cached import CachingFileSystem\n",
     "from pynwb import NWBHDF5IO\n",
     "\n",
     "%matplotlib inline"
@@ -59,85 +56,87 @@
    "id": "3cc865a1",
    "metadata": {},
    "source": [
-    "### Streaming Ecephys File\n",
-    "The Allen Institute's `Visual Coding - Neuropixels` dataset can be used here as a demonstration of this analysis. Below is the code to stream this data from DANDI. If you'd like to use other data, set `dandiset_id` and `dandi_filepath` accordingly. If the dandiset is embargoed, you'll have to set `authenticate` to True and `dandi_api_key` to be your dandi api key."
+    "### Download Ecephys File\n",
+    "Change the code to download the file you're interested in. Set `dandiset_id` and `dandi_filepath` to correspond to the dandiset id and filepath of the file, respectively. If you're accessing an embargoed dataset, change `authenticate` to True, and change `dandi_api_key` to your dandi api key. If you want to stream a file instead of downloading it, checkout [Streaming an NWB File with fsspec](../basics/stream_nwb.ipynb)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 14,
    "id": "faa81fb6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "dandiset_id = \"000021\"\n",
-    "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
-    "authenticate = False\n",
-    "# dandi_api_key = os.environ['DANDI_API_KEY']"
+    "# dandiset_id = \"000021\"\n",
+    "# dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
+    "dandiset_id = \"000248\"\n",
+    "dandi_filepath = \"sub_1171903433/sub_1171903433sess_1181330601/sub_1171903433+sess_1181330601_ecephys.nwb\"\n",
+    "authenticate = True\n",
+    "dandi_api_key = os.environ['DANDI_API_KEY']\n",
+    "download_loc = \".\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "2133c3d2",
+   "execution_count": 15,
+   "id": "6f3884c6",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Retrieved file url https://dandiarchive.s3.amazonaws.com/blobs/ef6/6a8/ef66a8f3-9121-42b5-bdf7-3f892b8cb27c?response-content-disposition=attachment%3B%20filename%3D%22sub-703279277_ses-719161530.nwb%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAUBRWC5GAEKH3223E%2F20230110%2Fus-east-2%2Fs3%2Faws4_request&X-Amz-Date=20230110T000940Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e86696b66deb873e26c016b43b4db4d5e3b128a577d4e5deb72e4bcca84ac6b1\n"
+      "Got dandiset DANDI:000248/draft\n"
      ]
     }
    ],
    "source": [
+    "filename = dandi_filepath.split(\"/\")[-1]\n",
+    "filepath = f\"{download_loc}/{filename}\"\n",
+    "\n",
     "if authenticate:\n",
     "    client = dandiapi.DandiAPIClient(token=dandi_api_key)\n",
     "else:\n",
     "    client = dandiapi.DandiAPIClient()\n",
     "my_dandiset = client.get_dandiset(dandiset_id)\n",
-    "\n",
-    "file = my_dandiset.get_asset_by_path(dandi_filepath)\n",
-    "base_url = file.client.session.head(file.base_download_url)\n",
-    "file_url = base_url.headers['Location']\n",
-    "\n",
-    "print(f\"Retrieved file url {file_url}\")"
+    "print(f\"Got dandiset {my_dandiset}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "0ae496b0",
+   "execution_count": 16,
+   "id": "91aa3183",
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n",
-      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
-      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.2 because version 2.5.0 is already loaded.\n",
-      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n"
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn [16], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m file \u001b[38;5;241m=\u001b[39m my_dandiset\u001b[38;5;241m.\u001b[39mget_asset_by_path(dandi_filepath)\n\u001b[0;32m      2\u001b[0m \u001b[38;5;66;03m# this may take awhile, especially if the file to download is large\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDownloaded file to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1409\u001b[0m, in \u001b[0;36mBaseRemoteAsset.download\u001b[1;34m(self, filepath, chunk_size)\u001b[0m\n\u001b[0;32m   1407\u001b[0m downloader \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_download_file_iter(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[0;32m   1408\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(filepath, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fp:\n\u001b[1;32m-> 1409\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m downloader(\u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m   1410\u001b[0m         fp\u001b[38;5;241m.\u001b[39mwrite(chunk)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1391\u001b[0m, in \u001b[0;36mBaseRemoteAsset.get_download_file_iter.<locals>.downloader\u001b[1;34m(start_at)\u001b[0m\n\u001b[0;32m   1388\u001b[0m \u001b[38;5;66;03m# TODO: apparently we might need retries here as well etc\u001b[39;00m\n\u001b[0;32m   1389\u001b[0m \u001b[38;5;66;03m# if result.status_code not in (200, 201):\u001b[39;00m\n\u001b[0;32m   1390\u001b[0m result\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m-> 1391\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m result\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size):\n\u001b[0;32m   1392\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m chunk:  \u001b[38;5;66;03m# could be some \"keep alive\"?\u001b[39;00m\n\u001b[0;32m   1393\u001b[0m         \u001b[38;5;28;01myield\u001b[39;00m chunk\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:816\u001b[0m, in \u001b[0;36mResponse.iter_content.<locals>.generate\u001b[1;34m()\u001b[0m\n\u001b[0;32m    814\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m    815\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 816\u001b[0m         \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw\u001b[38;5;241m.\u001b[39mstream(chunk_size, decode_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m    817\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m ProtocolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    818\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m ChunkedEncodingError(e)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:627\u001b[0m, in \u001b[0;36mHTTPResponse.stream\u001b[1;34m(self, amt, decode_content)\u001b[0m\n\u001b[0;32m    625\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    626\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_fp_closed(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp):\n\u001b[1;32m--> 627\u001b[0m         data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    629\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m data:\n\u001b[0;32m    630\u001b[0m             \u001b[38;5;28;01myield\u001b[39;00m data\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:566\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[0;32m    563\u001b[0m fp_closed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m    565\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_error_catcher():\n\u001b[1;32m--> 566\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fp_closed \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    567\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    568\u001b[0m         flush_decoder \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:524\u001b[0m, in \u001b[0;36mHTTPResponse._fp_read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m    522\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    523\u001b[0m     chunk_amt \u001b[38;5;241m=\u001b[39m max_chunk_amt\n\u001b[1;32m--> 524\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk_amt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    525\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data:\n\u001b[0;32m    526\u001b[0m     \u001b[38;5;28;01mbreak\u001b[39;00m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:463\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m    460\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    461\u001b[0m     \u001b[38;5;66;03m# Amount is given, implement using readinto\u001b[39;00m\n\u001b[0;32m    462\u001b[0m     b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbytearray\u001b[39m(amt)\n\u001b[1;32m--> 463\u001b[0m     n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    464\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mmemoryview\u001b[39m(b)[:n]\u001b[38;5;241m.\u001b[39mtobytes()\n\u001b[0;32m    465\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    466\u001b[0m     \u001b[38;5;66;03m# Amount is not given (unbounded read) so we must check self.length\u001b[39;00m\n\u001b[0;32m    467\u001b[0m     \u001b[38;5;66;03m# and self.chunked\u001b[39;00m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:507\u001b[0m, in \u001b[0;36mHTTPResponse.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    502\u001b[0m         b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmemoryview\u001b[39m(b)[\u001b[38;5;241m0\u001b[39m:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlength]\n\u001b[0;32m    504\u001b[0m \u001b[38;5;66;03m# we do not use _safe_read() here because this may be a .will_close\u001b[39;00m\n\u001b[0;32m    505\u001b[0m \u001b[38;5;66;03m# connection, and the user is reading more bytes than will be provided\u001b[39;00m\n\u001b[0;32m    506\u001b[0m \u001b[38;5;66;03m# (for example, reading in 1k chunks)\u001b[39;00m\n\u001b[1;32m--> 507\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    508\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m n \u001b[38;5;129;01mand\u001b[39;00m b:\n\u001b[0;32m    509\u001b[0m     \u001b[38;5;66;03m# Ideally, we would raise IncompleteRead if the content-length\u001b[39;00m\n\u001b[0;32m    510\u001b[0m     \u001b[38;5;66;03m# wasn't satisfied, but it might break compatibility.\u001b[39;00m\n\u001b[0;32m    511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_conn()\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\socket.py:704\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    702\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m    703\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 704\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    705\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m    706\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1241\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m   1237\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m   1238\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m   1239\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[0;32m   1240\u001b[0m           \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[1;32m-> 1241\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1242\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1243\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv_into(buffer, nbytes, flags)\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1099\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m   1097\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   1098\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1099\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1100\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1101\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
      ]
     }
    ],
    "source": [
-    "fs = CachingFileSystem(\n",
-    "    fs=fsspec.filesystem(\"http\"),\n",
-    ")\n",
+    "file = my_dandiset.get_asset_by_path(dandi_filepath)\n",
+    "# this may take awhile, especially if the file to download is large\n",
+    "file.download(filepath)\n",
     "\n",
-    "# opening may take awhile on a large file\n",
-    "f = fs.open(file_url, \"rb\")\n",
-    "file = h5py.File(f)\n",
-    "io = NWBHDF5IO(file=file, mode='r', load_namespaces=True)\n",
-    "nwb = io.read()"
+    "print(f\"Downloaded file to {filepath}\")"
    ]
   },
   {
@@ -151,31 +150,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
+   "id": "ac9d9572",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n",
+    "nwb = io.read() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "50a4d0b6",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n",
-       "       'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n",
-       "       'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n",
-       "       'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n",
-       "       'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n",
-       "       'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n",
-       "       'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n",
-       "       'spike_amplitudes', 'waveform_mean'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# this may take awhile when using file streaming\n",
     "units = nwb.units.to_dataframe()\n",
@@ -184,457 +175,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "ce0e64b4",
    "metadata": {
     "scrolled": true
    },
-   "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>waveform_duration</th>\n",
-       "      <th>cluster_id</th>\n",
-       "      <th>peak_channel_id</th>\n",
-       "      <th>cumulative_drift</th>\n",
-       "      <th>amplitude_cutoff</th>\n",
-       "      <th>snr</th>\n",
-       "      <th>recovery_slope</th>\n",
-       "      <th>isolation_distance</th>\n",
-       "      <th>nn_miss_rate</th>\n",
-       "      <th>silhouette_score</th>\n",
-       "      <th>...</th>\n",
-       "      <th>local_index</th>\n",
-       "      <th>spread</th>\n",
-       "      <th>waveform_halfwidth</th>\n",
-       "      <th>d_prime</th>\n",
-       "      <th>presence_ratio</th>\n",
-       "      <th>repolarization_slope</th>\n",
-       "      <th>nn_hit_rate</th>\n",
-       "      <th>spike_times</th>\n",
-       "      <th>spike_amplitudes</th>\n",
-       "      <th>waveform_mean</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
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-       "      <th>950921187</th>\n",
-       "      <td>0.604355</td>\n",
-       "      <td>4</td>\n",
-       "      <td>850249267</td>\n",
-       "      <td>481.80</td>\n",
-       "      <td>0.425574</td>\n",
-       "      <td>2.209140</td>\n",
-       "      <td>-0.118430</td>\n",
-       "      <td>17.537571</td>\n",
-       "      <td>0.009496</td>\n",
-       "      <td>0.036369</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.357119</td>\n",
-       "      <td>2.962274</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.381716</td>\n",
-       "      <td>0.473829</td>\n",
-       "      <td>[1.0439430431793884, 1.543311060144649, 2.7287...</td>\n",
-       "      <td>[0.0001908626967721937, 0.00016134635752077775...</td>\n",
-       "      <td>[[0.0, 0.5961149999999966, 5.378099999999993, ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950921172</th>\n",
-       "      <td>0.521943</td>\n",
-       "      <td>3</td>\n",
-       "      <td>850249267</td>\n",
-       "      <td>681.53</td>\n",
-       "      <td>0.390098</td>\n",
-       "      <td>1.959983</td>\n",
-       "      <td>-0.109729</td>\n",
-       "      <td>14.677643</td>\n",
-       "      <td>0.003857</td>\n",
-       "      <td>0.103446</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.260972</td>\n",
-       "      <td>2.067810</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.536663</td>\n",
-       "      <td>0.445946</td>\n",
-       "      <td>[10.406435026164546, 17.127986534673788, 18.48...</td>\n",
-       "      <td>[0.00014485615850768024, 0.0001722424107984555...</td>\n",
-       "      <td>[[0.0, -1.341600000000002, -0.4586399999999933...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950921152</th>\n",
-       "      <td>0.467002</td>\n",
-       "      <td>2</td>\n",
-       "      <td>850249267</td>\n",
-       "      <td>1070.71</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.522905</td>\n",
-       "      <td>-0.109867</td>\n",
-       "      <td>15.783665</td>\n",
-       "      <td>0.017776</td>\n",
-       "      <td>0.027818</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.247236</td>\n",
-       "      <td>2.220043</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.566559</td>\n",
-       "      <td>0.284058</td>\n",
-       "      <td>[1.2775103414155262, 2.3915133536963493, 3.701...</td>\n",
-       "      <td>[0.00014859435856024575, 0.0001531048673600236...</td>\n",
-       "      <td>[[0.0, -0.6427199999999993, -2.836079999999998...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950921135</th>\n",
-       "      <td>0.467002</td>\n",
-       "      <td>1</td>\n",
-       "      <td>850249267</td>\n",
-       "      <td>253.42</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.803475</td>\n",
-       "      <td>-0.150379</td>\n",
-       "      <td>26.666930</td>\n",
-       "      <td>0.023742</td>\n",
-       "      <td>0.076530</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.233501</td>\n",
-       "      <td>2.339206</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.669090</td>\n",
-       "      <td>0.590737</td>\n",
-       "      <td>[9.473732504122962, 13.198542576065163, 18.302...</td>\n",
-       "      <td>[0.00032386170367170055, 0.0004518112387675137...</td>\n",
-       "      <td>[[0.0, -3.2800950000000078, -6.087510000000009...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950921111</th>\n",
-       "      <td>0.439531</td>\n",
-       "      <td>0</td>\n",
-       "      <td>850249267</td>\n",
-       "      <td>141.82</td>\n",
-       "      <td>0.018056</td>\n",
-       "      <td>4.647943</td>\n",
-       "      <td>-0.328727</td>\n",
-       "      <td>66.901065</td>\n",
-       "      <td>0.006595</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>0.219765</td>\n",
-       "      <td>4.395994</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>1.261416</td>\n",
-       "      <td>0.952667</td>\n",
-       "      <td>[1.1677100445138795, 1.1707767194728813, 1.349...</td>\n",
-       "      <td>[0.00015644521007973124, 0.000214412247939483,...</td>\n",
-       "      <td>[[0.0, -0.9291749999999945, -6.120270000000007...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <th>950958827</th>\n",
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-       "      <td>327</td>\n",
-       "      <td>850256505</td>\n",
-       "      <td>425.47</td>\n",
-       "      <td>0.013262</td>\n",
-       "      <td>1.197137</td>\n",
-       "      <td>-0.033924</td>\n",
-       "      <td>47.100934</td>\n",
-       "      <td>0.000569</td>\n",
-       "      <td>0.003954</td>\n",
-       "      <td>...</td>\n",
-       "      <td>323</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>0.219765</td>\n",
-       "      <td>3.495039</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.166195</td>\n",
-       "      <td>0.562500</td>\n",
-       "      <td>[56.68879155534432, 56.71539151930708, 140.382...</td>\n",
-       "      <td>[7.006826592238747e-05, 6.896932990521833e-05,...</td>\n",
-       "      <td>[[0.0, 1.456064999999999, -2.1444149999999933,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950958817</th>\n",
-       "      <td>0.535678</td>\n",
-       "      <td>326</td>\n",
-       "      <td>850256505</td>\n",
-       "      <td>391.97</td>\n",
-       "      <td>0.029259</td>\n",
-       "      <td>2.162418</td>\n",
-       "      <td>-0.045889</td>\n",
-       "      <td>44.871938</td>\n",
-       "      <td>0.004134</td>\n",
-       "      <td>-0.030602</td>\n",
-       "      <td>...</td>\n",
-       "      <td>322</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.164824</td>\n",
-       "      <td>3.535095</td>\n",
-       "      <td>0.96</td>\n",
-       "      <td>0.374690</td>\n",
-       "      <td>0.618474</td>\n",
-       "      <td>[32.77642395146384, 53.25072954651286, 53.3577...</td>\n",
-       "      <td>[7.075155819535531e-05, 7.864810630992507e-05,...</td>\n",
-       "      <td>[[0.0, 5.052254999999994, -0.3732300000000003,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950958015</th>\n",
-       "      <td>0.576884</td>\n",
-       "      <td>236</td>\n",
-       "      <td>850256505</td>\n",
-       "      <td>195.00</td>\n",
-       "      <td>0.003844</td>\n",
-       "      <td>3.398071</td>\n",
-       "      <td>-0.072890</td>\n",
-       "      <td>43.340940</td>\n",
-       "      <td>0.001142</td>\n",
-       "      <td>-0.127013</td>\n",
-       "      <td>...</td>\n",
-       "      <td>232</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.137353</td>\n",
-       "      <td>4.977663</td>\n",
-       "      <td>0.92</td>\n",
-       "      <td>0.634695</td>\n",
-       "      <td>0.767932</td>\n",
-       "      <td>[171.13333650757914, 614.5358357924764, 895.59...</td>\n",
-       "      <td>[9.143536229559716e-05, 0.00010639289111014194...</td>\n",
-       "      <td>[[0.0, 7.7005500000000175, 12.612210000000019,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950958038</th>\n",
-       "      <td>0.137353</td>\n",
-       "      <td>239</td>\n",
-       "      <td>850256507</td>\n",
-       "      <td>132.76</td>\n",
-       "      <td>0.001628</td>\n",
-       "      <td>3.938438</td>\n",
-       "      <td>-0.121152</td>\n",
-       "      <td>84.593734</td>\n",
-       "      <td>0.000101</td>\n",
-       "      <td>0.250970</td>\n",
-       "      <td>...</td>\n",
-       "      <td>235</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.082412</td>\n",
-       "      <td>6.011525</td>\n",
-       "      <td>0.71</td>\n",
-       "      <td>0.613976</td>\n",
-       "      <td>0.995134</td>\n",
-       "      <td>[2625.1812451333517, 2625.195478447402, 2625.2...</td>\n",
-       "      <td>[9.332805407085107e-05, 0.00011217241356378219...</td>\n",
-       "      <td>[[0.0, -1.2247949999999905, 3.6318750000000044...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950958064</th>\n",
-       "      <td>0.604355</td>\n",
-       "      <td>242</td>\n",
-       "      <td>850256511</td>\n",
-       "      <td>314.21</td>\n",
-       "      <td>0.084867</td>\n",
-       "      <td>3.099177</td>\n",
-       "      <td>-0.064093</td>\n",
-       "      <td>49.170211</td>\n",
-       "      <td>0.001985</td>\n",
-       "      <td>0.153596</td>\n",
-       "      <td>...</td>\n",
-       "      <td>238</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>0.151089</td>\n",
-       "      <td>4.192806</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.426358</td>\n",
-       "      <td>0.947028</td>\n",
-       "      <td>[8.229957206651436, 8.243390521785514, 9.81902...</td>\n",
-       "      <td>[0.00021079520849161493, 0.0001983938878704022...</td>\n",
-       "      <td>[[0.0, -4.4120700000000035, -6.431880000000012...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3232 rows × 29 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           waveform_duration  cluster_id  peak_channel_id  cumulative_drift  \\\n",
-       "id                                                                            \n",
-       "950921187           0.604355           4        850249267            481.80   \n",
-       "950921172           0.521943           3        850249267            681.53   \n",
-       "950921152           0.467002           2        850249267           1070.71   \n",
-       "950921135           0.467002           1        850249267            253.42   \n",
-       "950921111           0.439531           0        850249267            141.82   \n",
-       "...                      ...         ...              ...               ...   \n",
-       "950958827           0.686767         327        850256505            425.47   \n",
-       "950958817           0.535678         326        850256505            391.97   \n",
-       "950958015           0.576884         236        850256505            195.00   \n",
-       "950958038           0.137353         239        850256507            132.76   \n",
-       "950958064           0.604355         242        850256511            314.21   \n",
-       "\n",
-       "           amplitude_cutoff       snr  recovery_slope  isolation_distance  \\\n",
-       "id                                                                          \n",
-       "950921187          0.425574  2.209140       -0.118430           17.537571   \n",
-       "950921172          0.390098  1.959983       -0.109729           14.677643   \n",
-       "950921152          0.500000  2.522905       -0.109867           15.783665   \n",
-       "950921135          0.500000  2.803475       -0.150379           26.666930   \n",
-       "950921111          0.018056  4.647943       -0.328727           66.901065   \n",
-       "...                     ...       ...             ...                 ...   \n",
-       "950958827          0.013262  1.197137       -0.033924           47.100934   \n",
-       "950958817          0.029259  2.162418       -0.045889           44.871938   \n",
-       "950958015          0.003844  3.398071       -0.072890           43.340940   \n",
-       "950958038          0.001628  3.938438       -0.121152           84.593734   \n",
-       "950958064          0.084867  3.099177       -0.064093           49.170211   \n",
-       "\n",
-       "           nn_miss_rate  silhouette_score  ...  local_index spread  \\\n",
-       "id                                         ...                       \n",
-       "950921187      0.009496          0.036369  ...            4   50.0   \n",
-       "950921172      0.003857          0.103446  ...            3   40.0   \n",
-       "950921152      0.017776          0.027818  ...            2   50.0   \n",
-       "950921135      0.023742          0.076530  ...            1   40.0   \n",
-       "950921111      0.006595               NaN  ...            0   30.0   \n",
-       "...                 ...               ...  ...          ...    ...   \n",
-       "950958827      0.000569          0.003954  ...          323   70.0   \n",
-       "950958817      0.004134         -0.030602  ...          322   50.0   \n",
-       "950958015      0.001142         -0.127013  ...          232   40.0   \n",
-       "950958038      0.000101          0.250970  ...          235   40.0   \n",
-       "950958064      0.001985          0.153596  ...          238   60.0   \n",
-       "\n",
-       "           waveform_halfwidth   d_prime  presence_ratio  repolarization_slope  \\\n",
-       "id                                                                              \n",
-       "950921187            0.357119  2.962274            0.99              0.381716   \n",
-       "950921172            0.260972  2.067810            0.99              0.536663   \n",
-       "950921152            0.247236  2.220043            0.99              0.566559   \n",
-       "950921135            0.233501  2.339206            0.99              0.669090   \n",
-       "950921111            0.219765  4.395994            0.99              1.261416   \n",
-       "...                       ...       ...             ...                   ...   \n",
-       "950958827            0.219765  3.495039            0.99              0.166195   \n",
-       "950958817            0.164824  3.535095            0.96              0.374690   \n",
-       "950958015            0.137353  4.977663            0.92              0.634695   \n",
-       "950958038            0.082412  6.011525            0.71              0.613976   \n",
-       "950958064            0.151089  4.192806            0.99              0.426358   \n",
-       "\n",
-       "           nn_hit_rate                                        spike_times  \\\n",
-       "id                                                                          \n",
-       "950921187     0.473829  [1.0439430431793884, 1.543311060144649, 2.7287...   \n",
-       "950921172     0.445946  [10.406435026164546, 17.127986534673788, 18.48...   \n",
-       "950921152     0.284058  [1.2775103414155262, 2.3915133536963493, 3.701...   \n",
-       "950921135     0.590737  [9.473732504122962, 13.198542576065163, 18.302...   \n",
-       "950921111     0.952667  [1.1677100445138795, 1.1707767194728813, 1.349...   \n",
-       "...                ...                                                ...   \n",
-       "950958827     0.562500  [56.68879155534432, 56.71539151930708, 140.382...   \n",
-       "950958817     0.618474  [32.77642395146384, 53.25072954651286, 53.3577...   \n",
-       "950958015     0.767932  [171.13333650757914, 614.5358357924764, 895.59...   \n",
-       "950958038     0.995134  [2625.1812451333517, 2625.195478447402, 2625.2...   \n",
-       "950958064     0.947028  [8.229957206651436, 8.243390521785514, 9.81902...   \n",
-       "\n",
-       "                                            spike_amplitudes  \\\n",
-       "id                                                             \n",
-       "950921187  [0.0001908626967721937, 0.00016134635752077775...   \n",
-       "950921172  [0.00014485615850768024, 0.0001722424107984555...   \n",
-       "950921152  [0.00014859435856024575, 0.0001531048673600236...   \n",
-       "950921135  [0.00032386170367170055, 0.0004518112387675137...   \n",
-       "950921111  [0.00015644521007973124, 0.000214412247939483,...   \n",
-       "...                                                      ...   \n",
-       "950958827  [7.006826592238747e-05, 6.896932990521833e-05,...   \n",
-       "950958817  [7.075155819535531e-05, 7.864810630992507e-05,...   \n",
-       "950958015  [9.143536229559716e-05, 0.00010639289111014194...   \n",
-       "950958038  [9.332805407085107e-05, 0.00011217241356378219...   \n",
-       "950958064  [0.00021079520849161493, 0.0001983938878704022...   \n",
-       "\n",
-       "                                               waveform_mean  \n",
-       "id                                                            \n",
-       "950921187  [[0.0, 0.5961149999999966, 5.378099999999993, ...  \n",
-       "950921172  [[0.0, -1.341600000000002, -0.4586399999999933...  \n",
-       "950921152  [[0.0, -0.6427199999999993, -2.836079999999998...  \n",
-       "950921135  [[0.0, -3.2800950000000078, -6.087510000000009...  \n",
-       "950921111  [[0.0, -0.9291749999999945, -6.120270000000007...  \n",
-       "...                                                      ...  \n",
-       "950958827  [[0.0, 1.456064999999999, -2.1444149999999933,...  \n",
-       "950958817  [[0.0, 5.052254999999994, -0.3732300000000003,...  \n",
-       "950958015  [[0.0, 7.7005500000000175, 12.612210000000019,...  \n",
-       "950958038  [[0.0, -1.2247949999999905, 3.6318750000000044...  \n",
-       "950958064  [[0.0, -4.4120700000000035, -6.431880000000012...  \n",
-       "\n",
-       "[3232 rows x 29 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "units"
    ]
@@ -650,21 +196,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "cf33f592",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(974, 29)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# selected_units = units[units.quality == 'good']\n",
     "selected_units = units[units.firing_rate > 5]\n",

From 6850a0ab59275b149fad05431b0cd1ccd4773e26 Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Thu, 12 Jan 2023 09:17:59 -0800
Subject: [PATCH 08/11] Reorganized notebook. Fixed some typos and one bug with
 extracting epochs

---
 .../visualize_unit_responses.ipynb            | 1313 ++++++++++++++---
 1 file changed, 1070 insertions(+), 243 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index afda6661..7d0c63d3 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -5,22 +5,10 @@
    "id": "740a0b46",
    "metadata": {},
    "source": [
-    "# Visualizing Neuronal Unit Spikes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ab930914",
-   "metadata": {},
-   "source": [
-    "Some of this content is adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_session.html)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2f6bb025",
-   "metadata": {},
-   "source": [
+    "# Visualizing Neuronal Unit Spikes\n",
+    "\n",
+    "Some of this content is adapted from the [Allen SDK Documentation](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/ecephys_session.html).\n",
+    "\n",
     "After processing Neuropixel ecephys data with [Kilosort](https://github.com/MouseLand/Kilosort), individual neuronal units have been identified and are stored in the Units table, in the `Units` section of the NWB file. The Units table contains information about hypothetical neurons determined by Kilosort. With this information, and the stimulus information found in the stimulus tables of the `Intervals` section, this notebook helps examine the spiking behavior of these units in response to stimulus and their associated waveforms"
    ]
   },
@@ -34,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 1,
    "id": "09650a3e",
    "metadata": {},
    "outputs": [],
@@ -62,38 +50,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 2,
    "id": "faa81fb6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# dandiset_id = \"000021\"\n",
-    "# dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
-    "dandiset_id = \"000248\"\n",
-    "dandi_filepath = \"sub_1171903433/sub_1171903433sess_1181330601/sub_1171903433+sess_1181330601_ecephys.nwb\"\n",
-    "authenticate = True\n",
-    "dandi_api_key = os.environ['DANDI_API_KEY']\n",
+    "dandiset_id = \"000021\"\n",
+    "dandi_filepath = \"sub-703279277/sub-703279277_ses-719161530.nwb\"\n",
+    "authenticate = False\n",
+    "# dandi_api_key = os.environ['DANDI_API_KEY']\n",
     "download_loc = \".\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 3,
+   "id": "bd981ccb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = dandi_filepath.split(\"/\")[-1]\n",
+    "filepath = f\"{download_loc}/{filename}\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "id": "6f3884c6",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "A newer version (0.48.0) of dandi/dandi-cli is available. You are using 0.46.3\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Got dandiset DANDI:000248/draft\n"
+      "Got dandiset DANDI:000021/draft\n"
      ]
     }
    ],
    "source": [
-    "filename = dandi_filepath.split(\"/\")[-1]\n",
-    "filepath = f\"{download_loc}/{filename}\"\n",
-    "\n",
     "if authenticate:\n",
     "    client = dandiapi.DandiAPIClient(token=dandi_api_key)\n",
     "else:\n",
@@ -104,30 +105,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "id": "91aa3183",
    "metadata": {},
    "outputs": [
     {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn [16], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m file \u001b[38;5;241m=\u001b[39m my_dandiset\u001b[38;5;241m.\u001b[39mget_asset_by_path(dandi_filepath)\n\u001b[0;32m      2\u001b[0m \u001b[38;5;66;03m# this may take awhile, especially if the file to download is large\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mfile\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdownload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDownloaded file to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfilepath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1409\u001b[0m, in \u001b[0;36mBaseRemoteAsset.download\u001b[1;34m(self, filepath, chunk_size)\u001b[0m\n\u001b[0;32m   1407\u001b[0m downloader \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_download_file_iter(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size)\n\u001b[0;32m   1408\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(filepath, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fp:\n\u001b[1;32m-> 1409\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m downloader(\u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m   1410\u001b[0m         fp\u001b[38;5;241m.\u001b[39mwrite(chunk)\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\dandi\\dandiapi.py:1391\u001b[0m, in \u001b[0;36mBaseRemoteAsset.get_download_file_iter.<locals>.downloader\u001b[1;34m(start_at)\u001b[0m\n\u001b[0;32m   1388\u001b[0m \u001b[38;5;66;03m# TODO: apparently we might need retries here as well etc\u001b[39;00m\n\u001b[0;32m   1389\u001b[0m \u001b[38;5;66;03m# if result.status_code not in (200, 201):\u001b[39;00m\n\u001b[0;32m   1390\u001b[0m result\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m-> 1391\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m result\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39mchunk_size):\n\u001b[0;32m   1392\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m chunk:  \u001b[38;5;66;03m# could be some \"keep alive\"?\u001b[39;00m\n\u001b[0;32m   1393\u001b[0m         \u001b[38;5;28;01myield\u001b[39;00m chunk\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:816\u001b[0m, in \u001b[0;36mResponse.iter_content.<locals>.generate\u001b[1;34m()\u001b[0m\n\u001b[0;32m    814\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m    815\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 816\u001b[0m         \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw\u001b[38;5;241m.\u001b[39mstream(chunk_size, decode_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m    817\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m ProtocolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    818\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m ChunkedEncodingError(e)\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:627\u001b[0m, in \u001b[0;36mHTTPResponse.stream\u001b[1;34m(self, amt, decode_content)\u001b[0m\n\u001b[0;32m    625\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    626\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_fp_closed(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp):\n\u001b[1;32m--> 627\u001b[0m         data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mamt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    629\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m data:\n\u001b[0;32m    630\u001b[0m             \u001b[38;5;28;01myield\u001b[39;00m data\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:566\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[0;32m    563\u001b[0m fp_closed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fp, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mclosed\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m    565\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_error_catcher():\n\u001b[1;32m--> 566\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mamt\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m fp_closed \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    567\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    568\u001b[0m         flush_decoder \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\urllib3\\response.py:524\u001b[0m, in \u001b[0;36mHTTPResponse._fp_read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m    522\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    523\u001b[0m     chunk_amt \u001b[38;5;241m=\u001b[39m max_chunk_amt\n\u001b[1;32m--> 524\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk_amt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    525\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data:\n\u001b[0;32m    526\u001b[0m     \u001b[38;5;28;01mbreak\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:463\u001b[0m, in \u001b[0;36mHTTPResponse.read\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m    460\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m amt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    461\u001b[0m     \u001b[38;5;66;03m# Amount is given, implement using readinto\u001b[39;00m\n\u001b[0;32m    462\u001b[0m     b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbytearray\u001b[39m(amt)\n\u001b[1;32m--> 463\u001b[0m     n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    464\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mmemoryview\u001b[39m(b)[:n]\u001b[38;5;241m.\u001b[39mtobytes()\n\u001b[0;32m    465\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    466\u001b[0m     \u001b[38;5;66;03m# Amount is not given (unbounded read) so we must check self.length\u001b[39;00m\n\u001b[0;32m    467\u001b[0m     \u001b[38;5;66;03m# and self.chunked\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\http\\client.py:507\u001b[0m, in \u001b[0;36mHTTPResponse.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    502\u001b[0m         b \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmemoryview\u001b[39m(b)[\u001b[38;5;241m0\u001b[39m:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlength]\n\u001b[0;32m    504\u001b[0m \u001b[38;5;66;03m# we do not use _safe_read() here because this may be a .will_close\u001b[39;00m\n\u001b[0;32m    505\u001b[0m \u001b[38;5;66;03m# connection, and the user is reading more bytes than will be provided\u001b[39;00m\n\u001b[0;32m    506\u001b[0m \u001b[38;5;66;03m# (for example, reading in 1k chunks)\u001b[39;00m\n\u001b[1;32m--> 507\u001b[0m n \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadinto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    508\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m n \u001b[38;5;129;01mand\u001b[39;00m b:\n\u001b[0;32m    509\u001b[0m     \u001b[38;5;66;03m# Ideally, we would raise IncompleteRead if the content-length\u001b[39;00m\n\u001b[0;32m    510\u001b[0m     \u001b[38;5;66;03m# wasn't satisfied, but it might break compatibility.\u001b[39;00m\n\u001b[0;32m    511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_conn()\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\socket.py:704\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    702\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m    703\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 704\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    705\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m    706\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1241\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m   1237\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m   1238\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m   1239\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[0;32m   1240\u001b[0m           \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[1;32m-> 1241\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1242\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1243\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv_into(buffer, nbytes, flags)\n",
-      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python39\\lib\\ssl.py:1099\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m   1097\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   1098\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1099\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1100\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1101\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloaded file to ./sub-703279277_ses-719161530.nwb\n"
      ]
     }
    ],
@@ -144,16 +130,29 @@
    "id": "53919d11",
    "metadata": {},
    "source": [
-    "### Extracting Unit Data\n",
-    "The `Units` table is shown below. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More thorough descriptions of several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)"
+    "### Extracting Unit Data and Stimulus Data\n",
+    "Below, the `Units` table is read from the file. Individual units are identified with the `id` column. Note that, while each id is unique, they are not perfectly ordinal; some ids are missing. In the cells below, the unit properties are listed and a slice of the units table is shown. More thorough descriptions of several unit properties can be found in [Visualizing Unit Quality Metrics](visualize_unit_metrics.ipynb)\n",
+    "\n",
+    "Additionally, the stimulus data is also read from the NWB file's `Intervals` section. Stimulus information is stored as a series of tables depending on the type of stimulus shown in the session. One such table is displayed below."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "ac9d9572",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'hdmf-common' version 1.1.3 because version 1.5.1 is already loaded.\n",
+      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n",
+      "C:\\Users\\carter.peene\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\hdmf\\spec\\namespace.py:531: UserWarning: Ignoring cached namespace 'core' version 2.2.2 because version 2.5.0 is already loaded.\n",
+      "  warn(\"Ignoring cached namespace '%s' version %s because version %s is already loaded.\"\n"
+     ]
+    }
+   ],
    "source": [
     "io = NWBHDF5IO(filepath, mode=\"r\", load_namespaces=True)\n",
     "nwb = io.read() "
@@ -161,196 +160,862 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "50a4d0b6",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['waveform_duration', 'cluster_id', 'peak_channel_id',\n",
+       "       'cumulative_drift', 'amplitude_cutoff', 'snr', 'recovery_slope',\n",
+       "       'isolation_distance', 'nn_miss_rate', 'silhouette_score',\n",
+       "       'velocity_above', 'quality', 'PT_ratio', 'l_ratio', 'velocity_below',\n",
+       "       'max_drift', 'isi_violations', 'firing_rate', 'amplitude',\n",
+       "       'local_index', 'spread', 'waveform_halfwidth', 'd_prime',\n",
+       "       'presence_ratio', 'repolarization_slope', 'nn_hit_rate', 'spike_times',\n",
+       "       'spike_amplitudes', 'waveform_mean'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# this may take awhile when using file streaming\n",
     "units = nwb.units.to_dataframe()\n",
-    "units.keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ce0e64b4",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "units"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "95d75e1d",
-   "metadata": {},
-   "source": [
-    "### Filtering Units\n",
-    "It might be of interest to only examine units with certain properties. They can be selected based on any metric. Below, only units with a 'good' quality SNR are chosen, along with a few other choices."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cf33f592",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# selected_units = units[units.quality == 'good']\n",
-    "selected_units = units[units.firing_rate > 5]\n",
-    "# selected_units = units[units.cumulative_drift < 200]\n",
-    "selected_units.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c2e2334f",
-   "metadata": {},
-   "source": [
-    "### Showing Spike Times\n",
-    "Here, a histogram plot of unit spikes over time is created. In the second cell below, set `stim_time` to be the time of the stimulus you're interested in viewing. To get an idea of the stimulus times you might be interested in, access one of the tables in the `Intervals` section. The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. "
+    "units.keys()\n",
+    "# units = nwb.units\n",
+    "# units.colnames"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "1e5b2e6b",
+   "id": "ce0e64b4",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dict_keys(['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations'])\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(nwb.intervals.keys())\n",
-    "stim_table = nwb.intervals['flashes_presentations'] # change this to view a different stimulus table\n",
-    "# print(stim_table)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "2a325d04",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stim_time = 800 # arbitrarily chosen here\n",
-    "interval_start = -0.1\n",
-    "interval_end = 5\n",
-    "\n",
-    "start_unit = 0\n",
-    "end_unit = 200"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "64a6e418",
-   "metadata": {},
    "outputs": [
     {
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+       "      <th></th>\n",
+       "      <th>waveform_duration</th>\n",
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+       "      <th>peak_channel_id</th>\n",
+       "      <th>cumulative_drift</th>\n",
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+       "      <th>snr</th>\n",
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+       "      <th>nn_miss_rate</th>\n",
+       "      <th>silhouette_score</th>\n",
+       "      <th>...</th>\n",
+       "      <th>local_index</th>\n",
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+       "      <th>d_prime</th>\n",
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+       "      <td>681.53</td>\n",
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+       "      <td>14.677643</td>\n",
+       "      <td>0.003857</td>\n",
+       "      <td>0.103446</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.260972</td>\n",
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+       "      <td>15.783665</td>\n",
+       "      <td>0.017776</td>\n",
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+       "      <td>0.99</td>\n",
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+       "      <td>0.99</td>\n",
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+       "      <td>66.901065</td>\n",
+       "      <td>0.006595</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>30.0</td>\n",
+       "      <td>0.219765</td>\n",
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+       "    </tr>\n",
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+       "      <th>...</th>\n",
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+       "      <td>...</td>\n",
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+       "    </tr>\n",
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+       "      <td>43.340940</td>\n",
+       "      <td>0.001142</td>\n",
+       "      <td>-0.127013</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>[171.13333650757914, 614.5358357924764, 895.59...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>950958038</th>\n",
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+       "    <tr>\n",
+       "      <th>950958064</th>\n",
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+       "      <td>49.170211</td>\n",
+       "      <td>0.001985</td>\n",
+       "      <td>0.153596</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>[0.00021079520849161493, 0.0001983938878704022...</td>\n",
+       "      <td>[[0.0, -4.4120700000000035, -6.431880000000012...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3232 rows × 29 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "200"
+       "           waveform_duration  cluster_id  peak_channel_id  cumulative_drift  \\\n",
+       "id                                                                            \n",
+       "950921187           0.604355           4        850249267            481.80   \n",
+       "950921172           0.521943           3        850249267            681.53   \n",
+       "950921152           0.467002           2        850249267           1070.71   \n",
+       "950921135           0.467002           1        850249267            253.42   \n",
+       "950921111           0.439531           0        850249267            141.82   \n",
+       "...                      ...         ...              ...               ...   \n",
+       "950958827           0.686767         327        850256505            425.47   \n",
+       "950958817           0.535678         326        850256505            391.97   \n",
+       "950958015           0.576884         236        850256505            195.00   \n",
+       "950958038           0.137353         239        850256507            132.76   \n",
+       "950958064           0.604355         242        850256511            314.21   \n",
+       "\n",
+       "           amplitude_cutoff       snr  recovery_slope  isolation_distance  \\\n",
+       "id                                                                          \n",
+       "950921187          0.425574  2.209140       -0.118430           17.537571   \n",
+       "950921172          0.390098  1.959983       -0.109729           14.677643   \n",
+       "950921152          0.500000  2.522905       -0.109867           15.783665   \n",
+       "950921135          0.500000  2.803475       -0.150379           26.666930   \n",
+       "950921111          0.018056  4.647943       -0.328727           66.901065   \n",
+       "...                     ...       ...             ...                 ...   \n",
+       "950958827          0.013262  1.197137       -0.033924           47.100934   \n",
+       "950958817          0.029259  2.162418       -0.045889           44.871938   \n",
+       "950958015          0.003844  3.398071       -0.072890           43.340940   \n",
+       "950958038          0.001628  3.938438       -0.121152           84.593734   \n",
+       "950958064          0.084867  3.099177       -0.064093           49.170211   \n",
+       "\n",
+       "           nn_miss_rate  silhouette_score  ...  local_index spread  \\\n",
+       "id                                         ...                       \n",
+       "950921187      0.009496          0.036369  ...            4   50.0   \n",
+       "950921172      0.003857          0.103446  ...            3   40.0   \n",
+       "950921152      0.017776          0.027818  ...            2   50.0   \n",
+       "950921135      0.023742          0.076530  ...            1   40.0   \n",
+       "950921111      0.006595               NaN  ...            0   30.0   \n",
+       "...                 ...               ...  ...          ...    ...   \n",
+       "950958827      0.000569          0.003954  ...          323   70.0   \n",
+       "950958817      0.004134         -0.030602  ...          322   50.0   \n",
+       "950958015      0.001142         -0.127013  ...          232   40.0   \n",
+       "950958038      0.000101          0.250970  ...          235   40.0   \n",
+       "950958064      0.001985          0.153596  ...          238   60.0   \n",
+       "\n",
+       "           waveform_halfwidth   d_prime  presence_ratio  repolarization_slope  \\\n",
+       "id                                                                              \n",
+       "950921187            0.357119  2.962274            0.99              0.381716   \n",
+       "950921172            0.260972  2.067810            0.99              0.536663   \n",
+       "950921152            0.247236  2.220043            0.99              0.566559   \n",
+       "950921135            0.233501  2.339206            0.99              0.669090   \n",
+       "950921111            0.219765  4.395994            0.99              1.261416   \n",
+       "...                       ...       ...             ...                   ...   \n",
+       "950958827            0.219765  3.495039            0.99              0.166195   \n",
+       "950958817            0.164824  3.535095            0.96              0.374690   \n",
+       "950958015            0.137353  4.977663            0.92              0.634695   \n",
+       "950958038            0.082412  6.011525            0.71              0.613976   \n",
+       "950958064            0.151089  4.192806            0.99              0.426358   \n",
+       "\n",
+       "           nn_hit_rate                                        spike_times  \\\n",
+       "id                                                                          \n",
+       "950921187     0.473829  [1.0439430431793884, 1.543311060144649, 2.7287...   \n",
+       "950921172     0.445946  [10.406435026164546, 17.127986534673788, 18.48...   \n",
+       "950921152     0.284058  [1.2775103414155262, 2.3915133536963493, 3.701...   \n",
+       "950921135     0.590737  [9.473732504122962, 13.198542576065163, 18.302...   \n",
+       "950921111     0.952667  [1.1677100445138795, 1.1707767194728813, 1.349...   \n",
+       "...                ...                                                ...   \n",
+       "950958827     0.562500  [56.68879155534432, 56.71539151930708, 140.382...   \n",
+       "950958817     0.618474  [32.77642395146384, 53.25072954651286, 53.3577...   \n",
+       "950958015     0.767932  [171.13333650757914, 614.5358357924764, 895.59...   \n",
+       "950958038     0.995134  [2625.1812451333517, 2625.195478447402, 2625.2...   \n",
+       "950958064     0.947028  [8.229957206651436, 8.243390521785514, 9.81902...   \n",
+       "\n",
+       "                                            spike_amplitudes  \\\n",
+       "id                                                             \n",
+       "950921187  [0.0001908626967721937, 0.00016134635752077775...   \n",
+       "950921172  [0.00014485615850768024, 0.0001722424107984555...   \n",
+       "950921152  [0.00014859435856024575, 0.0001531048673600236...   \n",
+       "950921135  [0.00032386170367170055, 0.0004518112387675137...   \n",
+       "950921111  [0.00015644521007973124, 0.000214412247939483,...   \n",
+       "...                                                      ...   \n",
+       "950958827  [7.006826592238747e-05, 6.896932990521833e-05,...   \n",
+       "950958817  [7.075155819535531e-05, 7.864810630992507e-05,...   \n",
+       "950958015  [9.143536229559716e-05, 0.00010639289111014194...   \n",
+       "950958038  [9.332805407085107e-05, 0.00011217241356378219...   \n",
+       "950958064  [0.00021079520849161493, 0.0001983938878704022...   \n",
+       "\n",
+       "                                               waveform_mean  \n",
+       "id                                                            \n",
+       "950921187  [[0.0, 0.5961149999999966, 5.378099999999993, ...  \n",
+       "950921172  [[0.0, -1.341600000000002, -0.4586399999999933...  \n",
+       "950921152  [[0.0, -0.6427199999999993, -2.836079999999998...  \n",
+       "950921135  [[0.0, -3.2800950000000078, -6.087510000000009...  \n",
+       "950921111  [[0.0, -0.9291749999999945, -6.120270000000007...  \n",
+       "...                                                      ...  \n",
+       "950958827  [[0.0, 1.456064999999999, -2.1444149999999933,...  \n",
+       "950958817  [[0.0, 5.052254999999994, -0.3732300000000003,...  \n",
+       "950958015  [[0.0, 7.7005500000000175, 12.612210000000019,...  \n",
+       "950958038  [[0.0, -1.2247949999999905, 3.6318750000000044...  \n",
+       "950958064  [[0.0, -4.4120700000000035, -6.431880000000012...  \n",
+       "\n",
+       "[3232 rows x 29 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n",
-    "if len(spike_times) == 0:\n",
-    "    raise Exception(\"There are no spiking units in this selection\")\n",
-    "len(spike_times)"
+    "units"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "1747fe2f",
+   "execution_count": 9,
+   "id": "d61e1459",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "(200, 199)"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dict_keys(['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations'])\n"
+     ]
     }
    ],
    "source": [
-    "# generate histograms with 200 bins for each unit\n",
-    "time_bin_edges = np.linspace(interval_start, interval_end, 200)\n",
-    "hists = []\n",
-    "for unit_spike_times in spike_times:\n",
-    "    hist, bins = np.histogram(unit_spike_times-stim_time, bins=time_bin_edges)\n",
-    "    hists.append(hist)\n",
-    "hists = np.array(hists)\n",
-    "\n",
-    "hists.shape"
+    "stimulus_names = nwb.intervals.keys()\n",
+    "print(stimulus_names)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "e2d7563e",
-   "metadata": {
-    "scrolled": false
-   },
+   "execution_count": 10,
+   "id": "aa347405",
+   "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>start_time</th>\n",
+       "      <th>stop_time</th>\n",
+       "      <th>stimulus_name</th>\n",
+       "      <th>stimulus_block</th>\n",
+       "      <th>color</th>\n",
+       "      <th>mask</th>\n",
+       "      <th>opacity</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>size</th>\n",
+       "      <th>units</th>\n",
+       "      <th>stimulus_index</th>\n",
+       "      <th>orientation</th>\n",
+       "      <th>spatial_frequency</th>\n",
+       "      <th>contrast</th>\n",
+       "      <th>tags</th>\n",
+       "      <th>timeseries</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></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>1290.883097</td>\n",
+       "      <td>1291.133309</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3647, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1292.884817</td>\n",
+       "      <td>1293.135016</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3648, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1294.886487</td>\n",
+       "      <td>1295.136691</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3649, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1296.888137</td>\n",
+       "      <td>1297.138344</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3650, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1298.889787</td>\n",
+       "      <td>1299.140004</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3651, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>1581.125517</td>\n",
+       "      <td>1581.375726</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3792, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>1583.127217</td>\n",
+       "      <td>1583.377419</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3793, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>1585.128807</td>\n",
+       "      <td>1585.379029</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3794, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>1587.130507</td>\n",
+       "      <td>1587.380724</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3795, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>1589.132187</td>\n",
+       "      <td>1589.382401</td>\n",
+       "      <td>flashes</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>[300.0, 300.0]</td>\n",
+       "      <td>deg</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>[0.0, 0.0]</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>[stimulus_time_interval]</td>\n",
+       "      <td>[(3796, 1, timestamps pynwb.base.TimeSeries at...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 16 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "Text(0.5, 1.0, 'unit spikes over time')"
+       "      start_time    stop_time stimulus_name  stimulus_block color  mask  \\\n",
+       "id                                                                        \n",
+       "0    1290.883097  1291.133309       flashes             1.0  -1.0  None   \n",
+       "1    1292.884817  1293.135016       flashes             1.0   1.0  None   \n",
+       "2    1294.886487  1295.136691       flashes             1.0   1.0  None   \n",
+       "3    1296.888137  1297.138344       flashes             1.0   1.0  None   \n",
+       "4    1298.889787  1299.140004       flashes             1.0  -1.0  None   \n",
+       "..           ...          ...           ...             ...   ...   ...   \n",
+       "145  1581.125517  1581.375726       flashes             1.0   1.0  None   \n",
+       "146  1583.127217  1583.377419       flashes             1.0   1.0  None   \n",
+       "147  1585.128807  1585.379029       flashes             1.0  -1.0  None   \n",
+       "148  1587.130507  1587.380724       flashes             1.0  -1.0  None   \n",
+       "149  1589.132187  1589.382401       flashes             1.0  -1.0  None   \n",
+       "\n",
+       "     opacity       phase            size units  stimulus_index  orientation  \\\n",
+       "id                                                                            \n",
+       "0        1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "1        1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "2        1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "3        1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "4        1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "..       ...         ...             ...   ...             ...          ...   \n",
+       "145      1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "146      1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "147      1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "148      1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "149      1.0  [0.0, 0.0]  [300.0, 300.0]   deg             1.0          0.0   \n",
+       "\n",
+       "    spatial_frequency  contrast                      tags  \\\n",
+       "id                                                          \n",
+       "0          [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "1          [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "2          [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "3          [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "4          [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "..                ...       ...                       ...   \n",
+       "145        [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "146        [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "147        [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "148        [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "149        [0.0, 0.0]       0.8  [stimulus_time_interval]   \n",
+       "\n",
+       "                                            timeseries  \n",
+       "id                                                      \n",
+       "0    [(3647, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "1    [(3648, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "2    [(3649, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "3    [(3650, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "4    [(3651, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "..                                                 ...  \n",
+       "145  [(3792, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "146  [(3793, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "147  [(3794, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "148  [(3795, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "149  [(3796, 1, timestamps pynwb.base.TimeSeries at...  \n",
+       "\n",
+       "[150 rows x 16 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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E7Sj+wNxhL//5z3+YO2yEecM+du3apSJFiig+Pl6vvfaaypcvr2bNmuno0aMKDQ1Venp6oEPMVZg7gBzI5EDNmjUzDRo0cP73lStXnP9u2rSp6d69eyDCylV27Njh/Pc777xjHA6HmTZtmlmzZo159tlnTZEiRczmzZsDF2Au8/LLL5vatWub6Oho8/DDD5ujR4+aS5cuGWOMeeyxx0z58uVNSkpKgKPMPf7xj3+YmJgY53Hy6quvGofDYbp27WpiYmJMgwYNzJQpUwIcZe6wceNGU7ZsWbNixQpjjDFpaWnGGGPOnDljBg4caO6//36zZcsWY4wxmZmZAYszt9i+fbvz38wdgXHhwgXnv5k77IN5w15Wrlzp/Pe6detM8+bNTZUqVczhw4eNMcakp6cbY4zJyMgISHy5Db87gJzF9kmms2fPmqSkJHP06FFn29q1a80999xjHnvsMedJ/tq1a8YYY55++mnTsWPHQISaK/x2Mk1NTTXvvPOOSUhIyNZeokQJM3HiRH+Gluv9/e9/N61bt3aZZA8ePGgKFixovvrqq4DElRvt2bPHlChRwlSvXt08/PDDJiwszHz//ffGmOtJjj59+pjmzZubixcvBjjS4JeUlGQqV65snnrqKWdb1rxx+vRpU6ZMGTN69OhAhRf0Dhw4YNauXetM7mVh7giMvXv3mscee8zs3LnT2fbyyy8zd9gA84a9/fjjj85E05EjR4wxxkyYMMEsW7YssIEFOX53ADmTrWsybd++XY8//rgyMzO1f/9+DRo0SD179lSjRo0UHx+v119/XY8++qjmzZun8PBwSdcfbZkvXz6lpaUpLCyMWyC84Ny5c8qXL58iIiJc7nkuWLCgnnrqKef+z8jIUGJioqpUqaJatWoFItygd+DAAX3//ff69ddf1bJlSzVp0kT58+fXmDFj1Lx5c91zzz2S/lu3ISkpSeXKlVOlSpUCHHnwunjxoi5cuKBChQopT548iomJ0cqVK7V161b98ssvSktL00MPPaT09HSFhYUpLi5Or7zyii5duqT8+fMHOvygsnHjRn3wwQf65z//qczMTEVFRendd99V+/btVb58eT3//PMKDQ2VMUbFihVT+/btnbdYw7u2bdumVq1aqUePHqpcubKKFy/ufI25w/+2bt2qRo0a6cqVK+rRo4diY2MlSaNHj1azZs2YO/zs7NmzSkxMVMGCBVWkSBHFxMRoxYoV2rZtG/OGn/3yyy9asGCBEhMT1axZM9WtW1clS5aUJGcNpoYNG2rSpEkaPXq0WrZsqXvvvVezZs3Szp07Axx98OF3B5Dz2bYm09GjR9WqVSu1bNlS06ZN0/Tp07V8+XKNHTtW8+bNU58+fTRu3Dj9+uuvuvPOO9WrVy916dJFc+fO1ZgxYxQeHk6CyQt+/vln3XnnnZo4ceJNn6oRFvbfXGVoaKg++OADnT9/XrVr1/ZTlLnH9u3bFRcXp//93/9VQkKC2rVrp5kzZzpfv++++xQRESHpvzVm5s2bp8KFC6tMmTIBiTnY7dy5Ux07dlTLli3VoEEDff3118rIyFBMTIy6deumIkWKKDw8XOHh4c5jZfPmzapSpQo/FLxs69atatKkifMYCAkJkTFGrVu31pQpUzRu3DiNHTtWqampzuMjKSkpW/ID3nHgwAG1adNGffv21eTJk93u4xvnaOYO38pKMI0cOVKDBw/WSy+9lO2pZcwd/rV9+3a1bNlSjz76qOLi4vTee+/p8uXLuvvuu5k3/GzHjh1q2LCh5s2bpxUrVqhTp0567rnnnPXIbnyqXMOGDfXSSy/p+PHjWrBggTZt2uRMzsI7+N0BBInAXkh1c19++aWpVauWszaAMcasX7/edOnSxdx///3m22+/NcZcr6sRHx9vBg4caIYMGZLtEnBYc+zYMVOvXj1Ts2ZNkzdvXvO3v/3NeZuJOytWrDAjR440kZGR3BftAwcPHjSVK1c28fHxzttD33rrLRMVFWUSExNdll++fLkZMWKEKVy4sLPmDLxr+/btplixYmbIkCFm4cKFpmPHjqZKlSrZ6sStXr3aOBwOEx8fbz7++GMzYsQIU6RIEbN169YARh58tmzZYgoUKGBGjhx502U++ugjExERYVq3bm169uxpBgwYYAoUKJCt1gO848MPP3Teup6WlmbefPNN079/f/Pyyy+bxYsXZ1uWucO3Nm/ebPLnz2/GjBljjDHms88+M2XLljWrVq0yxrjejsLc4Vt79uwxxYoVMyNHjjRbtmwxQ4cONVWqVDHnz593LsO84R+XLl0y7du3N0OHDnV+v124cKFp1aqVadq0qZk3b55z2azjZPDgwSYiIoJ5wwf43QEED9smmb799ltTpkwZs3v3bmPMfwuybt261bRv39507NjReU80vC8jI8N8/vnnpmvXrmbbtm1m1qxZJjQ09KYn/DNnzphx48aZe++912zbti0AEQe39PR0M2nSJNO5c2eTnJxsjLneR7t27TKVKlUyv/zyS7blT58+bUaPHm1q1qzJl1IfOX78uKlVq5YZMWKEs23//v3m4YcfNvv37zfJyckmNTXVGGPMxx9/bIoXL26qVatmmjdvzjHiZcePHzf58+c3/fr1M8ZcfxhEfHy86datm2nRooX54IMPnInYrVu3miFDhphHH33UDBw4MFshanjP008/bbp27WqMMSYuLs40adLEdOzY0TRo0MDUqVPHfPDBB8YYY5KTk8348eOZO3zk7NmzpkSJEiY+Pj5be506dUz79u1dlj9z5owZM2YMc4ePZGRkmCFDhpjHH3/c2Xbu3DnTunVrs2nTJrNnzx6TlJRkjGHe8If09HRTp04dl1o+a9euNY888ohp06aNWbdunbP9p59+Mo0aNTIbN270d6hBj98dQHCxbZJpy5YtplixYubdd981xmT/S9vq1atN3rx5zZw5c7K9hycDede+ffvMwoULnf89c+ZM5wn/t0VcjblejC/ryxG87+uvvzZ//etfs7VdunTJlClTxiQkJLj8NfrcuXPm1KlT/gwxV0lISDCjR492PmnGGGOef/55U7BgQVO5cmVTo0YN8+STTzqTG0lJSSY5OZknNfnAhg0bTFxcnKlevbrZt2+fefjhh03jxo3N008/bdq3b29q1aplnnzySXPixAljzH8Lf7s7j8GarHn4448/Nh06dDDvvfeeadmypTl+/Lgx5vq8MnjwYNOsWTNz7NgxY4wx58+fN6dPnw5YzMHuxmRR1pj/5JNPTExMjEvxXGOuJ6aYO3ynX79+pkuXLs4r9V944QWTJ08eU7lyZVO1alXTsmVLc/DgQWOMMadOnWLe8JGMjAxz8eJF8/DDD5tnn33WGGOyJTNWrFhhYmNjXRK0WX/og/fxuwMIHrZLMt2YKHr55ZdNeHi48+kaN/6IbtGihRk8eLDf4wt2N97mc6Osff/bvyxcu3bNzJo1i7/q+EnW8ZH1/xcvXjQVKlTI9qjdJUuWOL+gwrf27t3r/PfUqVONw+EwH330kdm5c6d5++23TfXq1V2S4fCNDRs2mFatWhmHw2Hatm2b7Yvn5MmTTaVKlVxuD+IPE97z27ljyZIlpmTJkuaBBx4wTzzxRLbX1q5da/LmzWtWrFjhzxBztd/+EeLAgQMmOjqaJyv6UVYCIz4+3tSqVcv07dvX/PnPfzbh4eFm7ty55tixY+brr782Dz74oJk4caJJS0vjHOUH77zzjsmTJ49ZtGiRMSb7sfKPf/zDFCpUyJw6dcrlGIJ33Cxpx+8OIGezReHvo0eP6qefflJGRoYcDocyMzMlSSNHjtTAgQPVqVMnffnlly7vK1WqlL9DDWo///yzunTpoqVLlzrbjDGS5Hy6Q+/evTVjxgy9/PLLGj9+vAYPHqwhQ4aoWLFiAYk5mB05ckSLFy/WZ599pt27d0u6XpA1LS1NDodDGRkZysjIUL58+VSoUCFJUnx8vLp06eJ86ga8KzExURcuXHD+91133SXp+nFSvXp1LV++XP3791dsbKyGDRumS5cuad26dYEKN6j9tiBovXr1NG7cOI0YMULDhw9XVFSUc5nhw4crOTlZq1atkvTf8xkPh/AOd3NHixYtNGLECK1evdr5lMUsVatWVa1atZyFpuFdN84dWU9ODAkJUXp6uqTr56uKFStq5MiRmj59unbs2BHIcIPe6dOndfnyZYWGhkqSJk2apLZt26ps2bL69ddfNXr0aHXr1k1lypRRx44dFRERoW3btvGEZB84evSoFi1apC+++EIHDhyQJA0ePFg9e/ZU165dtXr16mxPM6tSpYoqVqyo0NBQl6ecwbrNmzcrKipKmzdvdv7eyMLvDiBnC/vjRXxr9+7dqlOnjipUqKCZM2eqYcOGzhNLeHi4XnnlFeXPn1/du3fXoEGDFBUVpZSUFP3000965513Ahx98DDG6LXXXtOqVaucX2patGghh8PhfJxxlt69e8sYo379+qlw4cL64YcfVKFChUCFHpSyHv1du3ZtrV+/XjExMYqNjdWHH36o8PBw5yN1Q0NDdeXKFaWnp2v8+PF65513tGzZMp4G5AMHDhxQTEyMmjRpov/93/9VkSJFnP3gcDjUrFkz57IZGRm6cOGC7rnnHtWpUyeAUQenXbt26Z133tH+/ftVt25dNWzYUI8++qjuv/9+lSlTxjn+s54KlJSUpKpVq6patWoBjjz43GzukKRRo0bpypUrGjdunF555RX16dNH1apV0xtvvKGTJ0+qfPnygQw9KP3e3BEWFqb09HTnk5kaN26sYsWKae3atapevXqAIw9O+/fv1/3336/27dvr7bffdv5BaNKkSZKk/v37O5NPWUqVKqVSpUopIyNDISEhJJq8JOuJfuXLl9emTZtUp04d3XfffZo2bZo+/PBDXb58Wa1atdJ7772nJk2aKDo6WosWLVJISAgJJh/YunWr4uLi9Oyzz7r9npSZmZkt0cTvDiBnCehZ88yZMxo6dKi6dOmivHnzql+/fvrxxx+zZbMLFy6syZMna9asWTp58qQWL16sQ4cOaeXKlapatWoAow8uDodDBQoUUNWqVZ3JvcWLFztfu9G1a9e0bt06RUZGas2aNapXr14gQg5aJ0+eVI8ePTRgwAAtWLBAu3fvVuvWrTVjxgx16NBBkpxfSkNCQhQZGalnn31WkyZNUkJCgho0aBDI8IPW6dOnVbJkSYWEhKhXr15KTk5WaGio88rLG4WGhurNN9/Unj171KRJkwBEG7x+/vlnNW7cWMYY3X333Tp8+LB69uypt956S5JUsWJF5cmTx7l8aGio3n//fZ07d061atUKVNhB6/fmDkn629/+pilTpmjdunXq0KGDWrRooU8//VTz5s3jamQv82TuCAsLc17hV69ePcXExOidd9656aPCYc22bdt05coVnThxQvHx8UpNTZUk51Vl4eHhmjdvnrZt26aff/5Z48aN0/fff6+BAwc6/4AB686fP6/evXurZ8+ezt8RHTt21LJly9ShQweFhobq888/19NPP63nnntOcXFxuu+++/Txxx9rxowZuuOOOwK9CUFlx44datSokZ599llNnjxZknTq1Clt377deWyEhIQ4z0v87gByoADdpmeMuf7476efftqsXr3aGGNM3bp1TdWqVc3atWtdas8YY8yFCxeMMcZZLBHe9e9//9u88sor5scffzStW7c2rVq1Mps3bzavvvqqOXTokHO5JUuWmDJlypiffvopgNEGrxUrVpjatWs7C+UaY8zPP/9soqOjTdGiRbM9EejEiRMmf/78pkCBAjxdw8e2bdtmqlSpYt5++23TuHFj07ZtW+e56MaixQsXLjQjR440hQsX5pG6Xnb58mXTvXt3Z5FWY4w5ePCgqVq1qnE4HObFF1/MtvzChQvNkCFD6Asfczd3bNq0yUyaNMlZGH///v1m1apVJiEhIdu5Dd5zK3NHVhHdnTt3mv379/s91txi1apVpnr16mb06NGmYcOG5plnnjHXrl1zvp6ammqqVatmChcubGJiYky1atU4V/nAoUOHTExMjFmzZo2zLTU11cydO9fExMSYbt26OdtXr15tvvjiC/Ppp5+aAwcOBCDa4Jaammri4uLMHXfc4Wzr3LmzqVOnjnE4HKZZs2ZmypQpztcyMzP53QHkQAG9kumuu+7SM888o3vvvVeStH79euXPn1/9+vXTunXrnLdppaWlyRijAgUKSJLy5csXyLCDVqFChfTNN9+oYcOGGjVqlAoUKKD27dsrPj4+W+2M6tWra/PmzVwx4yNXr17V2bNndfz48WxtpUuX1gsvvKC9e/dq7ty5kqSSJUtq2rRpWr16tWrUqBGokINeZmamoqOjVaNGDfXs2VPDhg1TamqqHn/8cXXq1ElTpkzR1atXJUnr1q3T1q1btWrVKtWuXTuwgQcZh8Ohffv2KTo6WtL1qwEqVKigFi1aqEuXLpowYYJmzpzpXH7Hjh06fPgwfeFj7uaODh06aMyYMc6rLu+88041btxYTZo0UenSpQMccXC6lbkjq19iY2N15513BiTeYJeZmamSJUuqQoUKGjNmjDp37qwtW7bo+eefV+fOnfXmm2+qYMGC2rJli2bMmKHp06dr8eLFnKt8oFChQkpLS9OaNWucbQULFtQjjzyi559/Xrt379Y//vEPSdL999+vrl27qlevXqpYsWKAIg5eoaGhzvInnTp1Ups2bXTt2jWNGTNGK1euVJkyZfTpp59q9uzZkq7P+/zuAHKegCaZIiIiVL16dYWGhuratWsKCQnRxo0bVaBAAfXv318//vijrly5oldffVVTp04NZKi5QkxMjPPS1BYtWig1NVVnz57Vvffeq3379jmXK1mypEqUKBGoMINeTEyMHA6Hpk2bps8//1wrV65U06ZN1bJlSw0bNkx33HGHNm3a5Fx+wIAB3AbkYyEhIbrjjjt07tw5rV+/Xt26ddOoUaO0du1affPNN2ratKkzETt+/HjNnTuXGic+kJ6ernLlyunQoUNKSkpSWFiYDhw4oLlz56pr167q37+/PvvsM126dEnS9YdHfPLJJ/SFj/3e3PHrr78GOLrc41bmDm7D8r2QkBBVqVJFqamp+vXXX/XXv/5V3bp10yeffKIFCxY4b/kJCwtTp06dSMD6UP78+dWkSRMtWbJE27dvd7ZHRESoa9euqlSpklauXBnACHOPfPnyqUuXLpo0aZK2bt2qlJQUTZ8+XV27dlXjxo01depUhYeH6z//+Y/zPfzuAHIe21Syy5Mnj/M+3KxE05NPPqnu3bvrxRdf1EMPPRTgCINflSpVFBERoSNHjqhPnz76+eef9cYbb6hUqVIaPny4VqxYEegQg54xRuXLl9fcuXO1efNmjRkzRr169dKf//xnTZw4UZJUqVIlHTlyJMCR5i5ZdZeioqJ08uRJSdIXX3yhK1euqGbNmpo2bZrOnDnjXJ76Db5RoEABtWrVSv/5z3/0xBNPaNiwYapevbq6du2q7t27q02bNtq0aZMuXbrkrO0XGRkZ4KiDH3NH4DF32E9mZqbzSvysZOuGDRt06dIlVatWTfPnz1dKSkqAo8wdIiIiNHLkSG3evFkTJ07U/v37na/lz59fcXFx2rt3r/MPFPCtvHnzql27dpo2bZpeeOEFFS9eXNL1h6YULVpUtWvX1pEjR9zWvASQMwT86XI3uvHJJ2vWrFFkZKQSExO1fv16ngrkY8YYpaenyxijRo0aKSQkRN99951q166tChUqaNasWVw27AcOh0OZmZlq0KCBFi9erKtXr+rixYvOIvfp6elKSUnRAw88EOBIc5esJ5y0bNlSp0+fVu/evbV06VItXrxYBw4c0Pjx4/XMM8/os88+4yk0PpJ1+/TgwYMVGRmpFStW6Pjx43rllVc0dOhQSdcvwy9btqzy5cvHlRp+wtxhD8wd9pP1VLK2bdvqypUrGjBggJYtW6bFixcrISFBH330kcLCwvTqq69yvvIBc8OTkTMzM1W9enXNnz9fLVq0UGZmpp555hnnU2F3796tcuXKOZ+8CO8zv3lSdb58+dSyZUuFhIQ4b9/N+v/Tp0+rdu3afJ8CcrCAnU1/e7LJEhYWpsuXL2vkyJEKDQ3VypUrFRsbG4AIg09mZqaMMdkel5v1iFCHw6E8efLoT3/6k6ZNm6Z3333XWRfg4YcfVlxcnLMmFrzj9/rDGONyafDx48f1j3/8Q+vXr9eUKVP8HS50/fwUHx+v8uXL69tvv1XdunVVp04dORwO1a9fny9EPpT1IzokJES9e/dW7969lZGRke34Wbx4saKiogIYZXBzN28zdwTOb/uDucOesp5IWrZsWX3zzTeqV6+e6tSpo9DQUHXu3JkEkxclJibq7Nmzio2NdTk2MjIydO+99yohIUFPPvmkRo4cqYyMDFWsWFHLli3TihUrsj2ZFNbdrD+y/HZ/X758WRMnTtSKFSu0bNkyf4UJwAccJuueAh/Zv3+/vv/+e504cUItWrRQjRo1nJdFZn1B+u0XpWPHjunPf/6z/va3v6lhw4a+DC/X+Pnnn/Xyyy/rxIkTuuuuu9S+fXu1a9dOkrL9UEtLS9PFixedt/vcLBkIazztjywHDhzQv/71L82YMUPfffed6tSpE4iwg5q7/e7O66+/rmbNmql+/focHz7iaV9k2bRpk6ZPn67PPvtMK1asUM2aNX0YXe5y8eJFZ0L89249ZO7wD0/7Iwtzh28lJyfr1KlTCg0NVYUKFdwmKS5duqRJkybp0UcfVb169ZzJcnjXsWPHVKtWLTVp0kRjxoxR/fr1XZbJmlsOHz6sjRs36ocfflB0dLQeeeQR51V/8A5P+uNGX331lb744gstX76ccxUQBHyaZNqxY4fi4uJUtWpVXblyRTt37tRjjz2mPn36OGssZd0eJ13PYOfLl08ZGRlKS0tT3rx5fRVarrJnzx7de++9atu2rSpWrKiFCxcqPDxcDzzwgN566y1J159Ac+MT5PgS5Due9Me1a9eyfVm9ePGi9uzZo+LFizufrAXv2bt3rxYsWKBevXrdtPDqjecq+I4nfXGjixcvasWKFZo8ebImT55MEXwv+vnnn/Xcc88pKSlJJ0+e1GuvvabHH388WwLptwlB5g7f8aQ/frv/mTt8Z8eOHerTp4/S09O1d+9ejR07VqNHj852PGT1za0mznHrli9frpYtW6pJkyYqV66chg0bprp160q6flxkZGQoPDycBLifeNofWQ4ePKjZs2ere/fuuuuuuwIVNgBvMT5y8eJF07ZtWzNs2DBz7do1Y4wx8+fPNy1atDDNmzc3CxYsyLb8Sy+9ZCZMmGCSk5N9FVKulJmZacaMGWMee+wxZ1tKSoqZOHGiqV27thk0aFC25efPn29OnTrl7zBzjdvpj5MnT/o7zFxl3759pmjRosbhcJjRo0ebpKQkl2UyMzNd2jIyMvwRXq5yu31x5coVk5qa6o8Qc42dO3eaYsWKmeeee858+umnZvjw4SY8PNxs3rzZ7fLMHb51O/3B3OE7Wf0xcuRIs3PnTvPGG28Yh8NhDh8+7FzG3RzBvOE7Z86cMY888oj55z//aerWrWsef/xxs2PHDmNM9v3+9ddfc2z4gaf9MX/+fJOYmGiMMSY9PT0gsQLwPp8lma5evWpq1qxpXnvttWztK1asMO3atTPt2rUzGzdudLb36NHD1KxZ05w5c8ZXIeVa/fr1M02aNMnWlpKSYt544w1Tv359M2nSJGOMMd9++60pV66cef755/ki5EP0h31cuHDBDBgwwPTr18+8++67xuFwmFGjRrlNbhhjzGuvvWYmTJjg5yhzh9vpixdffNHPUeYOZ86cMa1atTL/8z//k629adOmZujQocaY7Mm+BQsWcK7yIfrDXpKSkkyTJk3MsGHDnG2ZmZmmTZs2Zs2aNWbz5s3myJEjztemTJliZsyY4f9Ac5H09HRz6tQpExMTY44ePWrmzZtnGjRoYAYNGmTuv/9+06VLF2PM9YQGx4bv3Wp/jBkzxmRkZLj9IxKAnMkn934YY5SWlqZSpUopKSlJ0n8vqX/wwQd17do1DR06VN98843z0snPPvtMiYmJKlq0qC9CypXM/10SXLduXe3bt0979uzR3XffLUkqVKiQBgwYoD179mjBggUaPny42rVrpwEDBqhv377c7uAD9If9hISEqF69eipWrJi6d++uqKgo9ejRQ5L0l7/8JVsR6eTkZG3cuFEHDx7U4MGDOVd52e32xZAhQ+gLL0tLS9O5c+fUtWtXSf+9BatSpUpKTk6WpGy3m7Rv314//fST+vXrx7nKB+gPe3E4HGrTpo2zPyRp4sSJWrRokU6cOKHTp0+rWrVqGjt2rGJjYzV79mwVK1ZMnTt39qiOFm5dSEiIihcvrgYNGmjHjh3q1KmTIiIi1LdvX129elWDBg2SJD3yyCPasGEDx4aP0R8AfHYlkzHGvPXWWyZv3rwmISHBGJP9Msg333zTFClSxCQnJ3N5pI/98ssvJioqygwYMMB5S0nWXwsOHz5sHA6Hy+2L8B36w14uXLiQ7b/nzJljHA6HGTlypDl9+rQx5vq56+zZs+bMmTPm+PHjgQgzV6Av7GPv3r3Of2fd8j527FjTu3fvbMudPXvWn2HlWvSHvaSkpDj//dlnnxmHw2E+//xzc+bMGZOQkGAaNGhgxo0bZ4wxZtu2bebQoUMBijR36dOnj4mPjzfGGDNw4EBTpEgRExsbawYMGGBWrVoV4OhyH/oDyL18diWTw+HQs88+q/Xr1+vRRx/VokWL1KBBA+cyVatWVXR0tBwOB8UQfaxy5cqaO3eu2rZtq3z58mn8+PHOqwLCw8NVs2ZNFStWLMBR5h70h71kPV49IyNDISEh6t69u4wx6tWrl/M89vrrr+vgwYOaM2cOV834EH1hH1mFVzMzM53FWY0xOnXqlHOZSZMmKSIiQv/zP/9DUXwfoz/spVChQs5/N2rUSBs2bHBemd+kSROVKFFCGzZskDFGNWrUCFSYuUbW747mzZvrwIEDeuaZZ/T9999r48aN2rJli0aNGqU8efKoXr16ioiIoPC3j9EfAHzyLcThcCgtLU3h4eF65ZVXFBkZqebNm+vDDz9Uo0aNVK5cOS1ZskShoaGcWPykWbNm+uKLL9StWzclJibqscceU82aNTVr1iydOnWKp874Gf1hP6GhoTLGKDMzUz169JDD4VDv3r31zTffaP/+/frpp5+yPYERvkNf2EdISEi2pzFl3dLwwgsvaOLEidq8eTMJDT+iP+ynQoUKqlChgqTrScBr166pYMGCqlmzJt9x/SRrP1eqVEn9+/dXyZIl9e2336pSpUqqVKmSHA6HatWqxVOr/YT+AOAwxhhvrzSr/tKhQ4fUrFkzzZ07VzNmzNCcOXNUqFAhlSpVSvv27dPSpUtVu3Ztb388fsemTZs0fPhwHTx4UGFhYQoNDdWcOXNUp06dQIeWK9Ef9pN1SnQ4HGrRooW2bNmi5cuX89foAKAv7CGrBtD48eOVmJiou+66S2PHjtWaNWucV2/Af+gPe3vhhRc0c+ZMLVmyhEex+1laWpo++eQT1a9fXzVr1syWkIX/0R9A7uWTJJMkHT58WPXr11e7du00Y8YMSdLKlSt15MgRpaWlKS4uThUrVvTFR+MPpKSkKDk5WampqSpdunS2grrwP/rDfjIyMjRq1Ci9/fbb2rJli2rWrBnokHIt+sI+/v73v+tvf/ubIiMjtWTJEtWvXz/QIeVq9Ie9fPHFF0pISNCcOXO0ePFi/lgUIFlJWNgD/QHkTj5JMmVmZmry5Mk6cuSI3n77bTkcDjLXAHKMjIwMffzxx6pXrx5XWwYYfWEfGzZsUMOGDbVjxw7FxsYGOpxcj/6wl507d2rChAkaP3687rnnnkCHAwBAwPjsSqbLly8rX758vlg1APgcl3XbB31hHxcvXnQWaEfg0R/2klWPFACA3MxnSSYAAAAAAADkHtwkCwAAAAAAAMtIMgEAAAAAAMAykkwAAAAAAACwjCQTAAAAAAAALCPJBAAAAAAAAMtIMgEAAAAAAMAykkwAAAAAAACwjCQTAAAAAAAALCPJBAAAAAAAAMtIMgEAbsnBgwflcDhUsWLFQIfiNxUrVpTD4dDBgwcDHYpt5ZRxkVPiBAAAyIlIMgEAsiGhAncYF7Bi/PjxcjgcGj9+fKBDAQAAPhQW6AAAADlL2bJltWvXLoWHhwc6FL9ZunSp0tLSVLZs2UCHYlu5cVwAAAAgO5JMAIBbEh4erqpVqwY6DL+qXLlyoEOwvdw4LgAAAJAdt8sBACRJH3/8sRwOhw4dOiRJqlSpkhwOh/N/y5cvl/T7NW2ylpWk2bNnq2HDhipYsKCKFy+unj176vDhw5IkY4zeeecd1a5dWwUKFFBUVJT69eunU6dO3TS+vXv36k9/+pMqV66svHnzqnDhwmrSpIlmz559y9t69epVvf7666pXr54KFSqkPHnyqFSpUmrQoIH+8pe/KDk5OdvyN7tVrGnTps59s2XLFnXu3FlRUVGKiIhQbGysJk+eLGPMTeP44Ycf1K1bN5UrV04REREqXry4GjRooHHjxunMmTO22Ad2HRd/dPvV8uXL5XA41LRpU4/2hye1mm42DhITEzVs2DDFxMQob968yp8/v6Kjo9WiRQu98cYbHn3+jc6ePatx48apdu3aKlSokPLnz68aNWpo4sSJunTpUrZle/bsKYfDoVdeeeWm6/v222/lcDhUp04dl9dudUzdzph3OBx68cUXJUkvvvhitvHTr1+/W9w7AADA1gwAAMaYlStXmr59+5oCBQoYSaZLly6mb9++zv/t2rXLGGPMgQMHjCRToUIFl3VIMpJMfHy8CQsLM82bNzddu3Y15cuXN5JMdHS0SU5ONo899pjJmzevadOmjenUqZMpUaKEkWRq1qxprl696rLeuXPnmrx58xpJpmrVqqZTp06mefPmzlj79+/v8XZmZGSYFi1aGEkmMjLStG3b1vTs2dM89NBDpkKFCkaS2bx5c7b3ZLUfOHAgW3tcXJxze/PkyWPuuece06NHDxMXF2dCQ0ONJDNs2DC3cQwdOtS5v2rXrm169Ohh2rZta+68804jySxbtswW+8Cu42LcuHFGkhk3bpzbbVy2bJmRZOLi4rK13yzO34s/i7txkJiYaMqUKWMkmfLly5uOHTua7t27mwcffNAULVrUFC5c+Kbrc2fnzp0mOjraSDKlS5c2bdq0MR06dDAlS5Z0jpVz5845l1+0aJFzTNxM586djSQzderUbO23M6ZuZ8z37dvX1KpVy0gytWrVyjZ+pk+ffkv7BwAA2BtJJgBANjdLqGTxJJlQrFgxs2XLFmf7pUuXzAMPPGAkmRo1apjKlSubgwcPOl9PSkoyVapUMZLM7Nmzs61z27ZtJiIiwuTNm9d8+eWX2V47ePCgqVGjhpFkZs6c6dH2JSQkGEmmTp06JiUlxeX19evXm9OnT2dr+6MkkyTz/vvvZ3tt6dKlxuFwmNDQUHPkyJFsr02dOtW5n3744QeXGH788Udz+PDhHLEPsvh7XNglyfTiiy8aSeapp54ymZmZ2Za/du2aWbJkyU3X91uXLl0ylStXNpLM2LFjsyXWLl68aHr27OmS/MnIyHAm69auXeuyzqSkJBMeHm7y5MmTrU9vd0zd7pj/o/4CAADBgdvlAABeN2HCBNWqVcv53/ny5dPw4cMlSdu3b9fUqVNVoUIF5+tRUVF6+umnJV0vsn2jv//977p69aomTpyozp07Z3utQoUK+vDDDyVJU6dO9Si2kydPSpIefPBBFSpUyOX1+vXrq1ixYh6tK0vnzp31pz/9KVtb8+bN1bp1a2VkZGjZsmXO9vT0dL300kuSpA8++EDNmjVzWV/Dhg0VHR3t/O+csA884c1xYRdZ+7JNmzbOWwKzhIeHq0WLFh6va+bMmdq/f7/at2+vl156SXny5HG+lj9/fn3wwQcqUaKEPvnkE509e1aSFBISor59+0qSZsyY4bLOTz/9VGlpaXrkkUey9anVMXUrYx4AAOQeJJkAAF738MMPu7TdddddkqSwsDC1atXqpq8fP37c2ZaZmamFCxdKkrp37+72s+rXr6+CBQtq8+bNunLlyh/GVrduXYWGhuqjjz7Su+++q8TExD/eoD/QoUMHt+333HOPJOnYsWPOto0bNyopKUlRUVHq1KnTH647p+wDT3hrXNhJw4YNJUnx8fGaN2+eLly4cNvr+u677yTdvJ8LFiyo+vXrKz09XevXr3e29+vXTw6HQ59//rkuX76c7T1ZiacBAwY427wxpm5lzAMAgNyDJBMAwOvKly/v0lawYEFJUunSpRUW5vpw06wram78QXvmzBmlpKRIkqKjo7MVDM76X0hIiC5cuKDMzEy3xbJ/q3LlynrrrbeUlpamIUOGqEyZMqpYsaJ69uypTz/9VNeuXfPK9kpSZGSkyzZlFdC+++67Xa58cSen7ANPeGtc2Env3r31+OOPa+/everSpYvuuOMO1axZU88884x++OGHW1rXr7/+6lynu352OBz6/vvvJUlJSUnO9915552Ki4vT+fPn9dVXXznbN2/erK1bt6pMmTLZEnjeGFO3MuYBAEDu4fptDgAAi0JCbv43jN977bcyMzOd/866Jej3REREeLTeoUOH6rHHHtM333yjVatWadWqVZozZ47mzJmjcePGaeXKlSpdurTHcd7KNt2qnLIPPOGtceGJG/ebL9cZEhKi2bNna8yYMfruu++0evVqrV69Wu+9957ee+89dejQQV999ZVCQ0M9Xn+bNm1UsmTJ3132xtsKpetXKi1fvlwff/yxevXqJem/VzH16dMn2+d7Y0z5cswDAICciyQTAMC2oqKilC9fPl2+fFlvvPGGoqKivLbukiVLatCgQRo0aJAkaffu3RowYIDWrl2r+Ph4zZw502ufdaOsK0D27t0rY8wfXs0UjPvAG7LqFaWmprp9PeuKMW+tLy0t7XdvK4yNjVVsbKxGjRolY4x++OEH9erVSwsWLNCsWbPUv3//P4whOjpau3fv1sCBA9W1a9dbir9Lly4aMmSIli5dqiNHjqhkyZL697//LUkun+3LMQUAAHI3/gwFAMgm68d2enp6gCORQkND1bJlS0nS3LlzffpZVatW1V//+ldJ0pYtW3z2OfXr11dUVJSSkpL09ddf/+HydtkHdhoXklS2bFlJ0q5du9y+nlXfyFPFixdXnjx5lJycrFOnTrm8vmjRIo+33eFwqEWLFs4rijwdT23btpV0e/2cP39+de/eXZmZmZo1a5YWLFigM2fOqHHjxoqJicm2rD/HVBa7jR8AAOAbJJkAANmUK1dOkrRz584AR3LduHHjlCdPHo0aNUozZ850e8vSjh07NG/ePI/W98MPP+j7779XWlpatnZjjL799ltJrrcieVNYWJief/55SdJTTz2lFStWuCyzfv16HT161PnfdtgHdhsXzZs3V0hIiBYtWqSEhARnuzFGU6dO1ZdffnlL6wsPD1eTJk0kSWPHjs22j7du3aohQ4a4fd+sWbO0ceNGl/bU1FQtX75ckufj6amnnlKFChX0xRdf6K9//avbq6pOnDih6dOnu31/VnHvjz/+WB999JEk16uYsnh7TP0Ru40fAADgG9wuBwDIpkuXLlq2bJmeeOIJtWrVSkWKFJEkjRo1Snfffbff46lbt65mz56tfv36qV+/fho7dqxiY2NVvHhxJScna/v27Tp69Ki6d+/u8ih2d7Zt26bnnntOkZGRqlu3rsqUKaPLly9r06ZNOnTokAoXLqwJEyb4dJuGDRumPXv26P3331dcXJzq1Kmju+++WykpKdq9e7d+/fVXLVu2zPnD3A77wG7jIjo6WkOHDtWUKVPUokULPfjggypatKi2bt2qw4cPKz4+Xq+88sotrXPixIlasWKFpk+froSEBNWsWVPHjh3Thg0b1KtXLy1fvtzlNrx58+apb9++KlOmjGrXrq0iRYro7NmzWr16tc6fP6/q1as7b0f8IwUKFNB3332n9u3b67XXXtMHH3ygmjVrqly5crp06ZL27t2rXbt2qUSJEm7Xed999+mee+7Rrl279Msvv6hAgQI3fXqct8fUH2ndurUKFCigr7/+Wg888IDuuusuhYaGqnHjxh7dSggAAHIGkkwAgGyefvpppaamavbs2fr++++dT4l64oknApJMkKRu3bqpQYMGmjp1qhYvXqzVq1crIyNDJUuWVJUqVTRkyBCPa9h06NBB58+f18qVK7Vv3z6tW7dO+fLlU3R0tOLj4zV48GBncsdXHA6H3nvvPXXs2FHvv/++1q1bpx07duiOO+5QpUqV1LdvX9WsWTPbewK9D+w4Lt566y2VL19e//rXv7RmzRoVLFhQjRs31ty5c5WSknLLSaZ7771XCQkJGjdunNatW6cjR44oJiZGU6ZM0Z///GdVqlTJ5T0jRoxQpUqVtGbNGm3atEnJyckqWrSoYmNj1atXL/Xv318FChTwOIZq1app27Ztev/99/XVV19p27ZtWrt2raKiolSuXDmNHDlSnTp1uun7+/fvr7/85S+SpK5duzqf3ueON8fUHylZsqQWLlyoCRMmaOPGjVq7dq0yMzOVnp5OkgkAgCDiMMaYQAcBAAAAAACAnI2aTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwDKSTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwDKSTAAAAAAAALCMJBMAAAAAAAAsI8kEAAAAAAAAy0gyAQAAAAAAwLL/D5xy4mazsNEQAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1600x1600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(figsize=(16,16))\n",
-    "img = ax.imshow(hists)\n",
-    "cbar = plt.colorbar(img, shrink=0.5)\n",
-    "cbar.set_label('# spikes')\n",
-    "\n",
-    "ax.yaxis.set_major_locator(plt.NullLocator())\n",
-    "ax.set_ylabel(\"units\", fontsize=16)\n",
-    "\n",
-    "xtick_step=20\n",
-    "reltime = np.array(time_bin_edges)\n",
-    "ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n",
-    "ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n",
-    "\n",
-    "ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n",
-    "ax.set_title(\"unit spikes over time\", fontsize=20)"
+    "stim_table = nwb.intervals[\"flashes_presentations\"]\n",
+    "stim_table[:]"
    ]
   },
   {
@@ -359,73 +1024,73 @@
    "metadata": {},
    "source": [
     "### Getting Stimulus Epochs\n",
-    "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time."
+    "Here, epochs are extracted from the stimulus tables. In this case, an 'epoch' is a continuous period of time during a session where a particular type of stimulus is shown. The output here is a list of epochs, where an epoch is a tuple of four values; the stimulus name, the stimulus block, the starting time and the ending time. Since stimulus information can vary signifcantly between experiments and NWB files, you may need to tailor the code below to extract epochs for the file you're interested in. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "d0e3f844",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['drifting_gratings_presentations', 'flashes_presentations', 'gabors_presentations', 'invalid_times', 'natural_movie_one_presentations', 'natural_movie_three_presentations', 'natural_scenes_presentations', 'spontaneous_presentations', 'static_gratings_presentations']\n"
-     ]
-    }
-   ],
-   "source": [
-    "stimulus_names = list(nwb.intervals.keys())\n",
-    "print(stimulus_names)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "9fdc4f40",
    "metadata": {},
    "outputs": [],
    "source": [
     "# extract epoch times from stim table where stimulus rows have a different 'block' than following row\n",
+    "# returns list of epochs, where an epoch is of the form (stimulus name, stimulus block, start time, stop time)\n",
     "def extract_epochs(stim_name, stim_table, epochs):\n",
     "    \n",
+    "    # specify a current_epoch stop and start time\n",
     "    epoch_start = stim_table.start_time[0]\n",
     "    epoch_stop = stim_table.stop_time[0]\n",
     "\n",
+    "    # for each row, try to extend current epoch stop_time\n",
     "    for i in range(len(stim_table)):\n",
     "        this_block = stim_table.stimulus_block[i]\n",
     "        # if end of table, end the current epoch\n",
     "        if i+1 >= len(stim_table):\n",
     "            epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n",
     "            break\n",
+    "            \n",
     "        next_block = stim_table.stimulus_block[i+1]\n",
-    "\n",
-    "        # if next row is the same epoch, push back epoch_stop time\n",
+    "        # if next row is the same stim block, push back epoch_stop time\n",
     "        if next_block == this_block:\n",
     "            epoch_stop = stim_table.stop_time[i+1]\n",
-    "        # otherwise, end the epoch, start new epoch\n",
+    "        # otherwise, end the current epoch, start new epoch\n",
     "        else:\n",
     "            epochs.append((stim_name, this_block, epoch_start, epoch_stop))\n",
     "            epoch_start = stim_table.start_time[i+1]\n",
+    "            epoch_stop = stim_table.stop_time[i+1]\n",
+    "    \n",
     "    return epochs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "2afe14f6",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "15\n",
-      "[('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125), ('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125), ('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124), ('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724), ('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913), ('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904), ('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159), ('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591), ('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592), ('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589), ('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591), ('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858), ('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591), ('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591), ('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)]\n"
+      "('gabors_presentations', 0.0, 89.8968273815905, 1001.8917716749913)\n",
+      "('flashes_presentations', 1.0, 1290.8830973815907, 1589.382401312724)\n",
+      "('drifting_gratings_presentations', 2.0, 1591.1338573815906, 2190.634543106125)\n",
+      "('natural_movie_three_presentations', 3.0, 2221.6604473815905, 2822.161967381591)\n",
+      "('natural_movie_one_presentations', 4.0, 2852.1870373815905, 3152.4377773815904)\n",
+      "('drifting_gratings_presentations', 5.0, 3182.4628573815908, 3781.963503106125)\n",
+      "('natural_movie_three_presentations', 6.0, 4083.215117381591, 4683.716567381592)\n",
+      "('drifting_gratings_presentations', 7.0, 4713.741627381592, 5397.312443106124)\n",
+      "('static_gratings_presentations', 8.0, 5398.31325738159, 5878.714467381591)\n",
+      "('natural_scenes_presentations', 9.0, 5908.739537381591, 6389.157337381589)\n",
+      "('natural_scenes_presentations', 10.0, 6689.408117381589, 7169.809297381591)\n",
+      "('static_gratings_presentations', 11.0, 7199.83431738159, 7680.268867381591)\n",
+      "('natural_movie_one_presentations', 12.0, 7710.293937381591, 8010.54467738159)\n",
+      "('natural_scenes_presentations', 13.0, 8040.56972738159, 8568.510620243858)\n",
+      "('static_gratings_presentations', 14.0, 8611.04613738159, 9151.49746738159)\n"
      ]
     }
    ],
@@ -438,8 +1103,12 @@
     "        epochs = extract_epochs(stim_name, stim_table, epochs)\n",
     "    except:\n",
     "        continue\n",
+    "\n",
+    "# epochs take the form (stimulus name, stimulus block, start time, stop time)\n",
     "print(len(epochs))\n",
-    "print(epochs)"
+    "epochs.sort(key=lambda x: x[2])\n",
+    "for epoch in epochs:\n",
+    "    print(epoch)"
    ]
   },
   {
@@ -448,24 +1117,24 @@
    "metadata": {},
    "source": [
     "#### Visualizing Unit Activity Throughout Epochs\n",
-    "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice."
+    "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "8b1d9007",
    "metadata": {},
    "outputs": [],
    "source": [
-    "unit_num = 950930672\n",
+    "unit_num = 950930672 # chosen from units table\n",
     "time_start = 0\n",
     "time_end = 10000"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "id": "8eacf09e",
    "metadata": {},
    "outputs": [],
@@ -477,23 +1146,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "id": "6d11f911",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x220ac72ebb0>]"
+       "[<matplotlib.lines.Line2D at 0x1e20c0bf850>]"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1500x500 with 1 Axes>"
       ]
@@ -516,7 +1185,7 @@
     "for epoch in epochs:\n",
     "    stim_name, stim_block, start, end = epoch\n",
     "    color = stim_color_map[stim_name]\n",
-    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.4, facecolor=color))\n",
+    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.2, facecolor=color))\n",
     "    epoch_key[stim_name] = rec\n",
     "    \n",
     "ax.set_xlim(time_start, time_end)\n",
@@ -528,6 +1197,164 @@
     "ax.plot(bins[:-1], hist)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "24aa1cfc",
+   "metadata": {},
+   "source": [
+    "### Filtering Units\n",
+    "It might be of interest to only examine units with certain properties. They can be selected based on any metric with pandas syntax. Below, only units with a 'good' quality SNR are chosen, along with a few other choices."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "4388f18c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1852, 29)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "selected_units = units[units.quality == 'good']\n",
+    "# selected_units = units[units.firing_rate > 5]\n",
+    "# selected_units = units[units.cumulative_drift < 200]\n",
+    "selected_units.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "44250b4b",
+   "metadata": {},
+   "source": [
+    "### Showing Spike Times\n",
+    "Here, a histogram plot of unit spikes over time is created. In the second cell below, set `stim_time` to be the time of the stimulus you're interested in viewing. To get an idea of the stimulus times you might be interested in, access one of the tables in the `Intervals` section, discussed above in **Extracting Unit Data and Stimulus Data**.  The first cell below shows how to access these. Set `interval_start` and `interval_end` to the relative time bounds, in seconds, of the histogram around `stim_time`. Finally, `start_unit` and `end_unit` can be used to choose the slice indices of `selected_units` to display. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "5569bac3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stim_time = 2000 # arbitrarily chosen here\n",
+    "interval_start = -0.1\n",
+    "interval_end = 5\n",
+    "\n",
+    "start_unit = 0\n",
+    "end_unit = 400"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "4cfaebe2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "400"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "spike_times = [elem for elem in selected_units.spike_times[start_unit:end_unit]]\n",
+    "if len(spike_times) == 0:\n",
+    "    raise Exception(\"There are no spiking units in this selection\")\n",
+    "len(spike_times)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "d1488828",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(400, 199)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# for each unit, generate a histogram with 200 bins, where bins represent the number spikes per second\n",
+    "time_bin_edges = np.linspace(interval_start, interval_end, 200)\n",
+    "hists = []\n",
+    "for unit_spike_times in spike_times:\n",
+    "    hist, bins = np.histogram(unit_spike_times-stim_time, bins=time_bin_edges)\n",
+    "    hists.append(hist)\n",
+    "hists = np.array(hists)\n",
+    "\n",
+    "hists.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "3fe22c0d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'unit spikes over time')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x1600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# display array of histograms as 2D image with color\n",
+    "fig, ax = plt.subplots(figsize=(16,16))\n",
+    "img = ax.imshow(hists)\n",
+    "cbar = plt.colorbar(img, shrink=0.5)\n",
+    "cbar.set_label('# spikes')\n",
+    "\n",
+    "ax.yaxis.set_major_locator(plt.NullLocator())\n",
+    "ax.set_ylabel(\"units\", fontsize=16)\n",
+    "\n",
+    "xtick_step=20\n",
+    "reltime = np.array(time_bin_edges)\n",
+    "ax.set_xticks(np.arange(0, len(reltime), xtick_step))\n",
+    "ax.set_xticklabels([f'{mp:1.3f}' for mp in reltime[::xtick_step]], rotation=45)\n",
+    "\n",
+    "ax.set_xlabel(\"time since stimulus event\", fontsize=16)\n",
+    "ax.set_title(\"unit spikes over time\", fontsize=20)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "34a45648",
@@ -539,12 +1366,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 21,
    "id": "32fd8345",
    "metadata": {},
    "outputs": [],
    "source": [
-    "unit_num = 950922199"
+    "unit_num = 950921187"
    ]
   },
   {
@@ -557,13 +1384,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 22,
    "id": "b01f1b67",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -599,13 +1426,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
    "id": "c8dd3ee0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1000x600 with 2 Axes>"
       ]
@@ -640,13 +1467,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 24,
    "id": "93e89bc5",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1000x600 with 2 Axes>"
       ]
@@ -681,7 +1508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 25,
    "id": "7d88c6c6",
    "metadata": {},
    "outputs": [
@@ -691,7 +1518,7 @@
        "(82,)"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -703,13 +1530,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 26,
    "id": "4ae54d56",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]

From 588014d9c30aa663d3547512b257f14d3766ae7c Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Thu, 12 Jan 2023 09:52:18 -0800
Subject: [PATCH 09/11] Update visualize_unit_responses.ipynb

---
 docs/visualization/visualize_unit_responses.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 7d0c63d3..a646573b 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -1116,7 +1116,7 @@
    "id": "d1c90bcc",
    "metadata": {},
    "source": [
-    "#### Visualizing Unit Activity Throughout Epochs\n",
+    "### Visualizing Unit Activity Throughout Epochs\n",
     "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs."
    ]
   },

From 362f136392a8a5a9d89a9de33dedf47f97b922f1 Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Thu, 12 Jan 2023 13:55:59 -0800
Subject: [PATCH 10/11] Variable name and markdown changes

---
 docs/visualization/visualize_unit_responses.ipynb | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 7d0c63d3..87fe3610 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -1038,7 +1038,7 @@
     "# returns list of epochs, where an epoch is of the form (stimulus name, stimulus block, start time, stop time)\n",
     "def extract_epochs(stim_name, stim_table, epochs):\n",
     "    \n",
-    "    # specify a current_epoch stop and start time\n",
+    "    # specify a current epoch stop and start time\n",
     "    epoch_start = stim_table.start_time[0]\n",
     "    epoch_stop = stim_table.stop_time[0]\n",
     "\n",
@@ -1116,8 +1116,8 @@
    "id": "d1c90bcc",
    "metadata": {},
    "source": [
-    "#### Visualizing Unit Activity Throughout Epochs\n",
-    "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound of the session you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs."
+    "### Visualizing Unit Activity Throughout Epochs\n",
+    "Below is a view of the spiking activity of a unit throughout a session, where epochs are shown as colored sections. Set `unit_num` to be the id of the unit to view. Set `time_start` to the starting bound in seconds of the session, you'd like to see, and `time_end` to the ending bound. You may want to use the output above to inform your choice. As mentioned above, if your file's stimulus information differs signifcantly, this code may need to be modified to appropriately display the epochs."
    ]
   },
   {
@@ -1139,6 +1139,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# make histogram of unit spikes per second over specified timeframe\n",
     "spikes = units.spike_times[unit_num]\n",
     "time_bin_edges = np.linspace(time_start, time_end, (time_end-time_start))\n",
     "hist, bins = np.histogram(spikes, bins=time_bin_edges)"
@@ -1172,6 +1173,7 @@
     }
    ],
    "source": [
+    "# generate plot of spike histogram with colored epoch intervals and legend\n",
     "fig, ax = plt.subplots(figsize=(15,5))\n",
     "\n",
     "# assign unique color to each stimulus name\n",
@@ -1183,9 +1185,9 @@
     "height = max(hist)\n",
     "# draw colored rectangles for each epoch\n",
     "for epoch in epochs:\n",
-    "    stim_name, stim_block, start, end = epoch\n",
+    "    stim_name, stim_block, epoch_start, epoch_end = epoch\n",
     "    color = stim_color_map[stim_name]\n",
-    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), end-start, height, alpha=0.2, facecolor=color))\n",
+    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n",
     "    epoch_key[stim_name] = rec\n",
     "    \n",
     "ax.set_xlim(time_start, time_end)\n",
@@ -1203,7 +1205,7 @@
    "metadata": {},
    "source": [
     "### Filtering Units\n",
-    "It might be of interest to only examine units with certain properties. They can be selected based on any metric with pandas syntax. Below, only units with a 'good' quality SNR are chosen, along with a few other choices."
+    "It might be of interest to only examine units with certain properties. They can be selected based on any metric with pandas syntax. Below, only units with a 'good' quality signal-to-noise ratio are chosen, along with a few other choices."
    ]
   },
   {

From f5397ef70ac13d6f944283b16e42fdc2be558019 Mon Sep 17 00:00:00 2001
From: Carter Peene <carter.peene@alleninstitute.org>
Date: Thu, 12 Jan 2023 14:29:54 -0800
Subject: [PATCH 11/11] typo fix

---
 docs/visualization/visualize_unit_responses.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/visualization/visualize_unit_responses.ipynb b/docs/visualization/visualize_unit_responses.ipynb
index 87fe3610..0d31607b 100644
--- a/docs/visualization/visualize_unit_responses.ipynb
+++ b/docs/visualization/visualize_unit_responses.ipynb
@@ -1187,7 +1187,7 @@
     "for epoch in epochs:\n",
     "    stim_name, stim_block, epoch_start, epoch_end = epoch\n",
     "    color = stim_color_map[stim_name]\n",
-    "    rec = ax.add_patch(mpl.patches.Rectangle((start, 0), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n",
+    "    rec = ax.add_patch(mpl.patches.Rectangle((epoch_start, 0), epoch_end-epoch_start, height, alpha=0.2, facecolor=color))\n",
     "    epoch_key[stim_name] = rec\n",
     "    \n",
     "ax.set_xlim(time_start, time_end)\n",