zarr2nwb.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tools import init_cluster, batch_process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster, client = init_cluster()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a54a9f72ce51409ba965bfc84ef338d3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value='<h2>GatewayCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n<style scoped>\\n    …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gcsfs\n",
    "import os.path as op"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = gcsfs.GCSFileSystem(project='learning-2-learn-221016', token=\"cloud\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = gcsfs.GCSFileSystem(project='learning-2-learn-221016', token=fs.session.credentials)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_file = '2017_5_04_raw.json'\n",
    "if not op.exists(metadata_file):\n",
    "    fs.get(op.join('learning2learn/Buffalo/NWB-experiments/', metadata_file), metadata_file)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/envs/notebook/lib/python3.7/site-packages/hdmf/spec/namespace.py:470: UserWarning: ignoring namespace 'hdmf-common' because it already exists\n",
      "  warn(\"ignoring namespace '%s' because it already exists\" % ns['name'])\n",
      "/srv/conda/envs/notebook/lib/python3.7/site-packages/hdmf/spec/namespace.py:470: UserWarning: ignoring namespace 'core' because it already exists\n",
      "  warn(\"ignoring namespace '%s' because it already exists\" % ns['name'])\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "from hdf5zarr import NWBZARRHDF5IO, HDF5Zarr\n",
    "\n",
    "# import metadata from a json file\n",
    "with open(metadata_file, 'r') as mfile:\n",
    "    store = json.load(mfile)\n",
    "\n",
    "f = fs.open('learning2learn/Buffalo/NWB-experiments/2017_5_04_raw.nwb', 'rb')\n",
    "\n",
    "hdf5_zarr = HDF5Zarr(f, store = store, store_mode = 'r')\n",
    "zgroup = hdf5_zarr.zgroup\n",
    "io = NWBZARRHDF5IO(mode='r', file=zgroup, load_namespaces=True)\n",
    "nwb = io.read()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nwbwidgets import nwb2widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01b7496a9c7648b18d304e2eb62dced3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Label(value='session_description:', layout=Layout(max_height='40px', max_width='…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nwb2widget(nwb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampling_rate = nwb.acquisition['ElectricalSeries'].rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32000.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampling_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/\n",
      " ├── acquisition\n",
      " │   └── ElectricalSeries\n",
      " │       ├── data (275057279, 124) int16\n",
      " │       ├── electrodes (124,) int64\n",
      " │       └── starting_time () float64\n",
      " ├── analysis\n",
      " ├── file_create_date (1,) object\n",
      " ├── general\n",
      " │   ├── devices\n",
      " │   │   └── Device\n",
      " │   ├── experimenter (1,) object\n",
      " │   ├── extracellular_ephys\n",
      " │   │   ├── ElectrodeGroup\n",
      " │   │   │   └── device\n",
      " │   │   │       └── .link\n",
      " │   │   └── electrodes\n",
      " │   │       ├── filtering (124,) object\n",
      " │   │       ├── group (124,) uint64\n",
      " │   │       ├── group_name (124,) object\n",
      " │   │       ├── id (124,) int64\n",
      " │   │       ├── imp (124,) float64\n",
      " │   │       ├── label (124,) object\n",
      " │   │       ├── location (124,) object\n",
      " │   │       ├── x (124,) float64\n",
      " │   │       ├── y (124,) float64\n",
      " │   │       └── z (124,) float64\n",
      " │   ├── institution () object\n",
      " │   ├── keywords (3,) object\n",
      " │   ├── lab () object\n",
      " │   ├── notes () object\n",
      " │   └── source_script () object\n",
      " ├── identifier () object\n",
      " ├── processing\n",
      " ├── session_description () object\n",
      " ├── session_start_time () object\n",
      " ├── specifications\n",
      " │   ├── core\n",
      " │   │   └── 2.1.0\n",
      " │   │       ├── namespace () object\n",
      " │   │       ├── nwb.base () object\n",
      " │   │       ├── nwb.behavior () object\n",
      " │   │       ├── nwb.ecephys () object\n",
      " │   │       ├── nwb.epoch () object\n",
      " │   │       ├── nwb.file () object\n",
      " │   │       ├── nwb.icephys () object\n",
      " │   │       ├── nwb.image () object\n",
      " │   │       ├── nwb.misc () object\n",
      " │   │       ├── nwb.ogen () object\n",
      " │   │       ├── nwb.ophys () object\n",
      " │   │       └── nwb.retinotopy () object\n",
      " │   └── hdmf-common\n",
      " │       └── 1.0.0\n",
      " │           ├── namespace () object\n",
      " │           ├── sparse () object\n",
      " │           └── table () object\n",
      " ├── stimulus\n",
      " │   ├── presentation\n",
      " │   └── templates\n",
      " └── timestamps_reference_time () object\n"
     ]
    }
   ],
   "source": [
    "print(zgroup.tree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = zgroup['acquisition/ElectricalSeries/data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dask.array as da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "arr = da.from_zarr(data)\n",
    "arr = arr.T  # We want channels as rows\n",
    "arr = arr[np.newaxis] # We need an epochs dimension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 124, 275057279)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.387649991319444"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr.shape[-1]/sampling_rate/60/60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a75017e918b48479bf52290e7c41319",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(VBox(children=(SelectMultiple(description='Channels:', index=(0,), options=(0, 1, 2, 3, 4, 5, 6…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chan = widgets.SelectMultiple(\n",
    "    options=np.arange(arr.shape[1]),\n",
    "    value=[0],\n",
    "    description='Channels:',\n",
    "    disabled=False\n",
    "    \n",
    ")\n",
    "\n",
    "time = widgets.IntSlider(\n",
    "    value=0,\n",
    "    min=0,\n",
    "    max=arr.shape[-1]-5000,\n",
    "    step=1,\n",
    "    description='Starting timepoint:',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "time_d = widgets.IntSlider(\n",
    "    value=5000,\n",
    "    min=0,\n",
    "    max=10000,\n",
    "    step=1,\n",
    "    description='Window duration',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "def f(time, time_d=5000, chan=[0]):\n",
    "    fig, ax = plt.subplots()\n",
    "    for c in chan:\n",
    "        if c < 124:\n",
    "            ax.plot(arr[0, c, time:time+time_d], label=f\"Channel {c}\")\n",
    "    ax.legend()\n",
    "    ax.set_xlabel(\"Time (samples)\")\n",
    "    ax.set_ylabel(\"Voltage\")\n",
    "    plt.show()\n",
    "\n",
    "out = widgets.interactive_output(f, {'chan': chan, 'time': time, 'time_d': time_d})\n",
    "\n",
    "widgets.HBox([widgets.VBox([chan, time, time_d]), out])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mne.time_frequency import tfr_array_morlet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import partial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "freqs = np.logspace(1, 2, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_morlet = partial(tfr_array_morlet, sfreq=sampling_rate, freqs=freqs, output=\"power\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = arr[0, 0, :500000].compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500000,)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = my_morlet(sample[None, None, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 1, 20, 500000)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5929c8de50>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929cd1fd0>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9b290>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9b450>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9b610>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9b7d0>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9ba10>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9bbd0>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9bd90>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9b810>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929cc6b50>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9e250>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9e410>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9e5d0>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9e790>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9e950>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9eb10>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9ecd0>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929c9ee90>,\n",
       " <matplotlib.lines.Line2D at 0x7f5929ca3090>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(result[0, 0, :, :1000].T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f5929bb7490>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1152x230.4 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(np.abs(result[0, 0, :, :100]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "morlet_arr = arr.map_blocks(my_morlet, dtype=result.dtype, new_axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "dask.array<tfr_array_morlet, shape=(1, 124, 1, 275057279), dtype=float64, chunksize=(1, 1, 1, 268611), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
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    }
   ],
   "source": [
    "morlet_arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 124, 1, 275057279)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "morlet_arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c25edbcb656b4b29bc508b2c9aeacc97",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(VBox(children=(Select(description='Channel:', options=(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chan = widgets.Select(\n",
    "    options=np.arange(arr.shape[1]),\n",
    "    value=[0],\n",
    "    description='Channel:',\n",
    "    disabled=False\n",
    "    \n",
    ")\n",
    "\n",
    "time = widgets.IntSlider(\n",
    "    value=0,\n",
    "    min=0,\n",
    "    max=arr.shape[-1]-500,\n",
    "    step=1,\n",
    "    description='Starting timepoint:',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "time_d = widgets.IntSlider(\n",
    "    value=50,\n",
    "    min=50,\n",
    "    max=1000,\n",
    "    step=1,\n",
    "    description='Window duration',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "\n",
    "def f(time, time_d=5000, chan=0):\n",
    "    fig, ax = plt.subplots()\n",
    "    result = np.abs(morlet_arr[0, chan, :, time:time+time_d].compute())\n",
    "    ax.matshow(result, origin=\"lower\")\n",
    "    ax.set_xlabel(\"Time (samples)\")\n",
    "    ax.set_ylabel(\"Frequency bins\")\n",
    "    plt.show()\n",
    "\n",
    "out = widgets.interactive_output(f, {'chan': chan, 'time': time, 'time_d': time_d})\n",
    "\n",
    "widgets.HBox([widgets.VBox([chan, time, time_d]), out])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "morlet_mean = da.mean(morlet_arr, axis=-1)\n",
    "morlet_std = da.std(morlet_arr, axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "zscored = (morlet_arr - morlet_mean[..., np.newaxis]) / morlet_std[..., np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "dask.array<truediv, shape=(1, 124, 1, 275057279), dtype=float64, chunksize=(1, 1, 1, 268611), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c0d9c6e27de2402eba79f063a766473d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dask.distributed import progress\n",
    "zscored_chan0_freq0 = zscored[0, 0, 0, :].persist()  # start computation in the background\n",
    "progress(zscored_chan0_freq0)      # watch progress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d83d194ed9724dea8b58905aae9432ae",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(VBox(children=(Select(description='Channel:', options=(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time = widgets.IntSlider(\n",
    "    value=0,\n",
    "    min=0,\n",
    "    max=arr.shape[-1]-500,\n",
    "    step=1,\n",
    "    description='Starting timepoint:',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "time_d = widgets.IntSlider(\n",
    "    value=10000,\n",
    "    min=10000,\n",
    "    max=1000000,\n",
    "    step=1,\n",
    "    description='Window duration',\n",
    "    disabled=False,\n",
    "    continuous_update=False,\n",
    "    orientation='horizontal',\n",
    "    readout=True,\n",
    ")\n",
    "\n",
    "\n",
    "def f(time, time_d=5000, chan=0):\n",
    "    fig, ax = plt.subplots()\n",
    "    result = zscored_chan0_freq0[time:time+time_d].compute()\n",
    "    ax.plot(result)\n",
    "    ax.set_xlabel(\"Time (samples)\")\n",
    "    ax.set_ylabel(\"Frequency bins\")\n",
    "    plt.show()\n",
    "\n",
    "out = widgets.interactive_output(f, {'chan': chan, 'time': time, 'time_d': time_d})\n",
    "\n",
    "widgets.HBox([widgets.VBox([chan, time, time_d]), out])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr><th> Bytes </th><td> 800 B </td> <td> 800 B </td></tr>\n",
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       "</td>\n",
       "</tr>\n",
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      ],
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       "dask.array<getitem, shape=(100,), dtype=float64, chunksize=(100,), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fzscored[0, 0, 0, :100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_chan = morlet_mean[1:1000, 0, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr><th> Bytes </th><td> 0 B </td> <td> 0 B </td></tr>\n",
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   ],
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    "mean_chan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c6f49eaae21449bad4069eaf2212bdd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dask.distributed import progress\n",
    "morlet_mean = morlet_mean.persist()  # start computation in the background\n",
    "progress(morlet_mean)      # watch progress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    "mean_chan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask.distributed import progress\n",
    "morlet_arr = morlet_arr.persist()  # start computation in the background\n",
    "progress(morlet_arr)      # watch progress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [],
   "source": [
    "morlet_chan_freq = morlet_arr[0, 0, 0, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "morlet_mean_chan_freq = da.mean(morlet_chan_freq, axis=-1)\n",
    "morlet_std_chan_freq = da.std(morlet_chan_freq, axis=-1)\n",
    "zscored = (morlet_chan_freq - morlet_mean_chan_freq) / morlet_std_chan_freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 2.20 GB </td> <td> 2.15 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (275057279,) </td> <td> (268611,) </td></tr>\n",
       "    <tr><th> Count </th><td> 513708 Tasks </td><td> 1024 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n",
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       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "dask.array<truediv, shape=(275057279,), dtype=float64, chunksize=(268611,), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fd61bfe2cd6847cc97dff254b997e03c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dask.distributed import progress\n",
    "zscored = zscored.persist()  # start computation in the background\n",
    "progress(zscored)      # watch progress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(275057279,)"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscored.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to_save = morlet_arr[0, 0, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import zarr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gcsmap_zarr = gcsfs.GCSMap('learning2learn/test_zarr', gcs=fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['learning2learn/Buffalo/wcst-nhp/',\n",
       " 'learning2learn/Buffalo/BuffaloLabTestSet/',\n",
       " 'learning2learn/Buffalo/dataScienceSprint/',\n",
       " 'learning2learn/Buffalo/NWB-experiments/',\n",
       " 'learning2learn/Buffalo/SmallRawSet/']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fs.ls('learning2learn/Buffalo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "#zarr_ds = zarr.create(to_save.shape, chunks=to_save.chunks, \n",
    "#                      dtype=to_save.dtype, store=gcsmap_zarr, overwrite=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/envs/notebook/lib/python3.7/site-packages/datashader/transfer_functions.py:21: FutureWarning: xarray subclass Image should explicitly define __slots__\n",
      "  class Image(xr.DataArray):\n"
     ]
    }
   ],
   "source": [
    "# from datashader import transfer_functions as tf, reductions as rd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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