01_query_database.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "e4c78e5c-5612-4129-b4db-8d6be08ae24b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from one.api import ONE\n",
    "from brainbox.io.one import SessionLoader\n",
    "\n",
    "sys.path.append('~/code/ibl-photometry')\n",
    "import iblphotometry.loaders as loaders\n",
    "import iblphotometry.processing as proc\n",
    "import iblphotometry.pipelines as pipe\n",
    "\n",
    "from util import load_recinfo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99d3dc02-7deb-4962-a340-f0404493bf95",
   "metadata": {},
   "source": [
    "## Setting up and instantiating a ONE database connection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "54d322cf-aa2e-4b24-8354-bdcfd098ffc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the default database URL, local cache dir, and access credentials using\n",
    "# ONE.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c2a1afd2-f0d6-4244-8661-631df35a42e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading: /home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/tmp9sqvidhv/cache.zip Bytes: 138028737\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████| 131.63446140289307/131.63446140289307 [03:32<00:00,  1.61s/it]\n"
     ]
    }
   ],
   "source": [
    "# Instantiate a database connection\n",
    "one = ONE()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d5fe3e0-9863-428b-bdc4-4fb08ba81572",
   "metadata": {},
   "source": [
    "## Querying a database using ONE\n",
    "\n",
    "List of IBL datset types/ tables: https://docs.google.com/document/d/1OqIqqakPakHXRAwceYLwFY9gOrm8_P62XIfCTnHwstg/\n",
    "\n",
    "The `one.search()` method only queries `session` endpoint. For more complex queries use `one.alyx.rest` method: https://int-brain-lab.github.io/ONE/notebooks/one_advanced/one_advanced.html#\n",
    "\n",
    "#### Cheatsheet\n",
    "- partial dataset names may be used\n",
    "- using `'trials.table'` gets only completed sessions (?)\n",
    "- `'wheel'` is raw wheel data\n",
    "- for cameras use e.g. `'_ibl_*Camera'` where `*` is `'left'`, `'right'`, or `'body'`\n",
    "- video-based data includes `'camera.raw'` for video data, `'camera.dlc'` for keypoint tracking, `'camera.ROIMotionEnergy'` for ME, or `'licks.times'` for licks detected via DLC tongue marker\n",
    "- some task protocol stems: `'trainingChoice'`, `'ephysChoice'`, `'biasedChoice'`\n",
    "- `dataset_qc_lte` is quality control parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3bf78187-5246-435d-b176-f88bcf72804b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<QC.CRITICAL: 50>, <QC.FAIL: 40>, <QC.WARNING: 30>, <QC.NOT_SET: 0>, <QC.PASS: 10>]\n"
     ]
    }
   ],
   "source": [
    "# Get possible QC values for query\n",
    "from one.alf import spec\n",
    "print([q for q in spec.QC])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54d4e011-3180-40fe-b744-01d34611898f",
   "metadata": {},
   "source": [
    "### Fiber photometry\n",
    "So far, this data only lives on the IBL server at CCU, so we mount the server and point ONE to the mounted cache_dir."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "1c0348eb-5c2d-4bc0-89f3-5c4044090012",
   "metadata": {},
   "outputs": [],
   "source": [
    "cache_dir = '/mnt/iblserver'\n",
    "one = ONE(cache_dir=cache_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e745cb35-6ffa-4fbc-94f3-31470cdc81ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "eids, infos = one.search(\n",
    "    lab='mainenlab',\n",
    "    projects='ibl_fibrephotometry',\n",
    "    dataset='trials',\n",
    "    dataset_qc_lte='PASS',\n",
    "    query_type='local', \n",
    "    details=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ff43af14-e04e-4e3b-89b8-b632a6250bed",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_recinfo = load_recinfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "b59ed7fd-0359-4dba-9627-ed0955824d08",
   "metadata": {},
   "outputs": [],
   "source": [
    "eid = df_recinfo['eid'][0]\n",
    "loader = loaders.KceniaLoader(one)\n",
    "photometry = loader.load_photometry_data(eid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "3eef029f-eda0-4d82-973c-12c2453790ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_raw = photometry['raw_calcium']['Region4G']\n",
    "tpts = photometry['raw_calcium'].index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "5490c91e-baec-4886-b57e-3661e98cefd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = [\n",
    "        (\n",
    "        proc.lowpass_bleachcorrect,\n",
    "        dict(\n",
    "            correction_method='subtract',\n",
    "            filter_params=dict(N=3, Wn=0.01, btype='lowpass'),\n",
    "            )\n",
    "        )\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "199899c4-80ce-43ed-9c25-efba3423039d",
   "metadata": {},
   "outputs": [],
   "source": [
    "photometry_proc = pipe.run_pipeline(pipeline, photometry['raw_calcium'])\n",
    "signal_proc = photometry_proc['Region4G']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "0b7aa0f9-9267-4579-8192-cd51da4e3965",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7202730a9540>]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 4))\n",
    "ax.plot(tpts, signal_raw - signal_raw.mean())\n",
    "ax.plot(tpts, signal_proc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "882b1a8b-e694-44c2-a82b-0bcc5db17448",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7202600947c0>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CUTOFF = 3.2\n",
    "dt = np.median(np.diff(tpts))\n",
    "n_pts = len(signal_proc)\n",
    "freqs = np.fft.rfftfreq(n_pts, dt) \n",
    "psd = np.abs(np.fft.rfft(signal_proc - signal_proc.mean())) ** 2\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(freqs, psd)\n",
    "ax.axvline(CUTOFF, color='black')\n",
    "\n",
    "psd[freqs <= CUTOFF].mean() / psd[freqs > CUTOFF].mean() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4b72508-8c3c-4b73-a677-a88bbbb89b4b",
   "metadata": {},
   "source": [
    "### Task performance\n",
    "Query for all `ibl_fiberphotometry` experiments that pass QC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d475c663-1644-4bcc-aa34-46488ed03487",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sessions: 2192\n",
      "Number of mice: 31\n"
     ]
    }
   ],
   "source": [
    "eids, infos = one.search(\n",
    "    lab='mainenlab',\n",
    "    projects='ibl_fibrephotometry',\n",
    "    dataset='trials',\n",
    "    dataset_qc_lte='PASS',\n",
    "    query_type='local', \n",
    "    details=True\n",
    ")\n",
    "\n",
    "# Place all metadata in a dataframe\n",
    "df_eids = pd.DataFrame(infos)\n",
    "df_eids['eid'] = eids\n",
    "print(f\"Number of sessions: {len(df_eids)}\")\n",
    "print(f\"Number of mice: {len(df_eids.groupby('subject'))}\")\n",
    "# print(df_eids['subject'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1466bfad-95c4-40b5-83f6-0cb9023ab70c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n",
    "df_protocols = df_eids['task_protocol'].value_counts()\n",
    "axs[0].bar(np.arange(len(df_protocols)), df_protocols.values)\n",
    "axs[1].bar(np.arange(20), df_protocols.head(20).values, color=plt.cm.tab20(np.arange(20)))\n",
    "axs[1].set_xticks(np.arange(20))\n",
    "axs[1].set_xticklabels(df_protocols.head(20).index)\n",
    "axs[1].tick_params(axis='x', labelrotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c46e162-d0ed-4e97-8e11-b154bbd4f5b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF\n",
      "/home/crombie/Downloads/ONE/alyx.internationalbrainlab.org/mainenlab/Subjects/ZF"
     ]
    }
   ],
   "source": [
    "# df_eids['data_exists'] = True\n",
    "agg_dict = {\n",
    "    'correct': 'mean',  # proportion correct\n",
    "    'date': 'first',\n",
    "    'task_protocol': 'first'\n",
    "    }\n",
    "\n",
    "for mid, mouse in df_eids.groupby('subject'):\n",
    "    df_trials = pd.DataFrame()\n",
    "    for _, session in mouse.iterrows():\n",
    "        try:\n",
    "            loader = SessionLoader(one=one, eid=session['eid'])\n",
    "            loader.load_trials()\n",
    "        except:\n",
    "            # df_eids.loc[idx, 'data_exists'] = False\n",
    "            continue\n",
    "        df = loader.trials\n",
    "        for data_label in ['subject', 'date', 'eid', 'task_protocol']:\n",
    "            df[data_label] = session[data_label]\n",
    "        df_trials = pd.concat([df_trials, df])\n",
    "    \n",
    "    df_trials = df_trials.reset_index().rename(columns={'index':'trial_n'})\n",
    "    df_trials['contrast'] = df_trials.apply(lambda x: np.nansum([x['contrastLeft'], x['contrastRight']]), axis='columns')\n",
    "    df_trials['correct'] = df_trials['feedbackType'] > 0\n",
    "    df_trials = df_trials.sort_values('date')\n",
    "    # df_trials.to_csv(f'data/{mid}.csv')\n",
    "\n",
    "    break\n",
    "\n",
    "    # df_learn = df_trials.query('contrast == 1').groupby('eid', sort=False).agg(agg_dict)\n",
    "    # df_learn = df_learn.query(\"not task_protocol.str.contains('habituation')\")\n",
    "\n",
    "    # fig, ax = plt.subplots()\n",
    "    # ax.plot(df_learn['correct'].values)\n",
    "    # ax.tick_params(axis='x', labelrotation=60)"
   ]
  }
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