exploratory_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "abad2e68-f7be-4445-9872-fb615d3abd6c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Exploratory Data Analysis of AllenSDK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cf98a5fb-e26b-4c17-8ac0-2a9acccec0a4",
   "metadata": {
    "id": "b939b49e-a136-4635-8e9f-683ddcc27a0f"
   },
   "outputs": [],
   "source": [
    "# Only for Colab\n",
    "#!python -m pip install --upgrade pip\n",
    "#!pip install allensdk"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bf9a71-c13d-4753-b32a-aa83540ccdf2",
   "metadata": {
    "id": "a8940850-6f0c-4d96-9823-82b2dd67edc4",
    "tags": []
   },
   "source": [
    "## References"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "202dbc98-de0a-43a8-908e-3c89c4894bad",
   "metadata": {
    "id": "83cdd426-0b15-4c42-a38e-1e27971008e4"
   },
   "source": [
    "- [[AllenNB1]](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/visual_behavior_ophys_data_access.html) Download data using the AllenSDK or directly from our Amazon S3 bucket\n",
    "- [[AllenNB2]](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/visual_behavior_ophys_dataset_manifest.html) Identify experiments of interest using the dataset manifest\n",
    "- [[AllenNB3]](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/visual_behavior_load_ophys_data.html) Load and visualize data from a 2-photon imaging experiment\n",
    "- [[AllenNB4]](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/visual_behavior_mouse_history.html) Examine the full training history of one mouse\n",
    "- [[AllenNB5]](https://allensdk.readthedocs.io/en/latest/_static/examples/nb/visual_behavior_compare_across_trial_types.html) Compare behavior and neural activity across different trial types in the task"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d41613fe-e159-4b3a-8315-0afb0e5c1b1b",
   "metadata": {
    "id": "cb91a76d-02ab-46f2-99cc-ab33a81c695d",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## Imports\n",
    "\n",
    "Import and setup Python packages. You should not need to touch this section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4149cf0a-b0f4-4dba-b8dc-df6b23347801",
   "metadata": {
    "id": "f54b67f6-4d74-4581-bd9e-87f6ca1b65e5"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/seungjaeryanlee/anaconda3/envs/nma-cn/lib/python3.8/site-packages/allensdk/brain_observatory/session_api_utils.py:15: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  from pandas.util.testing import assert_frame_equal\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "from tqdm import tqdm\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache\n",
    "from allensdk.core.brain_observatory_cache import BrainObservatoryCache\n",
    "\n",
    "# import mindscope_utilities\n",
    "# import mindscope_utilities.visual_behavior_ophys as ophys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8d884d40-e063-4802-aeaf-5c92b9a23338",
   "metadata": {
    "id": "2704de60-8e2c-4991-bb17-2c550f9edcf7"
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0852822d-d23d-4095-bb15-b3095888a98c",
   "metadata": {
    "id": "f4365eb5-3efb-47a3-ae4c-219fbbc0c93f",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## Setup AllenSDK\n",
    "\n",
    "Configure AllenSDK to get `cache`, `sessions_df` and `experiments_df`. Data will be stored in `./allensdk_storage` by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "222191b9-b8fb-47be-b40b-27a2567afe66",
   "metadata": {
    "id": "384272fc-6e1a-48fc-95c3-b8e8c82bb0ce"
   },
   "outputs": [],
   "source": [
    "!mkdir -p allensdk_storage\n",
    "DATA_STORAGE_DIRECTORY = Path(\"./allensdk_storage\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7b0aad6a-043a-44d7-b13e-57a888352803",
   "metadata": {
    "id": "7e4dec19-a09f-42a9-acca-83783f51484e"
   },
   "outputs": [],
   "source": [
    "cache = VisualBehaviorOphysProjectCache.from_s3_cache(cache_dir=DATA_STORAGE_DIRECTORY)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd8493c5-3324-4383-975a-bdd0ea133ce1",
   "metadata": {
    "id": "a5ff91f0-528e-428c-b9b6-6e982829cdc1"
   },
   "source": [
    "The data manifest is comprised of three types of tables:\n",
    "\n",
    "1. `behavior_session_table`\n",
    "2. `ophys_session_table`\n",
    "3. `ophys_experiment_table`\n",
    "\n",
    "The` behavior_session_table` contains metadata for every **behavior session** in the dataset. Some behavior sessions have 2-photon data associated with them, while others took place during training in the behavior facility. The different training stages that mice are progressed through are described by the session_type.\n",
    "\n",
    "The `ophys_session_table` contains metadata for every 2-photon imaging (aka optical physiology, or ophys) session in the dataset, associated with a unique `ophys_session_id`. An **ophys session** is one continuous recording session under the microscope, and can contain different numbers of imaging planes (aka experiments) depending on which microscope was used. For Scientifica sessions, there will only be one experiment (aka imaging plane) per session. For Multiscope sessions, there can be up to eight imaging planes per session. Quality Control (QC) is performed on each individual imaging plane within a session, so each can fail QC independent of the others. This means that a Multiscope session may not have exactly eight experiments (imaging planes).\n",
    "\n",
    "The `ophys_experiment_table` contains metadata for every **ophys experiment** in the dataset, which corresponds to a single imaging plane recorded in a single session, and associated with a unique `ophys_experiment_id`. A key part of our experimental design is targeting a given population of neurons, contained in one imaging plane, across multiple `session_types` (further described below) to examine the impact of varying sensory and behavioral conditions on single cell responses. The collection of all imaging sessions for a given imaging plane is referred to as an **ophys container**, associated with a unique `ophys_container_id`. Each ophys container may contain different numbers of sessions, depending on which experiments passed QC, and how many retakes occured (when a given session_type fails QC on the first try, an attempt is made to re-acquire the `session_type` on a different recording day - this is called a retake, also described further below).\n",
    "\n",
    "*Text copied from [[AllenNB2]](#References)*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "205da77d-6bd0-411e-a19f-e45fbb70963f",
   "metadata": {
    "id": "f4b4e02a-eaf1-475a-86d3-25078e4275c7"
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcfa1023-d8bb-4ac5-b08c-cb048df278c5",
   "metadata": {
    "id": "28a83218-e1d2-45ed-99f1-f12eb2a03099"
   },
   "source": [
    "We will just use the `ophys_experiment_table`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8062fa4c-10fb-4a04-a874-7d701a439d19",
   "metadata": {
    "id": "a278be53-4b29-42e6-9acd-564705fb6c5f"
   },
   "outputs": [],
   "source": [
    "experiments_df = cache.get_ophys_experiment_table()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7971b3d5-ca5f-471d-a5d2-00a61a32a054",
   "metadata": {
    "id": "cbdcff08-33da-4c3d-9277-2dc93e38533a",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## Specify Experiment\n",
    "\n",
    "There are a lot of experiments in the table. Let's choose a particular experiment that meet the following criteria:\n",
    "- Excitatory cells with fast reporter\n",
    "- Single-plane imaging"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6354e370-c019-4e1d-8804-57a01d3ad997",
   "metadata": {
    "id": "4cbbeb11-2ffa-454d-a4de-7517196a0451",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Cre Line and Reporter Line"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fcee55c-7fe1-444f-95ed-c17576ef623e",
   "metadata": {
    "id": "90691978-a42e-4d1f-9657-1613417d4b56"
   },
   "source": [
    "<img style=\"width: 50%\" src=\"https://github.com/seungjaeryanlee/nma-cn-project/blob/main/images/cre_lines.png?raw=1\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4bf7e99-8aa3-4463-aab6-2131b93829b7",
   "metadata": {
    "id": "5f26006b-3cba-4616-9cdc-181af3d406b1"
   },
   "source": [
    " The `cre_line` determines which genetically identified neuron type will be labeled by the reporter_line.\n",
    " \n",
    " This dataset have 3 `cre_line`:\n",
    " - **Slc17a7-IRES2-Cre**, which labels excitatory neurons across all cortical layers\n",
    " - **Sst-IRES-Cre** which labels somatostatin expressing inhibitory interneurons\n",
    " - **Vip-IRES-Cre**, which labels vasoactive intestinal peptide expressing inhibitory interneurons\n",
    " \n",
    "*Text copied from [[AllenNB2]](#References)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1a5959c0-ceec-48e2-896b-01f028794c9f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8a2141bc-5336-44d8-9d9d-597e1e8dab45",
    "outputId": "c6d9d058-d401-40c7-c7a1-b2f3c4e2a06e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Sst-IRES-Cre', 'Vip-IRES-Cre', 'Slc17a7-IRES2-Cre'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df[\"cre_line\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c0643e8-cb75-46c3-8041-52292eee1283",
   "metadata": {
    "id": "fd05da83-e4a7-4cda-bf58-41851bb94632"
   },
   "source": [
    "There are also 3 `reporter_line`:\n",
    " - **Ai93(TITL-GCaMP6f)**, which expresses the genetically encoded calcium indicator GCaMP6f (f is for 'fast', this reporter has fast offset kinetics, but is only moderately sensitive to calcium relative to other sensors) in cre labeled neurons\n",
    " - **Ai94(TITL-GCaMP6s)**, which expresses the indicator GCaMP6s (s is for 'slow', this reporter is very sensitive to calcium but has slow offset kinetics), and\n",
    " - **Ai148(TIT2L-GC6f-ICL-tTA2)**, which expresses GCaMP6f using a self-enhancing system to achieve higher expression than other reporter lines (which proved necessary to label inhibitory neurons specifically). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0d58a059-a3ad-4bb7-89f8-948eabe3e71e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0537b830-b19a-4949-9d93-762d27b8f245",
    "outputId": "5d69151b-401a-4397-af37-0fe9d15cff36"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ai148(TIT2L-GC6f-ICL-tTA2)', 'Ai94(TITL-GCaMP6s)',\n",
       "       'Ai93(TITL-GCaMP6f)'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df[\"reporter_line\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e25fe169-1cbf-4be3-aa8f-ef491c9f6d78",
   "metadata": {
    "id": "bba8395d-5bee-4da1-b3c2-8ded602ab8df"
   },
   "source": [
    "The specific `indicator` expressed by each `reporter_line` also has its own column in the table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "76b34587-d6f4-477f-b637-44df21e57f5a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "e1e073c2-6f90-4606-84d2-a314608e6afb",
    "outputId": "cbab17be-1de1-41cc-aa80-70b04defb8a4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['GCaMP6f', 'GCaMP6s'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df[\"indicator\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5752acdc-4fbb-4ba7-b12c-1919a78d4fa6",
   "metadata": {
    "id": "f9b8455e-aea8-4151-8a6f-c24c1dbb3d3a"
   },
   "source": [
    "`full_genotype` contains information for both cre line and reporter line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "19d4be46-2870-4651-a851-f108a2db4c42",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8a0b9edf-4911-433b-8e5f-6b685d052d02",
    "outputId": "3143d603-e6ab-4455-cef5-d88096818c2b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Sst-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt',\n",
       "       'Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt',\n",
       "       'Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai94(TITL-GCaMP6s)/wt',\n",
       "       'Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-GCaMP6f)/wt'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df[\"full_genotype\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ba6c10d-8ac4-4b7b-9ece-698f4b54cc4c",
   "metadata": {
    "id": "5bc6b1bf-6364-4a9e-bf8b-485dddb67f69",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c32967f-06f0-42bd-a3e1-1b25570e94f8",
   "metadata": {
    "id": "6f037afd-bd24-473a-acf8-036b73142665"
   },
   "source": [
    "We are looking at excitatory cells, so we should use `cre_line` of `Slc17a7-IRES2-Cre`. We want the fast one, so we select `Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-GCaMP6f)/wt`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dced9734-8506-489a-92b9-450022590ba1",
   "metadata": {
    "id": "fd890ee2-1e7a-4a8e-abfa-048d77d485ab"
   },
   "outputs": [],
   "source": [
    "FULL_GENOTYPE = \"Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-GCaMP6f)/wt\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce4551ae-4d1f-4222-a9fb-3c1a1d14a098",
   "metadata": {
    "id": "f6d9121e-ff34-4550-b3bd-f74a599bddd2",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Project Code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fccc4f9-d5aa-46c1-95d9-f8a000c88528",
   "metadata": {
    "id": "b9a08477-1a5e-400e-a785-ce41b1e15abb"
   },
   "source": [
    "<img style=\"width: 50%\" src=\"https://github.com/seungjaeryanlee/nma-cn-project/blob/main/images/datasets.png?raw=1\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe2e6c7-973b-4b6b-8e09-cc75c1a4a531",
   "metadata": {
    "id": "18579e33-79f4-494b-acea-93ba8b165cf6"
   },
   "source": [
    "\"The distinct groups of mice are referred to as dataset variants and can be identified using the `project_code` column.\" [[AllenNB2]](#References)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "26333843-18f0-498b-914b-418c04ac092f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "b1ce3294-f20d-4188-86b6-6cc41236950f",
    "outputId": "0e2542e8-b891-4747-aca2-bdaab51408f4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['VisualBehaviorMultiscope', 'VisualBehaviorTask1B',\n",
       "       'VisualBehavior'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df[\"project_code\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02f62e7-85fd-4a67-92dc-f7f65c2db84a",
   "metadata": {
    "id": "3b83ae0f-76f0-400a-bac9-c9e15d631f1e"
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66bbbce6-59a1-4336-bc31-5c8844d7be18",
   "metadata": {
    "id": "8facda9d-a976-49d4-8c85-f1d6a5611555"
   },
   "source": [
    "We are interested in single-plane imaging, so either `VisualBehavior` or `VisualBehaviorTask1B` works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3a16ffcc-07ad-4c03-b66a-a64db2aefce2",
   "metadata": {
    "id": "d776e736-3611-4642-8ed4-bc27fbafca2a"
   },
   "outputs": [],
   "source": [
    "# We are looking at single-plane imaging\n",
    "# \"VisualBehavior\" or \"VisualBehaviorTask1B\"\n",
    "PROJECT_CODE = \"VisualBehavior\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26a922f8-1b41-4c11-b7ea-eae0844c34b4",
   "metadata": {
    "id": "63f9b9e4-35f5-4b60-bf48-34651f6aee17",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "566c6940-e550-4f4e-ad9c-bc55a32e669d",
   "metadata": {
    "id": "6dca835b-2eb7-4b87-9d7d-3d05347c58ee"
   },
   "source": [
    "<img style=\"width: 50%\" src=\"https://github.com/seungjaeryanlee/nma-cn-project/blob/main/images/data_structure.png?raw=1\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e074846-f4ef-4c46-9c89-8d00136cbc0d",
   "metadata": {
    "id": "a363882d-4a81-47a7-833c-47872e602bd6"
   },
   "source": [
    "(Note that we are looking at single-plane imaging, so there is only one row (container) per mouse.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "111b6e3c-c3ba-4d88-9516-e306f8e3f4e4",
   "metadata": {
    "id": "63c0e3d5-c10a-47fb-8982-6c5b3927ef9e",
    "tags": []
   },
   "source": [
    "#### `MOUSE_ID`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25fa937f-e793-490f-8698-275a78e5d371",
   "metadata": {
    "id": "d9b22f52-5819-4de2-b465-aae8bcd503a8"
   },
   "source": [
    "\"The mouse_id is a 6-digit unique identifier for each experimental animal in the dataset.\" [[AllenNB2]](#References)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6df69f3a-3747-41b2-b0e9-6484d63bbafe",
   "metadata": {
    "id": "48269d3b-7c6e-415a-bb69-0a62a56635c0"
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "437ecfaf-508f-4ea2-b60c-7f881e6a3d93",
   "metadata": {
    "id": "e11eb3f1-cbfd-4907-838a-d99f6cb3fa2b"
   },
   "source": [
    "We retrieve all mouse that can be used for our experiment and select one mouse."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c2052d36-d0dc-45f3-87fc-85d9734526d9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0b827210-6a35-4510-8656-39fcf0b97d49",
    "outputId": "522c7405-35dc-4521-ba9f-93a4b7610c13"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([450471, 459777, 459773, 447663, 445270, 403491, 456917, 456916,\n",
       "       425493, 431023, 436662, 440298, 431252, 453913, 412366, 425496,\n",
       "       445002])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df.query(\"project_code == @PROJECT_CODE\") \\\n",
    "              .query(\"full_genotype == @FULL_GENOTYPE\") \\\n",
    "              [\"mouse_id\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e38339f5-78d9-4e54-97a9-46541e3b98c4",
   "metadata": {
    "id": "e868d5cf-f53b-447c-8aae-64e4345b4294"
   },
   "outputs": [],
   "source": [
    "MOUSE_ID = 450471"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d88a0042-60f4-41e2-b58c-a6fd46af544b",
   "metadata": {
    "id": "34fb2d52-20b3-4538-a394-80fca3a1832a",
    "tags": []
   },
   "source": [
    "#### `ACTIVE_SESSION`, `PASSIVE_SESSION`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "078a9729-aa8c-4317-84ab-11bebcb71a09",
   "metadata": {
    "id": "68c8c375-3c80-41ea-bb15-3f9005f8eae5"
   },
   "source": [
    "<img style=\"width: 50%\" src=\"https://github.com/seungjaeryanlee/nma-cn-project/blob/main/images/experiment_design.png?raw=1\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6284465-3b32-42f9-b328-11306f7d517a",
   "metadata": {
    "id": "f076c0ba-1646-46c1-80e2-26d74bd743ee"
   },
   "source": [
    "The session_type for each behavior session indicates the behavioral training stage or 2-photon imaging conditions for that particular session. This determines what stimuli were shown and what task parameters were used.\n",
    "\n",
    "During the 2-photon imaging portion of the experiment, mice perform the task with the same set of images they saw during training (either image set A or B), as well as an additional novel set of images (whichever of A or B that they did not see during training). This allows evaluation of the impact of different sensory contexts on neural activity - familiarity versus novelty.\n",
    " - Sessions with **familiar images** include those starting with `OPHYS_0`, `OPHYS_1`, `OPHYS_2`, and `OPHYS_3`.\n",
    " - Sessions with **novel images** include those starting with `OPHYS_4`, `OPHYS_5`, and `OPHYS_6`.\n",
    "\n",
    "Interleaved between **active behavior sessions** are **passive viewing sessions** where mice are given their daily water ahead of the sesssion (and are thus satiated) and view the stimulus with the lick spout retracted so they are unable to earn water rewards. This allows comparison of neural activity in response to stimuli under different behavioral context - active task engagement and passive viewing without reward. There are two passive sessions:\n",
    " - `OPHYS_2_images_A_passive`: passive session with familiar images\n",
    " - `OPHYS_5_images_A_passive`: passive session with novel images\n",
    "\n",
    "\n",
    "\n",
    "*Text copied from [[AllenNB2]](#References)*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8ccab23-2974-48db-a39a-bc2e8c70b66a",
   "metadata": {
    "id": "d4f096c5-3c7b-48a7-aa6e-2ed72128569d"
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54be3f88-ac6d-4723-a3e9-5f7cb4ee1d7e",
   "metadata": {
    "id": "183c87d4-c1ae-4914-bb95-977d70f40ed8"
   },
   "source": [
    "We check which sessions are available for this particular mouse and select one active and one passive session type. Not all sessions may be availble due to QC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "21f3f2b1-3a4c-4c39-8ab3-ed689aa2a8ec",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "08c0cf29-1aa7-4574-979a-189dd99c7e50",
    "outputId": "5f8cc027-0e64-45b8-e517-0160a07a40be"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['OPHYS_1_images_A', 'OPHYS_2_images_A_passive', 'OPHYS_3_images_A',\n",
       "       'OPHYS_4_images_B', 'OPHYS_5_images_B_passive', 'OPHYS_6_images_B'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df.query(\"project_code == @PROJECT_CODE\") \\\n",
    "              .query(\"full_genotype == @FULL_GENOTYPE\") \\\n",
    "              .query(\"mouse_id == @MOUSE_ID\") \\\n",
    "              [\"session_type\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4462c66-c4c4-4b4b-9a7b-3899f468ec21",
   "metadata": {},
   "source": [
    "Looks like this mouse has all sessions! Let's select the first one then."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9593f4d5-8bd0-4134-befc-5d91d375c9d8",
   "metadata": {
    "id": "82943924-b380-4c22-a6cb-567d8f5be5bb"
   },
   "outputs": [],
   "source": [
    "SESSION_TYPE = \"OPHYS_1_images_A\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a17ab7-fae0-4a9d-a699-8eca3bbc6a11",
   "metadata": {
    "id": "ea679b6e-237e-4b9e-a5f2-02f4d57f26e6",
    "tags": []
   },
   "source": [
    "#### `EXPERIMENT_ID`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342ce86f-04c9-48a4-baa1-84b8b6cbda9e",
   "metadata": {
    "id": "de175346-a6ca-443a-aa79-77e9eaff1649"
   },
   "source": [
    "We retrieve the `ophys_experiment_id` of the session type we chose. We need this ID to get the experiment data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "19f7dc52-4986-40dc-85e0-fd0e28044a26",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 386
    },
    "id": "19ee6956-b3e8-4827-893a-a2e45a911c44",
    "outputId": "d889ede9-6b30-46e7-ed66-7752a2818ddd"
   },
   "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>equipment_name</th>\n",
       "      <th>full_genotype</th>\n",
       "      <th>mouse_id</th>\n",
       "      <th>reporter_line</th>\n",
       "      <th>driver_line</th>\n",
       "      <th>sex</th>\n",
       "      <th>age_in_days</th>\n",
       "      <th>cre_line</th>\n",
       "      <th>indicator</th>\n",
       "      <th>session_number</th>\n",
       "      <th>...</th>\n",
       "      <th>prior_exposures_to_omissions</th>\n",
       "      <th>ophys_session_id</th>\n",
       "      <th>behavior_session_id</th>\n",
       "      <th>ophys_container_id</th>\n",
       "      <th>project_code</th>\n",
       "      <th>imaging_depth</th>\n",
       "      <th>targeted_structure</th>\n",
       "      <th>date_of_acquisition</th>\n",
       "      <th>session_type</th>\n",
       "      <th>file_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ophys_experiment_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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>871155338</th>\n",
       "      <td>CAM2P.3</td>\n",
       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
       "      <td>450471</td>\n",
       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
       "      <td>F</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Slc17a7-IRES2-Cre</td>\n",
       "      <td>GCaMP6f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>870377774</td>\n",
       "      <td>870592115</td>\n",
       "      <td>869781307</td>\n",
       "      <td>VisualBehavior</td>\n",
       "      <td>175</td>\n",
       "      <td>VISp</td>\n",
       "      <td>2019-05-17 16:04:28.000000</td>\n",
       "      <td>OPHYS_1_images_A</td>\n",
       "      <td>871528315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872433717</th>\n",
       "      <td>CAM2P.3</td>\n",
       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
       "      <td>450471</td>\n",
       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
       "      <td>F</td>\n",
       "      <td>115.0</td>\n",
       "      <td>Slc17a7-IRES2-Cre</td>\n",
       "      <td>GCaMP6f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>871606557</td>\n",
       "      <td>871808394</td>\n",
       "      <td>869781307</td>\n",
       "      <td>VisualBehavior</td>\n",
       "      <td>175</td>\n",
       "      <td>VISp</td>\n",
       "      <td>2019-05-20 16:27:41.000000</td>\n",
       "      <td>OPHYS_1_images_A</td>\n",
       "      <td>872620896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873156540</th>\n",
       "      <td>CAM2P.3</td>\n",
       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
       "      <td>450471</td>\n",
       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
       "      <td>F</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Slc17a7-IRES2-Cre</td>\n",
       "      <td>GCaMP6f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>872551435</td>\n",
       "      <td>872626160</td>\n",
       "      <td>869781307</td>\n",
       "      <td>VisualBehavior</td>\n",
       "      <td>175</td>\n",
       "      <td>VISp</td>\n",
       "      <td>2019-05-21 15:36:53.000000</td>\n",
       "      <td>OPHYS_1_images_A</td>\n",
       "      <td>873393031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873972085</th>\n",
       "      <td>CAM2P.3</td>\n",
       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
       "      <td>450471</td>\n",
       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
       "      <td>F</td>\n",
       "      <td>117.0</td>\n",
       "      <td>Slc17a7-IRES2-Cre</td>\n",
       "      <td>GCaMP6f</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>873542787</td>\n",
       "      <td>873695653</td>\n",
       "      <td>869781307</td>\n",
       "      <td>VisualBehavior</td>\n",
       "      <td>175</td>\n",
       "      <td>VISp</td>\n",
       "      <td>2019-05-22 17:50:53.000000</td>\n",
       "      <td>OPHYS_1_images_A</td>\n",
       "      <td>874058209</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    equipment_name  \\\n",
       "ophys_experiment_id                  \n",
       "871155338                  CAM2P.3   \n",
       "872433717                  CAM2P.3   \n",
       "873156540                  CAM2P.3   \n",
       "873972085                  CAM2P.3   \n",
       "\n",
       "                                                         full_genotype  \\\n",
       "ophys_experiment_id                                                      \n",
       "871155338            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
       "872433717            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
       "873156540            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
       "873972085            Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...   \n",
       "\n",
       "                     mouse_id       reporter_line  \\\n",
       "ophys_experiment_id                                 \n",
       "871155338              450471  Ai93(TITL-GCaMP6f)   \n",
       "872433717              450471  Ai93(TITL-GCaMP6f)   \n",
       "873156540              450471  Ai93(TITL-GCaMP6f)   \n",
       "873972085              450471  Ai93(TITL-GCaMP6f)   \n",
       "\n",
       "                                         driver_line sex  age_in_days  \\\n",
       "ophys_experiment_id                                                     \n",
       "871155338            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        112.0   \n",
       "872433717            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        115.0   \n",
       "873156540            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        116.0   \n",
       "873972085            [Slc17a7-IRES2-Cre, Camk2a-tTA]   F        117.0   \n",
       "\n",
       "                              cre_line indicator  session_number  ...  \\\n",
       "ophys_experiment_id                                               ...   \n",
       "871155338            Slc17a7-IRES2-Cre   GCaMP6f             1.0  ...   \n",
       "872433717            Slc17a7-IRES2-Cre   GCaMP6f             1.0  ...   \n",
       "873156540            Slc17a7-IRES2-Cre   GCaMP6f             1.0  ...   \n",
       "873972085            Slc17a7-IRES2-Cre   GCaMP6f             1.0  ...   \n",
       "\n",
       "                     prior_exposures_to_omissions  ophys_session_id  \\\n",
       "ophys_experiment_id                                                   \n",
       "871155338                                       1         870377774   \n",
       "872433717                                       2         871606557   \n",
       "873156540                                       3         872551435   \n",
       "873972085                                       4         873542787   \n",
       "\n",
       "                     behavior_session_id  ophys_container_id    project_code  \\\n",
       "ophys_experiment_id                                                            \n",
       "871155338                      870592115           869781307  VisualBehavior   \n",
       "872433717                      871808394           869781307  VisualBehavior   \n",
       "873156540                      872626160           869781307  VisualBehavior   \n",
       "873972085                      873695653           869781307  VisualBehavior   \n",
       "\n",
       "                     imaging_depth targeted_structure  \\\n",
       "ophys_experiment_id                                     \n",
       "871155338                      175               VISp   \n",
       "872433717                      175               VISp   \n",
       "873156540                      175               VISp   \n",
       "873972085                      175               VISp   \n",
       "\n",
       "                            date_of_acquisition      session_type    file_id  \n",
       "ophys_experiment_id                                                           \n",
       "871155338            2019-05-17 16:04:28.000000  OPHYS_1_images_A  871528315  \n",
       "872433717            2019-05-20 16:27:41.000000  OPHYS_1_images_A  872620896  \n",
       "873156540            2019-05-21 15:36:53.000000  OPHYS_1_images_A  873393031  \n",
       "873972085            2019-05-22 17:50:53.000000  OPHYS_1_images_A  874058209  \n",
       "\n",
       "[4 rows x 22 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments_df.query(\"project_code == @PROJECT_CODE\") \\\n",
    "              .query(\"full_genotype == @FULL_GENOTYPE\") \\\n",
    "              .query(\"mouse_id == @MOUSE_ID\") \\\n",
    "              .query(\"session_type == @SESSION_TYPE\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ca953db-fa24-4a9b-9e72-3dc216f25d41",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "221dab1a-d907-42ca-a7fa-2b91f5de2b73",
   "metadata": {},
   "source": [
    "Looks like this mouse went through the same session multiple times! Let's just select the first experiment ID."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "46a93c99-37af-46c5-9648-a7cc5b8982be",
   "metadata": {
    "id": "42d4f0ea-ef74-48ae-b3c6-25f3e90cc94e"
   },
   "outputs": [],
   "source": [
    "EXPERIMENT_ID = 871155338"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca330f1e-e3f4-4d11-82a5-f1f11e9493c7",
   "metadata": {
    "id": "dlKJ5a48tyJM"
   },
   "source": [
    "#### `ACTIVE_EXPERIMENT_ID_CONTROL`, `PASSIVE_EXPERIMENT_ID_CONTROL`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a10e94db-1773-4739-9746-5b2d097eed51",
   "metadata": {
    "id": "hhfKMDT0mgqX"
   },
   "outputs": [],
   "source": [
    "PASSIVE_EXPERIMENT_ID_CONTROL =884218326"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd4d1426-aaad-4375-b616-a89a2568f0f3",
   "metadata": {
    "id": "90fa7fcd-c21d-4e60-aead-a976492f64d8",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## Download Experiment\n",
    "\n",
    "Download the experiment with the selected `experiment_id`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36432fec-fb9b-4598-8ac6-c77929cf5616",
   "metadata": {
    "id": "1ddd2f10-ea9d-4890-bd99-e13f5bc0874b"
   },
   "source": [
    "We can now download the experiment. Each experiment will be approximately 600MB - 2GB in size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f30ad97e-6c0f-408f-b6a5-175a0f80d01e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "fb5b3ceb-0c11-4ac3-bbba-e52b43fbc556",
    "outputId": "ff2cdcb5-3400-4c1e-f786-10f05400e268"
   },
   "outputs": [],
   "source": [
    "experiment = cache.get_behavior_ophys_experiment(EXPERIMENT_ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "39743957-b8a2-47c2-b94d-4d95badfe86e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "3f0c88ad-893d-424a-831c-c093168dd54d",
    "outputId": "b55b9536-cc9e-4e1d-873a-1d930725aea7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<allensdk.brain_observatory.behavior.behavior_ophys_experiment.BehaviorOphysExperiment at 0x7f1258a85eb0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01ed79e8-54c5-4ee6-85f6-b1aec4888763",
   "metadata": {
    "id": "81d3c04a-447d-4b12-8863-7cfaa1d39c9d"
   },
   "source": [
    "This returns an instance of `BehaviorOphysExperiment`. It contains multiple attributes that we will need to explore."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67656607-3f6c-40db-a110-ae4fd0d93228",
   "metadata": {
    "id": "20f3d0a8-6a13-47ae-924e-7915dd90312d",
    "tags": []
   },
   "source": [
    "## Attributes of the Experiment\n",
    "\n",
    "Explore what information we have about the experiment by checking its attributes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9629ee4-4dc6-43d8-a8e0-6e9b78c2843a",
   "metadata": {
    "id": "a7b50b07-53a5-4a3b-92b1-4b611387bdd6",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### `dff_traces`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c600df24-bd6c-4bd6-97ca-a647ef17c8dc",
   "metadata": {
    "id": "a2b67559-0c08-47da-ab32-3006242ea522"
   },
   "source": [
    "\"`dff_traces` dataframe contains traces for all neurons in this experiment, unaligned to any events in the task.\" [[AllenNB3]](#References)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3b64da34-a739-4c7c-9152-e7d4344f2e69",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260
    },
    "id": "135138ab-cb99-4719-9a77-0b538b27aa5d",
    "outputId": "68dd1f75-65a5-4919-f3ba-7c8490ef3c85"
   },
   "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>cell_roi_id</th>\n",
       "      <th>dff</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cell_specimen_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1086545833</th>\n",
       "      <td>1080865011</td>\n",
       "      <td>[0.17061558365821838, 0.4512314200401306, 0.32...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086524443</th>\n",
       "      <td>1080865032</td>\n",
       "      <td>[0.1516352742910385, 0.22091741859912872, 0.10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086511120</th>\n",
       "      <td>1080865099</td>\n",
       "      <td>[0.18326713144779205, 0.3606158196926117, 0.27...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086511673</th>\n",
       "      <td>1080865114</td>\n",
       "      <td>[0.25259000062942505, 0.20413021743297577, 0.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086514843</th>\n",
       "      <td>1080865123</td>\n",
       "      <td>[0.3228359818458557, 0.18583296239376068, 0.23...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  cell_roi_id  \\\n",
       "cell_specimen_id                \n",
       "1086545833         1080865011   \n",
       "1086524443         1080865032   \n",
       "1086511120         1080865099   \n",
       "1086511673         1080865114   \n",
       "1086514843         1080865123   \n",
       "\n",
       "                                                                dff  \n",
       "cell_specimen_id                                                     \n",
       "1086545833        [0.17061558365821838, 0.4512314200401306, 0.32...  \n",
       "1086524443        [0.1516352742910385, 0.22091741859912872, 0.10...  \n",
       "1086511120        [0.18326713144779205, 0.3606158196926117, 0.27...  \n",
       "1086511673        [0.25259000062942505, 0.20413021743297577, 0.1...  \n",
       "1086514843        [0.3228359818458557, 0.18583296239376068, 0.23...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.dff_traces.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "144c02bd-e96c-45db-ae00-f4dcb21057ac",
   "metadata": {
    "id": "085b71f4-581d-47ed-90b1-d0e1a72e1135"
   },
   "source": [
    "Since `dff` is stored as a list, we need to get timestamps for each of those numbers."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bfc97b4-7072-4a61-946c-cd61aeea8d18",
   "metadata": {
    "id": "4236ac34-800a-4b5a-aeca-fef46f231e67",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### `ophys_timestamps`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe25be6f-296a-45a0-8d65-eb56402854d6",
   "metadata": {
    "id": "f93da654-2683-4854-8c3e-81b130164344"
   },
   "source": [
    "`ophys_timestamps` contains the timestamps of every record."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "60ee00e4-ed99-4b76-991c-f1d51eae5910",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "68300ce5-932a-459b-97f3-27b9bac88944",
    "outputId": "4ebf30f4-df1a-4795-8262-9e748f360c77"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3.07988000e+00, 3.11219000e+00, 3.14449000e+00, ...,\n",
       "       4.53288373e+03, 4.53291605e+03, 4.53294837e+03])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.ophys_timestamps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd48b7c2-d1dd-42ae-9591-37f0451978af",
   "metadata": {
    "id": "74388e79-3d2c-46a7-8846-fcafd4980846"
   },
   "source": [
    "Let's do a sanity check by checking the length of both lists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "80c85214-9d67-4c25-ad02-518b73a03c50",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "d8852aef-b3d2-4079-b8e8-6d969685dd77",
    "outputId": "45ac8ff7-8fe3-41de-f9ea-661a052d89c2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dff has length 140164\n",
      "timestamp has length 140164\n"
     ]
    }
   ],
   "source": [
    "print(f\"dff has length {len(experiment.dff_traces.iloc[0]['dff'])}\")\n",
    "print(f\"timestamp has length {len(experiment.ophys_timestamps)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a683d9a-4f35-4a13-891c-aeaf9e9dffe6",
   "metadata": {
    "id": "81186bf4-853d-4e21-9382-d50085850787",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### `stimulus_presentations`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72da9d06-5bad-45f0-88ec-f21e77cb2567",
   "metadata": {
    "id": "d0d9e01c-82df-4d5d-bb19-ab9ed44b1efa"
   },
   "source": [
    "We also need timestamps of when stimulus was presented. This information is contained in `stimulus_presentations`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f34ad1d5-5f11-47d9-9133-d76ea64a2ed9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260
    },
    "id": "cf6f5706-c634-4eb4-a2c7-4d49fb6269a8",
    "outputId": "64562e55-5000-4e0b-977a-b179025d582c"
   },
   "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>duration</th>\n",
       "      <th>end_frame</th>\n",
       "      <th>image_index</th>\n",
       "      <th>image_name</th>\n",
       "      <th>image_set</th>\n",
       "      <th>index</th>\n",
       "      <th>omitted</th>\n",
       "      <th>start_frame</th>\n",
       "      <th>start_time</th>\n",
       "      <th>stop_time</th>\n",
       "      <th>is_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stimulus_presentations_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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.25018</td>\n",
       "      <td>18002.0</td>\n",
       "      <td>0</td>\n",
       "      <td>im065</td>\n",
       "      <td>Natural_Images_Lum_Matched_set_training_2017.0...</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>17987</td>\n",
       "      <td>305.86494</td>\n",
       "      <td>306.11512</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.25020</td>\n",
       "      <td>18047.0</td>\n",
       "      <td>0</td>\n",
       "      <td>im065</td>\n",
       "      <td>Natural_Images_Lum_Matched_set_training_2017.0...</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>18032</td>\n",
       "      <td>306.61553</td>\n",
       "      <td>306.86573</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.25014</td>\n",
       "      <td>18092.0</td>\n",
       "      <td>0</td>\n",
       "      <td>im065</td>\n",
       "      <td>Natural_Images_Lum_Matched_set_training_2017.0...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>18077</td>\n",
       "      <td>307.36651</td>\n",
       "      <td>307.61665</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.25000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>18121</td>\n",
       "      <td>308.10035</td>\n",
       "      <td>308.35035</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.25020</td>\n",
       "      <td>18182.0</td>\n",
       "      <td>0</td>\n",
       "      <td>im065</td>\n",
       "      <td>Natural_Images_Lum_Matched_set_training_2017.0...</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>18167</td>\n",
       "      <td>308.86737</td>\n",
       "      <td>309.11757</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           duration  end_frame  image_index image_name  \\\n",
       "stimulus_presentations_id                                                \n",
       "0                           0.25018    18002.0            0      im065   \n",
       "1                           0.25020    18047.0            0      im065   \n",
       "2                           0.25014    18092.0            0      im065   \n",
       "3                           0.25000        NaN            8    omitted   \n",
       "4                           0.25020    18182.0            0      im065   \n",
       "\n",
       "                                                                   image_set  \\\n",
       "stimulus_presentations_id                                                      \n",
       "0                          Natural_Images_Lum_Matched_set_training_2017.0...   \n",
       "1                          Natural_Images_Lum_Matched_set_training_2017.0...   \n",
       "2                          Natural_Images_Lum_Matched_set_training_2017.0...   \n",
       "3                                                                    omitted   \n",
       "4                          Natural_Images_Lum_Matched_set_training_2017.0...   \n",
       "\n",
       "                           index  omitted  start_frame  start_time  stop_time  \\\n",
       "stimulus_presentations_id                                                       \n",
       "0                              0    False        17987   305.86494  306.11512   \n",
       "1                              1    False        18032   306.61553  306.86573   \n",
       "2                              2    False        18077   307.36651  307.61665   \n",
       "3                              0     True        18121   308.10035  308.35035   \n",
       "4                              3    False        18167   308.86737  309.11757   \n",
       "\n",
       "                           is_change  \n",
       "stimulus_presentations_id             \n",
       "0                              False  \n",
       "1                              False  \n",
       "2                              False  \n",
       "3                              False  \n",
       "4                              False  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.stimulus_presentations.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e40c8b4e-4d41-47c3-947c-679c8bc4d1f4",
   "metadata": {
    "id": "8aeff565-9c8b-49b8-bb9e-858f15a45bc8"
   },
   "source": [
    "During imaging sessions, stimulus presentations (other than the change and pre-change images) are omitted with a 5% probability, resulting in some inter stimlus intervals appearing as an extended gray screen period. [[AllenNB2]](#References)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8275b05-f2e2-4b0d-a4da-02f03cd407de",
   "metadata": {
    "id": "43cf5c1b-63db-44a7-9a15-b575462769ee"
   },
   "source": [
    "<img style=\"width: 50%\" src=\"https://github.com/seungjaeryanlee/nma-cn-project/blob/main/images/omissions.png?raw=1\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d040070c-589a-483a-b90c-cfc4cb1abca7",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260
    },
    "id": "58961070-f449-4133-9e38-d30c1f7a3939",
    "outputId": "a20048ac-6518-4ff6-af41-541da4847b76"
   },
   "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>duration</th>\n",
       "      <th>end_frame</th>\n",
       "      <th>image_index</th>\n",
       "      <th>image_name</th>\n",
       "      <th>image_set</th>\n",
       "      <th>index</th>\n",
       "      <th>omitted</th>\n",
       "      <th>start_frame</th>\n",
       "      <th>start_time</th>\n",
       "      <th>stop_time</th>\n",
       "      <th>is_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stimulus_presentations_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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>18121</td>\n",
       "      <td>308.10035</td>\n",
       "      <td>308.35035</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>19156</td>\n",
       "      <td>325.36416</td>\n",
       "      <td>325.61416</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20731</td>\n",
       "      <td>351.63595</td>\n",
       "      <td>351.88595</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>22261</td>\n",
       "      <td>377.15644</td>\n",
       "      <td>377.40644</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>0.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>omitted</td>\n",
       "      <td>omitted</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "      <td>24421</td>\n",
       "      <td>413.18582</td>\n",
       "      <td>413.43582</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           duration  end_frame  image_index image_name  \\\n",
       "stimulus_presentations_id                                                \n",
       "3                              0.25        NaN            8    omitted   \n",
       "26                             0.25        NaN            8    omitted   \n",
       "61                             0.25        NaN            8    omitted   \n",
       "95                             0.25        NaN            8    omitted   \n",
       "143                            0.25        NaN            8    omitted   \n",
       "\n",
       "                          image_set  index  omitted  start_frame  start_time  \\\n",
       "stimulus_presentations_id                                                      \n",
       "3                           omitted      0     True        18121   308.10035   \n",
       "26                          omitted      1     True        19156   325.36416   \n",
       "61                          omitted      2     True        20731   351.63595   \n",
       "95                          omitted      3     True        22261   377.15644   \n",
       "143                         omitted      4     True        24421   413.18582   \n",
       "\n",
       "                           stop_time  is_change  \n",
       "stimulus_presentations_id                        \n",
       "3                          308.35035      False  \n",
       "26                         325.61416      False  \n",
       "61                         351.88595      False  \n",
       "95                         377.40644      False  \n",
       "143                        413.43582      False  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.stimulus_presentations.query(\"omitted\").head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ffe166f-530e-40ca-911d-e7aa41a06e3e",
   "metadata": {
    "tags": []
   },
   "source": [
    "### `stimulus_templates`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddb1d37a-598b-466b-92a1-f45b848f2d39",
   "metadata": {},
   "source": [
    "If we want to know what the stimulus looks like, we can check `stimulus_templates`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "50496e36-5497-47e6-b304-d56a298a696d",
   "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>unwarped</th>\n",
       "      <th>warped</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>image_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>im065</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[198, 197, 201, 207, 207, 202, 198, 201, 207,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im077</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[129, 135, 140, 142, 140, 135, 129, 124, 117,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im066</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[83, 85, 82, 78, 78, 81, 84, 84, 82, 82, 84, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im061</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[125, 126, 126, 126, 125, 125, 125, 125, 125,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im063</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[105, 108, 107, 101, 97, 96, 98, 101, 103, 10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im062</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[103, 103, 103, 105, 112, 125, 145, 172, 204,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im085</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[54, 56, 50, 45, 45, 51, 56, 55, 51, 48, 49, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>im069</th>\n",
       "      <td>[[nan, nan, nan, nan, nan, nan, nan, nan, nan,...</td>\n",
       "      <td>[[251, 248, 255, 255, 255, 254, 246, 248, 255,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     unwarped  \\\n",
       "image_name                                                      \n",
       "im065       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im077       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im066       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im061       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im063       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im062       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im085       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "im069       [[nan, nan, nan, nan, nan, nan, nan, nan, nan,...   \n",
       "\n",
       "                                                       warped  \n",
       "image_name                                                     \n",
       "im065       [[198, 197, 201, 207, 207, 202, 198, 201, 207,...  \n",
       "im077       [[129, 135, 140, 142, 140, 135, 129, 124, 117,...  \n",
       "im066       [[83, 85, 82, 78, 78, 81, 84, 84, 82, 82, 84, ...  \n",
       "im061       [[125, 126, 126, 126, 125, 125, 125, 125, 125,...  \n",
       "im063       [[105, 108, 107, 101, 97, 96, 98, 101, 103, 10...  \n",
       "im062       [[103, 103, 103, 105, 112, 125, 145, 172, 204,...  \n",
       "im085       [[54, 56, 50, 45, 45, 51, 56, 55, 51, 48, 49, ...  \n",
       "im069       [[251, 248, 255, 255, 255, 254, 246, 248, 255,...  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.stimulus_templates"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8fbc7c0-fc46-44f1-9c45-109d9cc2b4d6",
   "metadata": {},
   "source": [
    "We see that we have a matrix for the `warped` column and a stub matrix for the unwarped column. Let's display the `warped` column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2ceb7f7f-8eac-43dc-a182-abf132f91e19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x864 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(4, 2, figsize=(8, 12))\n",
    "\n",
    "for i, image_name in enumerate(experiment.stimulus_templates.index):\n",
    "    ax[i%4][i//4].imshow(experiment.stimulus_templates.loc[image_name][\"warped\"], cmap='gray', vmin=0, vmax=255)\n",
    "    ax[i%4][i//4].set_title(image_name)\n",
    "    ax[i%4][i//4].get_xaxis().set_visible(False)\n",
    "    ax[i%4][i//4].get_yaxis().set_visible(False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbb33f46-f720-478f-93f8-5bfcb267ab9b",
   "metadata": {},
   "source": [
    "So this is what the mouse is seeing! But can we see the original, unwarped image? For that, we need to use another AllenSDK cache that contains these images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a74e7e9d-89f3-4dc3-8275-d31f77e90efe",
   "metadata": {},
   "outputs": [],
   "source": [
    "boc = BrainObservatoryCache()\n",
    "scenes_data_set = boc.get_ophys_experiment_data(501498760)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "724479c2-e728-4e51-a38c-824629993c3a",
   "metadata": {},
   "source": [
    "This data set contains a lot of images in a form of a 3D matrix (`# images` x `width` x `height` )."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "826314ad-3374-49e1-8d0e-882892508031",
   "metadata": {},
   "outputs": [],
   "source": [
    "scenes = scenes_data_set.get_stimulus_template('natural_scenes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "94175af4-f834-48f9-8468-75a3616b2139",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(118, 918, 1174)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scenes.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d120e02-74b0-451f-9a1f-c327362cbccf",
   "metadata": {},
   "source": [
    "We just want the images that were shown above. Notice that the indices are part of the name of the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "324a293f-f31e-4d8c-8c6b-6a336da5bc74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['im065', 'im077', 'im066', 'im061', 'im063', 'im062', 'im085', 'im069'], dtype='object', name='image_name')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment.stimulus_templates.index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dd15b65-12b6-4c02-a8d2-f68ec159e9c5",
   "metadata": {},
   "source": [
    "Using this, we can plot the unwarped versions!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5d159a14-dc6e-4ebc-a8de-83d36f0e3b8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x864 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(4, 2, figsize=(6, 12))\n",
    "for i, image_name in enumerate(experiment.stimulus_templates.index):\n",
    "    scene_id = int(image_name[2:])\n",
    "\n",
    "    ax[i%4][i//4].imshow(scenes[scene_id, :, :], cmap='gray', vmin=0, vmax=255)\n",
    "    ax[i%4][i//4].set_title(image_name)\n",
    "    ax[i%4][i//4].get_xaxis().set_visible(False)\n",
    "    ax[i%4][i//4].get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d673d5b9-ec10-45a5-96f8-c368523193a9",
   "metadata": {
    "id": "a2573f6c-5847-4a54-bd6f-f85b634e65a6",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## Visualization\n",
    "\n",
    "We do some basic plots from the information we gathered from various attributes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d1dbdbb-aabd-4270-9c0a-8d1c4bfe6102",
   "metadata": {
    "id": "0fe61c82-ac22-430d-bc40-eeb8e1fc0566",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Plot dF/F Trace"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82671e93-34de-4fbf-af49-b2b1428d6f1e",
   "metadata": {
    "id": "5989e4a8-768d-458b-ae7b-be2415761625"
   },
   "source": [
    "Let's choose some random `cell_specimen_id` and plots its dff trace for time 400 to 450."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6f73440a-6b7d-49af-a8b3-aba20e761d06",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 55
    },
    "id": "56a21b9a-f56b-410f-a208-0a23fd63df7e",
    "outputId": "e61068bf-c00a-4ae4-9395-715d07ef0257"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 4))\n",
    "\n",
    "ax.plot(\n",
    "    experiment.ophys_timestamps,\n",
    "    experiment.dff_traces.loc[1086545833][\"dff\"],\n",
    ")\n",
    "\n",
    "ax.set_xlim(400, 450)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56fe4d84-9867-4a85-8cec-5c97f45f74c6",
   "metadata": {
    "id": "4627fb05-e5a9-4498-a5c1-5bd392a1d444",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Plot Stimulus"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "869752cd-6d88-4a3e-9f71-d8462eed2d62",
   "metadata": {
    "id": "a94bffab-c2fc-4ed2-81af-de270ed690ed"
   },
   "source": [
    "Let's also plot stimulus for a short interval.\n",
    "\n",
    "*Part of code from [[AllenNB3]](#References)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a2e20679-eea6-4279-a146-3423d80091d9",
   "metadata": {
    "id": "d995bafa-063a-483e-ae9f-196c0e7fda64"
   },
   "outputs": [],
   "source": [
    "# Create a color map for each image\n",
    "unique_stimuli = [stimulus for stimulus in experiment.stimulus_presentations['image_name'].unique()]\n",
    "colormap = {image_name: sns.color_palette()[image_number] for image_number, image_name in enumerate(np.sort(unique_stimuli))}\n",
    "# Keep omitted image as white\n",
    "colormap['omitted'] = (1,1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f7020d08-1bde-40d1-bae6-85f4cbebc998",
   "metadata": {
    "id": "0a072aed-875f-4216-90d6-90b8be911937"
   },
   "outputs": [],
   "source": [
    "stimulus_presentations_sample = experiment.stimulus_presentations.query('stop_time >= 400 and start_time <= 450')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a36ec0e6-b665-4a01-98c7-3095b8b13d73",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 55
    },
    "id": "aff72e0e-de28-4268-8b7d-00821cce844d",
    "outputId": "79908206-370a-44ba-a14b-03e70e99a00f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAD8CAYAAADdR/3qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAARhUlEQVR4nO3dbaxl5VUH8P9iRlBLbbWMsTIoJJ1aidVaR2zSDza2RqiGMWlViPWloZ1oRI01Ko2mGtQPtYnFGnwZ7Zu1itgYndRRPtgajZHKNFBaQMwNtmWwhrFFFBtBYPnhbuBwuS9nZs653If5/ZKbnP3sdc5eDGvOvv979uxb3R0AAADGcsbT3QAAAAAnTpgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAW0Z5qrqXVV1b1V9YoP9VVXvqKqVqrq1ql66+DYBAACYNc8nc+9JcvEm+y9Jsm/6Opjkt0+9LQAAADazZZjr7r9L8rlNSg4k+YNedWOS51bV8xfVIAAAAE+1ewGvcW6Su2e2j01rn1lbWFUHs/rpXZ71rGd904te9KJ1X7AffCT9SD/5ubsqddauDZtY+5yt6k/mOc/UYyyrr0cfeCD9yCMzz9mVM84+e2H1oxxjp/R1Mk7XP9+d+v/wmXqMndLXgw8+mEcfffTx7TPOOCNnnXXWpsc40ec8HcfYqX09U46xjL526t+RZ+oxdmpfO+UYO/X7zBG+x57nGB/96Ef/o7v3bFq0iUWEubl196Ekh5Jk//79ffTo0XXr/ueWe7Pr2Wc+ae2R/34oz3rJl2/42mufs1X9yTznmXqMZfV1/wf/Mrv3PDGbDx8/nud813curH6UY+yUvk7G6frnu1P/Hz5Tj7FT+vr4xz+es2e+qXnggQfy4he/eNNjnOhzno5j7NS+ninHWEZfO/XvyDP1GDu1r51yjJ36feYI32PPc4yq+tSmBVtYxN0s70ly3sz23mkNAACAJVlEmDuc5Aenu1q+LMn93f2USywBAABYnC0vs6yqP07yiiTnVNWxJL+Y5AuSpLt/J8mRJK9OspLk80lev6xmAQAAWLVlmOvuy7fY30l+bGEdAQAAsKVFXGYJAADANhPmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxorjBXVRdX1Z1VtVJVV62z/6uq6sNVdXNV3VpVr158qwAAADxmyzBXVbuSXJvkkiQXJrm8qi5cU/YLSa7v7m9MclmS31p0owAAADxhnk/mLkqy0t13dfdDSa5LcmBNTSf5kunxc5L82+JaBAAAYK15wty5Se6e2T42rc36pSSvq6pjSY4k+fH1XqiqDlbV0ao6evz48ZNoFwAAgGRxN0C5PMl7untvklcneV9VPeW1u/tQd+/v7v179uxZ0KEBAABOP/OEuXuSnDezvXdam3VFkuuTpLv/MckXJjlnEQ0CAADwVPOEuZuS7KuqC6rqzKze4OTwmppPJ3llklTV12Y1zLmOEgAAYEm2DHPd/XCSK5PckOSOrN618raqurqqLp3KfjrJG6vqY0n+OMkPd3cvq2kAAIDT3e55irr7SFZvbDK79paZx7cnefliWwMAAGAji7oBCgAAANtImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAY0Fxhrqourqo7q2qlqq7aoOZ7q+r2qrqtqv5osW0CAAAwa/dWBVW1K8m1Sb49ybEkN1XV4e6+faZmX5I3J3l5d99XVV++rIYBAACY75O5i5KsdPdd3f1QkuuSHFhT88Yk13b3fUnS3fcutk0AAABmzRPmzk1y98z2sWlt1guTvLCq/qGqbqyqi9d7oao6WFVHq+ro8ePHT65jAAAAFnYDlN1J9iV5RZLLk/xeVT13bVF3H+ru/d29f8+ePQs6NAAAwOlnnjB3T5LzZrb3TmuzjiU53N3/193/muRfshruAAAAWIJ5wtxNSfZV1QVVdWaSy5IcXlPz51n9VC5VdU5WL7u8a3FtAgAAMGvLMNfdDye5MskNSe5Icn1331ZVV1fVpVPZDUk+W1W3J/lwkp/p7s8uq2kAAIDT3Za/miBJuvtIkiNr1t4y87iTvGn6AgAAYMkWdQMUAAAAtpEwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAc4W5qrq4qu6sqpWqumqTutdUVVfV/sW1CAAAwFpbhrmq2pXk2iSXJLkwyeVVdeE6dc9O8pNJPrLoJgEAAHiyeT6ZuyjJSnff1d0PJbkuyYF16n45yVuT/O8C+wMAAGAd84S5c5PcPbN9bFp7XFW9NMl53f2Xm71QVR2sqqNVdfT48eMn3CwAAACrTvkGKFV1RpJfT/LTW9V296Hu3t/d+/fs2XOqhwYAADhtzRPm7kly3sz23mntMc9O8nVJ/raqPpnkZUkOuwkKAADA8swT5m5Ksq+qLqiqM5NcluTwYzu7+/7uPqe7z+/u85PcmOTS7j66lI4BAADYOsx198NJrkxyQ5I7klzf3bdV1dVVdemyGwQAAOCpds9T1N1HkhxZs/aWDWpfceptAQAAsJlTvgEKAAAA20+YAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABjQXGGuqi6uqjuraqWqrlpn/5uq6vaqurWq/qaqvnrxrQIAAPCYLcNcVe1Kcm2SS5JcmOTyqrpwTdnNSfZ399cn+UCSX1t0owAAADxhnk/mLkqy0t13dfdDSa5LcmC2oLs/3N2fnzZvTLJ3sW0CAAAwa54wd26Su2e2j01rG7kiyV+tt6OqDlbV0ao6evz48fm7BAAA4EkWegOUqnpdkv1J3rbe/u4+1N37u3v/nj17FnloAACA08ruOWruSXLezPbeae1JqupVSX4+ybd294OLaQ8AAID1zPPJ3E1J9lXVBVV1ZpLLkhyeLaiqb0zyu0ku7e57F98mAAAAs7YMc939cJIrk9yQ5I4k13f3bVV1dVVdOpW9LcnZSf60qm6pqsMbvBwAAAALMM9llunuI0mOrFl7y8zjVy24LwAAADax0BugAAAAsD2EOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADEuYAAAAGJMwBAAAMSJgDAAAYkDAHAAAwIGEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADEiYAwAAGJAwBwAAMCBhDgAAYEDCHAAAwICEOQAAgAEJcwAAAAMS5gAAAAYkzAEAAAxImAMAABiQMAcAADAgYQ4AAGBAwhwAAMCAhDkAAIABCXMAAAADmivMVdXFVXVnVa1U1VXr7D+rqv5k2v+Rqjp/4Z0CAADwuC3DXFXtSnJtkkuSXJjk8qq6cE3ZFUnu6+4XJHl7krcuulEAAACeMM8ncxclWenuu7r7oSTXJTmwpuZAkvdOjz+Q5JVVVYtrEwAAgFm756g5N8ndM9vHknzLRjXd/XBV3Z/keUn+Y7aoqg4mOThtPlhVnziZpmHJzsma2YUdxHyyU5lNdjLzyU71Nafy5HnC3MJ096Ekh5Kkqo529/7tPD7Mw2yyk5lPdiqzyU5mPtmpquroqTx/nsss70ly3sz23mlt3Zqq2p3kOUk+eyqNAQAAsLF5wtxNSfZV1QVVdWaSy5IcXlNzOMkPTY9fm+RD3d2LaxMAAIBZW15mOf0buCuT3JBkV5J3dfdtVXV1kqPdfTjJO5O8r6pWknwuq4FvK4dOoW9YJrPJTmY+2anMJjuZ+WSnOqXZLB+gAQAAjGeuXxoOAADAziLMAQAADGipYa6qdlXVzVX1wWn7gqr6SFWtVNWfTDdUSVWdNW2vTPvPX2ZfsM5sXjnNX1fVOTN1VVXvmPbdWlUvffq65nSxzny+v6rurKpPVNW7quoLpnXzybZaZzbfWVUfm+bvA1V19rTuvM62WzufM+vvqKoHZrbNJ9tqnffO91TVv1bVLdPXS6b1Ez6vL/uTuZ9McsfM9luTvL27X5DkviRXTOtXJLlvWn/7VAfLtHY2/yHJq5J8ak3dJUn2TV8Hk/z2tnTH6W7tfL4/yYuSvDjJFyV5w7RuPtlua2fzp7r7G7r765N8OsmV07rzOk+HtfOZqtqf5EvX1JlPtttTZjPJz3T3S6avW6a1Ez6vLy3MVdXeJN+Z5Pen7UrybUk+MJW8N8l3T48PTNuZ9r9yqoeFWzubSdLdN3f3J9cpP5DkD3rVjUmeW1XP355OOR1tMJ9HphnsJP+U1d/3mZhPttEGs/lf077K6g8aHrurmvM622q9+ayqXUneluRn15SbT7bNerO5iRM+ry/zk7lrsvqX59Fp+3lJ/rO7H562jyU5d3p8bpK7k9VfhZDk/qkeluGaPHk2N/P4bE5m5xaW4ZpsMJ/T5ZU/kOSvpyXzyXa6JuvMZlW9O8m/Z/XT49+clp3X2W7X5KnzeWWSw939mTW15pPtdE3WP6//6nQp5dur6qxp7YTP60sJc1X1XUnu7e6PLuP14WSZTXayOebzt5L8XXf//Ta2BZvOZne/PslXZvUSou/b7t5gvfmsqq9M8j154gcMsO02ee98c1Z/APbNSb4syc+d7DGW9cncy5NcWlWfTHJdVi+v/I2sflT42C8q35vknunxPUnOS5Jp/3OSfHZJvXF6e8psVtUfblL/+GxOZucWFm3D+ayqX0yyJ8mbZurNJ9tl0/fO7n5kWn/NtOS8znZa7/vO25K8IMnKtP7FVbUy1ZtPtsu6753d/ZnpUsoHk7w7yUVT/Qmf15cS5rr7zd29t7vPT3JZkg919/cn+XCS105lP5TkL6bHh6ftTPs/1H6bOUuwwWy+bpOnHE7yg9PdhV6W5P51LteAhdhoPqvqDUm+I8nl3T17mYb5ZFusN5tJfqCqXpA8/m/mLk3yz9NTnNfZNhu8d35pd39Fd58/rX9+uuFJYj7ZJpuc15+fPP7e+d1JPjE95YTP67s327kEP5fkuqr6lSQ3J3nntP7OJO+bfmLyuaz+x8K2qaqfyOr1zF+R5NaqOtLdb0hyJMmrk6wk+XyS1z99XXIa+52s3mn1H6d/o/9n3X11zCdPr0ry3qr6kunxx5L86LTPeZ2dzHzydHt/Ve3J6nvnLUl+ZFo/4fN6+UEEAADAeJb9e+YAAABYAmEOAABgQMIcAADAgIQ5AACAAQlzAAAAAxLmAAAABiTMAQAADOj/AdnGG/1D/AloAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 4))\n",
    "\n",
    "for idx, stimulus in stimulus_presentations_sample.iterrows():\n",
    "    ax.axvspan(stimulus['start_time'], stimulus['stop_time'], color=colormap[stimulus['image_name']], alpha=0.25)\n",
    "\n",
    "ax.set_xlim(400, 450)\n",
    "    \n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "208a35c7-1551-47f6-aaae-d1e3e3e9ec03",
   "metadata": {
    "id": "3a3036fd-fdc7-4d5f-a221-780828a8f5cb",
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "### Plot Both dF/F trace and Stimulus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6fe93cc3-108f-4e2f-a86b-5e171621f20b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 55
    },
    "id": "a1cd66de-3adf-4cae-b493-7d594a9897f1",
    "outputId": "6244024d-9f96-4e9d-8b5e-b3d59abebe4d"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 4))\n",
    "\n",
    "ax.plot(\n",
    "    experiment.ophys_timestamps,\n",
    "    experiment.dff_traces.loc[1086545833][\"dff\"],\n",
    ")\n",
    "\n",
    "for idx, stimulus in stimulus_presentations_sample.iterrows():\n",
    "    ax.axvspan(stimulus['start_time'], stimulus['stop_time'], color=colormap[stimulus['image_name']], alpha=0.25)\n",
    "\n",
    "ax.set_xlim(400, 450)\n",
    "ax.set_ylim(-0.5, 0.5)\n",
    "ax.legend([\"dff trace\"])\n",
    "\n",
    "fig.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:nma-cn]",
   "language": "python",
   "name": "conda-env-nma-cn-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}