{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Extracellular Electrophysiology Data\n", "\n", "At the Allen Institute for Brain Science we carry out in vivo extracellular electrophysiology (ecephys) experiments in awake animals using high-density Neuropixels probes. The data from these experiments are organized into *sessions*, where each session is a distinct continuous recording period. During a session we collect:\n", "\n", "- spike times and characteristics (such as mean waveforms) from up to 6 neuropixels probes\n", "- local field potentials\n", "- behavioral data, such as running speed and eye position\n", "- visual stimuli which were presented during the session\n", "- cell-type specific optogenetic stimuli that were applied during the session\n", "\n", "The AllenSDK contains code for accessing across-session (project-level) metadata as well as code for accessing detailed within-session data. The standard workflow is to use project-level tools, such as `EcephysProjectCache` to identify and access sessions of interest, then delve into those sessions' data using `EcephysSession`.\n", "\n", "\n", "Project-level\n", "------------------\n", "The `EcephysProjectCache` class in `allensdk.brain_observatory.ecephys.ecephys_project_cache` accesses and stores data pertaining to many sessions. You can use this class to run queries that span all collected sessions and to download data for individual sessions.\n", "* Obtaining an `EcephysProjectCache`\n", "* Querying sessions\n", "* Querying probes\n", "* Querying units\n", "* Surveying metadata\n", "\n", "\n", "Session-level\n", "-------------------\n", "The `EcephysSession` class in `allensdk.brain_observatory.ecephys.ecephys_session` provides an interface to all of the data for a single session, aligned to a common clock. This notebook will show you how to use the `EcephysSession` class to extract these data.\n", "* Obtaining an `EcephysSession`\n", "* Stimulus information\n", "* Spike data\n", "* Spike histograms\n", "* Running speed\n", "* Optogenetic stimulation\n", "* Local Field Potential\n", "* Current source density\n", "* Unitwise mean waveforms\n", "* Suggested exercises\n", "* Eye tracking ellipse fits and estimated screen gaze location" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# first we need a bit of import boilerplate\n", "import os\n", "\n", "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.ndimage.filters import gaussian_filter\n", "\n", "from allensdk.brain_observatory.ecephys.ecephys_project_cache import EcephysProjectCache\n", "from allensdk.brain_observatory.ecephys.ecephys_session import (\n", " EcephysSession, \n", " removed_unused_stimulus_presentation_columns\n", ")\n", "from allensdk.brain_observatory.ecephys.visualization import plot_mean_waveforms, plot_spike_counts, raster_plot\n", "from allensdk.brain_observatory.visualization import plot_running_speed\n", "\n", "# tell pandas to show all columns when we display a DataFrame\n", "pd.set_option(\"display.max_columns\", None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtaining an `EcephysProjectCache`\n", "\n", "In order to create an `EcephysProjectCache` object, you need to specify two things:\n", "1. A remote source for the object to fetch data from. We will instantiate our cache using `EcephysProjectCache.from_warehouse()` to point the cache at the Allen Institute's public web API.\n", "2. A path to a manifest json, which designates filesystem locations for downloaded data. The cache will try to read data from these locations before going to download those data from its remote source, preventing repeated downloads." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Example cache directory path, it determines where downloaded data will be stored\n", "manifest_path = os.path.join(\"/local1/ecephys_cache_dir/\", \"manifest.json\")\n", "\n", "cache = EcephysProjectCache.from_warehouse(manifest=manifest_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Querying across sessions\n", "\n", "Using your `EcephysProjectCache`, you can download a table listing metadata for all sessions." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", " | published_at | \n", "specimen_id | \n", "session_type | \n", "age_in_days | \n", "sex | \n", "full_genotype | \n", "unit_count | \n", "channel_count | \n", "probe_count | \n", "ecephys_structure_acronyms | \n", "
---|---|---|---|---|---|---|---|---|---|---|
id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
715093703 | \n", "2019-10-03T00:00:00Z | \n", "699733581 | \n", "brain_observatory_1.1 | \n", "118.0 | \n", "M | \n", "Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt | \n", "884 | \n", "2219 | \n", "6 | \n", "[CA1, VISrl, nan, PO, LP, LGd, CA3, DG, VISl, ... | \n", "
719161530 | \n", "2019-10-03T00:00:00Z | \n", "703279284 | \n", "brain_observatory_1.1 | \n", "122.0 | \n", "M | \n", "Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt | \n", "755 | \n", "2214 | \n", "6 | \n", "[TH, Eth, APN, POL, LP, DG, CA1, VISpm, nan, N... | \n", "
721123822 | \n", "2019-10-03T00:00:00Z | \n", "707296982 | \n", "brain_observatory_1.1 | \n", "125.0 | \n", "M | \n", "Pvalb-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt | \n", "444 | \n", "2229 | \n", "6 | \n", "[MB, SCig, PPT, NOT, DG, CA1, VISam, nan, LP, ... | \n", "
732592105 | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "824 | \n", "1847 | \n", "5 | \n", "[grey, VISpm, nan, VISp, VISl, VISal, VISrl] | \n", "
737581020 | \n", "2019-10-03T00:00:00Z | \n", "718643567 | \n", "brain_observatory_1.1 | \n", "108.0 | \n", "M | \n", "wt/wt | \n", "568 | \n", "2218 | \n", "6 | \n", "[grey, VISmma, nan, VISpm, VISp, VISl, VISrl] | \n", "
\n", " | ecephys_session_id | \n", "lfp_sampling_rate | \n", "name | \n", "phase | \n", "sampling_rate | \n", "has_lfp_data | \n", "unit_count | \n", "channel_count | \n", "ecephys_structure_acronyms | \n", "
---|---|---|---|---|---|---|---|---|---|
id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
729445648 | \n", "719161530 | \n", "1249.998642 | \n", "probeA | \n", "3a | \n", "29999.967418 | \n", "True | \n", "87 | \n", "374 | \n", "[APN, LP, MB, DG, CA1, VISam, nan] | \n", "
729445650 | \n", "719161530 | \n", "1249.996620 | \n", "probeB | \n", "3a | \n", "29999.918880 | \n", "True | \n", "202 | \n", "368 | \n", "[TH, Eth, APN, POL, LP, DG, CA1, VISpm, nan] | \n", "
729445652 | \n", "719161530 | \n", "1249.999897 | \n", "probeC | \n", "3a | \n", "29999.997521 | \n", "True | \n", "207 | \n", "373 | \n", "[APN, NOT, MB, DG, SUB, VISp, nan] | \n", "
729445654 | \n", "719161530 | \n", "1249.996707 | \n", "probeD | \n", "3a | \n", "29999.920963 | \n", "True | \n", "93 | \n", "358 | \n", "[grey, VL, CA3, CA2, CA1, VISl, nan] | \n", "
729445656 | \n", "719161530 | \n", "1249.999979 | \n", "probeE | \n", "3a | \n", "29999.999500 | \n", "True | \n", "138 | \n", "370 | \n", "[PO, VPM, TH, LP, LGd, CA3, DG, CA1, VISal, nan] | \n", "
\n", " | ecephys_probe_id | \n", "local_index | \n", "probe_horizontal_position | \n", "probe_vertical_position | \n", "anterior_posterior_ccf_coordinate | \n", "dorsal_ventral_ccf_coordinate | \n", "left_right_ccf_coordinate | \n", "ecephys_structure_id | \n", "ecephys_structure_acronym | \n", "ecephys_session_id | \n", "lfp_sampling_rate | \n", "phase | \n", "sampling_rate | \n", "has_lfp_data | \n", "unit_count | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
849705558 | \n", "792645504 | \n", "1 | \n", "11 | \n", "20 | \n", "8165.0 | \n", "3314.0 | \n", "6862.0 | \n", "215.0 | \n", "APN | \n", "779839471 | \n", "1250.001479 | \n", "3a | \n", "30000.035489 | \n", "True | \n", "0 | \n", "
849705560 | \n", "792645504 | \n", "2 | \n", "59 | \n", "40 | \n", "8162.0 | \n", "3307.0 | \n", "6866.0 | \n", "215.0 | \n", "APN | \n", "779839471 | \n", "1250.001479 | \n", "3a | \n", "30000.035489 | \n", "True | \n", "0 | \n", "
849705562 | \n", "792645504 | \n", "3 | \n", "27 | \n", "40 | \n", "8160.0 | \n", "3301.0 | \n", "6871.0 | \n", "215.0 | \n", "APN | \n", "779839471 | \n", "1250.001479 | \n", "3a | \n", "30000.035489 | \n", "True | \n", "0 | \n", "
849705564 | \n", "792645504 | \n", "4 | \n", "43 | \n", "60 | \n", "8157.0 | \n", "3295.0 | \n", "6875.0 | \n", "215.0 | \n", "APN | \n", "779839471 | \n", "1250.001479 | \n", "3a | \n", "30000.035489 | \n", "True | \n", "0 | \n", "
849705566 | \n", "792645504 | \n", "5 | \n", "11 | \n", "60 | \n", "8155.0 | \n", "3288.0 | \n", "6879.0 | \n", "215.0 | \n", "APN | \n", "779839471 | \n", "1250.001479 | \n", "3a | \n", "30000.035489 | \n", "True | \n", "0 | \n", "
\n", " | waveform_PT_ratio | \n", "waveform_amplitude | \n", "amplitude_cutoff | \n", "cumulative_drift | \n", "d_prime | \n", "waveform_duration | \n", "ecephys_channel_id | \n", "firing_rate | \n", "waveform_halfwidth | \n", "isi_violations | \n", "isolation_distance | \n", "L_ratio | \n", "max_drift | \n", "nn_hit_rate | \n", "nn_miss_rate | \n", "presence_ratio | \n", "waveform_recovery_slope | \n", "waveform_repolarization_slope | \n", "silhouette_score | \n", "snr | \n", "waveform_spread | \n", "waveform_velocity_above | \n", "waveform_velocity_below | \n", "ecephys_probe_id | \n", "local_index | \n", "probe_horizontal_position | \n", "probe_vertical_position | \n", "anterior_posterior_ccf_coordinate | \n", "dorsal_ventral_ccf_coordinate | \n", "left_right_ccf_coordinate | \n", "ecephys_structure_id | \n", "ecephys_structure_acronym | \n", "ecephys_session_id | \n", "lfp_sampling_rate | \n", "name | \n", "phase | \n", "sampling_rate | \n", "has_lfp_data | \n", "date_of_acquisition | \n", "published_at | \n", "specimen_id | \n", "session_type | \n", "age_in_days | \n", "sex | \n", "genotype | \n", "
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id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
915956282 | \n", "0.611816 | \n", "164.878740 | \n", "0.072728 | \n", "309.71 | \n", "3.910873 | \n", "0.535678 | \n", "850229419 | \n", "6.519432 | \n", "0.164824 | \n", "0.104910 | \n", "30.546900 | \n", "0.013865 | \n", "27.10 | \n", "0.898126 | \n", "0.001599 | \n", "0.99 | \n", "-0.087545 | \n", "0.480915 | \n", "0.102369 | \n", "1.911839 | \n", "30.0 | \n", "0.000000 | \n", "NaN | \n", "733744647 | \n", "3 | \n", "27 | \n", "40 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "8.0 | \n", "grey | \n", "732592105 | \n", "1249.996475 | \n", "probeB | \n", "3a | \n", "29999.915391 | \n", "True | \n", "2019-01-09T00:26:20Z | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "
915956340 | \n", "0.439372 | \n", "247.254345 | \n", "0.000881 | \n", "160.24 | \n", "5.519024 | \n", "0.563149 | \n", "850229419 | \n", "9.660554 | \n", "0.206030 | \n", "0.006825 | \n", "59.613182 | \n", "0.000410 | \n", "7.79 | \n", "0.987654 | \n", "0.000903 | \n", "0.99 | \n", "-0.104196 | \n", "0.704522 | \n", "0.197458 | \n", "3.357908 | \n", "30.0 | \n", "0.000000 | \n", "NaN | \n", "733744647 | \n", "3 | \n", "27 | \n", "40 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "8.0 | \n", "grey | \n", "732592105 | \n", "1249.996475 | \n", "probeB | \n", "3a | \n", "29999.915391 | \n", "True | \n", "2019-01-09T00:26:20Z | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "
915956345 | \n", "0.500520 | \n", "251.275830 | \n", "0.001703 | \n", "129.36 | \n", "3.559911 | \n", "0.521943 | \n", "850229419 | \n", "12.698430 | \n", "0.192295 | \n", "0.044936 | \n", "47.805714 | \n", "0.008281 | \n", "11.56 | \n", "0.930000 | \n", "0.004956 | \n", "0.99 | \n", "-0.153127 | \n", "0.781296 | \n", "0.138827 | \n", "3.362198 | \n", "30.0 | \n", "0.343384 | \n", "NaN | \n", "733744647 | \n", "3 | \n", "27 | \n", "40 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "8.0 | \n", "grey | \n", "732592105 | \n", "1249.996475 | \n", "probeB | \n", "3a | \n", "29999.915391 | \n", "True | \n", "2019-01-09T00:26:20Z | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "
915956349 | \n", "0.424620 | \n", "177.115380 | \n", "0.096378 | \n", "169.29 | \n", "2.973959 | \n", "0.508208 | \n", "850229419 | \n", "16.192413 | \n", "0.192295 | \n", "0.120715 | \n", "54.635515 | \n", "0.010406 | \n", "14.87 | \n", "0.874667 | \n", "0.021636 | \n", "0.99 | \n", "-0.086022 | \n", "0.553393 | \n", "0.136901 | \n", "2.684636 | \n", "40.0 | \n", "0.206030 | \n", "NaN | \n", "733744647 | \n", "3 | \n", "27 | \n", "40 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "8.0 | \n", "grey | \n", "732592105 | \n", "1249.996475 | \n", "probeB | \n", "3a | \n", "29999.915391 | \n", "True | \n", "2019-01-09T00:26:20Z | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "
915956356 | \n", "0.512847 | \n", "214.954545 | \n", "0.054706 | \n", "263.01 | \n", "2.936851 | \n", "0.549414 | \n", "850229419 | \n", "2.193113 | \n", "0.233501 | \n", "0.430427 | \n", "18.136302 | \n", "0.061345 | \n", "18.37 | \n", "0.637363 | \n", "0.000673 | \n", "0.99 | \n", "-0.106051 | \n", "0.632977 | \n", "0.108867 | \n", "2.605408 | \n", "60.0 | \n", "-0.451304 | \n", "NaN | \n", "733744647 | \n", "3 | \n", "27 | \n", "40 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "8.0 | \n", "grey | \n", "732592105 | \n", "1249.996475 | \n", "probeB | \n", "3a | \n", "29999.915391 | \n", "True | \n", "2019-01-09T00:26:20Z | \n", "2019-10-03T00:00:00Z | \n", "717038288 | \n", "brain_observatory_1.1 | \n", "100.0 | \n", "M | \n", "wt/wt | \n", "
\n", " | L_ratio | \n", "presence_ratio | \n", "d_prime | \n", "waveform_halfwidth | \n", "cluster_id | \n", "firing_rate | \n", "peak_channel_id | \n", "silhouette_score | \n", "waveform_repolarization_slope | \n", "waveform_amplitude | \n", "snr | \n", "waveform_velocity_below | \n", "max_drift | \n", "nn_miss_rate | \n", "nn_hit_rate | \n", "waveform_velocity_above | \n", "waveform_spread | \n", "amplitude_cutoff | \n", "waveform_duration | \n", "waveform_PT_ratio | \n", "cumulative_drift | \n", "isolation_distance | \n", "isi_violations | \n", "waveform_recovery_slope | \n", "local_index_unit | \n", "c50_dg | \n", "area_rf | \n", "fano_dg | \n", "fano_fl | \n", "fano_ns | \n", "fano_rf | \n", "fano_sg | \n", "f1_f0_dg | \n", "g_dsi_dg | \n", "g_osi_dg | \n", "g_osi_sg | \n", "azimuth_rf | \n", "mod_idx_dg | \n", "p_value_rf | \n", "pref_sf_sg | \n", "pref_tf_dg | \n", "run_mod_dg | \n", "run_mod_fl | \n", "run_mod_ns | \n", "run_mod_rf | \n", "run_mod_sg | \n", "pref_ori_dg | \n", "pref_ori_sg | \n", "run_pval_dg | \n", "run_pval_fl | \n", "run_pval_ns | \n", "run_pval_rf | \n", "run_pval_sg | \n", "elevation_rf | \n", "pref_image_ns | \n", "pref_phase_sg | \n", "firing_rate_dg | \n", "firing_rate_fl | \n", "firing_rate_ns | \n", "firing_rate_rf | \n", "firing_rate_sg | \n", "on_off_ratio_fl | \n", "time_to_peak_ns | \n", "pref_sf_multi_sg | \n", "pref_tf_multi_dg | \n", "pref_ori_multi_dg | \n", "pref_ori_multi_sg | \n", "pref_phase_multi_sg | \n", "image_selectivity_ns | \n", "pref_image_multi_ns | \n", "lifetime_sparseness_dg | \n", "lifetime_sparseness_fl | \n", "lifetime_sparseness_ns | \n", "lifetime_sparseness_rf | \n", "lifetime_sparseness_sg | \n", "probe_vertical_position | \n", "probe_horizontal_position | \n", "probe_id | \n", "channel_local_index | \n", "ecephys_structure_id | \n", "ecephys_structure_acronym | \n", "anterior_posterior_ccf_coordinate | \n", "dorsal_ventral_ccf_coordinate | \n", "left_right_ccf_coordinate | \n", "probe_description | \n", "location | \n", "probe_sampling_rate | \n", "probe_lfp_sampling_rate | \n", "probe_has_lfp_data | \n", "
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unit_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
951814884 | \n", "0.024771 | \n", "0.99 | \n", "3.555518 | \n", "0.096147 | \n", "6 | \n", "9.492176 | \n", "850126382 | \n", "0.033776 | \n", "0.673650 | \n", "187.434780 | \n", "3.342535 | \n", "0.000000 | \n", "45.64 | \n", "0.016202 | \n", "0.727333 | \n", "0.000000 | \n", "40.0 | \n", "0.042404 | \n", "0.151089 | \n", "0.522713 | \n", "463.86 | \n", "46.750473 | \n", "0.181638 | \n", "-0.249885 | \n", "5 | \n", "NaN | \n", "2600.0 | \n", "2.370440 | \n", "1.765128 | \n", "3.983333 | \n", "1.866667 | \n", "5.186364 | \n", "0.244796 | \n", "0.053998 | \n", "0.033134 | \n", "0.023705 | \n", "61.923 | \n", "0.612162 | \n", "0.358 | \n", "0.04 | \n", "15.0 | \n", "-0.154286 | \n", "-0.005676 | \n", "-0.228819 | \n", "-0.212121 | \n", "-0.310345 | \n", "180.0 | \n", "150.0 | \n", "0.619716 | \n", "9.763807e-01 | \n", "0.507405 | \n", "0.469507 | \n", "0.447263 | \n", "-5.000 | \n", "4929 | \n", "0.75 | \n", "17.571944 | \n", "11.057561 | \n", "5.845194 | \n", "8.805963 | \n", "6.974832 | \n", "NaN | \n", "0.0385 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "0.042644 | \n", "False | \n", "0.011829 | \n", "0.000012 | \n", "0.062616 | \n", "0.058606 | \n", "0.039197 | \n", "60 | \n", "43 | \n", "760640083 | \n", "4 | \n", "215.0 | \n", "APN | \n", "8162.0 | \n", "3487.0 | \n", "6737.0 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.9979 | \n", "True | \n", "
951814876 | \n", "0.001785 | \n", "0.99 | \n", "4.445414 | \n", "0.206030 | \n", "5 | \n", "39.100557 | \n", "850126382 | \n", "0.108908 | \n", "0.518633 | \n", "129.686505 | \n", "2.589717 | \n", "0.000000 | \n", "40.68 | \n", "0.003756 | \n", "1.000000 | \n", "0.000000 | \n", "50.0 | \n", "0.097286 | \n", "0.315913 | \n", "0.652514 | \n", "325.21 | \n", "85.178750 | \n", "0.004799 | \n", "-0.143762 | \n", "4 | \n", "NaN | \n", "900.0 | \n", "3.417573 | \n", "0.704762 | \n", "0.672690 | \n", "0.803980 | \n", "1.003055 | \n", "0.137709 | \n", "0.017675 | \n", "0.015248 | \n", "0.027334 | \n", "72.222 | \n", "0.678473 | \n", "0.795 | \n", "0.04 | \n", "2.0 | \n", "0.326587 | \n", "0.231595 | \n", "0.062157 | \n", "0.068548 | \n", "0.068853 | \n", "315.0 | \n", "150.0 | \n", "0.000030 | \n", "6.157503e-07 | \n", "0.353566 | \n", "0.674185 | \n", "0.472870 | \n", "45.556 | \n", "5021 | \n", "0.00 | \n", "43.390301 | \n", "44.709848 | \n", "36.820288 | \n", "44.885084 | \n", "35.195889 | \n", "NaN | \n", "0.1535 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "0.214051 | \n", "False | \n", "0.001812 | \n", "0.000003 | \n", "0.002366 | \n", "0.004308 | \n", "0.002943 | \n", "60 | \n", "43 | \n", "760640083 | \n", "4 | \n", "215.0 | \n", "APN | \n", "8162.0 | \n", "3487.0 | \n", "6737.0 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.9979 | \n", "True | \n", "
951815032 | \n", "0.035654 | \n", "0.99 | \n", "3.848256 | \n", "0.096147 | \n", "17 | \n", "28.383277 | \n", "850126398 | \n", "0.096715 | \n", "0.766347 | \n", "207.380940 | \n", "3.811566 | \n", "-0.686767 | \n", "40.01 | \n", "0.014673 | \n", "0.986000 | \n", "-0.206030 | \n", "80.0 | \n", "0.015482 | \n", "0.164824 | \n", "0.484297 | \n", "396.28 | \n", "89.608836 | \n", "0.007099 | \n", "-0.255492 | \n", "15 | \n", "NaN | \n", "400.0 | \n", "2.301810 | \n", "1.408866 | \n", "2.711028 | \n", "1.714790 | \n", "2.055258 | \n", "0.173597 | \n", "0.013665 | \n", "0.007886 | \n", "0.051909 | \n", "85.000 | \n", "0.768989 | \n", "0.395 | \n", "0.04 | \n", "15.0 | \n", "-0.026107 | \n", "-0.220335 | \n", "-0.345271 | \n", "0.043011 | \n", "-0.157445 | \n", "135.0 | \n", "120.0 | \n", "0.827195 | \n", "1.179300e-02 | \n", "0.006750 | \n", "0.867140 | \n", "0.229617 | \n", "5.000 | \n", "4990 | \n", "0.25 | \n", "29.464485 | \n", "28.829592 | \n", "28.252666 | \n", "28.025354 | \n", "30.002900 | \n", "NaN | \n", "0.0495 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "-0.005102 | \n", "False | \n", "0.004121 | \n", "0.006973 | \n", "0.006743 | \n", "0.018808 | \n", "0.007783 | \n", "140 | \n", "43 | \n", "760640083 | \n", "12 | \n", "215.0 | \n", "APN | \n", "8129.0 | \n", "3419.0 | \n", "6762.0 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.9979 | \n", "True | \n", "
951815275 | \n", "0.016783 | \n", "0.99 | \n", "3.065938 | \n", "0.096147 | \n", "30 | \n", "5.709358 | \n", "850126416 | \n", "0.144249 | \n", "0.628944 | \n", "158.158650 | \n", "2.918134 | \n", "0.000000 | \n", "33.32 | \n", "0.003683 | \n", "0.883598 | \n", "0.686767 | \n", "60.0 | \n", "0.063807 | \n", "0.178559 | \n", "0.600600 | \n", "374.82 | \n", "48.114336 | \n", "0.032317 | \n", "-0.206676 | \n", "27 | \n", "NaN | \n", "200.0 | \n", "3.264583 | \n", "1.145098 | \n", "2.160000 | \n", "1.039456 | \n", "2.604037 | \n", "0.380119 | \n", "0.018499 | \n", "0.036959 | \n", "0.072179 | \n", "25.000 | \n", "0.013071 | \n", "0.786 | \n", "0.04 | \n", "15.0 | \n", "-0.397810 | \n", "-0.582707 | \n", "-0.274725 | \n", "-0.200000 | \n", "0.068966 | \n", "135.0 | \n", "150.0 | \n", "0.008270 | \n", "6.722051e-07 | \n", "0.466116 | \n", "0.492931 | \n", "0.872051 | \n", "50.000 | \n", "4938 | \n", "0.50 | \n", "10.510549 | \n", "8.766114 | \n", "1.972803 | \n", "8.492365 | \n", "3.180672 | \n", "NaN | \n", "0.0495 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "0.298085 | \n", "False | \n", "0.009918 | \n", "0.002233 | \n", "0.073080 | \n", "0.035606 | \n", "0.045548 | \n", "220 | \n", "11 | \n", "760640083 | \n", "21 | \n", "215.0 | \n", "APN | \n", "8095.0 | \n", "3349.0 | \n", "6787.0 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.9979 | \n", "True | \n", "
951815314 | \n", "0.009666 | \n", "0.99 | \n", "4.198612 | \n", "0.123618 | \n", "34 | \n", "23.902235 | \n", "850126420 | \n", "0.111106 | \n", "0.740222 | \n", "173.475705 | \n", "3.360324 | \n", "-0.274707 | \n", "42.80 | \n", "0.017600 | \n", "0.968000 | \n", "-0.068677 | \n", "90.0 | \n", "0.072129 | \n", "0.178559 | \n", "0.459025 | \n", "420.05 | \n", "76.916334 | \n", "0.048075 | \n", "-0.171503 | \n", "31 | \n", "NaN | \n", "200.0 | \n", "9.521138 | \n", "1.815562 | \n", "2.685161 | \n", "3.029816 | \n", "5.837914 | \n", "0.353014 | \n", "0.021465 | \n", "0.033174 | \n", "0.060387 | \n", "90.000 | \n", "1.961057 | \n", "0.115 | \n", "0.04 | \n", "1.0 | \n", "-0.381593 | \n", "-0.110415 | \n", "0.051182 | \n", "-0.007519 | \n", "-0.375085 | \n", "135.0 | \n", "0.0 | \n", "0.009357 | \n", "2.297652e-01 | \n", "0.819053 | \n", "0.977642 | \n", "0.117368 | \n", "-25.000 | \n", "5021 | \n", "0.50 | \n", "36.370737 | \n", "35.517418 | \n", "14.132042 | \n", "36.256753 | \n", "14.647080 | \n", "NaN | \n", "0.2055 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "0.009373 | \n", "False | \n", "0.006669 | \n", "0.025339 | \n", "0.023017 | \n", "0.028778 | \n", "0.027993 | \n", "240 | \n", "27 | \n", "760640083 | \n", "23 | \n", "215.0 | \n", "APN | \n", "8088.0 | \n", "3333.0 | \n", "6792.0 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.9979 | \n", "True | \n", "
\n", " | color | \n", "contrast | \n", "frame | \n", "orientation | \n", "phase | \n", "size | \n", "spatial_frequency | \n", "start_time | \n", "stimulus_block | \n", "stimulus_name | \n", "stop_time | \n", "temporal_frequency | \n", "x_position | \n", "y_position | \n", "duration | \n", "stimulus_condition_id | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
stimulus_presentation_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
0 | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "24.429348 | \n", "null | \n", "spontaneous | \n", "84.496188 | \n", "null | \n", "null | \n", "null | \n", "60.066840 | \n", "0 | \n", "
1 | \n", "null | \n", "0.8 | \n", "null | \n", "45 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "84.496188 | \n", "0 | \n", "gabors | \n", "84.729704 | \n", "4 | \n", "40 | \n", "30 | \n", "0.233516 | \n", "1 | \n", "
2 | \n", "null | \n", "0.8 | \n", "null | \n", "45 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "84.729704 | \n", "0 | \n", "gabors | \n", "84.979900 | \n", "4 | \n", "-30 | \n", "10 | \n", "0.250196 | \n", "2 | \n", "
3 | \n", "null | \n", "0.8 | \n", "null | \n", "90 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "84.979900 | \n", "0 | \n", "gabors | \n", "85.230095 | \n", "4 | \n", "10 | \n", "-10 | \n", "0.250196 | \n", "3 | \n", "
4 | \n", "null | \n", "0.8 | \n", "null | \n", "90 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "85.230095 | \n", "0 | \n", "gabors | \n", "85.480291 | \n", "4 | \n", "30 | \n", "40 | \n", "0.250196 | \n", "4 | \n", "
\n", " | start_time | \n", "stop_time | \n", "duration | \n", "stimulus_name | \n", "stimulus_block | \n", "
---|---|---|---|---|---|
0 | \n", "24.429348 | \n", "84.496188 | \n", "60.066840 | \n", "spontaneous | \n", "null | \n", "
1 | \n", "84.496188 | \n", "996.491813 | \n", "911.995625 | \n", "gabors | \n", "0 | \n", "
2 | \n", "996.491813 | \n", "1285.483398 | \n", "288.991585 | \n", "spontaneous | \n", "null | \n", "
3 | \n", "1285.483398 | \n", "1583.982946 | \n", "298.499548 | \n", "flashes | \n", "1 | \n", "
4 | \n", "1583.982946 | \n", "1585.734418 | \n", "1.751472 | \n", "spontaneous | \n", "null | \n", "
5 | \n", "1585.734418 | \n", "2185.235561 | \n", "599.501143 | \n", "drifting_gratings | \n", "2 | \n", "
6 | \n", "2185.235561 | \n", "2216.261498 | \n", "31.025937 | \n", "spontaneous | \n", "null | \n", "
7 | \n", "2216.261498 | \n", "2816.763498 | \n", "600.502000 | \n", "natural_movie_three | \n", "3 | \n", "
8 | \n", "2816.763498 | \n", "2846.788598 | \n", "30.025100 | \n", "spontaneous | \n", "null | \n", "
9 | \n", "2846.788598 | \n", "3147.039578 | \n", "300.250980 | \n", "natural_movie_one | \n", "4 | \n", "
10 | \n", "3147.039578 | \n", "3177.064688 | \n", "30.025110 | \n", "spontaneous | \n", "null | \n", "
11 | \n", "3177.064688 | \n", "3776.565851 | \n", "599.501163 | \n", "drifting_gratings | \n", "5 | \n", "
12 | \n", "3776.565851 | \n", "4077.834348 | \n", "301.268497 | \n", "spontaneous | \n", "null | \n", "
13 | \n", "4077.834348 | \n", "4678.336348 | \n", "600.502000 | \n", "natural_movie_three | \n", "6 | \n", "
14 | \n", "4678.336348 | \n", "4708.361438 | \n", "30.025090 | \n", "spontaneous | \n", "null | \n", "
15 | \n", "4708.361438 | \n", "5397.937871 | \n", "689.576433 | \n", "drifting_gratings | \n", "7 | \n", "
16 | \n", "5397.937871 | \n", "5398.938718 | \n", "1.000847 | \n", "spontaneous | \n", "null | \n", "
17 | \n", "5398.938718 | \n", "5879.340268 | \n", "480.401550 | \n", "static_gratings | \n", "8 | \n", "
18 | \n", "5879.340268 | \n", "5909.365398 | \n", "30.025130 | \n", "spontaneous | \n", "null | \n", "
19 | \n", "5909.365398 | \n", "6389.766968 | \n", "480.401570 | \n", "natural_scenes | \n", "9 | \n", "
20 | \n", "6389.766968 | \n", "6690.017948 | \n", "300.250980 | \n", "spontaneous | \n", "null | \n", "
21 | \n", "6690.017948 | \n", "7170.419568 | \n", "480.401620 | \n", "natural_scenes | \n", "10 | \n", "
22 | \n", "7170.419568 | \n", "7200.444628 | \n", "30.025060 | \n", "spontaneous | \n", "null | \n", "
23 | \n", "7200.444628 | \n", "7680.846188 | \n", "480.401560 | \n", "static_gratings | \n", "11 | \n", "
24 | \n", "7680.846188 | \n", "7710.871348 | \n", "30.025160 | \n", "spontaneous | \n", "null | \n", "
25 | \n", "7710.871348 | \n", "8011.122288 | \n", "300.250940 | \n", "natural_movie_one | \n", "12 | \n", "
26 | \n", "8011.122288 | \n", "8041.147408 | \n", "30.025120 | \n", "spontaneous | \n", "null | \n", "
27 | \n", "8041.147408 | \n", "8569.088694 | \n", "527.941286 | \n", "natural_scenes | \n", "13 | \n", "
28 | \n", "8569.088694 | \n", "8611.624248 | \n", "42.535554 | \n", "spontaneous | \n", "null | \n", "
29 | \n", "8611.624248 | \n", "9152.076028 | \n", "540.451780 | \n", "static_gratings | \n", "14 | \n", "
\n", " | contrast | \n", "orientation | \n", "phase | \n", "size | \n", "spatial_frequency | \n", "start_time | \n", "stimulus_block | \n", "stimulus_name | \n", "stop_time | \n", "temporal_frequency | \n", "duration | \n", "stimulus_condition_id | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|
stimulus_presentation_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
3798 | \n", "0.8 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "1585.734418 | \n", "2 | \n", "drifting_gratings | \n", "1587.736098 | \n", "2 | \n", "2.00168 | \n", "246 | \n", "
3799 | \n", "0.8 | \n", "135 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "1588.736891 | \n", "2 | \n", "drifting_gratings | \n", "1590.738571 | \n", "2 | \n", "2.00168 | \n", "247 | \n", "
3800 | \n", "0.8 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "1591.739398 | \n", "2 | \n", "drifting_gratings | \n", "1593.741078 | \n", "2 | \n", "2.00168 | \n", "246 | \n", "
3801 | \n", "0.8 | \n", "270 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "1594.741921 | \n", "2 | \n", "drifting_gratings | \n", "1596.743591 | \n", "2 | \n", "2.00167 | \n", "248 | \n", "
3802 | \n", "0.8 | \n", "135 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "1597.744458 | \n", "2 | \n", "drifting_gratings | \n", "1599.746088 | \n", "4 | \n", "2.00163 | \n", "249 | \n", "
\n", " | color | \n", "contrast | \n", "frame | \n", "mask | \n", "opacity | \n", "orientation | \n", "phase | \n", "size | \n", "spatial_frequency | \n", "stimulus_name | \n", "temporal_frequency | \n", "units | \n", "x_position | \n", "y_position | \n", "color_triplet | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
stimulus_condition_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
0 | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "spontaneous | \n", "null | \n", "null | \n", "null | \n", "null | \n", "null | \n", "
1 | \n", "null | \n", "0.8 | \n", "null | \n", "circle | \n", "1 | \n", "45 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "gabors | \n", "4 | \n", "deg | \n", "40 | \n", "30 | \n", "[1.0, 1.0, 1.0] | \n", "
2 | \n", "null | \n", "0.8 | \n", "null | \n", "circle | \n", "1 | \n", "45 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "gabors | \n", "4 | \n", "deg | \n", "-30 | \n", "10 | \n", "[1.0, 1.0, 1.0] | \n", "
3 | \n", "null | \n", "0.8 | \n", "null | \n", "circle | \n", "1 | \n", "90 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "gabors | \n", "4 | \n", "deg | \n", "10 | \n", "-10 | \n", "[1.0, 1.0, 1.0] | \n", "
4 | \n", "null | \n", "0.8 | \n", "null | \n", "circle | \n", "1 | \n", "90 | \n", "[3644.93333333, 3644.93333333] | \n", "[20.0, 20.0] | \n", "0.08 | \n", "gabors | \n", "4 | \n", "deg | \n", "30 | \n", "40 | \n", "[1.0, 1.0, 1.0] | \n", "
\n", " | stimulus_presentation_id | \n", "unit_id | \n", "time_since_stimulus_presentation_onset | \n", "
---|---|---|---|
spike_time | \n", "\n", " | \n", " | \n", " |
1585.734841 | \n", "3798 | \n", "951817927 | \n", "0.000423 | \n", "
1585.736862 | \n", "3798 | \n", "951812742 | \n", "0.002444 | \n", "
1585.738591 | \n", "3798 | \n", "951805427 | \n", "0.004173 | \n", "
1585.738941 | \n", "3798 | \n", "951816951 | \n", "0.004523 | \n", "
1585.738995 | \n", "3798 | \n", "951820510 | \n", "0.004577 | \n", "
\n", " | \n", " | spike_count | \n", "stimulus_presentation_count | \n", "spike_mean | \n", "spike_std | \n", "spike_sem | \n", "color | \n", "contrast | \n", "frame | \n", "mask | \n", "opacity | \n", "orientation | \n", "phase | \n", "size | \n", "spatial_frequency | \n", "stimulus_name | \n", "temporal_frequency | \n", "units | \n", "x_position | \n", "y_position | \n", "color_triplet | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
unit_id | \n", "stimulus_condition_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
951799336 | \n", "246 | \n", "13 | \n", "15 | \n", "0.866667 | \n", "1.995232 | \n", "0.515167 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951800977 | \n", "246 | \n", "26 | \n", "15 | \n", "1.733333 | \n", "2.737743 | \n", "0.706882 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801127 | \n", "246 | \n", "103 | \n", "15 | \n", "6.866667 | \n", "7.414914 | \n", "1.914523 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801187 | \n", "246 | \n", "4 | \n", "15 | \n", "0.266667 | \n", "0.593617 | \n", "0.153271 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801462 | \n", "246 | \n", "83 | \n", "15 | \n", "5.533333 | \n", "2.587516 | \n", "0.668094 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1 | \n", "180 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
\n", " | spike_count | \n", "stimulus_presentation_count | \n", "spike_mean | \n", "spike_std | \n", "spike_sem | \n", "color | \n", "contrast | \n", "frame | \n", "mask | \n", "opacity | \n", "orientation | \n", "phase | \n", "size | \n", "spatial_frequency | \n", "stimulus_name | \n", "temporal_frequency | \n", "units | \n", "x_position | \n", "y_position | \n", "color_triplet | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
unit_id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
951799336 | \n", "81 | \n", "15 | \n", "5.400000 | \n", "9.287472 | \n", "2.398015 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1.0 | \n", "0 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "4 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951800977 | \n", "41 | \n", "15 | \n", "2.733333 | \n", "2.840188 | \n", "0.733333 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1.0 | \n", "45 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "1 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801127 | \n", "209 | \n", "15 | \n", "13.933333 | \n", "9.728211 | \n", "2.511813 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1.0 | \n", "90 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "1 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801187 | \n", "53 | \n", "15 | \n", "3.533333 | \n", "5.902380 | \n", "1.523988 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1.0 | \n", "270 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "4 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
951801462 | \n", "136 | \n", "15 | \n", "9.066667 | \n", "5.161211 | \n", "1.332619 | \n", "null | \n", "0.8 | \n", "null | \n", "None | \n", "1.0 | \n", "45 | \n", "[42471.86666667, 42471.86666667] | \n", "[250.0, 250.0] | \n", "0.04 | \n", "drifting_gratings | \n", "2 | \n", "deg | \n", "null | \n", "null | \n", "[1.0, 1.0, 1.0] | \n", "
array([[[0, 1, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 1, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 1, 0, ..., 0, 0, 0]],\n", "\n", " ...,\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [1, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]]], dtype=uint16)
array([3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658,\n", " 3659, 3660, 3661, 3662, 3663, 3664, 3665, 3666, 3667, 3668, 3669, 3670,\n", " 3671, 3672, 3673, 3674, 3675, 3676, 3677, 3678, 3679, 3680, 3681, 3682,\n", " 3683, 3684, 3685, 3686, 3687, 3688, 3689, 3690, 3691, 3692, 3693, 3694,\n", " 3695, 3696, 3697, 3698, 3699, 3700, 3701, 3702, 3703, 3704, 3705, 3706,\n", " 3707, 3708, 3709, 3710, 3711, 3712, 3713, 3714, 3715, 3716, 3717, 3718,\n", " 3719, 3720, 3721, 3722, 3723, 3724, 3725, 3726, 3727, 3728, 3729, 3730,\n", " 3731, 3732, 3733, 3734, 3735, 3736, 3737, 3738, 3739, 3740, 3741, 3742,\n", " 3743, 3744, 3745, 3746, 3747, 3748, 3749, 3750, 3751, 3752, 3753, 3754,\n", " 3755, 3756, 3757, 3758, 3759, 3760, 3761, 3762, 3763, 3764, 3765, 3766,\n", " 3767, 3768, 3769, 3770, 3771, 3772, 3773, 3774, 3775, 3776, 3777, 3778,\n", " 3779, 3780, 3781, 3782, 3783, 3784, 3785, 3786, 3787, 3788, 3789, 3790,\n", " 3791, 3792, 3793, 3794, 3795, 3796])
array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729, 0.001332,\n", " 0.003392, 0.005452, 0.007513, 0.009573, 0.011633, 0.013693,\n", " 0.015754, 0.017814, 0.019874, 0.021935, 0.023995, 0.026055,\n", " 0.028116, 0.030176, 0.032236, 0.034296, 0.036357, 0.038417,\n", " 0.040477, 0.042538, 0.044598, 0.046658, 0.048719, 0.050779,\n", " 0.052839, 0.054899, 0.05696 , 0.05902 , 0.06108 , 0.063141,\n", " 0.065201, 0.067261, 0.069322, 0.071382, 0.073442, 0.075503,\n", " 0.077563, 0.079623, 0.081683, 0.083744, 0.085804, 0.087864,\n", " 0.089925, 0.091985, 0.094045, 0.096106, 0.098166, 0.100226,\n", " 0.102286, 0.104347, 0.106407, 0.108467, 0.110528, 0.112588,\n", " 0.114648, 0.116709, 0.118769, 0.120829, 0.122889, 0.12495 ,\n", " 0.12701 , 0.12907 , 0.131131, 0.133191, 0.135251, 0.137312,\n", " 0.139372, 0.141432, 0.143492, 0.145553, 0.147613, 0.149673,\n", " 0.151734, 0.153794, 0.155854, 0.157915, 0.159975, 0.162035,\n", " 0.164095, 0.166156, 0.168216, 0.170276, 0.172337, 0.174397,\n", " 0.176457, 0.178518, 0.180578, 0.182638, 0.184698, 0.186759,\n", " 0.188819, 0.190879, 0.19294 , 0.195 , 0.19706 , 0.199121,\n", " 0.201181, 0.203241, 0.205302, 0.207362, 0.209422, 0.211482,\n", " 0.213543, 0.215603, 0.217663, 0.219724, 0.221784, 0.223844,\n", " 0.225905, 0.227965, 0.230025, 0.232085, 0.234146, 0.236206,\n", " 0.238266, 0.240327, 0.242387, 0.244447, 0.246508, 0.248568,\n", " 0.250628, 0.252688, 0.254749, 0.256809, 0.258869, 0.26093 ,\n", " 0.26299 , 0.26505 , 0.267111, 0.269171, 0.271231, 0.273291,\n", " 0.275352, 0.277412, 0.279472, 0.281533, 0.283593, 0.285653,\n", " 0.287714, 0.289774, 0.291834, 0.293894, 0.295955, 0.298015,\n", " 0.300075, 0.302136, 0.304196, 0.306256, 0.308317, 0.310377,\n", " 0.312437, 0.314497, 0.316558, 0.318618, 0.320678, 0.322739,\n", " 0.324799, 0.326859, 0.32892 , 0.33098 , 0.33304 , 0.335101,\n", " 0.337161, 0.339221, 0.341281, 0.343342, 0.345402, 0.347462,\n", " 0.349523, 0.351583, 0.353643, 0.355704, 0.357764, 0.359824,\n", " 0.361884, 0.363945, 0.366005, 0.368065, 0.370126, 0.372186,\n", " 0.374246, 0.376307, 0.378367, 0.380427, 0.382487, 0.384548,\n", " 0.386608, 0.388668, 0.390729, 0.392789, 0.394849, 0.39691 ,\n", " 0.39897 ])
array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])
array([[0.02666667, 0.1 , 0.08 , ..., 0.00666667, 0. ,\n", " 0.00666667],\n", " [0.02666667, 0.06666667, 0.04666667, ..., 0.02 , 0. ,\n", " 0. ],\n", " [0.02 , 0.11333333, 0.03333333, ..., 0.03333333, 0. ,\n", " 0. ],\n", " ...,\n", " [0.02666667, 0.09333333, 0.05333333, ..., 0.00666667, 0. ,\n", " 0. ],\n", " [0.02666667, 0.06666667, 0.02666667, ..., 0.00666667, 0.02 ,\n", " 0. ],\n", " [0.02666667, 0.12 , 0.02 , ..., 0. , 0. ,\n", " 0. ]])
array([-0.00897 , -0.00691 , -0.004849, -0.002789, -0.000729, 0.001332,\n", " 0.003392, 0.005452, 0.007513, 0.009573, 0.011633, 0.013693,\n", " 0.015754, 0.017814, 0.019874, 0.021935, 0.023995, 0.026055,\n", " 0.028116, 0.030176, 0.032236, 0.034296, 0.036357, 0.038417,\n", " 0.040477, 0.042538, 0.044598, 0.046658, 0.048719, 0.050779,\n", " 0.052839, 0.054899, 0.05696 , 0.05902 , 0.06108 , 0.063141,\n", " 0.065201, 0.067261, 0.069322, 0.071382, 0.073442, 0.075503,\n", " 0.077563, 0.079623, 0.081683, 0.083744, 0.085804, 0.087864,\n", " 0.089925, 0.091985, 0.094045, 0.096106, 0.098166, 0.100226,\n", " 0.102286, 0.104347, 0.106407, 0.108467, 0.110528, 0.112588,\n", " 0.114648, 0.116709, 0.118769, 0.120829, 0.122889, 0.12495 ,\n", " 0.12701 , 0.12907 , 0.131131, 0.133191, 0.135251, 0.137312,\n", " 0.139372, 0.141432, 0.143492, 0.145553, 0.147613, 0.149673,\n", " 0.151734, 0.153794, 0.155854, 0.157915, 0.159975, 0.162035,\n", " 0.164095, 0.166156, 0.168216, 0.170276, 0.172337, 0.174397,\n", " 0.176457, 0.178518, 0.180578, 0.182638, 0.184698, 0.186759,\n", " 0.188819, 0.190879, 0.19294 , 0.195 , 0.19706 , 0.199121,\n", " 0.201181, 0.203241, 0.205302, 0.207362, 0.209422, 0.211482,\n", " 0.213543, 0.215603, 0.217663, 0.219724, 0.221784, 0.223844,\n", " 0.225905, 0.227965, 0.230025, 0.232085, 0.234146, 0.236206,\n", " 0.238266, 0.240327, 0.242387, 0.244447, 0.246508, 0.248568,\n", " 0.250628, 0.252688, 0.254749, 0.256809, 0.258869, 0.26093 ,\n", " 0.26299 , 0.26505 , 0.267111, 0.269171, 0.271231, 0.273291,\n", " 0.275352, 0.277412, 0.279472, 0.281533, 0.283593, 0.285653,\n", " 0.287714, 0.289774, 0.291834, 0.293894, 0.295955, 0.298015,\n", " 0.300075, 0.302136, 0.304196, 0.306256, 0.308317, 0.310377,\n", " 0.312437, 0.314497, 0.316558, 0.318618, 0.320678, 0.322739,\n", " 0.324799, 0.326859, 0.32892 , 0.33098 , 0.33304 , 0.335101,\n", " 0.337161, 0.339221, 0.341281, 0.343342, 0.345402, 0.347462,\n", " 0.349523, 0.351583, 0.353643, 0.355704, 0.357764, 0.359824,\n", " 0.361884, 0.363945, 0.366005, 0.368065, 0.370126, 0.372186,\n", " 0.374246, 0.376307, 0.378367, 0.380427, 0.382487, 0.384548,\n", " 0.386608, 0.388668, 0.390729, 0.392789, 0.394849, 0.39691 ,\n", " 0.39897 ])
array([951814884, 951814876, 951815032, ..., 951814089, 951814199, 951814312])
\n", " | start_time | \n", "condition | \n", "level | \n", "stop_time | \n", "stimulus_name | \n", "duration | \n", "
---|---|---|---|---|---|---|
id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
0 | \n", "9224.65339 | \n", "half-period of a cosine wave | \n", "1.0 | \n", "9225.65339 | \n", "raised_cosine | \n", "1.000 | \n", "
1 | \n", "9226.82361 | \n", "half-period of a cosine wave | \n", "2.5 | \n", "9227.82361 | \n", "raised_cosine | \n", "1.000 | \n", "
2 | \n", "9228.64353 | \n", "a single square pulse | \n", "1.0 | \n", "9228.64853 | \n", "pulse | \n", "0.005 | \n", "
3 | \n", "9230.65374 | \n", "a single square pulse | \n", "4.0 | \n", "9230.66374 | \n", "pulse | \n", "0.010 | \n", "
4 | \n", "9232.42375 | \n", "2.5 ms pulses at 10 Hz | \n", "4.0 | \n", "9233.42375 | \n", "fast_pulses | \n", "1.000 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
175 | \n", "9562.68831 | \n", "a single square pulse | \n", "4.0 | \n", "9562.69331 | \n", "pulse | \n", "0.005 | \n", "
176 | \n", "9564.75842 | \n", "a single square pulse | \n", "1.0 | \n", "9564.76842 | \n", "pulse | \n", "0.010 | \n", "
177 | \n", "9566.86855 | \n", "a single square pulse | \n", "2.5 | \n", "9566.87855 | \n", "pulse | \n", "0.010 | \n", "
178 | \n", "9568.98860 | \n", "a single square pulse | \n", "4.0 | \n", "9568.99860 | \n", "pulse | \n", "0.010 | \n", "
179 | \n", "9571.11868 | \n", "half-period of a cosine wave | \n", "4.0 | \n", "9572.11868 | \n", "raised_cosine | \n", "1.000 | \n", "
180 rows × 6 columns
\n", "\n", " | corneal_reflection_center_x | \n", "corneal_reflection_center_y | \n", "corneal_reflection_height | \n", "corneal_reflection_width | \n", "corneal_reflection_phi | \n", "pupil_center_x | \n", "pupil_center_y | \n", "pupil_height | \n", "pupil_width | \n", "pupil_phi | \n", "eye_center_x | \n", "eye_center_y | \n", "eye_height | \n", "eye_width | \n", "eye_phi | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Time (s) | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
3.20620 | \n", "321.221602 | \n", "215.484021 | \n", "11.091658 | \n", "12.801322 | \n", "-0.340513 | \n", "291.258341 | \n", "187.965473 | \n", "96.294414 | \n", "102.751684 | \n", "-0.759200 | \n", "310.242901 | \n", "207.161069 | \n", "273.535714 | \n", "323.227726 | \n", "0.099357 | \n", "
3.22948 | \n", "321.291022 | \n", "215.282122 | \n", "11.318211 | \n", "12.807982 | \n", "-0.243113 | \n", "290.703953 | \n", "188.659872 | \n", "94.239278 | \n", "103.384550 | \n", "-0.715791 | \n", "310.140402 | \n", "207.007975 | \n", "273.303505 | \n", "322.919143 | \n", "0.091675 | \n", "
3.23714 | \n", "321.294868 | \n", "215.055000 | \n", "11.136122 | \n", "12.423237 | \n", "-0.331511 | \n", "290.687532 | \n", "188.294754 | \n", "94.729755 | \n", "103.814759 | \n", "-0.673967 | \n", "310.224041 | \n", "206.700513 | \n", "273.481027 | \n", "323.497356 | \n", "0.090202 | \n", "
3.27028 | \n", "321.288914 | \n", "215.250999 | \n", "10.596050 | \n", "12.414694 | \n", "-0.245863 | \n", "289.154532 | \n", "188.524943 | \n", "93.877264 | \n", "99.315115 | \n", "-0.732209 | \n", "310.134502 | \n", "206.791105 | \n", "273.988038 | \n", "323.147754 | \n", "0.091154 | \n", "
3.30396 | \n", "320.819438 | \n", "215.915143 | \n", "9.366927 | \n", "12.870596 | \n", "0.109020 | \n", "290.206682 | \n", "187.411271 | \n", "90.221821 | \n", "103.856061 | \n", "-0.583017 | \n", "310.226498 | \n", "206.519467 | \n", "273.542559 | \n", "322.233983 | \n", "0.097546 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
9939.71240 | \n", "322.580849 | \n", "216.600349 | \n", "12.799143 | \n", "13.400555 | \n", "-0.525985 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "313.501794 | \n", "210.587410 | \n", "280.224381 | \n", "322.533004 | \n", "0.167348 | \n", "
9939.74576 | \n", "324.007748 | \n", "216.520870 | \n", "11.843170 | \n", "13.212379 | \n", "-0.403054 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "313.532165 | \n", "211.023852 | \n", "280.388767 | \n", "322.942096 | \n", "0.189335 | \n", "
9939.77918 | \n", "324.118835 | \n", "216.898871 | \n", "11.336945 | \n", "12.877454 | \n", "-0.254458 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "314.227284 | \n", "210.967838 | \n", "279.978946 | \n", "323.751767 | \n", "0.201428 | \n", "
9939.81257 | \n", "324.141869 | \n", "215.929826 | \n", "12.343291 | \n", "13.347376 | \n", "-0.186693 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "313.128124 | \n", "210.027071 | \n", "280.560120 | \n", "321.832875 | \n", "0.189717 | \n", "
9939.84647 | \n", "324.200410 | \n", "215.621956 | \n", "13.629577 | \n", "14.614380 | \n", "-0.270081 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "312.543325 | \n", "209.802086 | \n", "279.835031 | \n", "321.055079 | \n", "0.193363 | \n", "
297838 rows × 15 columns
\n", "\n", " | raw_eye_area | \n", "raw_pupil_area | \n", "raw_screen_coordinates_x_cm | \n", "raw_screen_coordinates_y_cm | \n", "raw_screen_coordinates_spherical_x_deg | \n", "raw_screen_coordinates_spherical_y_deg | \n", "
---|---|---|---|---|---|---|
Time (s) | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
3.20620 | \n", "0.072246 | \n", "0.008627 | \n", "3.192181 | \n", "0.863288 | \n", "11.996034 | \n", "3.294251 | \n", "
3.22948 | \n", "0.072116 | \n", "0.008734 | \n", "3.103325 | \n", "0.916339 | \n", "11.669031 | \n", "3.496204 | \n", "
3.23714 | \n", "0.072292 | \n", "0.008807 | \n", "3.116553 | \n", "0.919020 | \n", "11.717276 | \n", "3.506406 | \n", "
3.27028 | \n", "0.072347 | \n", "0.008060 | \n", "3.107700 | \n", "1.061316 | \n", "11.677819 | \n", "4.047634 | \n", "
3.30396 | \n", "0.072026 | \n", "0.008814 | \n", "3.285226 | \n", "0.929605 | \n", "12.331983 | \n", "3.546691 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
9939.71240 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9939.74576 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9939.77918 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9939.81257 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9939.84647 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
297838 rows × 6 columns
\n", "\n", " | description | \n", "location | \n", "sampling_rate | \n", "lfp_sampling_rate | \n", "has_lfp_data | \n", "
---|---|---|---|---|---|
id | \n", "\n", " | \n", " | \n", " | \n", " | \n", " |
760640083 | \n", "probeA | \n", "See electrode locations | \n", "29999.949611 | \n", "1249.997900 | \n", "True | \n", "
760640087 | \n", "probeB | \n", "See electrode locations | \n", "29999.902541 | \n", "1249.995939 | \n", "True | \n", "
760640090 | \n", "probeC | \n", "See electrode locations | \n", "29999.905275 | \n", "1249.996053 | \n", "True | \n", "
760640094 | \n", "probeD | \n", "See electrode locations | \n", "29999.905275 | \n", "1249.996053 | \n", "True | \n", "
760640097 | \n", "probeE | \n", "See electrode locations | \n", "29999.985335 | \n", "1249.999389 | \n", "True | \n", "
array([[ 1.18950002e-05, 2.73000005e-05, 9.16499994e-06, ...,\n", " 0.00000000e+00, 2.73000001e-06, 3.89999997e-07],\n", " [ 9.41850012e-05, 8.95049961e-05, 1.22849997e-05, ...,\n", " 5.84999998e-06, 5.84999998e-06, -1.15049997e-05],\n", " [ 6.04499983e-05, 5.79150001e-05, 1.48199997e-05, ...,\n", " 0.00000000e+00, 3.90000014e-06, -1.44300002e-05],\n", " ...,\n", " [ 1.05299996e-05, 5.12849983e-05, 8.32649966e-05, ...,\n", " 0.00000000e+00, -3.80249985e-05, -2.16449989e-05],\n", " [-1.36500000e-06, 3.56849996e-05, 5.46000010e-05, ...,\n", " 0.00000000e+00, -2.84700000e-05, -2.43750001e-05],\n", " [-1.01400001e-05, 1.46249995e-05, 3.56849996e-05, ...,\n", " 2.73000001e-06, -1.26750001e-05, -9.55500036e-06]], dtype=float32)
array([3.773984e+00, 3.774784e+00, 3.775584e+00, ..., 9.966208e+03,\n", " 9.966209e+03, 9.966210e+03])
array([850126378, 850126386, 850126394, 850126402, 850126410, 850126418,\n", " 850126426, 850126434, 850126442, 850126450, 850126458, 850126466,\n", " 850126474, 850126482, 850126490, 850126498, 850126506, 850126514,\n", " 850126522, 850126530, 850126538, 850126546, 850126554, 850126562,\n", " 850126570, 850126578, 850126586, 850126594, 850126602, 850126610,\n", " 850126618, 850126626, 850126634, 850126642, 850126650, 850126658,\n", " 850126666, 850126674, 850126682, 850126690, 850126698, 850126706,\n", " 850126714, 850126722, 850126730, 850126738, 850126746, 850126754,\n", " 850126762, 850126770, 850126778, 850126786, 850126794, 850126802,\n", " 850126810, 850126818, 850126826, 850126834, 850126842, 850126850,\n", " 850126858, 850126866, 850126874, 850126882, 850126890, 850126898,\n", " 850126906, 850126914, 850126922, 850126930, 850126938, 850126946,\n", " 850126954, 850126962, 850126970, 850126978, 850126986, 850126994,\n", " 850127002, 850127010, 850127018, 850127026, 850127034, 850127042,\n", " 850127050, 850127058, 850127066])