{ "cells": [ { "cell_type": "markdown", "id": "61b1b919", "metadata": {}, "source": [ "# Event-related pupil dilations\n", "\n", "We are often interested in how the pupil responds to certain events, for example stimuli. One method to investigate this is to extract the average pupil dilation surrounding the events of interest (event-related pupil dilation, ERPD).\n", "\n", "In `pypillometry`, this works in two steps:\n", "\n", "1. `get_epochs()` selects the events and defines a time window around each of them\n", "2. `get_segments()` cuts the data in these windows into a `SegmentedEyeData` object; its pupil methods (`.pupil`) baseline-correct and plot the segments, and they can be averaged across subjects" ] }, { "cell_type": "code", "execution_count": 1, "id": "c5ccd4de", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:46.735593Z", "iopub.status.busy": "2026-11-10T13:34:46.735172Z", "iopub.status.idle": "2026-11-10T13:34:47.243565Z", "shell.execute_reply": "2026-11-10T13:34:47.242506Z" } }, "outputs": [], "source": [ "import pypillometry as pp\n", "from pypillometry import u\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "ca234d3f", "metadata": {}, "source": [ "Here, we use the EDF file from the [import](importdata_edf.ipynb) examples, which is stored in the `data` folder of the repository." ] }, { "cell_type": "code", "execution_count": 2, "id": "38a5f333", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:34:47.246950Z", "iopub.status.busy": "2026-11-10T13:34:47.246662Z", "iopub.status.idle": "2026-11-10T13:35:01.419782Z", "shell.execute_reply": "2026-11-10T13:35:01.419370Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:34:47\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36m_read_edf\u001b[0m:\u001b[36m730\u001b[0m | \u001b[1mLoading EDF file: ../../data/test.edf (current log level: INFO, set to DEBUG to see eyelinkio output)\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:01\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mfrom_eyelink\u001b[0m:\u001b[36m1639\u001b[0m | \u001b[1mFiltering out Eyelink triggers\u001b[0m\n" ] }, { "data": { "text/html": [ "
\n", "

EyeData — test.edf

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Samples
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1,245,363
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\n", "
Sampling rate
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500.0 Hz
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Duration
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41.51 min (start 0.00, end 41.51)
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Eyes
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left, right
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Variables
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left_x, left_y, left_pupil, right_x, right_y, right_pupil
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Events
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1027
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Size
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84.2MiB
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\n", "\n", "\n", "
\n", " Signal overview\n", "
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left_pupil
\n", " \"left_pupil\n", "
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left_x
\n", " \"left_x\n", "
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left_y
\n", " \"left_y\n", "
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right_pupil
\n", " \"right_pupil\n", "
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right_x
\n", " \"right_x\n", "
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right_y
\n", " \"right_y\n", "
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\n", " Data glimpse\n", "
EyeDataDict(vars=6,n=1245363,shape=(1245363,)): \n",
       "  left_x (float64): 817.3, 817.0, 816.7, 816.7, 816.7...\n",
       "  left_y (float64): 345.2, 343.5, 341.6, 340.4, 340.2...\n",
       "  left_pupil (float64): 1707.0, 1706.0, 1705.0, 1706.0, 1707.0...\n",
       "  right_x (float64): 860.6, 860.7, 861.2, 861.7, 861.6...\n",
       "  right_y (float64): 375.2, 375.9, 376.6, 376.8, 376.9...\n",
       "  right_pupil (float64): 1738.0, 1739.0, 1739.0, 1740.0, 1742.0...\n",
       "
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\n", "\n", "
\n", " Recent history\n", "
    \n", "
  1. set_events(Events: 1027 events | units=ms)
  2. \n", "
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\n", "
\n" ], "text/plain": [ "EyeData(test.edf, 84.2MiB):\n", " n : 1245363\n", " sampling_rate : 500.0\n", " eyes : ['left', 'right']\n", " data : ['left_x', 'left_y', 'left_pupil', 'right_x', 'right_y', 'right_pupil']\n", " nevents : 1027\n", " experimental_setup: {'screen_resolution': (1920, 1080), 'physical_screen_size_mm': None, 'eye_to_screen_distance_mm': 'not set', 'camera_position': 'not set'}\n", " calibration : {'left': {'n': 9, 'mean': 0.9833, 'sd': 0.3261, 'max': 1.62, 'min': 0.49}, 'right': {'n': 9, 'mean': 0.4956, 'sd': 0.2743, 'max': 0.91, 'min': 0.15}}\n", " duration_minutes : 41.5121\n", " start_min : 0.0\n", " end_min : 41.5121\n", " params : {}\n", " nblinks : {}\n", " blinks : {}\n", " glimpse : EyeDataDict(vars=6,n=1245363,shape=(1245363,)): \n", " left_x (float64): 817.3, 817.0, 816.7, 816.7, 816.7...\n", " left_y (float64): 345.2, 343.5, 341.6, 340.4, 340.2...\n", " left_pupil (float64): 1707.0, 1706.0, 1705.0, 1706.0, 1707.0...\n", " right_x (float64): 860.6, 860.7, 861.2, 861.7, 861.6...\n", " right_y (float64): 375.2, 375.9, 376.6, 376.8, 376.9...\n", " right_pupil (float64): 1738.0, 1739.0, 1739.0, 1740.0, 1742.0...\n", "\n", " Info: 1 keys: eyelink_info\n", " History:\n", " *\n", " └ set_events(Events: 1027 events | units=ms)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = pp.EyeData.from_eyelink(\"../../data/test.edf\")\n", "d" ] }, { "cell_type": "markdown", "id": "9b8dfed1", "metadata": {}, "source": [ "Next, we apply a basic blink detection and interpolation pipeline as illustrated in the [blinks](blinks.ipynb) example, followed by a low-pass filter and z-scaling:" ] }, { "cell_type": "code", "execution_count": 3, "id": "44529b13", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:01.423813Z", "iopub.status.busy": "2026-11-10T13:35:01.423568Z", "iopub.status.idle": "2026-11-10T13:35:03.324057Z", "shell.execute_reply": "2026-11-10T13:35:03.323581Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:02\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mblinks_interpolate\u001b[0m:\u001b[36m846\u001b[0m | \u001b[33m\u001b[1mSkipping blink 552 for left: no usable data at its anchor points (t1=1104152, t2=1104471, t3=1245361, t4=1245362)\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:02\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mblinks_interpolate\u001b[0m:\u001b[36m846\u001b[0m | \u001b[33m\u001b[1mSkipping blink 538 for right: no usable data at its anchor points (t1=1104179, t2=1104469, t3=1245361, t4=1245362)\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = d | (pp.pupil.blinks_detect(vel_onset=-15)\n", " | pp.pupil.blinks_merge_close(distance=100 * u.ms)\n", " | pp.pupil.blinks_interpolate(margin=(50, 150) * u.ms)\n", " | pp.pupil.lowpass_filter(cutoff=5)\n", " | pp.scale(variables=\"pupil\"))\n", "\n", "plt.figure(figsize=(15, 5))\n", "d.plot.plot_pupil(plot_range=(3, 4) * u.min, units=\"min\");" ] }, { "cell_type": "markdown", "id": "944e8d97", "metadata": {}, "source": [ "Next, we want to create ERPDs based on some of the event markers in this dataset. The markers have a special structure where each label contains information about the stimulus, the experimental condition, the block etc. Let's look at the first few events:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6f328d80", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.327831Z", "iopub.status.busy": "2026-11-10T13:35:03.327435Z", "iopub.status.idle": "2026-11-10T13:35:03.332139Z", "shell.execute_reply": "2026-11-10T13:35:03.331461Z" } }, "outputs": [ { "data": { "text/plain": [ "[np.str_('DISPLAY_COORDS = 0 0 1919 1079'),\n", " np.str_('experiment_start'),\n", " np.str_('C_GW_1_1_UD_UD'),\n", " np.str_('F_GW_1_1_10_0'),\n", " np.str_('C_NW_1_2_UD_UD')]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(d.events.labels[0:5])" ] }, { "cell_type": "markdown", "id": "2f6d5501", "metadata": {}, "source": [ "The first letter codes which stimulus was presented, the letters after the first underscore code the experimental condition. We use `get_epochs()` to select the events and the time window around them. We start by extracting all stimuli coded as \"C\" (cues) by using `event_select=\"C_\"`, which matches all labels that contain the string \"C_\". The window goes from 500 ms before until 2000 ms after each cue:" ] }, { "cell_type": "code", "execution_count": 5, "id": "8f9af496", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.334039Z", "iopub.status.busy": "2026-11-10T13:35:03.333678Z", "iopub.status.idle": "2026-11-10T13:35:03.339248Z", "shell.execute_reply": "2026-11-10T13:35:03.338561Z" } }, "outputs": [ { "data": { "text/plain": [ "Epochs 'C_' | 400 epochs, window (-500, 2000) ms" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cue_epochs = d.get_epochs(\"C_\", window=(-500, 2000) * u.ms)\n", "cue_epochs" ] }, { "cell_type": "markdown", "id": "33165b3b", "metadata": {}, "source": [ "`get_segments()` extracts the data in these intervals for one or several channels (here, the pupil of the left eye; by default, all channels). We then apply a baseline correction by subtracting the mean in the 200 ms before the cue (the baseline window is given in ms):" ] }, { "cell_type": "code", "execution_count": 6, "id": "74d2313a", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.340900Z", "iopub.status.busy": "2026-11-10T13:35:03.340758Z", "iopub.status.idle": "2026-11-10T13:35:03.374304Z", "shell.execute_reply": "2026-11-10T13:35:03.373138Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:03\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mbaseline_correct\u001b[0m:\u001b[36m361\u001b[0m | \u001b[1mBaseline correction (subtract) applied using window [-200. 0.]\u001b[0m\n" ] }, { "data": { "text/html": [ "
\n", "

SegmentedEyeData — cue

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Epochs
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C_
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Segments
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400
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Time points
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1,250
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Window
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-500 to 1998 ms
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Missing
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5.0%
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Sampling rate
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500 Hz
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\n", "\n", "\n", "
\n", " Channels (mean over segments; red line = event onset)\n", "
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left_pupil (5.0% missing)
\n", " \"left_pupil\n", "
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\n", " Epochs\n", "
Epochs 'C_' | 400 epochs, window (-500, 2000) ms
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" ], "text/plain": [ "SegmentedEyeData(cue): 400 segments x 1250 time points (-500 to 1998 ms, 500 Hz)\n", " channels: left_pupil (5.0% missing)\n", " epochs: Epochs 'C_' | 400 epochs, window (-500, 2000) ms" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "erpd_cue = d.get_segments(cue_epochs, \"left_pupil\", name=\"cue\")\\\n", " .pupil.baseline_correct(window=(-200, 0))\n", "erpd_cue" ] }, { "cell_type": "markdown", "id": "052fd79e", "metadata": {}, "source": [ "This ERPD contains one segment per cue, from 500 ms before until 2000 ms after the cue onset. The `pupil.plot()` function shows the mean curve and its standard error. In addition, it shows the percentage of missing (masked, e.g., interpolated) datapoints at each time point. We can choose what is displayed as the error ribbon by passing a function to `varfct`. For example, we can use `varfct=np.std` to display the standard deviation instead of the standard error." ] }, { "cell_type": "code", "execution_count": 7, "id": "ebf2406c", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.376662Z", "iopub.status.busy": "2026-11-10T13:35:03.376426Z", "iopub.status.idle": "2026-11-10T13:35:03.633684Z", "shell.execute_reply": "2026-11-10T13:35:03.632731Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "erpd_cue.pupil.plot(ax=axs[0], title=\"standard error\")\n", "erpd_cue.pupil.plot(varfct=np.std, ax=axs[1], title=\"standard deviation\");" ] }, { "cell_type": "markdown", "id": "56e93fe5", "metadata": {}, "source": [ "Sometimes, selecting events based on a string is not sufficient. For example, in our dataset, we would like to compare cues (labels starting with \"C_\") from conditions \"GW\" and \"NA\" against cues from conditions \"NW\" and \"GA\" (what exactly that means is not important here). We can do that by passing a function as `event_select`. The function should return `True` whenever a label should be used and `False` otherwise. Here are two such functions, one for cues from the \"GW\"/\"NA\" conditions (call them \"congruent\") and one for the \"NW\"/\"GA\" conditions (call them \"conflict\"):" ] }, { "cell_type": "code", "execution_count": 8, "id": "fb51b0e1", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.636444Z", "iopub.status.busy": "2026-11-10T13:35:03.636272Z", "iopub.status.idle": "2026-11-10T13:35:03.639574Z", "shell.execute_reply": "2026-11-10T13:35:03.639069Z" } }, "outputs": [], "source": [ "def is_conflict_cue(label):\n", " parts = label.split(\"_\")\n", " return len(parts) >= 2 and parts[0] == \"C\" and parts[1] in [\"NW\", \"GA\"]\n", "\n", "def is_congruent_cue(label):\n", " parts = label.split(\"_\")\n", " return len(parts) >= 2 and parts[0] == \"C\" and parts[1] in [\"GW\", \"NA\"]" ] }, { "cell_type": "markdown", "id": "584d7093", "metadata": {}, "source": [ "First, the label is split into parts at \"_\". The functions return `True` only if the first part is a \"C\" and the second part is one of the relevant conditions. We can check that the functions work by applying them to some labels:" ] }, { "cell_type": "code", "execution_count": 9, "id": "d7ba5fae", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.641911Z", "iopub.status.busy": "2026-11-10T13:35:03.641767Z", "iopub.status.idle": "2026-11-10T13:35:03.644945Z", "shell.execute_reply": "2026-11-10T13:35:03.644246Z" } }, "outputs": [ { "data": { "text/plain": [ "(True, False)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_congruent_cue(\"C_GW\"), is_congruent_cue(\"C_GA\")" ] }, { "cell_type": "markdown", "id": "6dd1e4e7", "metadata": {}, "source": [ "`test_selector()` shows which of the events in the dataset are selected by such a function:" ] }, { "cell_type": "code", "execution_count": 10, "id": "6e9be4e9", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.646906Z", "iopub.status.busy": "2026-11-10T13:35:03.646758Z", "iopub.status.idle": "2026-11-10T13:35:03.651791Z", "shell.execute_reply": "2026-11-10T13:35:03.651188Z" } }, "outputs": [ { "data": { "text/plain": [ "array(['C_NW_1_2_UD_UD', 'C_GA_1_4_UD_UD', 'C_GA_1_5_UD_UD',\n", " 'C_GA_1_8_UD_UD', 'C_NW_1_10_UD_UD', 'C_GA_1_12_UD_UD',\n", " 'C_NW_1_14_UD_UD', 'C_GA_1_17_UD_UD', 'C_GA_1_18_UD_UD',\n", " 'C_NW_1_20_UD_UD', 'C_NW_1_25_UD_UD', 'C_GA_1_27_UD_UD',\n", " 'C_GA_1_28_UD_UD', 'C_NW_1_29_UD_UD', 'C_GA_1_30_UD_UD',\n", " 'C_NW_1_32_UD_UD', 'C_NW_1_34_UD_UD', 'C_NW_1_37_UD_UD',\n", " 'C_NW_1_39_UD_UD', 'C_GA_1_40_UD_UD', 'C_GA_1_41_UD_UD',\n", " 'C_NW_1_42_UD_UD', 'C_GA_1_45_UD_UD', 'C_NW_1_47_UD_UD',\n", " 'C_NW_1_50_UD_UD', 'C_NW_1_52_UD_UD', 'C_GA_1_54_UD_UD',\n", " 'C_NW_1_55_UD_UD', 'C_GA_1_57_UD_UD', 'C_NW_1_59_UD_UD',\n", " 'C_GA_1_64_UD_UD', 'C_NW_1_66_UD_UD', 'C_GA_1_67_UD_UD',\n", " 'C_GA_1_70_UD_UD', 'C_GA_1_72_UD_UD', 'C_GA_1_73_UD_UD',\n", " 'C_NW_1_75_UD_UD', 'C_NW_1_76_UD_UD', 'C_GA_1_77_UD_UD',\n", " 'C_NW_1_79_UD_UD', 'C_GA_2_3_UD_UD', 'C_GA_2_6_UD_UD',\n", " 'C_NW_2_9_UD_UD', 'C_GA_2_10_UD_UD', 'C_NW_2_11_UD_UD',\n", " 'C_NW_2_13_UD_UD', 'C_GA_2_14_UD_UD', 'C_NW_2_16_UD_UD',\n", " 'C_GA_2_17_UD_UD', 'C_NW_2_18_UD_UD', 'C_GA_2_25_UD_UD',\n", " 'C_NW_2_28_UD_UD', 'C_GA_2_30_UD_UD', 'C_NW_2_31_UD_UD',\n", " 'C_NW_2_32_UD_UD', 'C_NW_2_33_UD_UD', 'C_GA_2_34_UD_UD',\n", " 'C_NW_2_35_UD_UD', 'C_NW_2_36_UD_UD', 'C_GA_2_37_UD_UD',\n", " 'C_GA_2_39_UD_UD', 'C_GA_2_42_UD_UD', 'C_NW_2_43_UD_UD',\n", " 'C_NW_2_44_UD_UD', 'C_NW_2_46_UD_UD', 'C_NW_2_49_UD_UD',\n", " 'C_GA_2_58_UD_UD', 'C_GA_2_59_UD_UD', 'C_GA_2_60_UD_UD',\n", " 'C_NW_2_61_UD_UD', 'C_GA_2_62_UD_UD', 'C_NW_2_65_UD_UD',\n", " 'C_NW_2_67_UD_UD', 'C_NW_2_69_UD_UD', 'C_GA_2_71_UD_UD',\n", " 'C_GA_2_75_UD_UD', 'C_NW_2_76_UD_UD', 'C_GA_2_78_UD_UD',\n", " 'C_GA_2_79_UD_UD', 'C_GA_2_80_UD_UD', 'C_GA_3_1_UD_UD',\n", " 'C_GA_3_3_UD_UD', 'C_NW_3_6_UD_UD', 'C_GA_3_8_UD_UD',\n", " 'C_GA_3_10_UD_UD', 'C_NW_3_12_UD_UD', 'C_GA_3_15_UD_UD',\n", " 'C_NW_3_17_UD_UD', 'C_NW_3_21_UD_UD', 'C_NW_3_22_UD_UD',\n", " 'C_NW_3_23_UD_UD', 'C_GA_3_24_UD_UD', 'C_GA_3_28_UD_UD',\n", " 'C_NW_3_30_UD_UD', 'C_GA_3_31_UD_UD', 'C_NW_3_32_UD_UD',\n", " 'C_GA_3_33_UD_UD', 'C_NW_3_34_UD_UD', 'C_NW_3_35_UD_UD',\n", " 'C_GA_3_38_UD_UD', 'C_NW_3_39_UD_UD', 'C_GA_3_45_UD_UD',\n", " 'C_GA_3_49_UD_UD', 'C_NW_3_50_UD_UD', 'C_NW_3_51_UD_UD',\n", " 'C_GA_3_52_UD_UD', 'C_NW_3_53_UD_UD', 'C_GA_3_55_UD_UD',\n", " 'C_NW_3_56_UD_UD', 'C_GA_3_57_UD_UD', 'C_GA_3_61_UD_UD',\n", " 'C_NW_3_64_UD_UD', 'C_GA_3_66_UD_UD', 'C_NW_3_67_UD_UD',\n", " 'C_GA_3_68_UD_UD', 'C_NW_3_69_UD_UD', 'C_NW_3_70_UD_UD',\n", " 'C_NW_3_72_UD_UD', 'C_GA_3_78_UD_UD', 'C_GA_3_79_UD_UD',\n", " 'C_NW_4_1_UD_UD', 'C_NW_4_5_UD_UD', 'C_NW_4_9_UD_UD',\n", " 'C_NW_4_11_UD_UD', 'C_GA_4_13_UD_UD', 'C_GA_4_17_UD_UD',\n", " 'C_NW_4_21_UD_UD', 'C_GA_4_22_UD_UD', 'C_NW_4_24_UD_UD',\n", " 'C_GA_4_25_UD_UD', 'C_NW_4_26_UD_UD', 'C_GA_4_27_UD_UD',\n", " 'C_NW_4_29_UD_UD', 'C_GA_4_31_UD_UD', 'C_GA_4_33_UD_UD',\n", " 'C_NW_4_34_UD_UD', 'C_NW_4_35_UD_UD', 'C_NW_4_37_UD_UD',\n", " 'C_GA_4_38_UD_UD', 'C_GA_4_39_UD_UD', 'C_NW_4_41_UD_UD',\n", " 'C_NW_4_43_UD_UD', 'C_GA_4_47_UD_UD', 'C_GA_4_49_UD_UD',\n", " 'C_GA_4_50_UD_UD', 'C_GA_4_52_UD_UD', 'C_GA_4_53_UD_UD',\n", " 'C_GA_4_54_UD_UD', 'C_GA_4_56_UD_UD', 'C_NW_4_58_UD_UD',\n", " 'C_NW_4_59_UD_UD', 'C_GA_4_60_UD_UD', 'C_NW_4_66_UD_UD',\n", " 'C_NW_4_67_UD_UD', 'C_GA_4_68_UD_UD', 'C_NW_4_72_UD_UD',\n", " 'C_NW_4_74_UD_UD', 'C_NW_4_75_UD_UD', 'C_GA_4_78_UD_UD',\n", " 'C_GA_4_80_UD_UD', 'C_GA_5_1_UD_UD', 'C_NW_5_2_UD_UD',\n", " 'C_GA_5_3_UD_UD', 'C_GA_5_6_UD_UD', 'C_GA_5_7_UD_UD',\n", " 'C_NW_5_8_UD_UD', 'C_NW_5_9_UD_UD', 'C_NW_5_11_UD_UD',\n", " 'C_NW_5_14_UD_UD', 'C_GA_5_21_UD_UD', 'C_GA_5_22_UD_UD',\n", " 'C_NW_5_24_UD_UD', 'C_NW_5_25_UD_UD', 'C_NW_5_27_UD_UD',\n", " 'C_NW_5_28_UD_UD', 'C_NW_5_30_UD_UD', 'C_GA_5_31_UD_UD',\n", " 'C_GA_5_34_UD_UD', 'C_GA_5_35_UD_UD', 'C_NW_5_36_UD_UD',\n", " 'C_NW_5_38_UD_UD', 'C_NW_5_41_UD_UD', 'C_NW_5_42_UD_UD',\n", " 'C_GA_5_43_UD_UD', 'C_GA_5_45_UD_UD', 'C_NW_5_46_UD_UD',\n", " 'C_NW_5_47_UD_UD', 'C_GA_5_49_UD_UD', 'C_GA_5_50_UD_UD',\n", " 'C_NW_5_53_UD_UD', 'C_NW_5_56_UD_UD', 'C_GA_5_58_UD_UD',\n", " 'C_NW_5_62_UD_UD', 'C_NW_5_67_UD_UD', 'C_GA_5_70_UD_UD',\n", " 'C_GA_5_71_UD_UD', 'C_GA_5_74_UD_UD', 'C_GA_5_77_UD_UD',\n", " 'C_GA_5_78_UD_UD', 'C_GA_5_79_UD_UD'], dtype='" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "erpd_conf.pupil.plot(ax=ax, label=\"conflict\")\n", "erpd_cong.pupil.plot(ax=ax, label=\"congruent\", title=\"Cues\");" ] }, { "cell_type": "markdown", "id": "meta-1", "metadata": {}, "source": [ "With many conditions, writing a function for each selection becomes tedious. Instead, the information in the labels can be stored as metadata of the events (see the [event metadata tutorial](event_metadata.ipynb)). The cue labels have the form `C____...`; `parse_labels()` turns the parts into columns:" ] }, { "cell_type": "code", "execution_count": 13, "id": "meta-2", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:03.856708Z", "iopub.status.busy": "2026-11-10T13:35:03.856466Z", "iopub.status.idle": "2026-11-10T13:35:04.033594Z", "shell.execute_reply": "2026-11-10T13:35:04.033202Z" } }, "outputs": [ { "data": { "text/html": [ "\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", "
Onset (ms)Labelcondblocktrial
01345.0C_GW_1_1_UD_UDGW1.01.0
16859.0C_NW_1_2_UD_UDNW1.02.0
212074.0C_NA_1_3_UD_UDNA1.03.0
317306.0C_GA_1_4_UD_UDGA1.04.0
422487.0C_GA_1_5_UD_UDGA1.05.0

Total: 5 events

" ], "text/plain": [ "Events: 5 events | units=ms | meta=[cond, block, trial]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ev = d.events.parse_labels(r\"^C_(?P[GN][WA])_(?P\\d+)_(?P\\d+)\")\n", "ev.filter(\"C_\")[:5]" ] }, { "cell_type": "markdown", "id": "meta-3", "metadata": {}, "source": [ "The conflict cues are then the cues with condition \"NW\" or \"GA\". The selected events can be passed to `get_epochs()` directly and give the same epochs as the function `is_conflict_cue()`:" ] }, { "cell_type": "code", "execution_count": 14, "id": "meta-4", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:04.036309Z", "iopub.status.busy": "2026-11-10T13:35:04.036126Z", "iopub.status.idle": "2026-11-10T13:35:04.042369Z", "shell.execute_reply": "2026-11-10T13:35:04.041730Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conflict_cues = ev.filter(cond=[\"NW\", \"GA\"])\n", "conflict_epochs = d.get_epochs(conflict_cues, window=(-500, 2000) * u.ms)\n", "list(conflict_epochs) == list(d.get_epochs(is_conflict_cue, window=(-500, 2000) * u.ms))" ] }, { "cell_type": "markdown", "id": "meta-5", "metadata": {}, "source": [ "The epochs keep the metadata of the events (`conflict_epochs.meta`) and can be selected by it like events, e.g., the cues of the first block only: `conflict_epochs.filter(block=1)`." ] }, { "cell_type": "markdown", "id": "04396c0d", "metadata": {}, "source": [ "## Group-level ERPDs\n", "\n", "With data from several subjects, `pp.group_segments()` averages the ERPDs of each subject (here, we use the two conditions as a stand-in for two subjects). The result is again a `SegmentedEyeData` object, with one column per subject (and the subject in the metadata of its epochs), so it can be plotted in the same way:" ] }, { "cell_type": "code", "execution_count": 15, "id": "ba09b1c1", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:04.044742Z", "iopub.status.busy": "2026-11-10T13:35:04.044575Z", "iopub.status.idle": "2026-11-10T13:35:04.289068Z", "shell.execute_reply": "2026-11-10T13:35:04.288276Z" } }, "outputs": [ { "data": { "image/png": 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A/N///Z9m5oy+++470/UhQ4a063Moy81SlNI2sJw3b55WKVdUVJhul4BVClLE0aNHNetnNGXKFK08lmOIiJxZXWMzNhwpwQ/7ClHT0ISUcD/4e/c8kJOsYWyQj2YNV+wrREl1+z/qybEwpKdOyZ48qTSWFjRLlizRyl4J5Dpbfu2Ol19+Gaeffrru85s2bZruC1ywYAEWLlyoX7/77rsxf/58zJkzR/cGSiVyx6yi7Ek8++yzMWzYMD1OMony+J544gn9uixz33bbbVpYIsfI9ygsLOx15TQRkSOTiuL1R4pxuLAaUYHeWjTSF7w93JAS5qd7En/YV4DZQ8IRGejdJ+emgcWgkMx67rnncOWVV2q2LiYmRoO1119/XfcXGv3617/WPXzmPu9IArxt27ZpixnpVzhu3DhdCjaSVjMSxEl2UM4zY8YMbN68WQO9ttlCWdaWAhh5bNKHUALMtkvMshdSjtm/f79WPEuGsu05iIiciSwTrzlYhLyKOiSG+sKjj/f/ubm6aFVyVmkNVu4vwuz0cEQHMTB0NC4G2VxAvSZtVRISErQhc8dqWsmwSZsU6cvn7c3/SOxNbW2tVjTLUjkLTYhosCmoqMOPB4pQVtuAhGBfU0Vxf5CQIqusVrOQc4dGaEbSkd+/nQ33FBIREQ1SBZWtAaH0HUwM6d+AUMi+9fhgH61sXnWgSDOU5DgYFBLJfwiurggKCmIjViIaNMpqGrDmYHFrhjDEd8B+v8n3ke8n31cqk8trGgfk+1LvMSgkpye/wGT2shSlSHBIROTopLJ4zaFibRUzkAFhu8Aw2Bf5FXVYfahI+xqS/eM7IBER0SDS1NyCjUdLkFFSg4RQH7gOcEBoJEvVUtQij2P9kRLUN9lmvCtZj9XHREREg4iMrJO+gbK3z72Hqx+NzS3YnlWOvXkVyC6rRVlNIyS0lJ6G0pdwVGwgRscFaTsaS+T7y17G/fmV8PZwxdSUMK1UJvvEoHAAsdDbPjU3N2uFuEw+mTlzJsfcEZHDyimrxdbMMoT4enYZsHWmorYRX+7K072A1Q0nZvbyK+txqLAaPx4s0iBvTnoEThsdjQBv8y2/PN1dERPkjR3ZFTpEYWw892/bKwaFA0D648n+CmmgHBERwWIGO6ED3hsaUFBQoI2uJTgkInJUtQ3N2HysFE0tBg0Ku6O5xYCvd+fhsx25qGts0dtCfT0xPiEYqRF+CPVrPZ9kDI8WV2NLZpnuV/xmd74GkOdOiMP8oebf3yQYDPMz6OOTUXhDIlv7ypJ9YVA4ANzc3LT3kfRCkhFsZF98fHxQU1Nj64dBRNSrP3J3ZJfrUm9ymPkBAp2R4O7FVYc1AyiSwnxx9rhYjI4N6rSFzdSUUPxiUjx2Zpfjgy3ZyCqtxes/Zej3v2ZmitmxeUE+HrqvUKaq+Hq6ITa4e/OWqf8xKBwgMm0jPT0djY0szbe3gF3+smWwTkSOTIJB2UsYGeDVrT17smfw2R8OoaahGT4ebrh4SgJmpIV1WZwiXx8bH4xRsUH4fl8B3tuUpXsQ//LZbtyxaKjZaSaRAd46Dm/d4WIsGBaJkOMZSLIPDAoHOACRC9kXLhsTkSOT7Nv2zHLNFlra29eRLPu+svYYmg0GpIb74ca5qQjz7958ewlAF42IwtCoADy34pBmHf/65V785qQhSI3ofIk4LsQHx4prsPZwMeYPi9ClZbIPbElDRETkwPbnVSKztKZbs4a/31uA/645qgHh1ORQ3HXysG4HhG1J65nfnzocyWG+qKpvwpPfHtC9h+ayjNIqJ/N4qxqpdCb7wKCQiIjIQZVWN2BXToUWlljbfua7Pfl4fX2GXl88MgrXz0nRCuHekiylBJdDo/xR29iMv397QJe1OyOPVVrm7Mur1GrplhZDr78/9R6DQiIAwcHBeiEichSyXLwrpxwVdY0I8bW8bCxBlxy/9lAx3tyQqbctGRWNCyfF92lHDGmD85uT0pES7teaMfxmv47b64yXhxuiAryxPasM+/Ir++wxUM9xIZ+cnuzzHD9+vNM/D0TkWCQLd6CgCtGB3hYDOxkx98Q3+3WyiJFkCM+fGNcvLdIkMLxtYToe/XIvcsrr8PT3B/G7U4Z3mo2USmXZEykTWPy93JEQ6tvnj4esx0whERGRA46yk5YwBkNrD0BzWgwGvLDqcLuAcEpyCC7o4wxhRxLg3XpSOvw83XC0uAYvrz1qdoCD7GVsaYHuLzSXVaSB4XBB4WOPPYa4uDhtCD1hwgSsWLHC4vEHDhzAlVdeiaioKPj5+WHq1KlYtmxZr89LRERkKxJoZZbW6qQQS5Zty8HO7ArT53HBPrhmVsqAzEOOCPDCzfPT4Obigp+OlOCH/YVmj40J9kZxdb0eV9fIQQK24lBB4b///W889NBDeOmll1BUVITTTjtNL5Z6zD377LM466yzsGfPHuTl5eH888/Hueeei61bt/bqvDS4WtKsXr1aL2xPQ0T2ToImyRJ6u7vCw83827js1Vu2PVevy1LxZVMTce+S4Rbv09eGRwfi/Elxev3tDZlaJW22IjnEF0cLq7GNhSc241BB4RNPPIFrr70WS5YsQVBQEB5++GGEhobiX//6l9n7PPnkk/jFL36hxwUEBODuu+/WlPmmTZt6dV4aXKSpOBuLE5EjOFRYhfyKOm0EbWmGsbScEScNi8Spo2OwYHgkfDx73yvX3DKwOYtHRGFsXJCO33t+5WHUm8kESrAaFeStmc3DRVW9fpw0iIPCkpIS7N+/H/PmzTPdJsHd/PnzsWbNmi5fwDLbVs7xyCOPIDAwEIsXL+71eYmIiAaSVPTuzqlAoLeH2ckl8p4ne/gq65p0ufiCyfG9+p5SqCJFLYcLq3C4qFqXriVok0tWaY0+JkvkPfXqWckI9vFAXnkd3t7YWv1sbi+it4crNh4rRXFVfa8eNw3i6mNZ+hURERHtbo+MjMT69est3vebb77R5WBZGpS2I2+99RYSExN7dd76+nq9GFVWspyeiIj614H8SpRUN2jLF3N+PFCEbVnlcHd10R6EPV0urqxrRGFVvY6/kz1/EmAGeHnAzc0Fzc0GDQZzymuRW1armUtpL2Nu7rH0MLxuTgoe/3o/Vh4owqSkEB2R1xkZ1ScTTyQwlFF4fdFDkazj8M90S0tLlxVUJ598smYKS0tLce+99+oew7Vr1/bqvEuXLtWlZuNl5MiRPf4ZiIiIulJe06jNnqVRtblCEcmuGTNx502MQ3xI91u8NLW0aLVyRV0TxsQFYcnoGF0CliAuMcxXg0P5ODI2EAuHR+LUMTEYEx+E8rpG3TNorhG17C88aXikXn95zTHUNHSeYZT3XhmFd7SoWvsw0sBxmKAwJiZGPxYUFLS7vbCwENHR0VadQ7KE99xzD8aOHYv//ve/vTrvfffdh/LyctNl9+7d3f6ZiIiIrLW/oBLlteYbVcuysUwqqW9qQXqkv84k7kkRi2TpogK8tJfhjLRwrSI2lySR28P9vTAjNQwLR0QizM8TR4qr0dDU+ei68yfE6flKahrw7sYss49DsptyXimoMTcVhZw4KAwJCcGIESPw/ffft/sPQD6fOXNmuwxfVxWksuzrenwckLXn7cjLy0v3JhovUsRCRETUH2TJeH9+pQZK5gK0zRll2J5VrnsNr5ie1O22M1V1rcvBo2IDcdKIKMQG+1h9X3lMkpWUYpb0yACda9xZaxmZYnL1zGS9/uPBIg36zAny8dDilC3HStmmZoA4TFAopHL4P//5Dz7++GPN7N11112oqKjAzTffbDrmhhtuwLhx4/R6dXW1tp9Zt26dHpeRkYHf/e532p5Gehd257w0uElQz8CeiOzVvrwKDdokUOqMLMW+cXye8amjo7sV0Bn3DxZU1WFiYgimp4b1uEpZ9g7OHBKGEbEBmuGTaSUdDY0K0GVn8dpPx8xmFYX0YcwurbUYPJITFpqIq6++Wgs67rjjDuTn52PMmDH4+uuvkZCQ0G5kmbt7648lzapvvPFG/P73v8eWLVv0c2Nj6rZZQGvOS4OXvGYmTZpk64dBRNSpwsp6HCys0gIMcz7ZlqNLy7Lse/qY1m1R3akuLqxqwOSkUIxPCIarmarm7oy5m5YaBtlauDevEsmhvnDvUOxy7oQ4bM4oRVFVAz7bkaufd8bd1VWXm6XiOibYR/czUv9xMXS34RB1KisrS4PIzMxMxMf3rvyfiIhIyFv0moPF2JVbjtRw/06fFGnz8sAnu9BsMOCORelmq3o7Iz0Ds8pqNRicnBxqts1NT9Q2NGPF/gJkltQiOcz3hGVvCQqf/eGQfs8HzhhpMbsphS/RQd66T7Kvq5H5/u2gy8dERETOliWUZtWR/uYbVb+zKVMDwrHxQd0KCKXKWALCYdEBmJgU0qcBoZAl6GkpYVotnVdRd8LXJyQE62NubjHoMrKlHJVkSeW56KonIvUOg0JyelKYJPtO5cIxd0RkLyRI2ptXoXvuzPX/k5YtWlzi4oILJyV069yy509Gy01NCe230Xchfp6YlByCJulrWNc+oJPM4aVTE+Hp5or9+VVYe7jY7HkGYFQzMSgkalVXV6cXIiJ7kV9RjyNFNbqnrjOSYXvneFuXBcMjdHnVWtKU2s/THVNSQuHr2b/lBbJ0LBXN+ZV1+pjbkmrqM8e17oGUn4WZQNtippCIiMhOs4SNzc3w8+o8aPvxQKFm+/w83XDG2NguzydtbVoMBq1Ulv1+MlXEXMDZlyQjOCY+WCuJc8tP7Dko/RBjg7w1IJSCGbIdBoVERER2Jre8DkeKqhEZ4G02yPtiZ+uY1rPGxerM4K7OV1Jdj4raRuSU12FEbCDSIjovXOkPsr9wfEIIZNtgx0kmUmF8ydTW0bM/7CvQFjRkGwwKiYiI7IiMidubW6lZPXNLu+uOlKC4ugFe7q6Ykx5h8XzSRLquqUWzglLFKxm7vmg9010JoT5Ij/LXALVjUcmImEBMSAzWNjZvbciwWHRC/YdBIRERkR2RqSLHiqvNVhxLtu+1dcf0ujSBttSiRYIrOd/QKH94uLtq4Yc0qO7vfYTmlpFHxwVpA25Zyu5ICmXcXV2wJ68SWzLLBvzxEYNCIiIi+8oS5lWiBQazU0U+35mr840TQ31x1njLewklmxjo46GZwQAvd23+HB9iuwbQwb6eWnRSVtt4QtGJZDJPGRWt19/ZmGlx0gn1D2YKiQD4+vrqhYjIlqRwJKO4BlFm9hIWV9Xjh32Fev38iXG6H8+cxuYWVNQ1YmxcsAZjs4ZE4KThkWZnJw+U9KgA3SspFdAdnTY6GiG+Hjrp5OvdrXsmaeAwKCSnJ2Pupk6dqhe5TkRkC5I5251bYRoV15ll23PR1GLAsKgAjIwJtHg+2buXEOqLIZGtBSWyzNxx3JwtyM82Oi4QtQ1NaGpunw308nDDLya1TgX7fGdep8vM1H9s/+ogIiIiZJXWIKukBlGBXmbH2a0+VKTXz5sYZzHjJ+1dJIk4Nj64z8fC9YWkMD/EBPkgv/LEbOHU5FCkR/rr8vF7m1r7MNLAsL9XChERkZORjJlkCaUi2Mu98yyh9PCTotzx8cEW28lIcYk0ih4aFaD9/+yRBKojYwPR0NSsy9xtSbB7yZRESMi7/mgJDuRX2uxxOhsGheT0ZLTd+vXr9cIxd0RkC9IqRvrzRQd2HsTJMurGYyV6vaviktKaRgR5e+jysq33D1oiS9txIb4oqDgxW5gY5os56eF6/a2Nmdqeh/ofg0IiADU1NXohIhpokinbk1Oh84fNzSD+dk++9vCT1jJSdWxpX2JpTYNW+EpxiT2Tn3V4dAAamk/MFoqzx8fB28MVx4pr8NOR1oCY+heDQiIiIhuSnoTZ5XWINDNy7nBhFb7Zna/XTx7Z2rLFnMLKekQFemuFryPQbGGwLwo62Vso/QzPGNOaFf1kaw7qm5pt8AidC4NCIiIiG5FAZ3dOBXw8zGcJP9ySDcPxAoxx8UFmzyXZtprGZq3sNVe9bG/kZx4WI9nClk6zhQtHRGr/woq6Jvx4oLXIhvoPg0IiIiIbkfnGUlUsgU9n9uZV6IQPN1eXLiuO8yrqtDG1VPY6ElkOl72UkuXsLGi88HiLmrWHipFTxrnI/YlBIRERkQ3UNrRmCf283DttQi1VxB9tydHrc9PDEe7feeBonG8stRijY4PMZhztlTzeETEBqGtqRlPLidlCmcYieyljg310kgv1H8d65RAREQ0ShworNTsWYSbY25VTgYOFVfBwc8HpY2Isnkta0EjFri1H2PV2b6FMOZFJJh1JdvT6OSm4ZlYyUsJtnwX95ptvcOqppyItLQ1jx47Fr3/9axQUFLQ7JisrC5dddhlSUlIwfvx4PPnkk3AEDAqJpMO+t7deiIgGgjSX3p1TqcUU0puwsyzhh1uz9fqCYZEWK4lrGpp0eVla0HR2LkcgvRmHxwSgur5J5z935OvpbhftdbZs2YLTTjtNJ2B9/fXXeOGFF7Bu3Tqcd955pmPq6+uxaNEilJaW4qOPPsKDDz6IBx54AI888gjsnbutHwCRrclou+nTp9v6YRCREzmQV4mSmgakmsl8bc4o01YsXu6uOHW05Ypj6fM3JMofMXbaqNpayWF+2OVfgeLqBrN7LG1t9erV8PLywkMPPaSfS7bwtttuw1VXXYXGxkZ4eHjg3XffxaFDh/TYsLAwjBs3Dvfee68GhXfeeaceY6+YKSQiIhpAZTUN2JtXiTA/T7h2kv2STNlHx7OEi0dGIcDbfBBRVdfUOh3EzhtVW0MqpqVvYUVdo902q16wYAGamprw8ccf6+fS3/bDDz/E4sWLTcHeypUrMWHCBA0IjU455RTNHO7cuRP2jEEhERHRANqXV6mBT7BP58He2sPFyC2vg5+nG04eGWXxXAVVdTryzl4za92VHO6HEF9PlFafuLewv1VWVqKiosJ0kWXgjkaNGoVPPvlEM4OBgYEICgrSYO+9994zHZOdnY2oqPb/bsbPc3JaC4fsFYNCcnoy2m7Tpk164Zg7IupPBZV12J9fqY2qO8vsSa8+mXEsTh0do3vpzJFj3V1dkBbp7/BZQiOpxB4W7Y/S2kbdVzmQRo4cqUGe8bJ06dITjtm+fTsuvPBCXTKW9wzJClZXV2tRiZE8bnf39v9uxs/t/T2GewqJjv+FSETUnyRYkBY0dY0tiAnqPEu4cn+h7qmTLOJJwyMtnk9mJQf5eiDEz373qPVESoQ/9uRWoqy2UbOGA2X37t2Ii4szfS57Bzt66qmndB+hcU9heno6nn76aUybNg2bN2/GxIkTERERgcOHD7e7X2FhoX6MjLT8b2przBQSERENgOyyWhwprEZUoJfZXoOf7sjV62eMjdG9guaU1zaa9hJK5e5gEujtgaFRASipbhjQbGFAQIAuCRsvnQWFUkzi59e+OMjf318/NjS0LnlLZbIEiLW1PzfaloyidLgYM2YM7BmDQiIion7W1NyifQcNMJhdEv5ubwEq65q0b+Hs9HCz55JAqaiqXosyRsWZH3vnyFIj/BDg7a7Brz1ZsmQJ1qxZo8UloqqqSlvOxMbGas9Ccckll2gAeN9992mgeOTIETz22GO4+uqrTwgo7Q2DQiIion52rKQGmSU1iAr0Ntu38MudeXr97PGxnU44MZJASQKmodEBGKykL2N6VACKawa+4MSSiy++GH/9619x8803a4YwPDxcC0uWLVsGX19fPSY0NBSfffaZNrmWjOPw4cMxd+5cPPHEE7B33FNIRETUj2RZeFd2OTzdXM0u9UpAWNvYjLhgH0xNCbWYJZQ9h5OSQiw2tB4MpKpainIkCPb2sJ8c1l133aUXyRJKRrBjUYmQ3re7du1CeXm5HtPZUrQ9sp9nmYiIaBA6VFClLWYizewllL6Fy/e2jkk7d0Jcp70LTcfWNuoUlPTIwZslNAr188SQCH9dKrdH/v7+nQaEbUkVs6MEhIJBIZEMZPfwsOsu80TkmKQf4c6cCg3kzC0JL9uei4bmFqRF+GFcfFCXWcJhUQFadewMZAnZ39td91pS/+PyMTk9GXM3a9Ysp38eiKjv7c2pQHltA1LCOi8wyCmrxY8HWtuVnD8x3mK/wYq6JgR5eyAtqrXa1RkYs4Xrj5ZoVTL1L4cLCmW8zI8//oj8/Hwt7Zbu4l3Jy8vDhg0bNM07adKkE/oErV27Fvv27Wt3W0hICM4+++w+f/xEROQcCirqsC+/EuF+nTeqFu9vzkKLARgfH6xtWCypqG1EUriv0wVHki08WFiFpmb7HH03mDhUUFhSUqLzBeXj6NGjsWLFClxzzTX4+9//bjbVLl//7rvvMH78eJ1RKAHg448/rpVDRi+//DK+/PJLzJ8/33RbfHw8g0IiIuoRmV+8M7sCdU3NiAnyMTvubltWOVxdgPMn/dw0uTOlx6twk8xkHAd7tjA+2AeZpTUDPuXE2ThUUPj73/9em0Hu2LFDN3j+9NNPmDFjBk499VQdNt2RvHjmzZuHF154wbQZ9KWXXsKNN96ovYZSUlJMx06ePBn/+9//BvTnIfsgY4fkNSUk+yzLyUREvW1Bc6SoCjGBnQeELQYD3t2UqdfnpkeYDRyNx0oj58lJIUgNd76gUIyIDdTqbEtFOOREhSYS4L311lua+TN2D5exMnJ54403Or2Pq6srfvnLX7arDjrzzDM1CNizZ0+7Y4uLi/HOO+/gq6++Mo2jIedRVlamFyKivmhBsyOrDO5urvD26PyPzA1HSnC0uEZbrZw1Ltbi+YqrGjRbNjwmcNDMOO6uyABvzBsaiRC/wd2Gx9YcJijMzMzUfj8d9xDKMvLOnTutPo8sE0uwKPdrS/YUStD5pz/9STOIzz//vMXz1NfXo6KiwnTh7FwiIhIH8iuRW1FndpxdY3MLPtiSrdeXjIpGoI+HxWVoqWAeERMAPy+HWtzrcz6eXMXpbw4TFEpAKIKDg9vdLp3DjV/rysGDB3HHHXfgN7/5DRITE023X3HFFTh69Cg++OADXZKWcTS/+tWvsHXrVrPnWrp0qfYfMl5GjhzZ45+NiIgGB+k5KOPsgr3Nt6CRnoTSWibE1wOLR0ZZPF9RdT3C/b2QFjH4+xKS7TlMUOjj07rforq6ut3tkqEzfs2SjIwMLFq0SItJJOhrS9qReHr+nJKWIhSpPpasojky01CCUeNl9+7dPfipiIhosJBtTjuzy3UChyz3dqaqrgmfbs/V6+eMjzM74UQ0txi0P9/I2EBmyWhAOEwuWjJ70lxYMnptyedpaWldLj1LMDhhwgRdIu6qA7mQGYayz9Ac6VDetku5LCETEZHzyiqtxYH8KsQEeZvd+/fh1mwtmIgP8cGM1DCL5yusrNdZySlOWlxCA89hMoWSyZN2NG+//bbpNulVuHz5cpxxxhmm29asWYOPP/7Y9HlWVpYGhOPGjdNCko5TK1paWnSYdVuyhCyBpMwuJCIi6kp9UzN2ZLduZfL17DzxkFFcg5X7WwsZL5mSCFfpRWNGU3MLahubMCo20GyxCpHTZgrFI488oku9F154oQZs//3vf7X/4FVXXWU65j//+Q/WrVunPQbr6upw0kkn6dDq0047Da+//rrpODlPenq6ViJLsCmBoxSxyDLzv/71L5x//vk499xzbfST0kCT4iMiop46mF+FzJIaJIX6ml1afmN9BqTL3tTkUAyLtrxHML+yXtvUOGNfQrIdhwoKpWJ427ZtGvhJtbD0G7zuuuvaZf8k2IuOjjZNP5k5c6ZeX716dbtzpaamalAo9928ebO2tdmyZYvuJXzvvfc0UCTnIH0J586da+uHQUQOXFwiWcJgmW/s1vkfmOuOlOhUDk93V/xiUrzF8zU0tWiFsuwllOOJBoqLge3B+4QsUyckJOiys0xDISKiwU9axqw6WIi9eZU637izvYTSt/APH+3UApTzJsThtDExFs8pkztig7yxcESU2SCT+g7fv3/GVxsREVEPSQB3sKAa0YHmi0uWbc/RgDAywKvLFjQSQMoEk5GxQQwIacA51PIxUX+QYiNjA3TZosD9hY5BFjlqGppR39Si12WZTTb4u1nYvE/UlySA25ZZpq85c8UlueW1+HZPgV6/eEoCPLrI/OVV1GJIZADigrtutUbU1xgUktOTgKKkpESfB+6msH+l1Q3IKq3BseIa7eHW0Nyit7u7ucDHww3xwT6IDfHRTfoMEKk/7cmpQG5ZHZLNtIzR8azrM7Xf4Ni4IIyNbz98obMehp5ubhgRE2ixMpmovzAoJCKHUF3fhN25FdifX6lvnjLyy8/TDYHe7oCLtPAwaP+3bdll2JlTgdhgb4yKDdJ+cM46L5b6T0FFHXblliPM39PsHx9bM8uwK7cC7q4uuGhKgsXzSQCZX1mHMfFBusxMZAsMConI7klmcOPRUuRV1CHC3wtREd4nHCNjYSVQlJFg0jNOMji55XUYGhmAcYnB8HfyubHUd6SH4LasMl0+jg70MVtB/PbGTL1+8sgobUJtSVltIwK9PTAiOpB/xJDN8LckEdktyZ5IVefGoyW6BJca5mfVspqMDksI9UVNQxN25pTr/NhpKWGIDrL8xkxkDWktc6SoGvHBnfckFF/tykNRVet8466qjaWwpKS6AVNTQhFiZjwe0UBg9TER2W2rj+1Z5Vh7qBiebq6ID/Ht9j4r2fwvbULkDXf53nwcLKjqt8dLzqG8phHbMssR4OVhtodgcVU9Pt/ZOt/4gkkJXU4kkXF2kuEeGmW5oTVRf2NQSER2mSHclVOOjcdKEOTjgTD/nu+xkkAyIcQXBgO0n5yclwVF1NM/VLZllWqz6nB/8xm9dzZmobHZgKFR/piSHGLxnNKkurqhCaPjgnT7A5EtMSgkIrtzqLBK9xAGeXtoUNgXZE+Xr4c7fjpcwsCQeuRocTUO5FcjNsh88dKe3ApsyiiFfPmSqYld7g/MK6/TLHhqBMfZke3xzxJyejLmTmZfk32QN8n1R0rg5eGKYN++3V8V6ucJWYFef6QULnDRMWKsTCZrVNU3aTWxp7sLfDw7Xw5uamnR+cZiwdBIzVBbIntexZi4oC77FxINBL4Kiciu2s6sP1KMusYWRAb0T1GIBJoB3u4aeO7P5x5D6ppsN9iZVYaCynqLVcTL9xZoxbtUup89PrbL80o1fVqkn7ZNIrIHDAqJyG72a23JKNU3VWlA3Z9CfD3h6+mGnw4X43AhA0OyLKu0FnvyKnWUnauZ5WAZY7dsW2txicw37mp/oBQ/SbHK6LhgZqvJbjAoJKcnY+527dqlF7lOtnG4qBr78ioRE+Q9INMcpHhFmg6vO1yM7LLafv9+5JhqG5r1jxV5RVrqdfn+5ixtnp4U5ovZQ8ItnlOWmUtrGjAqLlC3NBDZCwaF5PRkaaiwsFAvrEq1jco6afNRBi8PN7MzZPuDLAVKk+G1B4u1LQhRW/L7YEdWmWavZWyiOQcKKrHmULFev3RqYpd/1OSX1+sfP2xBQ/aGQSER2X6/VnY5iqrqbTLeKy7YB+V1DVh7qEiXAInaLhvvzqvQ16W5UXbSVP2Nn1qLSyRDmBbh32XmsdlgwLiE4C77FxINNAaFRGRTOeV1WvARFWB+v1Z/kurjhGBf5FbUaWBorAgl5yavA1k2hgEI8DbfFumHfQXILK3VParnT4zr8g+g3IpaDIn067IymcgWGBQSkU1nyEqWsLmlBf7etuuQJct9SSG+OFpco1XJsqRMzkuCN9nOIMvG0pPQHMksf7Q1x1RcYil4NBaXyHzjsfHBA7Jvlqi7GBQSkc1IEHasuBrRgbZvyeHu5oqEEB8tdpFJKhKwkvO+LvfkVuqeU0vB23ubfi4umZse0eXkEgkipSdhX/ffJOorDAqJyCbqGpt1soi3u5vZGbIDzcvdTQsAJHspjYqlTQ45FwncNh8rhYebi8Vq4/35lVh7uFirki+b1nVxSW55LRLDfJHO+cZkx+zjNzEROeXIsPzyOkQGDnxxiSVS/Rzh76VB4U7OSXYqkh2WfYRS9GSpSbUUl7x+vLhkTno4UsP9u6yud3d11WVje/kDiKgzHHNHTs/V1RVz5swxXaeByRLuzqnQBr/yZmlvZG+YJAll/rKbC8fhOYu9eRWaAZTm6ZaKnr7fV6C9Lf083XDuBMvFJZJtzq+sx6SkEMT2c1N2ot5iUEhOT6pPZf4xDZwjRdXaFzA5zM9un/YgHwkMDfjpSLEuDQ6PDuDkiUEsp6wWWzLLEOzjqf0yzSmracDHx4tLzp8Y32VxSX5lnVbWj4oN7PPHTNTXGBQS0YBnCffkVuh+LXO93+yFjMMzGIB1xxsTMzAcnKrqm7DhqBQXGRATaLkI5N3jxSUp4X6YnR7e5WtdKtnHDQka0KbsRD1lf+s2RANMRtvt3btXLxxz1/8ySmpQVFmPcH/72ktojowhk2VuCQx351Zw6s0g3Ee48WiJ7m+Ns9B+Rkhl+k9HSlqLS2RyiYUlZmlrk1Nei7RIf7vOiBO1xaCQnJ788s7Ly9MLx9z1L8maSJZQsib2niXsLDCUHoZSMc3XyeAhleayj1Am21iqIJZ5xa+vP6bX5w6NQHK45UCPPQnJETEoJKIBk1lagwLNEjpenzYJDGXJ+6fDpdiRXc52NYPA0aJqbM0qQ5ifl8V9hOKb3fnIKavT10BXxSWSfSyrbcTouEB93RA5Cm5yIKIBIW08JCPj6eqqjaIdkewxlCXDDUdK0NxswNiEYIfKeNLPpO2MZH6lulyKiiyRoqhl23L1+gWT4i32LxR5FXVICGVPQnI8DAqJaMCqO3PL6hBlZ30Ju0sCCIkDN2aUoslgwISEYIcNcp15rrEEhBV1DUgKtbwMLFsFXlt3DA3NLVpoNDMtzOLx1fVNMi5ZJ5dIM3QiR8KgkIj6nbyxHiqs0o+D4Y1S2pBIKyNpdCzjyyYnhbIpsYOQfy8JCDNLanQ8nfw7WqL7SHMr4O7qgsunJ1k8XvcnV9ZhdEwQ4kPYk5AcD4NCIup3RVUN+iYc1ouK44LKOp0ycqiwGgUVdWhsNmggFubviYQQX4yICUBauH+X48b6iiwhurp46/5CKaCZnhoG7y72pZFtSdC2I6vc1KC6q8bp0qrmrY2Zev2MsTGItjDlRBRXN2gmeXRcEHtakkNiUEhE/e5YcTVqGpoR00XLD3P3/XhbDrZnlZttcbMlowyfbJM9fx6YNSQcJw2LRGAX+8T6glRRxwf5aKsSKS6YlhrWZTNjsp2DBVX6h4WMMeyqsES8uzETlXVNiA3yxpJR0RaPlX9/mZssvQuDfPkaIMfEoJCcnoy2mzlzpj4PHHPX92SPlWT3pEiju8t8H2zOxrd787WBtOT/ZE/XqNggxAZ7a1ZOmghLEYC82UsPwdKaRny6PVcrRReNiMJpo6OtevPvDTl/YqgvDhVVo66xBTPSwnqVEaX+29MqDap9PNysCty3Z5Vh9fGm5VdMT+py32iuFJeE+GJIpOU5yET2zOGCwp9++gnPPvss8vPzMWbMGPzud79DRESE2ePLy8vx4osvYs2aNXB3d8fs2bNxww03wMvLq1fnpcFD9gh5erJtRH+2oSmrbUBKNxr4ltY04NkfDuk4PDE1ORRnjY81u3wnAaAEkZIx/Hp3Ho4W1+CzHbk6ou7K6ckY2c8jxjzcXJEc6ofM0mp8v7cQ01JDtfqU7IOMpvvpcIku88eHdP3vIsvGL69t7Um4aEQk0qMCuixckaXpMfEsLiHH5lAlc6tWrcKcOXM0WLv++uuxadMmzJo1C9XVrW8cHTU3N2PcuHHalPiyyy7DmWeeiaeffhqnnnqqfq2n5yUi68iS2oH8Kvh6uFmc/tBWcVU9HvlyrwaEvp5u+M1JQ3DD3NQu93NJYDY1JRR/OG0Ebpmfpv3hZC/j377dj7c3ZGrz4f4krWmkkrW6oQk/7CvAruxybcNDtlXb0Ix1h4tRWFWH2GDrti+88VOGLgXLa+68CfFdHi8taCRDyOIScnQuBgdqzT9v3jxERkbi3Xff1c+rqqoQExODv/zlL7j99tvNZgqDgoJMn2/ZsgUTJ07E2rVrMX369B6ft6OsrCwkJCQgMzMT8fFd/xIh+yGj7Q4ePKjXhwwZwiXkPiTFJV/vytflXgnarAkIH/t6nwZzEQFeuHPRUP3YEzJ39v3NWfh+X6F+PjTKHzfOTeuyJ11fkGkWkh0dGROIiUkhnHtrI5I9XnuoCLtzK5Ec6mtV6yAZefevlYe17dC9pw5Harh/l1lt+T5LRsewUbWD4vu3A2YKa2pqNKN31llnmW7z9/fHokWL8PXXX5u9X9uAUAQHB5vO15vz0uChM0pzcvTiQH8jOYQjRVXyp6dVAaEEcU9/f1ADwqgAL9x98rAeB4RC9hxeNi1Js4beHq7Yn1+FpV/sQX5FHfqbZCljAn2wM6cCy/cU6H42GlgtLQZsyyzD3tzjlcZWvAalofUr61qXjU8bHdNlQCiZYPkDQIJ/Ti6hwcDVkSJ5yejExbUfLySfHzvW+h+xNR599FHNCk6bNq1X562vr0dFRYXpUllZ2e2fiWgwK61u0MrgUCsKTFoMBry0+ggyS2sR4O2OOxcP7bM32YmJIbj/tJEaYErA+dcv9+Jocf9vDfHxdNN9lIVV9fhuTz62ZpSivunnbSvUv3bnlmtQKP/u1rQKkq0Oz688rFXyKeF+2oLGmjZJUYHeGBbdv3tWiQaKwwSFDQ0N+tHHp/2eEF9fX9PXuvL8889r0cnLL78MPz+/Xp136dKlmoU0XkaOHNntn4loMMsqrUF1fXOXI8HEt3vytUhEGgT/esGQPq/ejQ7yxr1LhmuVsLQYeeyrfThQ0P9/yMk+Q6lIlYrXn46UYPneAuSV93+m0tkdyK/EhqOl2pbI2hZB723OMu1jvWluapeZRQnwJbstPQnlDwCiwcBhgsKQkBD9WFzc2iLASD43fs0SCQRvvfVWvPbaa1iyZEmvz3vffffpfkXjZffu3d3+mYgGK6nyPFBQhcDjkz+6Ch6l9Yy4aEoC0iL6p6WH7CX83SnDtK1NfVML/v7tAZ2yMhCCfT2RFOqL3LJafLM7D5uOlmgBBPU9CeyksMTb3c3qNkhSpf7tngK9fs2sFKv+KJHiEskoyoVosHCYoFCWc2XZd/Pmze1u37BhAyZMmGDxvq+++qq2oXnllVdw0UUX9cl5paVNYGCg6RIQYLllAZEzkT10UjQizaQtkYrgF1cdQVOLAWPjgjB/aP+2gZJlxFtPGmIKDJ/8dj8OD1BgKJmnxFA/LTrZeKwUX+3Kw9Giat37Rn0XEK4+WKiV7tbuR5U/DP67+qhelwbV4xNa951bUlnXCA9XV4yOC9ZsMNFg4TBBofjlL3+py7/SS1AsW7YMO3bs0NuNHnvsMVx99dWmz19//XVcd911mim8+OKLe3xeIrKOFOvInj03V9cul+C+21OArNJaXWK+ambygIwGk9nLty4YgmFRAdps+slvD2hwNlAkY5kc5oeK2kZdTl51sFD76FHvXnOyZLzqQCFc4KL7/KwhhSVS3CR/lEgweN6EOKu+V0FlPYZFB+i2BKLBxKGCwgcffBDjx4/XtiFjx47FhRdeiL/97W+YMWOG6Zh9+/Zplk/Isu5VV12l1cT/+te/MH/+fNPls88+69Z5icg6Uo0prWi6KhSR4z7ZlqPXfzExfkBaxbSdQiL9D9Mj/XUqivQyzChu7UgwECS7JD3zZNzantxKfLUrH3vzKrTYgbpHKoBl/vSqA0U6y9jagFCC8r9/d0D3mCaE+OC62SlWzc2WYiXZDjCinxuiE9mCQ/UpNDp8+LBm9YYNG4bQ0NB2X5OgUKqBp0yZgsbGRqxevbrTc8h9pRehteftCvscOS75T0CqyY3bAgYiWzWYyXiwtYeKu9wb+K8Vh3QZNS3CD/csGW51c+u+JIUCsoQsY/gkW3nXyUOtmnjR168/CTQq6xuRGu6H8YkhCOeYPKvI5JHNx0qwN69Sq9wlWLP0PMtKvQTkcr/Hv96nWWq5n/QjtKbaXYJ2qaifnR7R71NyaODw/dvBg0J7xBcVUWtF5mfbc1Hf2GJxT9f+/Eo8+tU+SBz4x9NHalWwrUjBh2QKZT+atMOR/ojWTr7o6+Ic2Yvp6+WGcfHBGBodYFV/R2fNDsoWBWk5I7Ov44J9LLadkeX5Z344pNlpqUJ/fuUhHYVoLD6yNrsoIxujAryxcGSkbkOgwYHv3z/jbxwi6jO5ZXWtBSZ+5peC5e9QmTQi5qZH2DQgFNJO5I5F6aZ2NZJBskXbGE93VySH+8HNxQWrDxVhxb4CDWKoQ6auuAbL9+bjh70FqK5v0urfrvoQyhxsCfpldN1fPtutAaFkhn+7eKjVASHnG5MzYFBITk+alx86dEgvcp36oMDE1fyvlm1Z5bpc6+nmijOtaBA8EKQiWBpmy96yiuOB4UBMPumMtEOJD/bFkaIafL07T7OqzlyhLD+7/KGxK6ccn+/I1ZY+suwrRR4xQT5WbTtoG+RLc2rJEMpWAWszwvLalhY06VEBnG9MgxqDQnJ68gtfZlbLhbspeq60plGX1yztzZI3+A+3tPYkPGl4pMU9YANNMkcSGMpSZFltoy5vy/4xW9CsYZgvDC3Ayv2FWHOoSLNizrQ8XFBRh53Z5fhyZ55uSZBCEgnYJZCThuDdWb5tm3GNCvTCfacO79beUbm/9NwcExfEPcc0qHU9aoCIyArShLqmvlln/pqz4VgJsmXfnKcbTh0dbXfPq0y/kMDwb9/s18f56Fd7ccu8ITYpKpCCJ9mX6d/gjl05FRqYTEoO1aDVkUmPv9LqRl3O3Z5dplk8aQ3k5+WmgVeon4e+PmobW9DY3KLTYIJ9PRDr6dOjQiJpjJ5f2VpIdu6EOMwbGmHVlJ22S9ay7DxrSLhd/RFD1B8YFBJRnxRJHDw+wcQcycJ+viNPry8eGQW/brwxDyRZWrxnyTA88/0h7MuvxD++O4ArZyRpUGALxhnKOeW1WL4nX/vpjYgJ7LIHpD2Rf/v8inrsy6tozfodKkJOmfnleekMI+2CpqaEYVpKqFWzizvO0paxiW9vzDRlCc8YE4PTx3R/u0JOeR3iQ3116ZhIyDajJ598Uvsb5+TkaPu6f/zjH9q5xGj//v06RW3NmjU6Clfa4/35z3+Gm5t9FyjZ529lInIoueW1+uYbbyGLtT27XLNv3h6uOGlYJOyZ7DG8fVE6/rP6iM7Q/e+ao5rZkjF8tqgIlv55stxZWtOAtYeLUVzdgIlJIRaDcHtRUdeoy8Bf7czTPYGFVQ2mwC8h1Bdhfp66j1KeVgkUs0tr9efbl1+ll3c3ZWJ6ShjmDYvQZeOuW9SUYvm+1qboItzfE5dPS9IZxd1+7LWNOo9bAnFZ0icSv/rVr/DJJ5/gf//7H2bOnIlNmzbhpZdewqOPPqpfr66uxqJFizBr1izs3bsXR44cwbnnnqvZ/4cffhj2jEEhEfWaBEzyJm8ue9WaJczV6/OHRtptlrAtCf6un5OK6MAcfLo9Fz/sL9Q9hjfOTbVqNm5/kFm+vh5u2JdXqUuwk5NDNLCyR/JvbpxD/O6mLM3cCVkaXjQiEikRftq8e2RMENKj/HXpXpaSZS60/AEhhT7S71KWfuW5l0tSmC9mpYVjanIo/L3dWyuR9xWguqEJRZX1+keHsSZH/vhYNDxKtylIs/Ke7GssrKrHpKQQm7QoIvu0ZcsWHYYhAzAWL16st82dO1cvRm+//bb2PH7++ed1DK6M07333nvx0EMP4Y9//KP2w7VXVv9mTk5OtvqkR4+2zpEkIieZYCIFJr6W+hJWacWxZF1k6dhRSGXr2ePjtO2JzGg+XFSNB5ftxuXTEjE1JdQmRQcS4MjjkfY/MiZvbHwQRsUG2VUmS/pVbs8qxw/7CvD2hkxtzi0WDIvQLLFMkZGgcFxCMCIDfm4JIxXFC0ZEws/bXQPfhcMjtX2MBIRbM8twrLgGx4oz8OaGDCSF+urXOpIK8inJoZjbzb2DnWW/Zf+mPLdERh999JEOt1iyZAnMkaEZEydO1IDQaOHChbjrrrt0hO7kyZNhr6z+L+b+++/v30dCRA4p24oCE2OWcPaQ8AEdZ9dXxsYHa5PtF348rIHhC6uOYEtmGS6fntSrwKM3wWpciI8WQKw/UqItWyYmhVo1laO/ldc0YsPRYh3dt2x7jhaRhPh64OqZyQjy9YQ0fZKAelRcUKdL8bJ0PyMtTDPPMgIwNcJP91BKgcpPR0qw+mARMktr2wWEZ4+L1VYxSWF+ffIcyPMqz/GEpBDd00nOobKyUieiGUlGr2NWT1qXjRgxQpeBn332Wd1fOG3aNF06lttFbm4uIiPbb5GJiIjQj3l5rfuq7ZXVv82uu+66/n0kRDbi6uqqYxGN16m7BSbVFve2yRLfrtwKfZM/ZZT9VRxbSyqBZRzf5ztzsWxbjo7oO1BQhUunJmJiYrBNsoYSYMtyrPQ0LJJ9hokhGBLhb9UM3/4gy7frD5fgy125+HpXPmQlVwpGrp+TgoraJvh5umtAmBhmeclb2s1MSw3TpWAZYSdZQVleXjQiSi+yt1IyifL9ksP8dIm3r0jFc1FVvT5OR6/0pu4ZOXJku88feOABPPjgg+1ukyBw7dq1SEtLw9atW9HU1ITbbrsNJ598Mnbt2tUuO9iW8b3F3tue2f/GHqJ+Jm/mfn5+fJ57QMayFVXVWSwA+HZvvn6cnBRqcfSdI5C5uWeOjcXo2CC8tOqINjR+bsUhjI8PxiVTE2yy11CybdLTUPa/SU9D+TeZkBCCIN+By8hK/0mp1N50rATf7y3Ed3sL9Pa56eG4YFI8co9X8E5PDbM6k6eBYUqYBmmHC6u1AtsY7MreSjlXn/8c0rO0tEbncXPZ2Pns3r1b9/8Zdbb3LyYmRgO7p59+GgEBrRXp//znPxEfH6+VxrKsHBUVhX379rW7X0FB638T8jV71u09hbJfsKv9hdxTSORME0xczBaYVBxf3hRSXDBYyJ6+P50xUsenSXPlrVll2JNXgbPHx2pTbksTXfrrDxvZmyd9+SSDJu1fxiUEIS3Cv9+rpWX825ZjZdiVU4Y1h0p0/5+xBcySUVHILq9DWqS/BnHdXWqXpVvJGMp86syyGiSG+PZrRlb2aYb5eWFycqhd7dGkgREQEGA202ckFcXSjqbtqpLxNWn8KBXJb775pi5HGwPH5cuXw9/fH2PHju2bB9tUDRx51cwXXQA3byBwGBA2TR5Y/+4p5P5CGkxkOSAjI0OvJyYmcgm5OwUmJTLBxHx2bOWBQjS1GDSISo3wx2AiQYM0Q5ZlxlfWHtVCmnc2ZmHFvkL8YlK8tjEZ6CVl6eeXGu6nhR0/7i/UwgxpxRIb5N3nj0X+KJC2L1sySnUZd9XBIqw+WKxfk+ygNImW24dFB2hA2N1eg0ayNWF6WphmICUzK6PtepMJNDcWT/Zlyvu8/HuySTWZc+aZZ2L48OG44447dB+hLB//9re/RUJCggaD4uKLL9ZlZ+lT+MQTT2hLmkceeQQ333wzvL2tm7XdpcYqYPejQPURwMUN8IkBmuuB+kLAxRXwiQVqc4CQCcDC5YBHYP/tKeT+Qhp0Ga/jFfPyHzZZRwJCqSI19yYtkyC+39eaNVo0vPdZQmkRIlWt8lHe2CUos0XPwI5k35nsNZQxbB9ubZ2e8cwPhzA0yh8XTErQgNgWk1BkCogUAUkVrWQMJTiTFjB9ERxKMcmu3HKdy9zUbNCAbf3REslP4IrpSRpYSUA4KjYQU1JCuzWSrjOSBZUm1iv2F+p+Qlk+7i5ZVpc+hjFB3ro/sd3PU9uI6oZmzBwSZrctfsg+eHh44Msvv9RehbKULEvMkj38+uuvTVlB+SifSxAYHR2t2UdpXv1///d/ffdAfKKAmJOB5jpg4hOA1/HtFBX7gbVXAOm3ANGLgB9/AWx/EJj0t/7fUyj9evbs2WPaoDl+/PjenI6IHIQsU0pmLMDL/L61TRml+mYrxRA9LQSQzE5pdQPK61qrQb08XOHu4ooWGFBf3YymFsDD1UUDIFmatEWxh5DHJi1QpBXKF7ty8c3ufG3D8/8+34Nx8UE4c1ysFkQMJAmYE0P9dGby3txKHC2q1j5/aZEBiArw6vZEFPnjSbLDkn2UJWppSi37A19bdwzbssrh5uKCa2en6M+bdTwglIkkfbUMmxzuh6r6Ru1d6Onm2u1el3VNzdrypr6pBW1nk0hVc0l1vf7bDePUErKCrCgtW7bM4jGjRo3CypUr0W9kMHrGO8C5eYBbmz+SAocCk/4JbL0HSL0KGL8U2HK31aftUVAoY10uvfRSrFixQtfI5RexrJ0vWLAAr7/+ukbPRDR4SdZFpk4khppfyvtuT+vG6vlDI3o0kk0CSqkClcBjSlIoIoO8NfDzcHPRbKHsMyurbdTHIpeCynoEeLvrnjDZ52gLsgfuvAnx2qD7wy3ZWHekWAMmuYyNC8IZ42KQGj6wy+gSPKV4uWuWTDJ7UjEtGUMJssL9WzOKMl+4s4BaMrNSNSzZOWncnVtWq897iJ8nYgK98eyKQ1odLP8mN89Lw/DoQC3UGB4T0KcBoZE0uq6ub9aehdKCpjsZSBe4aOAqrx2jspoGfQ1JEZS0HbLVHxVE3dZQ2rqvUJs8dWBoBmqyW697RQCGpv4NCmX5WP5qlCyhrK0LGeVyww034Prrr8enn37ak9MSkQOQStNDhVUaCJgrqDhcVKX9/CQ4kwxad8jvFpk3KzR7Ex3QaVZIlgAjA70xNCpAlzMzS6s1OyfFL7IPLczf0+z+sf4mgaxkzU4fG6OzfiU4lCkdchkdF4izxsYO+B5LCaj9vfy1jZBxXJ40E/fzdNe2NhJQG4Ms2QdaVdekgWRNY5Nm17zcXHWvnWwXkOzaE9/u16yhTA65dUE60iL9tHegtKCRquH+KNSQ6uMJiSG6bcHYqkYyofI6lAknlhngfvwPCp3FXFmvlc2yLC2VxrZq40PUI7JcHDAEWHc1MPFJwOd4u6+yncDGXwORxyes5H0LRC3s36Dw+++/1yAwKSnJdJsEh6+88soJfX6IaHCR7J3MqA23UGAikzaEjCPrTrNqY0uQIG9Pq/rZGUn7lSDfYAyJDND2JbtyynXEWmSA1wn7xwZSdKC3BodnSHC4I1dHvu3MrtDL6NhAXVaW/X4DSYK1qEBvRB3f91nT0KzZt9KaRg34JY8mGTUJoLzcXTWr2DYjJwUZT357QIs+JNCUGdGJOl2kdXm6N0Ul1j5+CToluJV/Y3nNeLu76XK2PN+dBXcSBBokU+jqoiPxjhRXI8jHEzPTwnTPJzOE5JBmvQWsvhj4MAbwCgdaGoDGCiDmFGDCY/LC1z+GMOaB/g0KZXnY3d290w2YXDomGtzkzV+WFc1NepAluQ1HS/X6wm60oWmtZq3RIoLZ6eHtxp9ZS4KRkbGBSAj1we6cCm0TI8uDcUE+Ns0ESRB2zazjweH2XM3S7cyp0IvsvTvLBsGhkGX9QB/rM3qyTP/kt/s1gAz19cSdi4fqPj1ZWo7w98aM1LABmWstr72ZQ8Jbl7frmlqXrUtqNNiTjKe8htoWITUbDJBPJSiU/YiSpZXqcFkGJ3JYwWOA03YAhauAyoOAq2frbSHjfj5m+O3dOmWP/uuVKpobb7wRL7zwgikIlLEucpt8jYgGJ1lOlGVhS9WfUiEqS3TSALg7xRWyZCxZvZ4GhG3JeSTTGBvsoy1TDhdXa2Bo65Fl8nNdPat1WfnzHXlYc6gIu3Iq9GLL4NAaO7PL8fzKw7p0K4HgnYuG6jJ5fkWd7kmU0XQD2cpFspTzh0Uis6S17c3ImEAcLqzSLQQ55bWmrKfsJZSgMNzfU59bCSClYpzLxTQouLi2LhUbl4t7ezpDD2auyBKx7Cd0c3PT7t+6BygnB83NzTr7r21Tx507d8IZZGVlaTuTzMxM7WxOjkNev1IoZWwlwKUk8/bmVWgfPlly62y/nuzRuuf97Zq9uWFOqgZm1pA9blLRLG/yfd0SRJorbz5Wit25FQj28bSL+cBGhZX1uqwswaGx/kEKUs4ZH2f10vlA/PchE0re3pipq1GyZ/CW+WkaeEsxkDQonzM0AkMi7SOYlWXl4up6VNY16XV5mUrQKv/u7D9Ig+79u3ANULKxddm4LelLOOw33T5djzKFUlBCNFhIENhVF3tqDfj251VqYYK5Ag6ZBywBYYivByYmBVv1tNU3yn62Bt3f1R894nw93TEzLVyzm5szSnUJVHrV2UPwL/0EfzkzGaePiTEFh8aClEmJIThrfKxN5+9KoP7qumP46fhUmllpYdqHUJad5WsSfEkxkGSF7YXsOZRimJggWz8Son625R5g7+NA4HDAPaDDXprIgQsKb7+9e2vUROT4ZASYZLZkSdZsRmlP65xjyfhZM+pN7pNdXqsVxLKs119kqXBUXJBmt346UoyM0hqd12yr6mRzweGpo6PxybYcHQ0ofR4liJVsqywry77EgST7BJ9feUhH5sl2zPMnxuPkkVEaTMv2AOO0kjFxQXYRYBM5lZZGYN/fgUU/AhGtk1T6Qv/vCCZygDF3snwgZOmg7fYH+jl4O1hQpW/+5qaIyF5DaUkibU7mpodb9dQVVtVrBm9CQkiPehl2lyzJenu6agNkrZYN9bNZT8POSOB3/ZxUnDYmBp9szdHAULJ0G46WYFZauBaqhPmbr/ruq4zwp9tbZzrLXjzJ+t4wNxXpkQE/FwSV1SA+2EezhAPx70ZEHcgkE3f/Pg0IexwUytgWS/Ly8nr6eIgGnLzJHT58WK/LHlk6kWQIpVWMbNbvqlm19H2zpg2MVI5W1cs+wlBtKTOQxR4yl3fNQWNg6Gt3gY0sGd88Pw3Hiqvx8dYcXU7+8WCRVi3PTY/AaWOi+3x/nPx3INXQsncw73ifyImJwbhyenK7HoDSJNzP0x1TUkMHpNKYiDrhEQB4R7WOtZMpJn2kR/9FP/744ydkWg4cOICnnnqKS8tEg5D0g5Mgztez86Vj2RO46djxNjTDpQNe16TPXWq4L1IHeDawkIBqztBwrD5YpA2Ypc+ePcxR7igpzA+/WZiuzcI/2pKNPXmVWL6vAKsOFumy8uwh4bqfrzfLtxIM7suv1OygNIQW0lvy0qmJJ4wnlKbV8jqYOzSy1xXiRNQLTbWt/Qi/PxkYdhvgm9D+626+QNxpAxMUXn755Z3ePnPmTPzzn//sySmJyE5Jhak0hJbxceb8sK9QlxqlMtWaqlkJLjxcXTE6LthmWbrW9jcRcHEp0rnA9hoYCmml8tuTh2n1t4zPk7nTEhjKRRp0j0sI1pnDMkLP2kki0oRc9iyuPlis+wOFLP0vHB6py9cds4ASDEqWcHJSiF0VlhA57Zi7w/9tvb7joRO/7hs3cEGhOXPnztWZyEQ0eMgSpkyLMJfRkz1o0ptQLBoRZVVmqqCqXluvSL87W5Jed5Jtk22FEmgl2XFgKKQY594lAbq/U5aTpdpbArVvdufrRSaRxIX46FxgacEi+zUlSJSfr66xRdvH5JbX6b+pjHkzkmNmpoZpoUtnexal519Waa3uKxybwBnBRDbnGwtcUNbnp+3ToPDrr7+Gv7999Koiot6rbWjG/rwqXU40t0QphRDS1FqCEJkS0RWZMBLo5YERMfbRBkgyYrM0MHTRYEsKKLz6cUxbb8m/Q3pUgF5kiVcaX2/LKtPm0tIOSKqG5dL1eVp7DkrrGxlNZ2l/YFZZrQbwU1JC7DpoJiIbBIXz588/4bbS0lLs2LEDTzzxRC8fEhHZi2Ml1dqLLsXMZJK2bWgWDIvospJX5tSWVDfofjh7aiQsvQwlMJTHvy+vErF2MP3E2rF+su9PLobjz61UgOeW1+ooOhk52NRs0KV9OTbQ210zgclhvrpfUTKl1hQZeXu0zhu25RxpIqfXVANkvAO4+wGxp7deN0eOSbxgYILC2bNnn3BbSEgI5syZg6lTp/bklERkZ2QP2d7cSs0gmRsJdqCgCpmltTpPdk56RJfnLK1u0GDQXqZftOV9fFSbZMJ25ZQj3M8LgT6OEwRJBlECvtbl3/YFIj0lez9lrJ2MHrT1Uj+R02usALbdD/jEABFzWq+bI8cMVFD48MMP2/TfpqGhARUVFQgLC7O66q6+vh6FhYWIiIiAl1f7PTNlZWWoqqpqd5uHhweioqyroiTHJn0Jx48fb7pOrWSmbEFlHRJDzBeOfHs8Szg9NbTLrJNkCWXpWI6114yTl7ubttTx9XTD1owyDYikkMMZmzPLpBnZryhZSFlmJiIb84kGzm3tqavaXu8jvXoH3LJlC9544w29bN26Ff1NWt/89re/RXBwMJKTk7XR8IcffmjxPkeOHMFdd92FxMREnW24du3aE4659957MXToUEyfPt10ueyyy/rxJyF7Im/48pqSizO++VsaaSdBkrnq4OKqemzJLLO6DY0xS5gaYd8Bhvy8sjdy7rAIvS7LsTJD15k0SUP34xNLpLKZ/10QOYC6AuDoG0DZzh6fokeZwpycHK0yXrFihRaWyC+MyspKLFiwAK+//jpiYmLQH2S/4n//+1+sWbMGY8eOxdNPP42LLroI27Ztw4gRIzq9jwSNkvH76quvMGHCBLPnPu200/Dee+/1y+MmcjRSaZpTXmtx7q70yzMYgBHRAVrxaonheJZQ9hLaa5awLfmdJm1gdF7ysRKd1hLg5YEwf0+7GY3XXySjK1limUMt/14sLCGyU3ufBGqygYmPA03VwJdTWlvVtNQB878AohcOTKbwuuuu01/ye/bs0WBQlnLlelNTE66//nr0l2eeeUa/tyz1yTLfb37zG80A/vvf/zZ7nzvvvBN33303wsO7HrtVUlKiS9PkXCQDnZ2drRe57uyamlu0H570rDMXEMjS4o8HivT6Qiva0EivQ6lgtvcsYUdSUT1vWKTul5QiFGniLcUb8vtvMNIRdjq5xgszUsO0AIeI7NSupcDoP7Rez/oY8I4AflEMTPoHsKdnRb89Cgq///57vPLKKxg+fLjpNrkuty1fvhz9oaCgAMeOHcOsWbNOKHpZv359r88vGcWUlBTNfEoT7s2bN/f6nOQ4b4QykUcug/XNvjukkXF2aa3FiRXrjpSgpqEZEf5e2m+wK8XVDVpcIoGho5HAWNrnnDomWvfXNTYbcKioWps/N7cMrtdLTnkd/Lw8MHNIGEL87Kc6nIg6qC+RlAbgebyoLH85kHgR4OoBRC8Gqg5hwIJCWR52dz/xL0gpzuivpWMpEhEdM37yufFrPTV58mRs3LgR5eXleq7U1FQsXrzY4gxnKVyRDKnxIhlTIkcnQc6e3AptgmxuMoYsLxoLTBYMjzBbmdy2gtXPy83hsoQdybL35ORQnfYx/fiyakZJNTJLalBV1+Twf1DI2EEPNxfMTAtDVCArjYnsmmdw66i78j2tS8fZy35eLq7JbJ1oMlBB4VVXXYUbb7wRubm5ptvkutwmX+sPxqpQWaJuq7GxEW5uvesnJkvSxv2GQUFBeOGFFzTos7THcOnSpXqs8TJy5MhePQYieyABjuwntBQU7Mgu16kY0rtOpoF0paiqASnh/roUOxgE+XpgfGIITh8bo0vnMtavqqFR9x1KllUaeTtagJhfUQcDDJiRFq57CYnIzrm4AkN/DXw5Gfg4BQgYCoRObP3asbeApEt6dNoebRh5++23dQ+hVPPGxcXpL0ApPmlubsbhw4fxzjs/N1TcubPnVTBtyfcRHbN3+fn5pq/1FR8fH814Hj161Owx9913n+5XNJL9aAwMydH3Eu7Jq9C9c5bm5361q/W/wXnpEV3uOatpaNJz2WNfwr7oayjZz5RwP90zmV9Rr82+CyrqNMiSTKI0i5YMY1dNvW0pr7wOBhcDZqWF689CRA5iwiNA7KlAfTEQe3zOsaEFCBkPpF4zcEHhDTfcgIEWGBioBSbffPONVhwbs4bfffcdbr311naTVaRYpDs9BiWobdtyQbKesn9RlpHNkV6HbfsdyhIykSOTJtSyl1CmeZhzuKgK+/OrdHnZmgIT2XeXHOavvf4GdUsjX0+9DI3yR0VtEwqr6jTjKkuymaU1+jtGgsNAbw+LAfdAksckmU1pOyQZwmQGhESOJ2p++5Y0ed+2NrZ2dRu4oPD222+HLfzxj3/UgHDKlCmYMWMGHn/8cb395ptvNh0jlcbr1q0zZShramq0qtiYYZQ9g1lZWRpkykWWiWVsn9xv1KhRyMjI0Cyg9EC8/PLLbfJzEtmiL+GenAp4uLp2kSVs3UsorUq6Wg6W3n4Gg8zpbW1b5Qzk55TlZbkMiQzQ2dEyJi6/sk7nEedV1EJaHvp5uiHY10MDMlv1IZStAqF+XpieFmax9RAR2Sl7aUljK+eddx5ee+01vPzyyzj33HM1Oye9EmVKiVFoaCiio6NNn3/22WfajPqcc87RZeY77rhDP3/xxRf165Lte+6553T/oBzzwAMPYOHChdi0aZMGjUTO4FhxNbLKahAZaD6jJ9NNNmeU6vVTRnWdJSysqkdMsDdinHg8msxPlj2HU5JDcda4WJw2JhbTUkLg7+2Ogop6HCmq0ibgEqQNFFnSl4bccSG+mD8sggEhkaPa1fctaVwMjrYj2k5J9lH2WGZmZmqWkRyH/Ccg2WTjHxXOktUyqmts1n2CFbWNiLGwdPz6T8fw/b5CjI4NxO2Lhlo8pwQ5khk7aXikZsyow/PT3KIFODlltdr7sKS6XvcdSrPs/mruLVXjEojWN7VgRGwAJiSEaNBK5Owc8v27vgT4dChwfmu/WPx0HRAwDBh5N1B5EPjhdODMfd0+LTuTktOTIFDmaDsrCUqk2CApzNdiW5nVB4v1+imjfs7Em1NS3aANkOMtzE12ZjI+LzrIWy8jYwP1+T8q2drSGp03LHsPQ3w9zI4Y7C4phJH9ndqUekgYUsL8umwlREQO0pLGL7G1Jc38W3rdkoZBIZETq65vwq7sCg1C3I+3ferMd3sL0NDcgsRQXwyPDugy81pZ14Sx8UFaoUuWyXMkRR5ykfnQEhgeKKjSAhVj9tDfy73bGWzJDEowKAF6gLe7Nt4eHhOo5yKiQdSSxt0PCBxmu5Y0RIOJjLaTiTkiMjLS1BPTGezPr0Rxdb3FViSyB+27Pa3Pz2ljorsMTmTGsUwuSQpje5PukikichkWHYjc8talZakQluyht7sbAn3ctQ2QuRY3siwtfRIlKJfioUBfDw0GdY7zIOkTSUR21pJGKnRvu+02rF692rQXq62ODaaJ7Jlktvbu3avX2xYtDXYyw3dvbqVWEbtaCPSW7y1AbWMzYoO8MTHx+EglCyQzJYFIf+2NcwZSAS5BtVzk30l6IMr0lKLKBhRX12gWULjARZtOG//1ZEnYz8sdKRF+unQvRT7yORE5QUsaYwYx/eeOLN3Vo98W11xzjfYC/Mc//oGQkK7fJIjI/sg4u4r6RqRayOhJEco3u1vb0MgED0vBo5Bxb76ercuh1DeMPRCHRQfocr8sCctHKRhpOj572d3VRZehZZlYsrRcticahJpqgIx3WpeLY09vvW6OHJN4wcAEhdIH8ODBg+1avxCR45CJGwfyqxDp72VxOfj7fQWobmhGVKAXpiSFdnneouo6DI0K0IIG6nuS9WPmj8hJNVYA2+4HfGJaG1TLdXPkmIEKCmUEnDPtuyIaTFpaDFpc0tDcjABv8y1o6pua8fXxLOFpY+S/ectZQskqSiYxjS1oiIj6nk80cG7Wz5+3vd5HXHu6fPyHP/xBl5CJyLFIVasUMEQHWp5isWJ/oRYshPt7YlpKqFXNqqUhckyg8zarJiJyZD3KFL766qvYs2cP3n77bW342HH5yThijojsi4ye25lVDml/Z2nfmRxnHGl32ugYi+1qhFS6SuWrLB2z/x0R0QBprAIq97cuLbfl6gVEzBiYoPCGG27oyd2IyMYOFVYhu7wWiV00lZaKYylokMrkmWldN/aWxshRgd6ID+EMXSKiAXHkdWDDzUBT5Ylf84nr0fJyj4LC22+/vSd3I7JLsj925MiRpuuDlfSvk72EAV6WJ2VIX8Ivdubq9bPHxXY5VaO5xYDahmZMSw2DRx9N4CAiIgukH+GGm4BxS4GUywF3/w4H9GxiERtYkdOT7Q/StHqw25tbgaLqeqR20S5Gikuk4lhGsE1PDbOqL2GYv5dOOyEiogHQUAq4uAPDft2np+1xULh792589NFH2si6Y7PqF198sS8eGxH1kcLKeuzNq0CEv5fFXoMVtY2mvoTnjo8zOznDSJooV9Q1YtaQMPbGIyIaKJ6hgGcQUH0M8EuybVD4ySef4KKLLsK8efPw1Vdf4eyzz8bmzZuRmZmJ0047PmqFyIEmmhQWFpommnR3xqxDtKDJKUdtQwuiAy1PGfl8Z642RU4K88XExOAuz11W04ggXw8kh3dcuiAion4j71NT/gX8cAYw9BbAN6H91918gOiFAxMUPvDAA3jppZdw6aWX6huoZAwbGxtxyy236BxZIkcir1nJfIs5c+bAzc18Va4jyiqtxeFCaUFjuVVMcVU9ftjXGhyfNyGuy+BYgunSmgZMTQ6FP0epERENrKK1QPlOYMOvANcOs81944GzDg5MUChzYiU7qCdwd0dtbS18fHzw8MMPY/To0T05JRH1VwuanHL9o9LH03Kw+/G2HB2bNiwqACNjArs8t1Qny1i11AhmCYmIBlRzHbD7r8D0/wLJlwGufTNrvkelgnV1dfDz8zNNNzlw4EDrY2xu1gCRiOzD4aIqZJXWdNlQ+lhxNdYeKtbr503sOksoimsakB4VoMvHREQ0gFoaADdfIPWXfRYQ9kn18Zlnnolrr70Wl112GT744ANdfiMi26uub8LOrApd2rXUVkaWgd/emAkDoEvBaVZk/qQgRc5rzbFERNTHPAIBzxCg8iAQMMS2QeGyZctM1//617/id7/7Hf73v/9h+PDheOKJJ/rswRFRz+3Lq7SqBc2WzDLsz6+Ch5sLzp8YZ9W55bxj4oK0uTUREQ2wptrWQpLli4Fhv+mk0MQXiDttYILCM844w3Q9ICAAzz33XE9OQ0T9RIpGpAVNuJ+nxRY0Mp7u3U2tXe9PHhmt/Qa7UlnXqPsTZemYiIhs1Kcw493W6zseOvHrvnEDFxQayf7Bo0ePYsSIEb05DRH1IVkO3pNboRNMUrtoFSPj7KSHYZCPB04dHW3V+WWk3ai4IIRbEUASEVE/8I0FLijr89P2qNCkqqoKl19+Ofz9/U3jwcSFF16ITZs29eXjI+p3UlQhWx/kMhh6FOZV1OFQYTUiA7y7zPh9uj3X1Kja26PrVjxyH29PNwxllpCIaNDpUVB43333ITs7Gxs2bGh3+y9/+Us89FAnaUwiOybzjqOjo/Xi6LOPWxtVV6CppaXL3oHvb85GbWMzEkJ8MDOt63F2oqCyHkMi/JklJCIahHq0fPzhhx9i5cqVSE1NbXf79OnTddIJEdlGZmkNjhXVdNmo+kBBJVYdLNLrl09PgmsX4+yMfQn9vd2ZJSQiGqR6lBYpKipCZGSkXm+73CZ7DGU/E5EjkddscXGxXhz59StFI5IllGSnl4Wl4OYWA17/KUOvzx4SblVbGXleZC9heoS/VcUoRETkJEHh+PHj8fnnn58QFP7jH//AtGnT+u7REQ3QmLsdO3boxZHHNB4rrkF2WW2XWUIpLpHRd36ebla3oJEsYaC3B4ZGs+KYiMju1OYDuV8D+SuAxsqBXT6WcXbnnXce1qxZo58/8sgj+PLLL7F69WosX768xw+GiHqmvqkZu3PK4e3uCg8LjarLahrw8bZsvX7exHgEeHfdCb9FMqnVrTOOg33Zl5CIyK7sfwbYeg8QMBRorgXqC4E5HwCRcwcmU7ho0SJ89dVXOHLkiG7O//vf/w5fX1+sWLECs2fP7skpiagXjhbVaNVxRIDlpd13NmahrrEFKeF+mJMebtW5S6sbNBgcEsXpJURENtXSBBjarGg1NwBb7wWWbAZO3QycsQeY9BSw5Z4enb7HfQpnzJiBjz/+uKd3J6I+UtfYjF055fDzdIe7heppOWb90RLIjo/LpiVabGrdtpq5rLZRq5OtySoSEVE/qisAfjwXmPYiEDxGfku33u7eZnKVRwBgaLbN7GMisq3DhdXagDo5zM9i4PjK2mN6fcGwSIvHtlVQVa/ZxyGR3EtIRGQXTatH/xFYeQ6QdEnr9ZH3AJ+NBEInAc31QNkOYNYbAxcUSpXxs88+i1WrVqG0tPSEr//www89ejBE1D01DU06vUSKQNwstJX5cEu27gsM8/PEeRPirK5mlvNPTQnVsXZERGQH4s4AIucB234PfDEBmPovIOlioGQz4OoBRMwCvFs7xAxIUHjDDTfg+++/xznnnINRo0b16BsTUe8dKazWVjEpFjJ/0pNQKo7FlTOSrJpcIvIr6hAf4qv7D4mIyI7IEvHkp4DCtcD6G4DwGcCExwDPoF6dtkdBoewl3LhxI4YOHYqBJiP2li1bhvz8fIwZMwYLFy7s8j5NTU349NNPsXfvXlx66aVITEzsk/PS4CBtldLT003XHStLWKlZQnPNpyXb9/LaY5Dui7IvcFSsdb8wZLm5xQCMig20WM1MREQ20FAGlO8G3LyAk9cAe58EvhgPTHwCSDhvYINCqTQOD7eucrEvyWi9OXPmICQkBBMnTsRf//pXzJ8/H2+++abZN/N33nkHd999N9LS0jS7KVNXOgaFPTkvDR4y2i4uzrolVXtyuLAKxdX1FjN5Mts4r7wOQT4euGhygtXnzq2oxZCIACSE+PbRoyUioj5x6CVg0+2AT0xrCxopKpnzIZB4QWvW8MirwORnWvcfDkRQeNVVV+mM47/97W9wcxu4vUb33nuvBm5r166Fp6cndu/ejbFjx+LCCy/UvomdiYmJ0f6JIiEhoc/OS2TrLOHe3KrWLKGZP1wySmrw5c48vX7p1ET4dTEL2aiyrhHe7m6aJbRm/B0RkbOqrq5GY2MjgoODO/16fX09PDxkNaePVlxaGlsDwsWrgJBxPweJW+4CFv8ILFoJHPwXsPIsYMnGbp++R4/y1ltvxauvvoqoqChMmjQJkydPbnfpD83NzTpzWQJSCdzEyJEjtS/iu+++a/Z+kgGMj4/v8/PS4CEj3MrKyvTiKGPujFnCMH9Ps6Ps/rfmKJoNBkxKDMGkpBCrziuNqgsq63W+cWQXk1GIiJzZrl27EBERoUkl2abW1ubNmzU+8vf318uNN96oAWKf9CkUPm2ygL6JQFNN63VJEqTfDJz0TY9O36NM4dVXX61PwgUXXGA2Ou5rGRkZGpEPGzas3e3y+U8//TTg55V/3Lb/wJWVPR8rQ7Ylo+22bt1q+iNiILPf/ZUl/Hp3nmYKfT3dcOm0E/fQmlNc1YAQX0+MiA3sw0dMRDS41NbW4uKLL8ZZZ52Ft99+u93XysvLsWTJEpx//vn48ccfNc5YvHgxvL29dRxwr7j7AEN/DXw2Agif2dqCpmgtMP0/7Y/zDOnZ6XtyJ2lFIxFyamoqBooUgoigoPYb5SUoNX5tIM+7dOlSXUInskXFse4lNFNxLJNNPt6ao9cvmpKg+wmt0dTcokvHs9MjNOAkIqLO3X777ZpEmDlz5glB4RtvvKHxw+OPP641GMOHD8fvfvc73aomsYPc1ivjlx5vQbMRcPUEpr0A+Fn/x3+fLx/LaLvAwIHNJPj5tb4BVlRUnBCRG782kOe977779BjjRfYhEg1IljDPfMWxLP++vOYomloMuidwZmqY1eeWYDI+1BdDIjnOjojInPfeew8rV67UoK8zssooRattY4h58+ahpqYGO3bsQJ+Q/YRp1wIpV/RZQNjjoFCWjf/whz+goaEBA0UqhiX1evDgwXa3y+e9aY3T0/N6eXlpYGy8BARw4gMNzIxj6UsoTag7s2JfIQ4UVMHL3RVXTk+yunq+ur5J29aMiQuCpztb0BCR86msrNQEkfHS2R7Ao0eP4pZbbsHrr79uNuNXUFBwQoeWyMhI09fsWY9++0s/v3//+9/6Q0vz6tGjR7e79Ad3d3ecccYZeO2117Q4RBw+fBgrVqxoVyH8xRdf4KWXXurz8xLZWm1Ds2l6SWdZwuKqery3OUuvy9SSMH8vq84rxTWSJZTikvgQnz5/3EREjmDkyJG6lcx4kaXeji677DId4CHb56Q4UbJ/QlYM2waRsle9LWMhir23uevRnkKporGFRx99VNfvpbH01KlTtQehbN686KKLTMe8//77WLduHa699lr9XFK1n332mWl5WNb65etSXSwXa89LZGtHi81PL5HA7tV1x1Df1IIhEf5YMNz6EUdFx4tLRscF2f0vLCKi/rJ79+52PWtlRbCjQ4cOaU3F008/rZ9LOxohvZAffPBB3Wso59i+fXu7+xkzhLGx3e8daPdBofzQtpCSkoKdO3fqpk6ZPCLr+ZLNa9v/57TTTmuXrZQlbonmxT333KMf5fO6urpunZfIlmTCiGQJ/b3cO80Srjtcgp05FXB3dcEvZyabrUruqKGpBZX1jZg3NNLqghQiosEoICCgy3qJvLzW3q9Gssp4xRVXoKioSFcehSScXn75ZZSWlmqnFvHNN99o9rG/VlNtGhTaUlhYmK7nm9NxyVf6BMmlt+elwUuyY8ZKenvNlEmWsLCyHsmdZAnLaxvx1oYMvX7WuFhEB1nfXzC7vAap4X5Ii+B8YyKiviCrjH/5y1+0fZ+sRMqWNJmUdtddd5n6IdsrhwsKifqaZIQ7m4dtV1nCnErNErp1kiV8c30GqhuakRjqi5NHRVl93pLqBvh6umNcQgjcOd+YiKjbJMiTDGDbhIIUr3777be48847tepYso8yble6ltg7BoVEdu5YcQ0KKus6zRJuzijFxmOlkFjxlzOS4W7llofG5haU1jRgZloYIgKsK0ghIqL2ZByuXDpKTk7GBx98AEfDoJCcnhRpGCfSyJ4Se1pCbruXsGOWUNrIvP5T67LxktHRSAyzviFqTnktksN8MSyak0uIiKgVKynI6UnrAJlTKZeObQTsIktYUdfpjON3N2XpfkLZQ3jm2NhuLRv7eLhhQlIIexISEZEJg0IiO2XMEvp6uZ+wLLwrpxyrDhZBcodXzUiCh5V7AuubmlFW24Cx8UGIDLC+IIWIiAY/BoVEdsqYJQzvkCWUYFF6EgrpR5geGWD1Mnl2WS3SIvy5bExERCdgUEhkhyTw251TAb9OsoQfbsnWhtMy6k4ml1iroLJem1RPTAyxOrNIRETOg+8MRHbal1AqjsM7jKo7WFCF5XtbO+NfOSMJ3h5uVp2vqr5Jp51MSAxBiJm5yURE5NwYFBLZaZawY8WxtJH539qjMADaSmZUbJBV52tqbkF+RR1GxQaySTUREZnFoJDIzhwubJ1e0jFL+On2XOSV1+k4uosmJ1i9jzCrrAYJob4YlxBsV+12iIjIvrBPITk9CZSk0aiwddBU09CkFceB3h7tsoQZJTX4YmeuXr90aqLuNbR2H6G/twempoRavdRMRETOiUEhOT0Zc2cMCm3tUEEViqrqkdJmeklziwH/W3MULQZgUlKIXqxRWdeoLWjmpUWekHUkIiLqiMvHRHZCgrjduZUI9vGAa5ss4Ve78jRT6OvppllCa9Q3NusS9PiEEKSGnzgej4iIqCMGheT0ZN9ddXW1XuS6rRzMr0JZTUO76mDZQ/jJthy9ftGUBN1P2BXJLGaV1WJodADGxLcf1E5ERGQOg0JyejLabsOGDXqx1Zi70uoG7Mmr0N6DrseDuBaDAS+vPYqmFgNGxwZiZmpYl+eRoDaztBrxwT6YkhzKfoRERGQ1BoVEdmBvXgUq65raZQJ/2FeIAwVV8HJ3xRXTk6zK+OWU1yHYxwvT08KsLkYhIiISDAqJbExG2UlT6sgAL1PgV1xVj/c3Z+n18yfGI8yKQhHZQyiDSqalhlp1PBERUVsMColsqKXFgF05FahrakaAt4dpCfiVdcd0Akl6pD/mD4vo8jzltY2obWzC1JQw7UlIRETUXQwKiWwoq7QWR4qqERPoY7ptzeFiDRTdXV1w1cxk0x5DSyPsiqvrMTk5VINIIiKinmBQSGQjDU0t2JldDon5jI2lJeP39oZMvX72+FhEB3p3ORJPRtiNjw/G6FhWGhMRUc8xKCSykUOFVTqCLqZN4PfGTxmoaWhGYqgvTh4Z3WVQmV1WixExAZiQFNKutyEREVF3sTyRnJ4UdyQktM4SHqieftKoWrKEAV4ecJfqEAAbj5VgU0Yp3FxccPXM5HZj7jpqam5BRmmNLhfLPkKP4+cgIiLqKQaF5PRkzF1aWtqAPQ9SSLI7pwIl1Q1IOT5tRJaNX1uXoddPHRNtsVhEilMkIEwO88WMtDDONCYioj7B9ALRAMstr8PevEptQSNFJIbjTaqlYESWjc8YE2P2vtLQWkbexQb5YOaQcPh68u86IiLqG3xHIacnQVl9fb0+D15eP/cK7A+NzS3YnlWG5pYWUwua1QeLsT2rXKuNr52VYlpO7nxaSY32IJSAMPD4/YmIiPoCM4Xk9GS03bp16/TS32PupEm1ZPpiglpb0BRV1ePNDa3LxueMj0NcyM+taTqSohIJBGelhyG0zXxkIiKivsCgkGiAlNc0akZQikukMESWgv+z+oipSfXJI6PM3jevvA5e7m6aIYwMsNymhoiIqCcYFBINACkO2ZZVirKaBoT7t2b5vtqVh/35rbONr56VbLaljIyvM8CgRSVxweYziURERL3BoJBoABwrqcHBgmotEJE9i9Kj8KMtOfq1i6YkmM3+ldY06Ai86alhSD5eqUxERNQfGBQS9bOahiZsyyzTQhIfTzdU1zfh+ZWH0WwwYGpyKOYMCe/0fhW1jXqRY9KjAvjvRERE/YpBIVE/25ldgbyKOh1ZJxXE/1t7VHsURgR44YrpSZ1WO0vgWFTdgImJIRgZG8h/IyIi6ncMCon6kVQM78mtQJT0JHR1wff7CrElo0ynldw4J1Uzh53NM5Ygclx8EMYmBA/YlBUiInJuDhcUfvbZZzjllFMwfvx4XHHFFTh8+HCv7/Pggw9i+PDh7S5nnXVWP/4UZE8k6IqNjdVLXwZgEtxtyyjTKmPpSXisuBrvbMzUr10wKb7TPYI6z7i0FqNiAzExKcTiqDsiIiKnDQo///xznHPOOVi8eDGeeeYZ1NbWYs6cOSgtLe3VffLy8pCUlISPPvrIdPnHP/4xQD8V2cOYu6FDh+pFrvcVyRBKs+mYIG+ddfzMD4fQ1GLA+PhgLBwe2ek8Yzl+aHQAJieHcp4xERENKIeaaCIZvUsvvRR33XWXfj5lyhRER0fjX//6F+67775e3ScgIEAzhER9Ib+iDjtzyhHm5wkXuODfKw/rPkIZbXfN7OQTMpLNLQatUJbs4bTUUM4zJiKiAecwmcKqqips3LgRS5YsMd3m6emJRYsW4fvvv+/1fVavXo2JEydiwYIF+NOf/qT3JecgxR8NDQ16keu9JUvAWzNK9WOwryc+2JKFPXmV2o/wVwuGnDCvWHoYHiupRkKIL2amhXGeMRER2YTDZAqzsrL0DTsmJqbd7ZL127lzZ6/uExwcjDvvvBPz5s1Ddna2BoXLli3DTz/9pEFkZ2RWrnFerqisrOzlT0i2IqPt1qxZo9dla4Gb24nFH92xL68Cx4prkBDqi/VHSvDVrny9/eqZySc0n5b9hhml1YgK9MbMIWGmechEREQDzWGCwubmZv3YMUjz8vJCU1NTr+7z//7f/2sXCEyePBmpqal4++23tTClM0uXLsVDDz3Ui5+IBiOZPrIju1wzhLKELO1nxJJR0bpPsC35g0X2EIb6eWH2kHC9DxERka04zPJxWFiYfiwqKmp3u3xu/FpP79MxM5SQkIDk5GTs2rXL7OOR/Yjl5eWmy+7du3vwU9Fg0tjcgq2ZpahuaNKlYikskSXkkTGBOG9CXCcBYS2CfTwxOz0cYf5eNnvcREREDhUUypJvfHw81q1b1+72tWvXamavr+4jZG+ZVCQHBQWZPUayjYGBgaaLFKqQc9ufV4kjRdWICfTBv1Ye0qyhzDm+YU5qu7nGEhBmldUiwNtdA0JzI+6IiIgGksMEheLGG2/Eiy++iAMHDujn//nPf3Dw4EFcf/31pmP++Mc/tusx2NV9JAA0Zv1EXV0dfv3rX+vy8oUXXjjAPyE5KgkAt2WVIdDLHe9uysKe3OOFJfOHwN/b/YSA0N/LHXPSI3QvIRERkT1wmD2F4t5770VGRgZGjx6tWTwJ3P73v/9h7NixpmNyc3PbNafu6j4eHh4IDw/HsGHD9LosLY8cORLffPMN0tLSbPJzkuMuGx8qqMaK/YWQvOD1c1K12KTjkrFkCCUgjA5iQEhERPbDxdAXPTgGWEVFBYqLi3VpWAK5tmTZVxpUp6SkWH0fI6k8DgkJga/vz2/k1pJKZ9mLmJmZqd+DHIcUJP344489rj7emV2GNYeKUVbTiOdWHIL8FyUTS04ZFd2uyjirtAaB3q17CBkQEhHZB75/O2im0Mi4j8/cPsLu3scoLq59MQA5B2kkbXzddHfMXUFlHbZllaO2oRkvrTqiAeGcIeE4eWRUu4BQqoxDfD21yjiSS8ZERGSHHDIoJOpLMtquJ9Ns6puasflYKYqq6vHK2mOob2rB8OgAXDYt0RRcyqSSjJIaRAR4aYYwnFXGRERkpxgUEvXQ7pwKHCqowkdbclBc3YCoAC/cNC8N7m6uplnGMrpOGlbPGhKOED/2ISQiIvvFoJCcnmyrlakmxqyhNUvIOWW12JFVhm/3FGgbGl9PN9y6MF2rio1ZRCkqSQn3w4y0MARyUgkREdk5BoXk9CQg7E6hiewflGXj5fsKsSWzDG4uLrh5Xhqij+8VrGloQm55nS4lT00J5SxjIiJyCAwKibqZVdyuGcJ8/LCvUG+TPYQjYlqLmMprG3UpeWx8ECYlhcLT3aFagRIRkRNjUEjUDceKa/D1rjx8tiNXP188Igpzh0aYGljXNjZhanIIxsQHw63NFBMiIiJ7x6CQyEoVdY34bm8+3t6YhcZmA8bGBWk/QskeZpfVwsPdVZtSD4n073ZrGyIiIltjUEhkBWkts/ZQEZ5fcRhV9U1aUXzD3FRI5/djJdUI9fXC9LQwvZ2IiMgRMSgkssL+/Eo88fV+FFTW65i635w0RJeHjxZXIz7YRwPCMPYgJCIiB8agkKgL0pz6r1/swf78Kri7uuDXC4bAz8sdGcU1SIvyx/TUMFMrGiIiIkfFdzJyerL/LyKitVik415A6Tf41PIDWLG/SD//5cxkRAV6a5/CUXGBmJwcCm+P7s1KJiIiskcMCsnpScPqUaNGdfo8vLMhE6+uPabXzxgTg5ExgSisqsf4hGBMSAqBx/HpJURERI6OQSGRGWsPFmPpF3vRYgAmJYVg7tBwlNY0YHJiCMYlBMOVLWeIiGgQYVBI1Insshrc/s4W1DQ0IznMF+dNiENVfTOmpIRidGwQA0IiIhp0GBSS02tubm435k56EN74yibkV9Qj2NcDl09PQn1TC6amhGBUbBB7EBIR0aDEoJCog9++uw07cyrg6eaKq2YkwdXFBdNSQjEyNpABIRERDVrcJU/UxlPLD+KzHXl6/ZKpCQjy8dQMIQNCIiIa7JgpJDpuY14Tntl6UK+fPiYaiaG+mJLMJWMiInIOzBQSAcioaMa/t9fr2DoJBMfGB2FiEgNCIiJyHgwKyenJxJK/bapDQwuQEuaLBcMiMDEpFOPi2XaGiIicB4NCcmoyseSalzehrB4I8ADOGBeDCYkhmMA+hEREZEZTUxNyc3PR0tJi7hAYDAZkZ2ejoqICjoJBITkt+Q/2tje3YpdWGgML0/wxOSkEk5JC4c5JJURE1MG+fftwySWXICQkBBMnTkRgYCDuvffeE4LDFStWICUlRadlhYeH4/zzz0dVVRXsHYNCclp/XrYbX+7Kg4w7PndCAs6cNhzTUsPh6c7/LIiI6ETff/89zjnnHBQVFWmmUIK/5557Do8//rjpmMLCQpx99tm49NJLUVJSgoyMDGzfvh233XYb7B3f/cgpPb/yEP675qheP3V0NBYMj8CMtDB4e7jZ+qEREZGduummm3DRRRfBy8tLP580aRLOOOMMfP3116Zj3nzzTR2K8Kc//Qmurq6Ijo7GXXfdhddffx2VlZWwZwwKyel8tCUbf/18r16fmx6O00bHYOaQcPh6skMTERF1f0k5Li7O9PmGDRswYcIEeHt7m26bPXs26uvrsWPHDtgzvguSU1m5vxB3vbtNW89MSAzGuRPiMC0lBFvXr9Wvz5o1C25uzBYSETmbysrKdkUhkg00ZgTNeeqpp3Rp+N///rfpNllaDgsLa3ec7Cs0fs2eMVNITmPtwSJc98pGNLUYkB7pj0unJmJ2egRC/Tx1k7ClKjIiIhrcRo4ciaCgINNl6dKlFo9/77338Nvf/hbPP/+8Fp0YyZJxY2Nju2MbGhr0o70nHZgpJKew8WgJrn55AxqaWrQX4dUzkzEnPQIRAV6694OIiJzb7t272y0DW8oSfvjhh7jsssvw9NNP4+qrr273tYSEBGzcuLHdbXl5reNT4+PjYc+YKaRBb1tmGa78z3rUNbYgMdQH185JxfzhkYgO+nm/BxERObeAgABtMWO8mAsKP/roI1x88cX45z//iRtuuOGEr8+fPx9bt25Ffn6+6bbPP/9cl5ClRY09Y1BIg9r2rDJc9uJPqGloRlywN66fk4YFwyMRG+xj64dGREQO5osvvsCFF16I22+/HQsXLsTBgwf1Im1njKQnoSxFS+C4Zs0avPbaa3j00Udx//33w93dvhdo7fvREfXC+iMl+OV/12tAGBPkjZvnp2HhiEjEBDEgJCKi7vvhhx+QmJiI999/Xy9GaWlp+Oqrr/S6h4cHvv32Ww0Cb7zxRs06Pvnkk51mFe2Ni0HGOjiYgoICvaSmpsLX17fP7tOT8xplZWXpPoLMzEy73zPgDH7YV4AbX92E+qYWxAX74FcL0rBoRBQiA09cMpY9hT/++KNenzNnjt1vBCYior7D928HXT6W6h3Z2ClR+plnnonIyEi88MILvb5PT85L9uuLHbm47uWNGhAmh/nijkXpOGVUdKcBoVFwcLBeiIiInJVDLR8//PDDOmLmwIEDmpV7++23dQahlIJLV/Ge3qcn5yX7I0nvl1Ydwf/7bI/2IRwa5Y/bFqZr25kgHw+z95PM4Pjx4wf0sRIREdkbh8oUvvjii7juuus0cBMyambEiBF46aWXenWfnpyX7EtTcwvu/2gnHj4eEI6LD8J9pw7HScOjLAaERERE5GCZQhk8LZcpU6a0u33atGnYvHlzj+/Tk/OSfSmvacStb27GygOtneIXj4zETXPTMDYhGB5uDvV3DxERkc04TFBYXFysHzsbHWP8Wk/u05PzCplhKBcjex9yPZhbztzy+mZkldbCw80FF09JwFUzU5AW4QcXFxerziGFJuvWrdPr06dPZ6EJERE5JYcJCqXEW7QNxERtba3paz25T0/OK2T8zUMPPdSjn4X6Zv/g6z9l4KFlu9DYbECIrweun5OCC6ckItzf8qzKznQcSURERORsHGZtTdq8SOYnJyen3e3yuVQN9/Q+PTmvuO+++1BeXm66yHgcGhgl1Q2aHZQ9hBIQjowJxNJzx+Ca2ak9CgiJiIjIgYJCPz8/Xdr77LPP2mXzvvvuO+0qbnTs2DHs2rXL6vtYe96OZPxN23E4Mh6H+t/3ewtwyt9X4oudeXB1Ac4eH4tnLp2AJWNi4O3B/oJERESDfvlY/OUvf8GSJUswbNgwzJgxA//4xz+0t5x0DG97jOwP27lzZ7fu09UxZFtV9U1Y+vkeXTIWMqHk2tkpuGxaEnw8GQwSERE5TaZQSOZOxshs27ZN9/NJC5lVq1Zpps4oOTkZo0eP7tZ9rDmGbOe7PflY9LcVpoBw/rAIPH3pBFw3J5UBIRERkTOPubNHHJPT9woq6vDHj3fiq135+nmwjweumJGE62anIsi373oPcswdEZHz4vu3gy4fk3NoaTHgpdVH8OQ3+1HT0AzpLDM9JRQ3zUvDjLRweLr3fYKbe0KJiMjZMSgku9HY3IJVB4qw9Is92J9fpbdFBnjhoskJOGt8LIZE+lvde7A7ZMwdxxkSEZGzY1BINs8KltQ04EBeJZ5dcUiDQtnP4Onmijnp4ThzbAxmDAlHVKA3/6WIiIj6EYNCGnDNEghWN6Cwsh5Hiqvw9c58fL07H7WNzfp1mVs8e0g4pqSEYnJyKPy9+DIlIiLqb3y3pQHJBlbWN6G0ugHFVfXILK1FeW0jDhZUYvneQmSX1ZrazJw6OhoJIb4YnxCM0fFBAzK7WApNNmzYoNdlBrYsJxMRETkbBoXU5wFgTWMzquqaUFnXqIFgXkUdKuoaUdPQAhcYUFXXjO/25WNndoXex9vDFWeOjUV6lD8CvT00Q5gabv3s4r5QV1c3YN+LiIjIHjEopB4t/8pSb21DM+rkY2MzqiUTWNOAsppG021ynJuLi/YSDPDygCua8Mn2HPx0uET3DcpEkllp4ZodlExibJAPpqaGIjKA+weJiIgGGoNCOoG0rqxvajEFdxL8SWsYmSoiy75VdY36dblIxbDm81ykOMQN3u6u8PVwR6ifJ9xdW5d+5T4fb83BigOFGiiKyUkhOGdCHHw83FBcXY9h0QGYkhwKP+4fJCIisgkGhU64vNvQ3IL6Rgnqmk3Bn3yUoK9Cgr76JjQcD/jko8RxBrRm/bzc3bRPoAR+Ib6ucHd1MbvMW9PQpI2nv92Tr+cXo2ICce7EOCSF+iK/sl6XlSUYHB03MPsHiYiIqHMMCgcJycBJACeBXutH46UZdQ3NqJZMX10Tahub0Nhs0IBPLk3HM3fC3cUVHu4u2g5GLlL1Kx9dZZ23G+R7Lt9bgC925mmGUaSE++G8CXEYEROIpuYWHC2pRqC3J2YNCUdymO+A7h8kIiKiEzEodABHiqo1mycDCVsMBr00NrVoQYcEfjWS2ZMA73iwJ9dbl2ldWpd2AXi4uWgmTjJ7Euj5ebrrbe59mJ2TYO/Hg0X4dHuuLhmL2CBvnDshTquJJfCT7GFueR2Swnw1Qxjm79Vn35+IiIh6jkGhnZPgbvOxUmSV1eiSrSzkCgmwZDnXzbU12JOPXu6t2T13CfaO7+cbCBKkrj9SovsGC6vq9bZwf0+cNS4W01PCTJnGoqp6LUgZGx+ECYkh8Pawn9Yvvr6+tn4IRERENsWg0AHIfj6pzA3x9YS9FaRszy7HB5uzTb0GA73dccbYWMxNDzdlIWUfowS1EgTOTo9AeqR/t5ek+5P0JZw6daqtHwYREZFNMSikHjmQX4kPtmTjQEHrjGJfTzcsGRWNhcMj4dUmAyj7C7NKa7Ux9dSUMEQHsd0MERGRPWJQSN2SWVqDD7dkY3tWuX4u+xNPGh6JJaOjTxhHJ82rCypb281MSgpBgLcHn20iIiI7xaCQrHKosApf7MjD1qwy/VxWf+ekR+DMsTEI7mRZW8bZSWubiUkhWmRiz+1mZMzdpk2b9PqkSZM45o6IiJwSg0IyS/YC7swpx9e787E3r1Jvk52Ak5NDcM74OEQFdr4UnFveur9w5pBwDIsKsKv9g+bU1NTY+iEQERHZFINCOoG0k/nxQCFWHihCSXWD3iaVzjPSwnTfoLl9gVKFLAUnMqVEjk0K8+OzS0RE5CAYFJKpx+CO7HKsO1yCrZllaJamiAD8PN20wfSiEVE6us5SVjGjtBohvl56PAtKiIiIHAuDQicmLWUOFVZj3eFibDhaolNPjNIi/DB/aKQWiMhYu656KR4rqUZ0oLcuGYezITUREZHDYVDoZJpaWrA/rwpbMks1I1ha0zp5RAT5eGBaSqgu/SaE+FqdYTxWUqPHzxwS1mnRCREREdk/BoWDnOzzyymrxb68SuzLr8Se3ErUNv6cEZQpKBMTQzA9NRQjogO7VRQiI/UySmp0ZJ1kCAPZcoaIiMhhMSgcZMvBUhgigdqx4hrN4MncZGkN01aAtzvGxwdjfGKwBoJdLQ93xtiUWpaZZ6SFw69Dj0JH4+3NptpEROTcHPud3AlJQUdlfZNWCEsAmF9Rp5e8ijrklNWdEAAKCfrSI/y1ibRcUsL8etUmpq6xWauMh0YFYHpqGHw87WeGcU/H3E2fPt3WD4OIiMimGBTaubOfWYVjRTVaDSxLwfVNLTheGNwpaR0TG+yt7WASQ311aTcp1Nc0h7i3quqaUFBZh1GxgZiSEgovd8cOCImIiKgVg0I7J9lAyQy25XJ8CViKOqICvbSJdPTxS1yIT79ND9HHUteICQ4wpYSIiIi6h0GhnXvxyin4dk8eXF1cEOLrqYUhMkPYbQCnhEiGMresDq6u0P2Dw6MdY0pJd8bcbd26Va+PHz+eY+6IiMgpMSi0c7IHcHduuS4ZS1A40KSgRPYPSu/BKcmhSAi1rlWNo6msbB3jR0RE5KwYFJLF5eKy2gYMiQjQJtZBvh58toiIiAYpBoXUaf/BnPJaeMsM49QwDI8J5P5BIiKiQY5BIZ2QHSytadCqZWlqHRnI/n1ERETOgEEhmXoP5pbXwc/LDTPTwjCsh02tiYiIyDE5XFCYn5+PN954Qz+OGTMGF110Edzd3Xt1n3fffRerV69ud5+YmBjcc889GOyaWwza/FqWjIdE+mNMfJAWlRAREZFzcahU0IEDBzSo+/LLL+Hh4YEHHngAS5Ys0ZYivbnPd999hx9++AHJycmmS1xcHAb7SLziqnocLa5GoI8H5g+PxNyhEU4bEMprQy5ERETOyqEyhZK5Gz58OL744gu4urri+uuvx5AhQzQLeMUVV/TqPnLb7bffjsFOgsHSmkbdNyjNr2WpOD0qQItKnJWMuZs1a5atHwYREZFNOUymsLGxEZ9//jkuvfRSDe5EYmIi5s+fj48++qjX9zl06BB+//vf45FHHsGaNWsw2DS1tKCwsh6Hi6rRAgOmJofitDHRGBMf7NQBIRE5gdp8IP97oHAt0HLifHiHULGv9WeoK2z9vL4YyP8BKN9j60dGg4jDZAozMjJQX1+PtLS0drfL5x33A3b3Pi4uLggNDYW3tzcOHz6MBx98ENdddx2eeuops49HziuXfm9+bGg5fjl+vZuTSKrrmzQzKLOTQ/08MTM1BMnhfjoVxXR+IiJHVHUEqDwgv8gsH2cKBKuAnC8AV4d562v/PiCK1rU+fuPP1FgJVB0CXKz4494jEAibBrg4TD7oRI782B2ATf/LkCXc9evXWzzm/vvvR3h4OGpqavTzgICAdl8PDAw0fa0ja+9z7733IikpyfT5xRdfjJNOOglnn302Fi1a1Om5ly5dioceegj9Ln85YqozdaKJf1PXe96aW1pQ29iM2oYWtLS0INTTDUP8PBER4I0wfw94yC+O4v5/2I6kuaUZx44d0+vyOnBzZeaUaFBz1GyhuccvbxAGK36m+pLWoNiRxSwG3NgqbVAGhRLsSVGHJcbN/8bArqysrN3XS0tLTwj6jKy9T9uAUCxYsAAJCQlYtWqV2aDwvvvuw5133mn6PDs7GyNHjsRA7w+UZeH6phbUN7agsaVFZyT7eLghNsRbx+IF+3rA18PB/iq2gerqals/BCLqCXdfIHy6pJAsH+fq1Ro4GcwXJto9V0+gpcH8511lVasO99tDo8HBptHCySefrBdryF5Af39/7N27V6uHjeRzc8FYT+5j1NDQoHsSzfHy8tKLUUVFBfpF5Hzk5WQiv7wOgQYPbSHT1GxA6/+5wMvdFT5+bgj390RCgLcuEUswyH2C3dDcjJJD/q3XY2ZL5Un//FsSUd9z7U7XgEHw33bHpW9rl8KDRwGBwyXNCIfmwiRHf3KYZ1cKRc4//3z873//w0033aT7/7Zv3657Az/44APTcW+//TaOHj2qVcfW3KepqUk/nzdvnukcxp6G1gas/cnVzR1xoUHw8/aBm6sEgW7w83SDj6e7Npr293LX/YFsNN0LBlcYjL9o5A2Gy8dENBjp77ZBEBhTv3ExyBqkg8jLy9PgzdPTExMmTNDK4tNPPx0vv/yy6RgpEFm3bh127txp1X2kX+Fpp52mhSKjRo3S4pSVK1fiD3/4g+5ntFZWVpYuOWdmZiI+Pr4ffnrqL/Ia+PHHH/X6nDlztEUNERE5B75/O2hQKGpra7XnoHE6yezZs9t9/dtvv9VA8PLLL7f6PmLz5s3YsmULQkJCMHXq1G4HdnxROS4GhUREzovv3w64fGzk4+OD8847z+zXOysM6eo+YuLEiXohIiIickYOFxQS9Qdjc3MiIiJnxaCQnJ7sIZw7d67TPw9EROTcmB4hIiIiIgaFRERERMTlYyIdB2hsYTR69GjuLyQiIqfEPYXk9KQrU0lJiT4PDtahiYiIqM9wTyERERERMSgkIiIi6g4ZirFp0yYcPHgQgwkzhURERERW+vDDDxETE4OLL74YkydPxqxZs1BUVITBgEEhERERkZUj8S677DI88MADOHDggH5eXV2NW265BYMBg0IiIiIiK7z55pvw9vbGrbfeqp/7+/vjjjvu0OxhWVkZHB2rj/uwrYnIzc3tq1PSAGlubkZhYaFel7/6ZMIJERE5B+P7dnl5OQIDA023e3l56aWtLVu2YOzYsXB3/zl8mjp1KpqamrBjxw7MmTMHjoxBYR/Jz883vTiIiIjIsYwePbrd57JE/OCDD7a7TdqXhYWFtbvN+LmxtZkjY1DYRyZMmID169cjKiqqT5sfV1ZWYuTIkdi9ezcCAgL67LzE59lW+Jrm8zyY8PXs+M+zrPRlZGTo+dtmADtmCYWHhwfq6upOqEQWnp6ecHQMCvvqiXR3x5QpU9DXKioq9GNcXFy7tDbxeXZUfE3zeR5M+HoeHM9zYmKiVcclJSVh1apV7W7Lzs7u1jnsGQtNiIiIiKywePFibN++HceOHTPd9vHHH2uwOmLECDg6ZgqJiIiIrHDmmWdi5syZOPfcc3H//ffj8OHD+Nvf/oaXXnqpT7eO2QqDQjsnexpks2tnexuIz7Mj4muaz/Ngwtezcz3Prq6u+OKLL/DYY4/hueee06Xs999/H2eddRYGAxeDwWCw9YMgIiIiItty/FwnEREREfUag0IiIiIiYlBIRERERCw0sSsyPkcGa7cVExODtLS0E47ds2ePNtCUDuzSTLMz1hxDMI23y8vLQ3p6OoKCgvi0dIN08ZeGsh3JdJ+OzVxlNujBgwcRHR2N+Pj4Ts9nzTHONi3pwIED+t9xcHCwxdfvkCFD+v2YwUoaEMvvYGktIr3o2uJrvO/If99HjhxBQkICwsPDOz2msbERO3fu1BnD5tq89NUx1IEUmpB9GDVqlCElJcUwa9Ys0+Wxxx5rd8zRo0cNY8eONYSHhxuSk5MNUVFRhu+//77bx1Cruro6wy9+8QuDj4+PYcSIEQZvb2/Dk08+yaenGz788EODq6tru9etXAoKCtodJ69leX7leZbn+6KLLjLU19d3+xhnsWXLFsOFF15oiIyMlGJAwxdffHHCMfLcyHPU9vXb8XdGXx0zWOXn5xtuv/12Q0xMjP7c99xzzwnH8DXee7t37zacfvrphpCQEMP48eMNfn5+hnPOOcdQXl7e7rjly5fre5a8d4WFhel7mbyn9ccxdCIGhXYWFHYVkMyePduwcOFCQ0NDg37+29/+Vl/wbf/DsuYYanX//fcbYmNjDVlZWfr5smXL9A149erVfIqsJG+Y8gvekh9++MHg4uJi+Oqrr/TzY8eOabDz0EMPdesYZ/Laa68Z3nzzTUN2drbZoPDBBx80REdHGzIyMvTzzz//XJ/DFStW9Pkxg9X69esNTzzxhKG4uFh/B5sLCvka752PP/7Y8Omnn5o+z8vLM6Smphquv/56023yHiXvVb/73e/0c3kPW7BggWHOnDl9fgx1jkGhHZFfSH/605/0l1ROTs4JX9+/f7++OXz77bem24qKigzu7u6GV1991epj6GcSEEpg2Jb8FXvttdfyabKS8Q1TMgHbt2831NbWnnDMlVdeaZg+fXq72+666y5DUlJSt45xRoWFhWaDwsTERMO9997b7rbJkycbrrrqqj4/xhl0FRTyNd635L9vyUwbvfLKKwYPDw9DaWmp6bYvv/xSX/8HDhzo02Ooc6w+tjNPPPEErr/+egwdOhTTpk3D3r17TV+T/S5i0qRJptvCwsKQmppq+po1x1CrgoIC5OTktHuujHvh+Fx1j+yFlU7/0uU/JCQEf/nLX9p9XZ7Pzp5nGRVVWlpq9THUfp9bRkaGxddvXx1DfI33h40bN+r+VSN5vcl7Vdv9rPI6NH6tL4+hznGiST/atGmTbl42RzbhG1+o4u6778bFF1+sHdvLy8txwQUX4LzzzsPWrVv1WPnl7ebmdkIhhAR98jVhzTHUyvh8yHPD56rnZMO4/HI3BhXS7V+6+0uRyNVXX216rjt7no1fk0DSmmOoe6/fvjrG2fE13vf+9a9/YdWqVVi5cqXpts5+B0hgJ1NE2r5e++IY6hyDwn4kY3Ckms8cedHKIG2jq666ynRdgrpHH30UEyZMwLZt2zBlyhStIG5ubtaKqrZVnRJ4Gj+35hhqZazIlgrttvhcdU/HDNOpp56Ks88+G2+99ZYpKJTnurPnWbR97XZ1DHXv9dtXxzg7vsb7loyF+81vfoPnn38eM2bMMN3e2e+AhoYGtLS0WPw90ZNjqHMMCvuRvCn2RlRUlH7Mzs7WoNDYJkGWPJOTk03HyeeJiYl63ZpjqJW0npCsqjy/bcnnfK7Q69du260P8rrs7HmWX97SesbaY+hnsbGx+txYev321THE13hf+fDDD3HppZfi6aefxjXXXNPua/I7YNmyZSe8DkXb97i+OIY6xz2FdqKmpkaKftrd9vXXX+vHUaNG6Uf5i8rPzw+ffPKJ6Zi1a9fq3rjFixdbfQy1kt5Vc+bMafdcSXbkm2++4XPVDR17azY1NeGHH37QvnpG8tqT13N9fb3pNsmSz58/35SpsuYY+pk8J/PmzWv3+pXsyFdffWV6/fbVMc6Or/G+If89yxapf/7zn7jhhhtO+Lq83qQv5/r169vdx9/f35RR7KtjyAwzBSg0wNasWaO93V544QVtyfH//t//M/j7+xtuvvnmdsc98sgjWgX33HPPGd566y1DWlqa4dxzz+32MdRq1apVWqV29913a8uEk08+WftasX2P9aSXnvH5e++99wyLFi0yBAcHG3bu3Gk6pqSkRCtcTzvtNMMnn3xiuPPOOw2enp6GtWvXdusYZ6s6/vHHH7WNh/yqfvzxx/Xztr3W5LmR50jaTsnzf+qpp+pz2Lbqsq+OGaykXYk8r3KRPrGXXXaZXt+2bZvpGL7Ge++bb77R19gvf/lL0/Mtl47/fct71ZAhQ/S969lnn9X3skcffbRfjqETucj/mAsYaWBJVdQLL7yg0xxkk74UmZxxxhknHPf666/j7bff1ozKSSedhNtvv12LU7p7DP2cSZWlDJnkINmte++9VyfJkHXkNSav2+XLl+ueHXkOb7vtNkRERJywfPPII49g165d+vzeeuutWmHf3WOcxXfffYcHHnjghNsvv/xy3HTTTabPf/rpJzz11FPIzc3VVYV77rlHt0a01VfHDEZSeCCFUR3JcyB73gRf431TWPLaa6+dcHtAQIAWpxnJc/33v/9df5/Ie9ZFF12Eyy67rN19+uoYOhGDQiIiIiLinkIiIiIiYlBIRERERAwKiYiIiIhBIREREREp9ikkIiIiIgaFRERERMSgkIiIiIgYFBKRo9q8eTNWrVpl08fw/fff49ixY/12/tWrV+PAgQP9dn4iora4p5CI7N7GjRs1QGrrP//5Dx5//HGbPaa9e/fqHNfAwMB++x4yZefCCy/USTFERP2NQSER2b0XX3wRTz75ZLvbJk2ahDlz5tjsMd1///247rrrEBIS0m/f4/zzz0dNTY2OrCQi6m/u/f4diIh6YceOHTh06BAqKyvx1ltv6W0LFizAuHHjNGBqO7tXRrnL7OWtW7eivLwcc+fO1dmqcl/JNHp6emLmzJnw9vY2+30SEhIwfvx4uLm5mX1MMqP5o48+wp49e/rk+8sS9M6dOxEWFoaJEyfqcW1nHT/zzDO45JJL+Doion7FoJCI7JoEXkeOHNEB9xKICQm8ZPk4KysLs2fP1tuee+453WdYUVGBkSNHaoAngdmjjz6KBx54ACNGjMD+/fvh6+urAZyPj4/eTwI2WaKVoGzChAl6jARyy5YtQ3R0dKeP6YsvvkBMTAzS09NNt/X0+z/88MN6jPwcVVVVev/3338faWlp+vWTTjoJDz74IEpKShAaGtrvzzcROS8GhURk1yRgW758OYqKikyZQnMOHjyoWbqhQ4eioaFBg7Zf//rX2LZtG1JSUjSzKB/ffPNNXHPNNXqfu+66Cy4uLhrESYZO9u9dcMEFevtrr73W6feR4E8Cv95+/8bGRvzlL3/Bp59+isWLF+s5pLCktrbWdM4xY8boY9q0aZPpGCKi/sCgkIgGDVlWloBMSIAnS7Gurq4aiAnJ0o0dO1YzdqKpqUkDv1tuuQWffPKJLv/KJT4+Hu+9957Z7yMBamd7Cbv7/eVrXl5eunS9cOFC/bxt9lFIIYssZcv3JCLqTwwKiWjQ6BioScDl7+9/wm11dXV6vaCgQLN3kt3LzMxsd9z8+fPNfh85Z2FhYa+/vwR7r776Ku68804sXboU8+bN04rmX/ziF6bj5djm5mZd0iYi6k8MConIaUmgJUvH119/vS5TW0uygevXr++Tx3D22WfrRZaNZa+iVDRnZGRooChkP6UYNmxYn3w/IiJz2JKGiOyeZNuM2bW+DgqlGvj555/XZeOOFcbmyFLv7t27UVpa2qvvL3sHjeeQZePf/OY3GiCuW7fOdIxULScmJp6wrExE1NeYKSQiuzd58mTtVfjss89qBa7s3esrck4J8qTKVwpMJPj87rvvkJqaiqeeeqrT+0yZMkVb4kj/wJtuuqnH31sqnyUoPeuss7SgRKqppfJYKquN5HtI9pCIqL8xKCQiuydLu5JVW7t2rbZskZY00rzaWMAhpk2bdsLkj856AkrvwLatZqTwY9euXfjf//6nS8Lh4eGasTvllFMsPqY//vGP+NOf/oQbbrhBC0R68v0jIyN1Wot8bxnZJ3sSv/76a72fkGyk7HfsquqaiKgvuBg6rpkQEZFV7r77blxxxRUaWPaHl156SZfOL7roIv6LEFG/Y1BIRERERCw0ISIiIiIGhURERETEoJCIiIiIGBQSERERkWLzaiIiIiJiUEhEREREDAqJiIiIiEEhERERETEoJCIiIiLFQhMiIiIiYlBIREREBML/B9O1jx6GwFP6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "group = pp.group_segments([erpd_conf, erpd_cong], name=\"all cues\")\n", "group.pupil.plot();" ] }, { "cell_type": "markdown", "id": "987e17a3", "metadata": {}, "source": [ "## Subtractive and divisive baseline correction\n", "\n", "By default, `baseline_correct()` subtracts the baseline, so the ERPD is the change in the units of the data. With `method=\"divide\"`, the segments are divided by their baseline, so the ERPD is the ratio to the baseline (1 = no change; `method=\"percent\"` gives the change in %). Within one recording, both give nearly the same curve: the baselines of the trials are similar, so dividing by them only changes the units. The difference matters when comparing recordings whose pupils differ in size, or whose units differ (e.g., between eye trackers or camera distances): the same dilation in units is a larger relative change for a small pupil than for a large one.\n", "\n", "Here, we compare two participants of the RLMW study (a reinforcement-learning task; the full dataset is on [OSF](https://osf.io/ca95r)) whose pupils differ about threefold in size, with segments around the stimuli. Their EDF files are downloaded from OSF. Divisive correction needs the pupil size in its original units, so these data are not z-scored:" ] }, { "cell_type": "code", "execution_count": 16, "id": "d0385d85", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:04.290951Z", "iopub.status.busy": "2026-11-10T13:35:04.290789Z", "iopub.status.idle": "2026-11-10T13:35:26.143429Z", "shell.execute_reply": "2026-11-10T13:35:26.142658Z" } }, "outputs": [ { "data": { "text/plain": [ "{'014': 451, '018': 1479}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# EDF files of participants 014 and 018 (https://osf.io/ca95r, data/eyedata/edf);\n", "# pass cache_dir= to from_eyelink() to keep the downloads\n", "urls = {\"014\": \"https://osf.io/download/6598031a03446185e268f53c/\",\n", " \"018\": \"https://osf.io/download/659803212a6560886c0bf2a0/\"}\n", "participants = {}\n", "with pp.nologging(): # no messages about the downloads\n", " for name, url in urls.items():\n", " p = pp.EyeData.from_eyelink(url) | (pp.pupil.blinks_detect() | pp.pupil.blinks_interpolate()\n", " | pp.pupil.lowpass_filter(cutoff=5))\n", " participants[name] = p.get_segments(p.get_epochs(\"S_\", (-500, 3000) * u.ms), \"left_pupil\")\n", "\n", "# mean pupil size in the baseline window (-200 to 0 ms)\n", "{name: round(float(seg[\"left_pupil\"][(seg.tx >= -200) & (seg.tx < 0)].mean()))\n", " for name, seg in participants.items()}" ] }, { "cell_type": "code", "execution_count": 17, "id": "cd851a62", "metadata": { "execution": { "iopub.execute_input": "2026-11-10T13:35:26.146226Z", "iopub.status.busy": "2026-11-10T13:35:26.145873Z", "iopub.status.idle": "2026-11-10T13:35:26.648411Z", "shell.execute_reply": "2026-11-10T13:35:26.647627Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:26\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mbaseline_correct\u001b[0m:\u001b[36m361\u001b[0m | \u001b[1mBaseline correction (subtract) applied using window [-200. 0.]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:26\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mbaseline_correct\u001b[0m:\u001b[36m361\u001b[0m | \u001b[1mBaseline correction (divide) applied using window [-200. 0.]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:26\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mbaseline_correct\u001b[0m:\u001b[36m361\u001b[0m | \u001b[1mBaseline correction (subtract) applied using window [-200. 0.]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mpp: 14:35:26\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mbaseline_correct\u001b[0m:\u001b[36m361\u001b[0m | \u001b[1mBaseline correction (divide) applied using window [-200. 0.]\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "for name, seg in participants.items():\n", " seg.pupil.baseline_correct((-200, 0), inplace=False).pupil.plot(ax=axs[0], label=name)\n", " seg.pupil.baseline_correct((-200, 0), method=\"divide\", inplace=False).pupil.plot(ax=axs[1], label=name)\n", "axs[0].set(title=\"subtractive\", ylabel=\"change (pupil units)\")\n", "axs[1].set(title=\"divisive\", ylabel=\"ratio to the baseline\")\n", "axs[1].legend();" ] }, { "cell_type": "markdown", "id": "39c81771", "metadata": {}, "source": [ "The pupil of participant 018 is about three times as large as that of participant 014 (baseline about 1480 vs. 450 units). After subtractive correction, the response of participant 018 looks about five times as large (about +126/−105 vs. +27/−21 units), and that of participant 014 is hardly visible. After divisive correction, the responses are of similar size (about +9 %/−7 % vs. +6 %/−5 %): most of the difference in units was due to the size of the pupil. What remains are differences in the time course of the responses.\n", "\n", "Divisive correction is sensitive to small baselines, e.g., when the baseline period is distorted by a blink, which is why subtractive correction is usually recommended within a recording (Mathôt et al., 2018, *Behavior Research Methods*). To compare participants or eye trackers, the relative change can be the more meaningful measure." ] }, { "cell_type": "markdown", "id": "a9d17d6b", "metadata": {}, "source": [ "The segments hold the gaze as well (`d.get_segments(epochs)` cuts all channels). The tutorial [Gaze in regions of interest around events](rois.ipynb) shows how to analyse where participants look after the events, and how to combine it with the pupil." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.15.1" } }, "nbformat": 4, "nbformat_minor": 5 }