{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from collections import OrderedDict #sorting participant df dict before pd.concat()\n", "import matplotlib.pylab as plt\n", "%matplotlib inline\n", "pd.options.display.mpl_style = 'default'\n", "\n", "TASK_NAMES_USING = [\n", " 'T1_SMS_5', 'T1_SMS_8', \n", " 'Ticks_ISO_T2_5', 'Ticks_ISO_T2_8',\n", " 'Ticks_Linear_5', 'Ticks_Linear_8',\n", " 'Ticks_Phase_5', 'Ticks_Phase_8',\n", " 'Jits_ISO_5', 'Jits_ISO_8',\n", " 'Jits_Phase_5', 'Jits_Phase_8', \n", " 'Jits_Linear_5', 'Jits_Linear_8',\n", " 'ISIP_5', 'ISIP_8', \n", " 'Improv_Metronome',\n", " 'Improv_Melody', \n", " ]\n", "\n", "pid_exclusions = {k: [] for k in TASK_NAMES_USING}\n", "\n", "REMOVE_TASKS = ['Ticks_Pract_8', 'Ticks_Pract_5', \n", " 'Practice_Tick_8', 'Practice_Tick_5',\n", " 'Jits_Pract_8', 'Jits_Pract_5',\n", " 'Practice_jittr_8', 'Practice_jittr_5',\n", " 'Pattern_Practice', ]\n", "\n", "PRACTICE_TASK_NUMBERS = [0, 1, 11, 24, 25]\n", "PITCH_R_PAD = 48\n", "PITCH_L_PAD = 38\n", "#PITCH_TICK = 42\n", "\n", "CHANNEL_TAP = 1\n", "CHANNEL_PIANO = 2\n", "CHANNEL_LOOPBACK = 5" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#EXPECTED_LOOPBACK_COUNTS = {\n", "# 'T1_SMS_5': 130,\n", "# 'T1_SMS_8': 120,\n", "# 'Ticks_ISO_T2_5': 130,\n", "# 'Ticks_ISO_T2_8': 120,\n", "# 'Ticks_Linear_5': 170,\n", "# 'Ticks_Linear_8': 170,\n", "# 'Ticks_Phase_5': 170,\n", "# 'Ticks_Phase_8': 170,\n", "# 'Jits_ISO_5': 360,\n", "# 'Jits_ISO_8': 360,\n", "# 'Jits_Phase_5': 510,\n", "# 'Jits_Phase_8': 510,\n", "# 'Jits_Linear_5': 510,\n", "# 'Jits_Linear_8': 510,\n", "# 'ISIP_5': 40,\n", "# 'ISIP_8': 30,\n", "# 'Improv_Metronome': 140,\n", "# 'Improv_Melody': 162,\n", "# }" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def participant_df(csvfilename):\n", " '''\n", " clean up some of the raw CSVs' idiosyncracies \n", " and load into a one-participant DataFrame.\n", " '''\n", " import os #getting csv file paths\n", " from StringIO import StringIO\n", " csv_lines = open(csvfilename).readlines()\n", " csv_edited = ('csv_line,stamp_type,' +\n", " 'run_count,task_id,task_name,i,channel,pitch,velocity,micros,blank' + \n", " '\\n')\n", " for idx, line in enumerate(csv_lines):\n", " # Lines not to parse: per-task headings, end markers, non-timestamped targets\n", " # (silent, unused targets in ISIP timestamped micros=0 in early admin software version)\n", " if any(s in line for s in ['[', 'taskRunCount', 'end,end,end', 'IntervalOut,X,X,0']):\n", " continue\n", " line_number = str(idx)\n", " if ('IntervalOut' in line):\n", " stamp_type = 'target' \n", " line = line.replace('X,', ',') \n", " line = line.replace('IntervalOut,', ',')\n", " else:\n", " stamp_type = 'midi' #this doesn't distinguish between performance (ch1) and loopback (ch5)\n", " #...let alone left/right tap!\n", " csv_edited += (line_number + ',' + \n", " stamp_type + ',' +\n", " line)\n", " df = pd.read_csv(StringIO(csv_edited), \n", " index_col = ['task_name','csv_line'], #was taskname, stamp_type, csvline\n", " header = 0, \n", " )\n", " df = df.drop('blank', axis=1)\n", " return df" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "#list files in subdir that end in .csv\n", "import os\n", "\n", "path = './csv_raw_data'\n", "allfiles = os.listdir(path)\n", "csvfiles = [os.path.join(path, f) \n", " for f in list(allfiles) \n", " if os.path.splitext(f)[1]==\".csv\"]\n", "\n", "#something fails at this point when running on Wakari \n", "#(so, maybe any linux platform?) - the file names are correct,\n", "# but participant_df(f) returns blank dataframes.\n", "sub_dfs = {os.path.basename(f)[3:6]: participant_df(f) \n", " for f in csvfiles}\n", "sub_dfs_sorted = OrderedDict(sorted(sub_dfs.items(), key=lambda t: t[0]))\n", "\n", "dbase = pd.concat(sub_dfs_sorted.values(), \n", " #axis=0, #defaults\n", " #join='outer', \n", " #join_axes=None, \n", " #ignore_index=False, \n", " keys=sub_dfs_sorted.keys(), # participant id strings\n", " #levels=None, \n", " names=['pid'], \n", " #verify_integrity=False\n", " )" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['015', '016', '017', '018', '019', '020', '021', '022', '023', '024', '025', '026', '027', '028', '029', '030', '031', '032', '033', '034', '035', '036', '037', '038', '039', '040', '041', '042', '043', '044', '045', '046', '047', '048', '049', '050', '051', '052', '053', '054', '055', '056', '057', '058', '059', '060', '061', '062', '063', '064', '065', '066', '067', '068', '069', '070', '071', '072', '073', '074', '075', '076', '077', '078', '079', '080', '081', '082', '083', '084', '085', '086', '087', '088', '089', '090', '091', '092', '093', '094', '095', '096', '097', '098', '099', '100', '101', '102', '103', '104', '105', '106', '107', '108', '109', '110', '111', '112', '113', '114', '115', '116', '117', '118', '119', '120', '121']\n", "['ISIP_5', 'ISIP_8', 'Improv_Melody', 'Improv_Metronome', 'Jits_ISO_5', 'Jits_ISO_8', 'Jits_Linear_5', 'Jits_Linear_8', 'Jits_Phase_5', 'Jits_Phase_8', 'Pattern_Record', 'T1_SMS_5', 'T1_SMS_8', 'Ticks_ISO_T2_5', 'Ticks_ISO_T2_8', 'Ticks_Linear_5', 'Ticks_Linear_8', 'Ticks_Phase_5', 'Ticks_Phase_8']\n" ] } ], "source": [ "for t in REMOVE_TASKS:\n", " dbase = dbase.drop(REMOVE_TASKS, axis=0, level='task_name')\n", " \n", "pid_list = sorted(list(dbase.index.get_level_values('pid').unique()))\n", "print(pid_list)\n", "task_name_list = sorted(list(dbase.index.get_level_values('task_name').unique()))\n", "print(task_name_list)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# promote task_name above pid to top of index hierarchy\n", "dbase = dbase.swaplevel(0,1, axis=0) \n", "dbase = dbase.sort()\n", "#This puts the tasks in alphabetical order, but we'll need to get the original\n", "#task presentation order eventually. Can't use run_count easily (because it \n", "#goes back to 1 if the machine was reset), but we could compare the \n", "#min(csv_line) for each task, since that doesn't reset.\n", "\n", "dbase.loc[(dbase.channel==CHANNEL_TAP) & (dbase.pitch==PITCH_R_PAD), 'stamp_type'] = 'tap_r'\n", "dbase.loc[(dbase.channel==CHANNEL_TAP) & (dbase.pitch==PITCH_L_PAD), 'stamp_type'] = 'tap_l'\n", "dbase.loc[(dbase.channel==CHANNEL_TAP) \n", " & (dbase.pitch != PITCH_L_PAD) \n", " & (dbase.pitch != PITCH_R_PAD), 'stamp_type'] = 'tap_trigger_error'\n", "dbase.ix[dbase.channel==CHANNEL_PIANO, 'stamp_type'] = 'piano'\n", "dbase.ix[dbase.channel==CHANNEL_LOOPBACK, 'stamp_type'] = 'loopback'\n", "\n", "assert set(dbase.stamp_type.values) == set(['loopback', 'piano', 'tap_r', \n", " 'tap_l', 'tap_trigger_error', \n", " 'target'])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# removing duplicate tasks manually from CSV files-- running out of memory\n", "# while trying to do this in pandas (below)\n", "\n", "#grouped = dbase.groupby(level=['task_name', 'pid'])\n", "#\n", "#def select_rerun_tasks(df):\n", "# trc_min = df.run_count.min()\n", "# trc_max = df.run_count.max() \n", "# df['trc_min'] = trc_min\n", "# df['trc_max'] = trc_max \n", "# subset = df.loc[df.trc_min != df.trc_max]\n", "# return subset\n", "#\n", "#db_duplicate_issues = grouped.apply(select_rerun_tasks)\n", "#\n", "#dbdi = db_duplicate_issues.loc[(db_duplicate_issues.stamp_type=='loopback')\n", "# & (db_duplicate_issues.task_id != PRACTICE_TASK_NUMBERS[0])\n", "# & (db_duplicate_issues.task_id != PRACTICE_TASK_NUMBERS[1])\n", "# & (db_duplicate_issues.task_id != PRACTICE_TASK_NUMBERS[2])\n", "# & (db_duplicate_issues.task_id != PRACTICE_TASK_NUMBERS[3])\n", "# & (db_duplicate_issues.task_id != PRACTICE_TASK_NUMBERS[4])\n", "# ]\n", "#\n", "#dbdi.to_csv('duplicate_issues_v3.csv')\n", "#currently: remaining duplicate issue is pid 013, improv_metronome. Couldn't\n", "# resolve this based on my notes-- listen to the audio recording." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Convert timestamps to milliseconds relative to start of task\n", "grouped = dbase.groupby(level=['task_name', 'pid'])\n", "def compute_within_task_millis(df):\n", " df_loopback = df.loc[df.stamp_type=='loopback']\n", " start_micros = df_loopback.micros.min()\n", " df['task_ms'] = (df.micros - start_micros)/1000.\n", " return df\n", "dbase = grouped.apply(compute_within_task_millis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing intervals within task+pid+stamptype (mainly useful for ISIP tasks)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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run_counttask_idichannelpitchvelocitymicrostask_ms
task_namepidstamp_typecsv_line
ISIP_5015loopback8777 12 5 0 5 42 127 1338601736 0.000
8778 12 5 1 5 42 127 1339101656 499.920
8779 12 5 2 5 42 127 1339602176 1000.440
8780 12 5 3 5 42 127 1340101948 1500.212
8782 12 5 5 5 42 127 1340601716 1999.980
\n", "

5 rows × 8 columns

\n", "
" ], "text/plain": [ " run_count task_id i channel pitch \\\n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 12 5 0 5 42 \n", " 8778 12 5 1 5 42 \n", " 8779 12 5 2 5 42 \n", " 8780 12 5 3 5 42 \n", " 8782 12 5 5 5 42 \n", "\n", " velocity micros task_ms \n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 127 1338601736 0.000 \n", " 8778 127 1339101656 499.920 \n", " 8779 127 1339602176 1000.440 \n", " 8780 127 1340101948 1500.212 \n", " 8782 127 1340601716 1999.980 \n", "\n", "[5 rows x 8 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbase = dbase.set_index('stamp_type', append=True)\n", "dbase = dbase.swaplevel(2,3) # new hierarchy: task, pid, stamp_type, csv_line\n", "dbase = dbase.sort() #make groups of stamp_type within task/pid\n", "dbase.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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run_counttask_idichannelpitchvelocitymicrostask_msint_raw
task_namepidstamp_typecsv_line
ISIP_5015loopback8777 12 5 0 5 42 127 1338601736 0.000 NaN
8778 12 5 1 5 42 127 1339101656 499.920 499.920
8779 12 5 2 5 42 127 1339602176 1000.440 500.520
8780 12 5 3 5 42 127 1340101948 1500.212 499.772
8782 12 5 5 5 42 127 1340601716 1999.980 499.768
\n", "

5 rows × 9 columns

\n", "
" ], "text/plain": [ " run_count task_id i channel pitch \\\n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 12 5 0 5 42 \n", " 8778 12 5 1 5 42 \n", " 8779 12 5 2 5 42 \n", " 8780 12 5 3 5 42 \n", " 8782 12 5 5 5 42 \n", "\n", " velocity micros task_ms int_raw \n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 127 1338601736 0.000 NaN \n", " 8778 127 1339101656 499.920 499.920 \n", " 8779 127 1339602176 1000.440 500.520 \n", " 8780 127 1340101948 1500.212 499.772 \n", " 8782 127 1340601716 1999.980 499.768 \n", "\n", "[5 rows x 9 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped = dbase.groupby(level=['task_name', 'pid', 'stamp_type'])\n", "\n", "def compute_intervals_unfiltered(df): \n", " df['int_raw'] = df.task_ms - df.task_ms.shift(1)\n", " return df\n", "dbase = grouped.apply(compute_intervals_unfiltered)\n", "\n", "dbase.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pickle dbase" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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run_counttask_idichannelpitchvelocitymicrostask_msint_raw
task_namepidstamp_typecsv_line
ISIP_5015loopback8777 12 5 0 5 42 127 1338601736 0.000 NaN
8778 12 5 1 5 42 127 1339101656 499.920 499.920
8779 12 5 2 5 42 127 1339602176 1000.440 500.520
8780 12 5 3 5 42 127 1340101948 1500.212 499.772
8782 12 5 5 5 42 127 1340601716 1999.980 499.768
8784 12 5 7 5 42 127 1341101468 2499.732 499.752
8786 12 5 9 5 42 127 1341602040 3000.304 500.572
8788 12 5 11 5 42 127 1342101840 3500.104 499.800
8790 12 5 13 5 42 127 1342601588 3999.852 499.748
8792 12 5 15 5 42 127 1343102384 4500.648 500.796
\n", "

10 rows × 9 columns

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" ], "text/plain": [ " run_count task_id i channel pitch \\\n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 12 5 0 5 42 \n", " 8778 12 5 1 5 42 \n", " 8779 12 5 2 5 42 \n", " 8780 12 5 3 5 42 \n", " 8782 12 5 5 5 42 \n", " 8784 12 5 7 5 42 \n", " 8786 12 5 9 5 42 \n", " 8788 12 5 11 5 42 \n", " 8790 12 5 13 5 42 \n", " 8792 12 5 15 5 42 \n", "\n", " velocity micros task_ms int_raw \n", "task_name pid stamp_type csv_line \n", "ISIP_5 015 loopback 8777 127 1338601736 0.000 NaN \n", " 8778 127 1339101656 499.920 499.920 \n", " 8779 127 1339602176 1000.440 500.520 \n", " 8780 127 1340101948 1500.212 499.772 \n", " 8782 127 1340601716 1999.980 499.768 \n", " 8784 127 1341101468 2499.732 499.752 \n", " 8786 127 1341602040 3000.304 500.572 \n", " 8788 127 1342101840 3500.104 499.800 \n", " 8790 127 1342601588 3999.852 499.748 \n", " 8792 127 1343102384 4500.648 500.796 \n", "\n", "[10 rows x 9 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pickle_dbase = \"c:/db_pickles/pickle - dbase - 2014-10-03b.pickle\"\n", "dbase.to_pickle(pickle_dbase)\n", "\n", "dbase[:10]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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run_counttask_idichannelpitchvelocitymicrostask_msint_raw
pid
010 120 120 120 120 120 120 120 120 119
011 120 120 120 120 120 120 120 120 119
012 120 120 120 120 120 120 120 120 119
014 120 120 120 120 120 120 120 120 119
015 120 120 120 120 120 120 120 120 119
016 120 120 120 120 120 120 120 120 119
017 120 120 120 120 120 120 120 120 119
018 120 120 120 120 120 120 120 120 119
019 120 120 120 120 120 120 120 120 119
020 120 120 120 120 120 120 120 120 119
021 120 120 120 120 120 120 120 120 119
022 120 120 120 120 120 120 120 120 119
023 120 120 120 120 120 120 120 120 119
024 120 120 120 120 120 120 120 120 119
025 120 120 120 120 120 120 120 120 119
026 120 120 120 120 120 120 120 120 119
027 120 120 120 120 120 120 120 120 119
028 120 120 120 120 120 120 120 120 119
029 120 120 120 120 120 120 120 120 119
030 120 120 120 120 120 120 120 120 119
032 120 120 120 120 120 120 120 120 119
033 120 120 120 120 120 120 120 120 119
034 120 120 120 120 120 120 120 120 119
035 120 120 120 120 120 120 120 120 119
036 120 120 120 120 120 120 120 120 119
037 120 120 120 120 120 120 120 120 119
038 120 120 120 120 120 120 120 120 119
039 120 120 120 120 120 120 120 120 119
040 120 120 120 120 120 120 120 120 119
041 120 120 120 120 120 120 120 120 119
..............................
092 120 120 120 120 120 120 120 120 119
093 120 120 120 120 120 120 120 120 119
094 120 120 120 120 120 120 120 120 119
095 120 120 120 120 120 120 120 120 119
096 120 120 120 120 120 120 120 120 119
097 120 120 120 120 120 120 120 120 119
098 120 120 120 120 120 120 120 120 119
099 120 120 120 120 120 120 120 120 119
100 120 120 120 120 120 120 120 120 119
101 120 120 120 120 120 120 120 120 119
102 120 120 120 120 120 120 120 120 119
103 120 120 120 120 120 120 120 120 119
104 120 120 120 120 120 120 120 120 119
105 120 120 120 120 120 120 120 120 119
106 120 120 120 120 120 120 120 120 119
107 120 120 120 120 120 120 120 120 119
108 120 120 120 120 120 120 120 120 119
109 120 120 120 120 120 120 120 120 119
110 120 120 120 120 120 120 120 120 119
111 120 120 120 120 120 120 120 120 119
112 120 120 120 120 120 120 120 120 119
113 120 120 120 120 120 120 120 120 119
114 120 120 120 120 120 120 120 120 119
115 120 120 120 120 120 120 120 120 119
116 120 120 120 120 120 120 120 120 119
117 120 120 120 120 120 120 120 120 119
118 120 120 120 120 120 120 120 120 119
119 120 120 120 120 120 120 120 120 119
120 120 120 120 120 120 120 120 120 119
121 120 120 120 120 120 120 120 120 119
\n", "

110 rows × 9 columns

\n", "
" ], "text/plain": [ " run_count task_id i channel pitch velocity micros task_ms \\\n", "pid \n", "010 120 120 120 120 120 120 120 120 \n", "011 120 120 120 120 120 120 120 120 \n", "012 120 120 120 120 120 120 120 120 \n", "014 120 120 120 120 120 120 120 120 \n", "015 120 120 120 120 120 120 120 120 \n", "016 120 120 120 120 120 120 120 120 \n", "017 120 120 120 120 120 120 120 120 \n", "018 120 120 120 120 120 120 120 120 \n", "019 120 120 120 120 120 120 120 120 \n", "020 120 120 120 120 120 120 120 120 \n", "021 120 120 120 120 120 120 120 120 \n", "022 120 120 120 120 120 120 120 120 \n", "023 120 120 120 120 120 120 120 120 \n", "024 120 120 120 120 120 120 120 120 \n", "025 120 120 120 120 120 120 120 120 \n", "026 120 120 120 120 120 120 120 120 \n", "027 120 120 120 120 120 120 120 120 \n", "028 120 120 120 120 120 120 120 120 \n", "029 120 120 120 120 120 120 120 120 \n", "030 120 120 120 120 120 120 120 120 \n", "032 120 120 120 120 120 120 120 120 \n", "033 120 120 120 120 120 120 120 120 \n", "034 120 120 120 120 120 120 120 120 \n", "035 120 120 120 120 120 120 120 120 \n", "036 120 120 120 120 120 120 120 120 \n", "037 120 120 120 120 120 120 120 120 \n", "038 120 120 120 120 120 120 120 120 \n", "039 120 120 120 120 120 120 120 120 \n", "040 120 120 120 120 120 120 120 120 \n", "041 120 120 120 120 120 120 120 120 \n", ".. ... ... ... ... ... ... ... ... \n", "092 120 120 120 120 120 120 120 120 \n", "093 120 120 120 120 120 120 120 120 \n", "094 120 120 120 120 120 120 120 120 \n", "095 120 120 120 120 120 120 120 120 \n", "096 120 120 120 120 120 120 120 120 \n", "097 120 120 120 120 120 120 120 120 \n", "098 120 120 120 120 120 120 120 120 \n", "099 120 120 120 120 120 120 120 120 \n", "100 120 120 120 120 120 120 120 120 \n", "101 120 120 120 120 120 120 120 120 \n", "102 120 120 120 120 120 120 120 120 \n", "103 120 120 120 120 120 120 120 120 \n", "104 120 120 120 120 120 120 120 120 \n", "105 120 120 120 120 120 120 120 120 \n", "106 120 120 120 120 120 120 120 120 \n", "107 120 120 120 120 120 120 120 120 \n", "108 120 120 120 120 120 120 120 120 \n", "109 120 120 120 120 120 120 120 120 \n", "110 120 120 120 120 120 120 120 120 \n", "111 120 120 120 120 120 120 120 120 \n", "112 120 120 120 120 120 120 120 120 \n", "113 120 120 120 120 120 120 120 120 \n", "114 120 120 120 120 120 120 120 120 \n", "115 120 120 120 120 120 120 120 120 \n", "116 120 120 120 120 120 120 120 120 \n", "117 120 120 120 120 120 120 120 120 \n", "118 120 120 120 120 120 120 120 120 \n", "119 120 120 120 120 120 120 120 120 \n", "120 120 120 120 120 120 120 120 120 \n", "121 120 120 120 120 120 120 120 120 \n", "\n", " int_raw \n", "pid \n", "010 119 \n", "011 119 \n", "012 119 \n", "014 119 \n", "015 119 \n", "016 119 \n", "017 119 \n", "018 119 \n", "019 119 \n", "020 119 \n", "021 119 \n", "022 119 \n", "023 119 \n", "024 119 \n", "025 119 \n", "026 119 \n", "027 119 \n", "028 119 \n", "029 119 \n", "030 119 \n", "032 119 \n", "033 119 \n", "034 119 \n", "035 119 \n", "036 119 \n", "037 119 \n", "038 119 \n", "039 119 \n", "040 119 \n", "041 119 \n", ".. ... \n", "092 119 \n", "093 119 \n", "094 119 \n", "095 119 \n", "096 119 \n", "097 119 \n", "098 119 \n", "099 119 \n", "100 119 \n", "101 119 \n", "102 119 \n", "103 119 \n", "104 119 \n", "105 119 \n", "106 119 \n", "107 119 \n", "108 119 \n", "109 119 \n", "110 119 \n", "111 119 \n", "112 119 \n", "113 119 \n", "114 119 \n", "115 119 \n", "116 119 \n", "117 119 \n", "118 119 \n", "119 119 \n", "120 119 \n", "121 119 \n", "\n", "[110 rows x 9 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test = dbase.xs('T1_SMS_8', level='task_name').xs('loopback', level='stamp_type')\n", "test.groupby(level='pid').count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Below here is exploratory - nothing below is used in later steps. (We proceed from pickle file in Pt. 2.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preliminary scatterplot, isip500 / 800" ] }, { "cell_type": "code", "execution_count": 173, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeEAAAE4CAYAAABse0vpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPW9//HXmS2TbRLWQNgCCaAVEARBIQVRwICA4K6U\n", "n9ZabdVL9bb1urVqa13qcr31Xpe2alsXVJB9X1Q0YMGCKIuAGojsARKyTpJZzu+P00xYsswkk8w5\n", "33yejwePR84wk3zfmZl85pzP93yPpuu6jhBCCCFanS3WAxBCCCHaKinCQgghRIxIERZCCCFiRIqw\n", "EEIIESNShIUQQogYkSIshBBCxIijsTt4vV5eeOEFbr75ZtLT0wFYvHgxgUAAgMzMTAYOHNiyoxRC\n", "CCEU1GgRXrduHZdffvlpt7ndbsaPH99igxJCCCHaggaLcFFREQkJCbjd7tNuDwQCzJs3D13X6d27\n", "NxdccEGLDlIIIYRQUYNFODc3lyuuuIJdu3addntOTk7o6+XLl7fMyIQQQgjFNViEjx49yqJFiygo\n", "KCAjIyPUEz6V0+ms9/GrVq3Cbrc3f5RCCCGERaSmpjJ06NCw7ttgEb7tttsA2LlzJ6mpqaHb8/Pz\n", 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matplotlib.pyplot as plt\n", " #import numpy as np\n", " import pandas as pd\n", " import mpld3\n", " from mpld3 import plugins\n", "\n", " #x = df[x_col]\n", " #y = df[y_col]\n", " df_info = [x_col, y_col]\n", " #for arg in args:\n", " # df_info.append(arg)\n", "\n", " # Define some CSS to control our custom labels\n", " css = \"\"\"\n", " table { border-collapse: collapse; }\n", " th { color: #ffffff; background-color: #000000; }\n", " td { background-color: #cccccc; }\n", " table, th, td { font-family:Arial, Helvetica, sans-serif;\n", " border: 1px solid black; text-align: right; }\n", " \"\"\"\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(fig_size)\n", " ax.grid(True, alpha=0.3)\n", "\n", " labels = []\n", " for row in df.iterrows():\n", " index, series = row\n", " pid = index\n", " label = pd.DataFrame(series)\n", " labels.append(str(label.to_html()))\n", "\n", " points = ax.plot(df[x_col], \n", " df[y_col], \n", " 'o', \n", " color='b',\n", " markeredgecolor='k', \n", " markersize=8, \n", " markeredgewidth=1, \n", " alpha=.6)\n", " ax.set_xlabel(x_col)\n", " ax.set_ylabel(y_col)\n", " ax.set_title(x_col + ' . ' + y_col, size=16)\n", " tooltip = plugins.PointHTMLTooltip(points[0], labels,\n", " voffset=10, hoffset=10, css=css)\n", " plugins.connect(fig, tooltip)\n", "\n", " return mpld3.display()\n" ] }, { "cell_type": "code", "execution_count": 176, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
\n", "" ], "text/plain": [ "" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_tooltips(data, 'isip8_sq2dev_mean_sqrt', 'isip5_sq2dev_mean_sqrt',\n", " fig_size=(12, 7.5))" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def d3plot(x, y, size=(10,6)):\n", " import mpld3\n", "\n", " fig, ax = plt.subplots(subplot_kw=dict(axisbg='#EEEEEE'))\n", " fig.set_size_inches((8,5) )\n", " scatter = ax.scatter(x, y,\n", " #c=np.random.random(size=N),\n", " s=40, #size\n", " alpha=0.5,\n", " cmap=plt.cm.jet)\n", " ax.grid(color='white', linestyle='solid')\n", " ax.set_title(\"Scatter Plot (with tooltips!)\", size=10)\n", " labels = ['{0}'.format(pid) for pid in x.index]\n", " tooltip = mpld3.plugins.PointLabelTooltip(scatter, labels=labels)\n", " mpld3.plugins.connect(fig, tooltip)\n", " return mpld3.display()" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
\n", "" ], "text/plain": [ "" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d3plot(data['isip5_sq2devsum'], data['isip8_sq2devsum'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### intervals after filtering" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "050\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAyEAAAFwCAYAAACvo3SIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X9s3PV9P/AXdnBCcHAGSTSSAiEkKSoNUGcFVnlhk7M1\n", "omxDiFZVV6T9gdZp/DFpFWql/lGhVZu+S7s/2kr71T+mrZ2qlkIREFIatwXMxFaR5sdIGYVA2hIg\n", "ZUncpEua2nffPzbfEuI7O5/ab7+4z+MhIflzd7573z3vfdwz97J9XrPZbAYAAEAhPfO9AAAAoF6U\n", "EAAAoCglBAAAKEoJAQAAilJCAACAopQQAACgqAWdzty6dWusW7cuIiLeeOONuOuuu4osCgAA6F7n\n", "dfo7ISdPnoxFixZFRMT27dtjy5YtxRYGAAB0p47jWJMF5NChQ7FixYoiCwIAALrbjH4mZN++ffGO\n", 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'stamp_type'])\n", " data = sset.ints\n", " if data.min() > 700 and data.max() < 900: continue \n", " print(pid)\n", " plt.figure(figsize=(13,6))\n", " data.hist(bins=100)\n", " #annotating non-midpoint values\n", " caption_y_increment = 0.2\n", " median = data.median()\n", " prev_ypos = 0\n", " for idx, value in enumerate(data):\n", " if np.abs(value - median) > 150:\n", " caption = str(data.index[idx]) + \": \" + str(value.round(1))\n", " plt.annotate(caption, (value, prev_ypos + caption_y_increment))\n", " prev_ypos += caption_y_increment\n", " plt.show()\n", " except:\n", " print(\"error....\")\n", "\n", "\n", "#p056: high outlier at 9138: 924.0 ms ***\n", "#045, 046: error or no data\n", "\n", "#need lower bound of >632 for participant 048 (extra long intervals from explicit midpoint counting)\n", "\n", "#p. 064: low outlier at about 630-640ms\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "728.982048\n", "37.2019991333\n" ] } ], "source": [ "sset = db_isip8.xs(['056', 'tap_r'], level=['pid', 'stamp_type'])\n", "print(sset.ints.mean())\n", "print(sset.ints.std())\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "049\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA2QAAAFwCAYAAADXMLhsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuQlfV9+PEPLBezAcEEMSDE1QClrTYWrdKEapulKaV1\n", "ihZ7SWqdaWPtNJPMtB2mGXtx7KTphdpJ0k7yRzqddjpNGicBYxQ1stMB1nYmPyEg9ZYY0P50lU0D\n", "rktEkN3z+yNhf1z2LOzznP08x2dfrxlnOJfd8903X57h437PMqXRaDQCAACAdFOrXgAAAMBkZSAD\n", "AACoiIEMAACgIgYyAACAihjIAAAAKnLWgWx4eDiGhoYy1gIAADCpTBvrwYceeij27dsX69ati4UL\n", "F0ZExBNPPBHPPPNMDA8Px8qVK2PRokUpCwUAAKibMQeyNWvWxJNPPnnKfd/97nfjpptuioiILVu2\n", "GMgAAAAKGvd7yK677rqJWAcAAMCkU/iHejzyyCNxzTXXtHItAAAAk8qYRxab2bZtWyxdujTmzZs3\n", 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= 0.2\n", " median = data.median()\n", " prev_ypos = 0\n", " for idx, value in enumerate(data):\n", " if np.abs(value - median) > 150:\n", " caption = str(data.index[idx]) + \": \" + str(value.round(1))\n", " plt.annotate(caption, (value, prev_ypos + caption_y_increment))\n", " prev_ypos += caption_y_increment\n", " plt.show()\n", " except:\n", " print(\"error....\")\n", "\n", "#High outliers:\n", "#p049 - will need to remove manually" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAvsAAAFwCAYAAAAmHrTIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X9UVNe9//8nM8gPmammVpMQNXpRm5gFcoWPSYyR5kJi\n", "viaYSlyG3savdgXTm6afyJdo9fNNevkkV7/r3kgIurBcf9SVhDSJN1T5tmCrgq0BvOj9BlEvue2n\n", "SoCP4VdjNIFWDcOc7x+WI1N+zDAMzjC8HmtlrXP22ee9t6ydzXs2e84JMQzDQEREREREgo7F3x0Q\n", "EREREZGRoWRfRERERCRIKdkXEREREQlSSvZFRERERIKUkn0RERERkSClZF9EREREJEiFuqtQV1fH\n", 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"\n", "#annotating non-midpoint values\n", "caption_y_increment = 1\n", "median = data.median()\n", "prev_ypos = 0\n", "for idx, value in enumerate(data):\n", " if np.abs(value - median) > 25:\n", " caption = str(data.index[idx]) + \": \" + str(value.round(1))\n", " plt.annotate(caption, (value, prev_ypos + caption_y_increment))\n", " prev_ypos += caption_y_increment\n", "plt.show()\n", "\n", "#why is pid 049's mean so low?" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAzQAAAFwCAYAAABuJD4kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X9UVFeCL/ovVQQoqYp0O9rqAmMGNWqmkEvxjBJb7rrQ\n", "kyzTYEJcSKb16Z2g02n7CQ8xMkvn0XFwVlqQRhdZjMGVpU2u0StDuK/FCUp5L7+8wFqNoK96um+E\n", "AFflR4+tsapH0hTnvD8cjlT4UVVAbU4dvp+/Tu1zau/NNzsn2XX2OSdAlmUZREREREREfkg32x0g\n", "IiIiIiKaKk5oiIiIiIjIb3FCQ0REREREfosTGiIiIiIi8luc0BARERERkd/ihIaIiIiIiPxWoLsD\n", 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