import pandas as pd
import matplotlib.pyplot as plt
import datetime
import numpy as np
%matplotlib inline
import seaborn as sns
datas = pd.read_csv('/Users/sarasua/Downloads/f1301679.csv')
datas.head()
#datas.columns
_unit_id _created_at _id _started_at _tainted _channel _trust _worker_id _country _region ... what_is_you_age_gold what_is_your_gender_gold what_strategyies_do_you_have_to_accomplish_as_many_tasks_as_possible__gold what_strategyies_do_you_have_to_quickly_accomplish_a_task__gold what_strategyies_do_you_have_to_quickly_find_work_to_accomplish_gold what_strategyies_do_you_have_to_quickly_inspect_a_task__gold what_strategyies_do_you_have_to_quickly_report_any_findings_about_a_task__gold what_types_of_keyboard_shortcuts_or_hotkeys_have_you_used_in_the_past_to_help_you_select_or_complete_tasks_on_figure_eight__gold which_factors_influence_your_choice_of_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight_gold which_of_the_following_shortcuts_or_hotkeys_have_you_used_in_general__gold
0 1907398032 9/12/2018 21:33:44 4052884545 9/12/2018 21:31:20 False instagc 0.7619 34609243 USA OH ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 1907398032 9/12/2018 21:34:39 4052888892 9/12/2018 21:30:42 False elite 0.7247 44803902 VEN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 1907398032 9/12/2018 21:35:02 4052890805 9/12/2018 21:30:58 False clixsense 0.7009 43730168 TUR 38 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
3 1907398032 9/12/2018 21:35:15 4052891992 9/12/2018 21:30:38 False elite 0.5967 44348445 VEN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
4 1907398032 9/12/2018 21:36:25 4052897682 9/12/2018 21:29:32 False neodev 0.5643 44334102 VEN 25 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

5 rows × 56 columns

#TODO edit typo stratgyies ! 
data = datas[['_created_at','_id','_started_at', '_channel', '_trust', '_worker_id', '_country', '_region', '_ip','for_how_long_have_you_been_contributing_to_crowdsourcing_platforms_like_figure_eight', 'how_do_you_find_or_learn_about_the_possible_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight_','how_important_is_the_task_clarity_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight','how_important_is_the_task_difficulty_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_important_is_the_task_reward_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_important_is_the_the_effort_required_by_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight','how_important_is_the_type_of_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_often_do_you_use_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight','if_you_selected_other_in_the_previous_question_please_explain__what_other_way_you_have_to_find_or_learn_about_shortcuts_and_hotkeys','if_you_selected_other_in_the_previous_question_please_indicate__in_what_other_platform_you_work','if_you_selected_other_in_the_previous_question_please_specify_which_shortcut', 'in_what_microtask_platforms_do_you_work_regularly', 'what_is_you_age', 'what_is_your_gender', 'what_strategyies_do_you_have_to_accomplish_as_many_tasks_as_possible_','what_strategyies_do_you_have_to_quickly_accomplish_a_task_', 'what_strategyies_do_you_have_to_quickly_find_work_to_accomplish','what_strategyies_do_you_have_to_quickly_inspect_a_task_','what_strategyies_do_you_have_to_quickly_report_any_findings_about_a_task_', 'what_types_of_keyboard_shortcuts_or_hotkeys_have_you_used_in_the_past_to_help_you_select_or_complete_tasks_on_figure_eight_', 'which_factors_influence_your_choice_of_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight','which_of_the_following_shortcuts_or_hotkeys_have_you_used_in_general_']]
data
_created_at _id _started_at _channel _trust _worker_id _country _region _ip for_how_long_have_you_been_contributing_to_crowdsourcing_platforms_like_figure_eight ... what_is_you_age what_is_your_gender what_strategyies_do_you_have_to_accomplish_as_many_tasks_as_possible_ what_strategyies_do_you_have_to_quickly_accomplish_a_task_ what_strategyies_do_you_have_to_quickly_find_work_to_accomplish what_strategyies_do_you_have_to_quickly_inspect_a_task_ what_strategyies_do_you_have_to_quickly_report_any_findings_about_a_task_ what_types_of_keyboard_shortcuts_or_hotkeys_have_you_used_in_the_past_to_help_you_select_or_complete_tasks_on_figure_eight_ which_factors_influence_your_choice_of_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight which_of_the_following_shortcuts_or_hotkeys_have_you_used_in_general_
0 9/12/2018 21:33:44 4052884545 9/12/2018 21:31:20 instagc 0.7619 34609243 USA OH 99.89.202.111 between_2_and_3_years ... 25_to_34_years_old female I will sometimes have different tasks on diffe... Finding tasks that allow me to have a "rhythm"... They help me see which ones are have the most ... I skim the directions None that I can think of! Only the ones checked above Which device I happen to be using as well as t... ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste\nctrlt...
1 9/12/2018 21:34:39 4052888892 9/12/2018 21:30:42 elite 0.7247 44803902 VEN NaN 186.88.104.66 between_3_and_4_years ... 25_to_34_years_old male first I read the instructions well and then I ... read fast read fast and be accurate read fast phone notice to my acquaintances Ctrl + F o Cmd + F (Buscar)\n Ctrl + C o Cmd +... be faster and more effective ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
2 9/12/2018 21:35:02 4052890805 9/12/2018 21:30:58 clixsense 0.7009 43730168 TUR 38 94.120.234.1 between_1_and_2_years ... 35_to_44_years_old male aktif görev yapmak sürekli sayfayı yenilemek en yeni görev ve anketler gereken kısa yol tuşları ebwassap hiçbiri para kazanma hırsı ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
3 9/12/2018 21:35:15 4052891992 9/12/2018 21:30:38 elite 0.5967 44348445 VEN NaN 190.79.15.245 between_6_months_and_1_year ... 18_to_24_years_old male depends on the payment and the speed of the task focus on the task as such read and learn all the task Slow down the screen I write very fast and I look for clearly what ... find, copy and paste time ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
4 9/12/2018 21:36:25 4052897682 9/12/2018 21:29:32 neodev 0.5643 44334102 VEN 25 190.75.108.89 between_6_months_and_1_year ... 45_to_54_years_old male Usually open 2 windows to work in two differen... Read all the instructions to do the task the f... I look always for the jobs with most tasks no ... Refreshing to see if there are new tasks Usually open 2 windows to work in two differen... ctrl+insert (Copy)\nshift+insert (paste)\nctrl... Fastest way to find or copy something ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
5 9/12/2018 21:37:26 4052902965 9/12/2018 21:32:09 neodev 0.5302 44084084 VEN 25 190.74.9.47 between_6_months_and_1_year ... 25_to_34_years_old male have a couple or three in several tabs from time to time use the commands none I'm simply inferring it as I do the tasks check the entire page before through social platforms almost none improve homework time and the average ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
6 9/12/2018 21:37:37 4052904020 9/12/2018 21:31:49 clixsense 0.6037 44500619 TUR 68 37.155.248.145 less_than_6_months ... 25_to_34_years_old female Mantıklarini iyi okuyup anlama Tasklari çözüp hangi tuşları kullanacagimi bel... Kisayol tuşları Tuşların aktivitesi Sure ve tasklara dikkat etme, Ctrl c ctrl v ctrl f f5 Görev türü ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
7 9/12/2018 21:38:26 4052907424 9/12/2018 21:31:26 clixsense 0.5313 42488337 TUR 85 94.122.211.213 between_1_and_2_years ... 25_to_34_years_old male fast and copy fast and copy be fast fast and copy crtl past Ctrl + C and Ctrl + F be fast, more task done ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy
8 9/12/2018 21:40:35 4052916742 9/12/2018 21:35:11 clixsense 0.4299 44348885 TUR NaN 37.155.231.68 between_6_months_and_1_year ... 35_to_44_years_old male ctrl c and v ctrl c and v use shortcuts ctrl c and v ctrl c and v ctrl c and ctrl v time ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
9 9/12/2018 21:41:47 4052921252 9/12/2018 21:31:39 neodev 0.4994 35728072 VEN 25 186.90.133.41 between_2_and_3_years ... 25_to_34_years_old male I check if the job have any trick o tips to un... general, I need to check out the questions and... group of coworkers in forum or chat to help us... I use my experiences and read the instructions... I dont have any especial trick for this. the most commom was spacebar and TAB Depending on how the work is designed. sometim... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
10 9/12/2018 21:42:06 4052922657 9/12/2018 21:34:30 neodev 0.5426 43690212 VEN NaN 190.77.204.94 between_3_and_4_years ... 25_to_34_years_old male nothing do it the task good is more important ctrl + f search if is necessary support or foro ctrl + f , ctrl + c , v more fast in the task ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
11 9/12/2018 21:42:12 4052923054 9/12/2018 21:32:00 neodev 0.5183 43866411 EGY 11 197.33.62.145 between_1_and_2_years ... 25_to_34_years_old male Maintain the accuracy level Read the instructions and examples well Survey Answers related to a specific fast time Errors from source Ctrl + F + Ctrl + v Overview ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
12 9/12/2018 21:42:33 4052924507 9/12/2018 21:39:02 instagc 0.3448 27770607 USA TX 68.201.53.229 between_4_and_5_years ... 35_to_44_years_old male go slow so you don't get expelled and you'll g... I take my time to do it right I see the rating look at the examples provided I let others report problems and just challeng... I don't use any other than the find option but... no factors, because I know of no shortcuts none
13 9/12/2018 21:43:40 4052929312 9/12/2018 21:38:43 gifthunterclub 0.5086 44837145 ESP 55 92.56.35.45 between_2_and_3_years ... 35_to_44_years_old male those that give me good precision and are safe aver previously achieved good precision my strategy is, above all, quick tasks google the errors of some tasks ctrl+f the speed ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste\nctrh_...
14 9/12/2018 21:43:53 4052930329 9/12/2018 21:33:00 elite 0.5202 44050351 VEN NaN 186.88.104.66 between_1_and_2_years ... 25_to_34_years_old male read the instructions well read the instructions well read the instructions well read the instructions well Quickly update the page Ctrl + F o Cmd + F It influences the speed ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
15 9/12/2018 21:44:15 4052931903 9/12/2018 21:32:13 clixsense 0.5033 43250263 UKR 18 213.174.29.4 between_1_and_2_years ... 25_to_34_years_old male careful study of the problem careful study produces accuracy and speed of e... I find familiar tasks and learn new and disass... careful study produces accuracy and speed of e... Problems with the instruction and technical mi... Ctrl + F или Cmd + F (Найти)\n Ctrl + C или Cm... although it is necessary for the task sometime... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nspaceb...
16 9/12/2018 21:44:43 4052933931 9/12/2018 21:35:19 clixsense 0.4177 43988022 UKR 14 195.3.134.42 between_6_months_and_1_year ... 35_to_44_years_old male I open several tasks from the list pressing enter I use the list of tasks I click the upper triangle no conclusions no more sometimes I use it is very convenient f5_refresh
17 9/12/2018 21:45:21 4052936341 9/12/2018 21:37:55 elite 0.4992 44468446 DOM 05 190.94.49.7 between_1_and_2_years ... 25_to_34_years_old male make the ones that I have 100% knowledge see the instructions to know what you are aski... what should we look for? time it will take me yes ctrl + f it allows me to do the task much faster ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
18 9/12/2018 21:45:27 4052936785 9/12/2018 21:36:56 clixsense 0.4811 44398125 NGA 05 197.210.60.12 between_6_months_and_1_year ... 18_to_24_years_old male working on task with lesser page of work on it... reading the instruction and understanding the ... i always check my clixaddon to check for new t... minimal instruction and page of task i use the forum Ctrl+C, Ctrl+C, F5, SPACEBAR/ENTER speed and time ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste\nf5_re...
19 9/12/2018 21:46:10 4052939763 9/12/2018 21:41:37 clixsense 0.4490 44432783 PHL 20 49.145.168.18 less_than_6_months ... 18_to_24_years_old male focusing on task using my best ability by the task rating also task rating and task difficulty using my knowledge and best judgement f5 ctrl+z ctrl+x or c ctrl+v if im too lazy to use mouse ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
20 9/12/2018 21:46:16 4052940086 9/12/2018 21:36:54 clixsense 0.4842 18397774 MAR 46 160.176.160.211 more_than_5_years ... 25_to_34_years_old male i start with tasks that doesn't take too much... i use sometimes hotkeys, its depend on tasks i sort tasks by their prices i use sometimes hotkeys, its depend on tasks actually i have no strategy Tab task's instructions ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
21 9/12/2018 21:46:39 4052941651 9/12/2018 21:39:55 neodev 0.3964 43718239 VEN 04 186.92.76.42 between_1_and_2_years ... 18_to_24_years_old male none none none none none none fine spacebar__shiftspacebar_scroll_down__up\nctrlc...
22 9/12/2018 21:46:45 4052942216 9/12/2018 21:38:45 imerit_india 0.4299 19268623 IND 28 150.129.108.194 more_than_5_years ... 25_to_34_years_old male It depends on the task. It depends on the task. It depends on the task. It depends on the task. It depends on the task. Ctrl+C, Ctrl+V, Ctrl+F etc. it saves time. ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
23 9/12/2018 21:46:51 4052942718 9/12/2018 21:38:52 elite 0.3984 43740918 VEN NaN 201.210.212.70 between_2_and_3_years ... 45_to_54_years_old male make it easy I read fast I observe the ranking I usually work on tasks that I already know I do not comment in the forums F5 to save time f5_refresh
24 9/12/2018 21:47:28 4052945230 9/12/2018 21:36:07 neodev 0.3837 44753078 VEN 11 190.201.73.169 between_2_and_3_years ... 18_to_24_years_old male I have no strategy, Each job has its limited n... I just try to get more involved to perform in ... No strategy, I dedicate the necessary time to ... I do not have any strategy Sometimes I analyze and change a little the se... Ctrl + F o Cmd + F (Buscar)\n Ctrl + C o Cmd +... The quick keys allow me to perform some tasks ... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
25 9/12/2018 21:47:35 4052945704 9/12/2018 21:39:02 elite 0.4669 44230399 BRA 30 168.195.180.190 between_6_months_and_1_year ... 25_to_34_years_old male Accomplish tasks that's easy and quickly to do... After reading the instructions , make the task... look for the rating, the payment and the instr... look for the rating, the payment and the instr... when they are completly wrong or confused ctrl+F, ctrl+C, ctrl+V, F5 improve my job and save some time ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
26 9/12/2018 21:47:41 4052946036 9/12/2018 21:33:14 neodev 0.5171 35072854 VEN 25 200.84.38.137 between_1_and_2_years ... 25_to_34_years_old male Understand fully what the task is about is cru... Just try to be quick in general but without sa... Refresh the job list often to see the latest p... Just have a quick look at the test questions t... nothing in particular To copy and paste info, I use ctrl c and v. In... It depends on the type of task that I'm workin... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
27 9/12/2018 21:47:52 4052946837 9/12/2018 21:30:24 elite 0.4833 44260099 SRB 00 109.92.186.6 between_3_and_4_years ... 25_to_34_years_old male I always check that certain task will be avail... On beginning i always check my answers again, ... I spend a lot of time in front the computer an... I usually read all the instructions but when i... I always spend a more time for new tasks that ... Ctrl+C or Cmd+C (Copy)\n Ctrl+V or Cmd+V (Paste) Because i can done my work faster. For example... ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste\nf5_re...
28 9/12/2018 21:48:00 4052947296 9/12/2018 21:33:42 neodev 0.4598 33110177 VEN NaN 190.77.192.8 between_3_and_4_years ... 25_to_34_years_old male I try to read the most important aspects of a ... I use all the possible commands and the scanni... I look for the rating of the tasks I use ctrl+f to find keywords I inspect the spelling and syntax. I also find... Ctrl+f\nCtrl+c\nCtrl+v I need to complete tasks in an easier way ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
29 9/12/2018 21:48:25 4052948960 9/12/2018 21:41:25 clixsense 0.5308 44802683 TUR 68 85.110.54.238 less_than_6_months ... 25_to_34_years_old male Fast think and be speed. Fast think and be speed. Fast think and be speed. Fast read and correct. Fast think and be speed. I've click them. Speed, True Choice, Comport ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
70 9/12/2018 22:16:46 4053052544 9/12/2018 22:11:14 elite 0.4376 35252607 FIN 13 87.92.8.252 between_3_and_4_years ... 35_to_44_years_old male fast speed use space to move down take task i am familiar mouse wheel up and down i rarely report anything Ctrl+F how useful they are ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
71 9/12/2018 22:18:14 4053057291 9/12/2018 22:02:20 elite 0.4380 42471295 BRA 05 177.136.125.69 between_1_and_2_years ... 18_to_24_years_old male try to be as fast as possible, and predict the... always use f5 always update always be alert stay well aware Ctrl+F\nCtrl+C\n Ctrl+V\nF5 Helps me accomplish the task a little faster ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
72 9/12/2018 22:19:24 4053060603 9/12/2018 22:08:22 neodev 0.4833 36985538 VEN 18 190.207.207.238 between_1_and_2_years ... 35_to_44_years_old male I try to open as many tasks available as I und... open all that I understand update the content of the page review the test questions and then the instruc... do not say F5, Ctrl + F o Cmd + F the type of task ctrlf_or_cmdf_find\nf5_refresh
73 9/12/2018 22:20:54 4053065637 9/12/2018 22:13:43 neodev 0.5045 42354840 VEN 25 200.109.56.62 between_1_and_2_years ... 25_to_34_years_old male Research on the internet learn the instructions\nunderstand the instruc... update page constantly see the rating internet Ctrl+ F speed and comfort ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
74 9/12/2018 22:21:59 4053068885 9/12/2018 22:07:07 clixsense 0.4069 40056803 ESP 54 88.5.203.200 between_1_and_2_years ... 25_to_34_years_old male Control the minimum time and use a shortcut su... I do not like to do them quickly, more than an... Perhaps the most used, Ctrl C + Ctrl F + Ctrl V Um ... none in particular First I see if it is a task that I know, I obs... especially Ctrl + F, Ctrl C, Ctrl V the ease and speed to reach some points ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
75 9/12/2018 22:22:27 4053070255 9/12/2018 22:08:25 clixsense 0.4127 43907774 VEN 17 186.93.85.185 between_2_and_3_years ... 25_to_34_years_old female the amount of tasks I achieve is according to ... I read the instructions of the task very well ... I only see the list of available work and at t... first I check the qualification that has the t... sometimes I read the forums about the mini-job... Ctrl + F, F5, Ctr + H depends on the task I'm doing I usually use th... ctrlf_or_cmdf_find\nf5_refresh\nctrh_or_cmdh_h...
76 9/12/2018 22:23:00 4053071930 9/12/2018 22:13:40 elite 0.4707 43736752 VEN 04 186.14.183.20 between_1_and_2_years ... 25_to_34_years_old male Listen to music, turn off the phone and focus ... Use hotkeys, and have multiples windows open i... I take a quick look on the quiz page, if I can... Same as described on the above square, I take ... No strategy, I just look if it makes sense, if... Ctrl + Right click of the mouse, mostly becaus... The most important factor is the comodity. It'... ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
77 9/12/2018 22:24:06 4053075016 9/12/2018 22:15:34 elite 0.4920 44009489 EGY 08 156.197.235.2 between_1_and_2_years ... 35_to_44_years_old male I don't use strategy I don't use strategy No strategy I don't use strategy I don't have strategy Ctrl+F or Cmd+F (Find) Shortcuts accelerate common actions and are mo... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
78 9/12/2018 22:25:21 4053078762 9/12/2018 22:07:24 elite 0.4938 44712084 PER NaN 190.233.49.191 between_6_months_and_1_year ... 25_to_34_years_old male a lot of concentration only use the keyboard shortcuts I usually find work that offer more reward and... I look at the number of questions and what kin... I do not have a specific strategy for that In the past I only used the mouse The speed to complete tasks ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
79 9/12/2018 22:25:29 4053079045 9/12/2018 22:11:39 neodev 0.4414 35511038 VEN NaN 190.73.150.229 between_1_and_2_years ... 18_to_24_years_old male f5 intro f5 Ctrl + F o Cmd + F Ctrl + V o Cmd + V no other that I remember rapids, ease ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
80 9/12/2018 22:26:38 4053083052 9/12/2018 22:15:33 clixsense 0.3811 40423140 COL NaN 181.55.216.232 between_1_and_2_years ... 35_to_44_years_old female Try to achieve a high percentage of success do it in the shortest possible time understand the instructions, the examples well... see what it is about and if I have the skills ... I have no strategy Ctrl+F or Cmd+F (Find)\nCtrl+C or Cmd+C (Copy)... It helps especially when it comes to looking u... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
81 9/12/2018 22:37:41 4053119346 9/12/2018 22:14:36 clixsense 0.4503 38768994 RUS 66 5.18.223.112 between_2_and_3_years ... 25_to_34_years_old male Trying to find a much favourite task as I can ... One-by-one :) Simply Refreshing from time to time .. No strategies . I'm trying to to read the inst... Didn't really catch your point .. Sorry . Ctrl+F, Ctrl+Insert, Shift+Insert, Ctrl+C, Ctr... The specific type of task that I'm trying to c... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
82 9/12/2018 22:38:17 4053121402 9/12/2018 22:32:49 clixsense 0.5088 35470135 TUR 68 88.230.26.225 between_1_and_2_years ... 25_to_34_years_old male not much things nothing search on google ask my friends i write a letter copy. paste. find i use to make tasks more fast ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
83 9/12/2018 22:38:53 4053123826 9/12/2018 22:35:11 clixsense 0.3966 43816281 SRB NaN 185.82.107.132 between_1_and_2_years ... 35_to_44_years_old female instrukcion instrukcion instrukcion instrukcion instrukcion ctrl f3 spid ctrlf_or_cmdf_find
84 9/12/2018 22:43:22 4053139193 9/12/2018 22:28:17 elite 0.4625 44295488 VEN NaN 190.79.178.118 between_6_months_and_1_year ... 25_to_34_years_old male Concentration, if is a new or old task; rati... understand the quiz mode very well refreshing the task page, categorizing task (r... See the time, instructions; evaluate the "do a... Just send a ticket all the selected Speed ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
85 9/12/2018 22:43:43 4053140351 9/12/2018 22:30:27 elite 0.4407 43395543 PER 15 181.176.92.83 between_1_and_2_years ... 35_to_44_years_old female Refresh read quickly Refresh Read help and file a ticket. F5, Ctrl+C or Cmd+C (Copy), Ctrl+F or Cmd+F (F... time and easy ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
86 9/12/2018 22:46:04 4053147257 9/12/2018 22:31:38 clixsense 0.4897 7354029 PHL 21 49.145.99.179 between_3_and_4_years ... 25_to_34_years_old male shortcut keys,experience shortcut keys,experience task experience/familiarity, shortcut keys shortcut keys,experience best on experience Ctrl+F\nCtrl+C\nCtrl+V it help me finished the task faster. ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
87 9/12/2018 22:47:48 4053152442 9/12/2018 22:33:58 elite 0.4756 41358617 VEN NaN 190.200.14.51 between_2_and_3_years ... 25_to_34_years_old male Ctrl + F o Cmd + F Ctrl + F o Cmd + F Ctrl + F o Cmd + F Ctrl + F o Cmd + F Ctrl + F o Cmd + F Ctrl + F Speed ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
88 9/12/2018 22:49:27 4053157215 9/12/2018 22:37:38 clixsense 0.2627 40290667 VEN NaN 201.242.55.182 between_1_and_2_years ... 35_to_44_years_old female I do not have any I do not have any if you understand what they ask you to do ... ... any I do not have any in no way influences in no way influences none
89 9/12/2018 22:56:23 4053176856 9/12/2018 22:36:55 elite 0.4045 44165114 VEN 25 201.243.201.153 between_6_months_and_1_year ... 18_to_24_years_old male I use Ctrl+c, Ctrl+x, Ctrl+v, and tap, general... I use Ctrl+c, Ctrl+x, Ctrl+v, and tap I use the shortcut ctrl + f none. I just read the task none, simply i use the mouse Ctrl+F, Ctrl + c, Ctrl+V, F5 speed, and practicality ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
90 9/12/2018 22:57:37 4053180273 9/12/2018 22:43:23 clixsense 0.4319 36522920 RUS 48 95.24.194.39 between_2_and_3_years ... 45_to_54_years_old male There is no definite strategy, I do not know h... There is no definite strategy, I do not know h... There is no definite strategy, I do not know h... There is no definite strategy, I do not know h... There is no definite strategy, I do not know h... Ctrl + F; Ctrl + C; Ctrl + V The need for accuracy, time is limited ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste
91 9/12/2018 23:02:12 4053193308 9/12/2018 22:32:49 elite 0.4243 44088126 EGY 11 62.241.128.229 more_than_5_years ... 25_to_34_years_old male Rate of the task beside the price \nhigher pri... go through the task requiremnet to know exactl... If i could get the instructions quickly and th... The rate of the task and the mini jobs forum o... Use the addons from neobux it add the new task... No other shortcuts these are really more than ... focus more on the task like reading and so on ... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
92 9/12/2018 23:03:18 4053196586 9/12/2018 22:45:14 neodev 0.4325 44408094 EGY 11 217.55.158.206 between_6_months_and_1_year ... 25_to_34_years_old female I devote a lot of time to finishing the missio... I understand the task well and when i used to ... Search through ARROWS from top to bottom. Read the instructions carefully and I can chec... through help and i check a lot of reviews. Ctrl+F or Cmd+F (Find)\nCtrl+C or Cmd+C (Copy)... Depending on the task and what is required of me. ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
93 9/12/2018 23:23:16 4053257420 9/12/2018 23:12:13 neodev 0.4591 44474339 VEN NaN 186.89.158.19 between_6_months_and_1_year ... 18_to_24_years_old male It will depend on how well you understand the ... I move with the shortcuts and I try to underst... Depending on the number of points (approval) t... I check first how long it is and if there is n... When I have an unjust correction, that I reall... To truth, no other Be faster when doing my work and finish it wit... ctrlc_or_cmdc_copy\nctrlv_or_cmdv_paste\nf5_re...
94 9/12/2018 23:36:47 4053297466 9/12/2018 23:10:20 elite 0.3483 43703303 RUS 53 94.180.96.45 more_than_5_years ... 35_to_44_years_old male I choose only high payed or fast accomplish t... depends on task Use Ctrl+F and name of work no strategy no strategy Ctrl+T\nCtrl+W\nCtrl+L Speed ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
95 9/12/2018 23:51:03 4053342465 9/12/2018 23:31:40 neodev 0.4764 42948591 EGY 14 156.211.51.101 between_1_and_2_years ... 35_to_44_years_old male the shortcuts and Focus on solving the task the shortcuts and Focus on solving the task Explain the task instructions and Focus on solving the task ihave nothing but ticket Ctrl+F , Ctrl + C , Ctrl + V , Ctrl + - Use it for increased ease and speed handling ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
96 9/13/2018 00:02:18 4053371407 9/12/2018 23:40:05 neodev 0.3983 44237154 VEN 23 186.94.247.136 between_6_months_and_1_year ... 35_to_44_years_old female I start to carry out a task, I read its instru... Do the task meticulously, carefully and follow... It is important the strategy in the search in ... The strategy to be used is to read the instruc... The findings of my task are indicated in the c... Ctrl + F o Cmd + F (Find)\n Ctrl+C or Cmd+C (C... The search for some information that they ask ... ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
97 9/13/2018 00:05:44 4053380010 9/12/2018 23:58:35 neodev 0.5061 44493943 VEN NaN 186.89.186.7 between_6_months_and_1_year ... 25_to_34_years_old male tabulator and arrows tabulator and arrows tabulator and arrows tabulator and arrows tabulator and arrows tabulator and arrows tabulator and arrows ctrlf_or_cmdf_find\nctrlc_or_cmdc_copy\nctrlv_...
98 9/13/2018 00:14:59 4053402390 9/12/2018 23:50:45 elite 0.3887 36461074 SRB NaN 87.116.176.140 more_than_5_years ... 35_to_44_years_old female I do not have a strategy, I just spend more ho... I do not have a strategy. I just sort by levels or pay/task on my list t... I do not have a strategy. I do not have a strategy. Ctrl + F The speed and easier and more precise detectio... ctrlf_or_cmdf_find
99 9/13/2018 00:20:18 4053414656 9/13/2018 00:17:20 neodev 0.3352 43863316 CAN QC 70.80.199.176 more_than_5_years ... 25_to_34_years_old male take my free time read the rules better pay rules follow the rules none Quickness spacebar__shiftspacebar_scroll_down__up

100 rows × 31 columns

data_shortcuts = data['which_of_the_following_shortcuts_or_hotkeys_have_you_used_in_general_']
def lengthShortcuts(row):
    shortcuts = row.split('\n')
    #print(shortcuts)
    return len(shortcuts)
def processSelectedShortcuts(row):
    shortcuts = row.split('\n')
    ser = pd.Series(shortcuts)  
    size = len(shortcuts)
    return ser
    
numberofshortcuts = data_shortcuts.apply(lengthShortcuts)
numberofshortcuts.head(100)
0      3
1      6
2      6
3      7
4      5
5      5
6      8
7      2
8      3
9     10
10     3
11    10
12     1
13     3
14     3
15     4
16     1
17     3
18     5
19     8
20     4
21     3
22     8
23     1
24     3
25     7
26     7
27     4
28     7
29     3
      ..
70     5
71     5
72     2
73     5
74     7
75     3
76     6
77     3
78     7
79     7
80     5
81     8
82     4
83     1
84     5
85     6
86    10
87     3
88     1
89     4
90     2
91    12
92     3
93     3
94     5
95     7
96     7
97     4
98     1
99     1
Name: which_of_the_following_shortcuts_or_hotkeys_have_you_used_in_general_, Length: 100, dtype: int64
numberofshortcuts.hist()
<matplotlib.axes._subplots.AxesSubplot at 0x1a19d9cb70>
datashortcuts = data_shortcuts.apply(processSelectedShortcuts)
datashortcuts.head()
0 1 2 3 4 5 6 7 8 9 10 11
0 ctrlc_or_cmdc_copy ctrlv_or_cmdv_paste ctrlt_or_cmdt_open_a_new_tab NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 ctrlf_or_cmdf_find ctrlc_or_cmdc_copy ctrlv_or_cmdv_paste f5_refresh ctrh_or_cmdh_history ctrlt_or_cmdt_open_a_new_tab NaN NaN NaN NaN NaN NaN
2 ctrlf_or_cmdf_find ctrlc_or_cmdc_copy ctrlv_or_cmdv_paste ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra... ctrld_or_cmdd_bookmark ctrh_or_cmdh_history NaN NaN NaN NaN NaN NaN
3 ctrlf_or_cmdf_find ctrlc_or_cmdc_copy ctrlv_or_cmdv_paste f5_refresh ctrld_or_cmdd_bookmark ctrh_or_cmdh_history ctrltab_or_cmdtab_switch_to_next_tab NaN NaN NaN NaN NaN
4 ctrlf_or_cmdf_find ctrlc_or_cmdc_copy ctrlv_or_cmdv_paste f5_refresh ctrlctrl_or_cmdcmd_zoom_in__out NaN NaN NaN NaN NaN NaN NaN
def histogramData(row):
    
    find = 0
    copy = 0
    paste = 0
    movebrowser = 0
    refresh = 0
    scroll = 0
    bookmark = 0
    history = 0
    opentab = 0
    reopentab = 0
    switchtab = 0
    none = 0
    other = 0
    
    if 'ctrlf_or_cmdf_find' in row.value_counts().index:
        find = 1
    if 'ctrlc_or_cmdc_copy' in row.value_counts().index:  
        copy = 1
    if 'ctrlv_or_cmdv_paste' in row.value_counts().index: 
        paste = 1
    if 'ctrlpageuppagedown_or_cmdopt_or__cmdshift__traverse_through_browser_tabs' in row.value_counts().index:  
        movebrowser = 1
    if 'f5_refresh' in row.value_counts().index:  
        refresh = 1    
    if 'ctrld_or_cmdd_bookmark' in row.value_counts().index:  
        bookmark = 1    
    if 'ctrh_or_cmdh_history' in row.value_counts().index:  
        history = 1     
    if 'ctrlt_or_cmdt_open_a_new_tab' in row.value_counts().index:  
        opentab = 1    
    if 'ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_you_closed' in row.value_counts().index:  
        reopentab = 1
    if 'ctrltab_or_cmdtab_switch_to_next_tab' in row.value_counts().index:  
        switchtab = 1   
    if 'none' in row.value_counts().index:  
        none = 1 
    if 'other' in row.value_counts().index:  
        other = 1      
        
        
    print(row)   
    print(find,copy,paste,movebrowser,refresh,bookmark,history,opentab,reopentab,switchtab,none,other)   
        
    
    
    
    
    series = pd.Series([find,copy,paste,movebrowser,refresh,bookmark,history,opentab,reopentab,switchtab,none,other])
    
    return series
    
shortscountc = datashortcuts.apply(histogramData,axis=1)
0               ctrlc_or_cmdc_copy
1              ctrlv_or_cmdv_paste
2     ctrlt_or_cmdt_open_a_new_tab
3                              NaN
4                              NaN
5                              NaN
6                              NaN
7                              NaN
8                              NaN
9                              NaN
10                             NaN
11                             NaN
Name: 0, dtype: object
0 1 1 0 0 0 0 1 0 0 0 0
0               ctrlc_or_cmdc_copy
1              ctrlv_or_cmdv_paste
2     ctrlt_or_cmdt_open_a_new_tab
3                              NaN
4                              NaN
5                              NaN
6                              NaN
7                              NaN
8                              NaN
9                              NaN
10                             NaN
11                             NaN
Name: 0, dtype: object
0 1 1 0 0 0 0 1 0 0 0 0
0               ctrlf_or_cmdf_find
1               ctrlc_or_cmdc_copy
2              ctrlv_or_cmdv_paste
3                       f5_refresh
4             ctrh_or_cmdh_history
5     ctrlt_or_cmdt_open_a_new_tab
6                              NaN
7                              NaN
8                              NaN
9                              NaN
10                             NaN
11                             NaN
Name: 1, dtype: object
1 1 1 0 1 0 1 1 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                ctrld_or_cmdd_bookmark
5                                  ctrh_or_cmdh_history
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 2, dtype: object
1 1 1 1 0 1 1 0 0 0 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3                               f5_refresh
4                   ctrld_or_cmdd_bookmark
5                     ctrh_or_cmdh_history
6     ctrltab_or_cmdtab_switch_to_next_tab
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 3, dtype: object
1 1 1 0 1 1 1 0 0 1 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3                          f5_refresh
4     ctrlctrl_or_cmdcmd_zoom_in__out
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 4, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0       ctrlf_or_cmdf_find
1       ctrlc_or_cmdc_copy
2      ctrlv_or_cmdv_paste
3               f5_refresh
4     ctrh_or_cmdh_history
5                      NaN
6                      NaN
7                      NaN
8                      NaN
9                      NaN
10                     NaN
11                     NaN
Name: 5, dtype: object
1 1 1 0 1 0 1 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4               spacebar__shiftspacebar_scroll_down__up
5                          ctrlt_or_cmdt_open_a_new_tab
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 6, dtype: object
1 1 1 0 1 0 0 1 1 1 0 0
0     ctrlf_or_cmdf_find
1     ctrlc_or_cmdc_copy
2                    NaN
3                    NaN
4                    NaN
5                    NaN
6                    NaN
7                    NaN
8                    NaN
9                    NaN
10                   NaN
11                   NaN
Name: 7, dtype: object
1 1 0 0 0 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 8, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5               spacebar__shiftspacebar_scroll_down__up
6                          ctrlt_or_cmdt_open_a_new_tab
7                       ctrlctrl_or_cmdcmd_zoom_in__out
8     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
9                  ctrltab_or_cmdtab_switch_to_next_tab
10                                                  NaN
11                                                  NaN
Name: 9, dtype: object
1 1 1 1 1 0 0 1 1 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 10, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5               spacebar__shiftspacebar_scroll_down__up
6                                ctrld_or_cmdd_bookmark
7                       ctrlctrl_or_cmdcmd_zoom_in__out
8     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
9                  ctrltab_or_cmdtab_switch_to_next_tab
10                                                  NaN
11                                                  NaN
Name: 11, dtype: object
1 1 1 1 1 1 0 0 1 1 0 0
0     none
1      NaN
2      NaN
3      NaN
4      NaN
5      NaN
6      NaN
7      NaN
8      NaN
9      NaN
10     NaN
11     NaN
Name: 12, dtype: object
0 0 0 0 0 0 0 0 0 0 1 0
0       ctrlc_or_cmdc_copy
1      ctrlv_or_cmdv_paste
2     ctrh_or_cmdh_history
3                      NaN
4                      NaN
5                      NaN
6                      NaN
7                      NaN
8                      NaN
9                      NaN
10                     NaN
11                     NaN
Name: 13, dtype: object
0 1 1 0 0 0 1 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 14, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2     spacebar__shiftspacebar_scroll_down__up
3             ctrlctrl_or_cmdcmd_zoom_in__out
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 15, dtype: object
1 1 0 0 0 0 0 0 0 0 0 0
0     f5_refresh
1            NaN
2            NaN
3            NaN
4            NaN
5            NaN
6            NaN
7            NaN
8            NaN
9            NaN
10           NaN
11           NaN
Name: 16, dtype: object
0 0 0 0 1 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 17, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                          ctrlc_or_cmdc_copy
1                         ctrlv_or_cmdv_paste
2                                  f5_refresh
3     spacebar__shiftspacebar_scroll_down__up
4                ctrlt_or_cmdt_open_a_new_tab
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 18, dtype: object
0 1 1 0 1 0 0 1 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4                          ctrlt_or_cmdt_open_a_new_tab
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 19, dtype: object
1 1 1 0 1 0 0 1 1 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 20, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0               spacebar__shiftspacebar_scroll_down__up
1                       ctrlctrl_or_cmdcmd_zoom_in__out
2     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
3                                                   NaN
4                                                   NaN
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 21, dtype: object
0 0 0 0 0 0 0 0 1 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4                          ctrlt_or_cmdt_open_a_new_tab
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 22, dtype: object
1 1 1 0 1 0 0 1 1 1 0 0
0     f5_refresh
1            NaN
2            NaN
3            NaN
4            NaN
5            NaN
6            NaN
7            NaN
8            NaN
9            NaN
10           NaN
11           NaN
Name: 23, dtype: object
0 0 0 0 1 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 24, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5                        ctrh_or_cmdh_history
6        ctrltab_or_cmdtab_switch_to_next_tab
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 25, dtype: object
1 1 1 0 1 0 1 0 0 1 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6                  ctrltab_or_cmdtab_switch_to_next_tab
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 26, dtype: object
1 1 1 1 1 0 0 0 0 1 0 0
0                          ctrlc_or_cmdc_copy
1                         ctrlv_or_cmdv_paste
2                                  f5_refresh
3     spacebar__shiftspacebar_scroll_down__up
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 27, dtype: object
0 1 1 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4               spacebar__shiftspacebar_scroll_down__up
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 28, dtype: object
1 1 1 0 1 0 0 0 1 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 29, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 30, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 31, dtype: object
1 1 1 1 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5               spacebar__shiftspacebar_scroll_down__up
6                                ctrld_or_cmdd_bookmark
7                                  ctrh_or_cmdh_history
8                          ctrlt_or_cmdt_open_a_new_tab
9                       ctrlctrl_or_cmdcmd_zoom_in__out
10    ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
11                 ctrltab_or_cmdtab_switch_to_next_tab
Name: 32, dtype: object
1 1 1 1 1 1 1 1 1 1 0 0
0                       ctrlc_or_cmdc_copy
1                      ctrlv_or_cmdv_paste
2     ctrltab_or_cmdtab_switch_to_next_tab
3                                      NaN
4                                      NaN
5                                      NaN
6                                      NaN
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 33, dtype: object
0 1 1 0 0 0 0 0 0 1 0 0
0     ctrlf_or_cmdf_find
1                    NaN
2                    NaN
3                    NaN
4                    NaN
5                    NaN
6                    NaN
7                    NaN
8                    NaN
9                    NaN
10                   NaN
11                   NaN
Name: 34, dtype: object
1 0 0 0 0 0 0 0 0 0 0 0
0     none
1      NaN
2      NaN
3      NaN
4      NaN
5      NaN
6      NaN
7      NaN
8      NaN
9      NaN
10     NaN
11     NaN
Name: 35, dtype: object
0 0 0 0 0 0 0 0 0 0 1 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 36, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3                     ctrh_or_cmdh_history
4             ctrlt_or_cmdt_open_a_new_tab
5          ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrltab_or_cmdtab_switch_to_next_tab
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 37, dtype: object
1 1 1 0 0 0 1 1 0 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 38, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
5                  ctrltab_or_cmdtab_switch_to_next_tab
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 39, dtype: object
1 1 1 0 1 0 0 0 1 1 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3                          f5_refresh
4     ctrlctrl_or_cmdcmd_zoom_in__out
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 40, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0      ctrlc_or_cmdc_copy
1     ctrlv_or_cmdv_paste
2              f5_refresh
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 41, dtype: object
0 1 1 0 1 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3     spacebar__shiftspacebar_scroll_down__up
4                        ctrh_or_cmdh_history
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 42, dtype: object
1 1 1 0 0 0 1 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4                          ctrlt_or_cmdt_open_a_new_tab
5     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 43, dtype: object
1 1 1 0 1 0 0 1 1 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 44, dtype: object
1 1 1 1 1 0 0 0 1 1 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4                          ctrlt_or_cmdt_open_a_new_tab
5     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 45, dtype: object
1 1 1 0 1 0 0 1 1 0 0 0
0                                  f5_refresh
1     spacebar__shiftspacebar_scroll_down__up
2                                         NaN
3                                         NaN
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 46, dtype: object
0 0 0 0 1 0 0 0 0 0 0 0
0         ctrlf_or_cmdf_find
1         ctrlc_or_cmdc_copy
2        ctrlv_or_cmdv_paste
3                 f5_refresh
4     ctrld_or_cmdd_bookmark
5                        NaN
6                        NaN
7                        NaN
8                        NaN
9                        NaN
10                       NaN
11                       NaN
Name: 47, dtype: object
1 1 1 0 1 1 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 48, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 49, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5                        ctrh_or_cmdh_history
6             ctrlctrl_or_cmdcmd_zoom_in__out
7        ctrltab_or_cmdtab_switch_to_next_tab
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 50, dtype: object
1 1 1 0 1 0 1 0 0 1 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3                          f5_refresh
4     ctrlctrl_or_cmdcmd_zoom_in__out
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 51, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5             ctrlctrl_or_cmdcmd_zoom_in__out
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 52, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 53, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0      ctrlc_or_cmdc_copy
1     ctrlv_or_cmdv_paste
2                     NaN
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 54, dtype: object
0 1 1 0 0 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 55, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3     spacebar__shiftspacebar_scroll_down__up
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 56, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4               spacebar__shiftspacebar_scroll_down__up
5                          ctrlt_or_cmdt_open_a_new_tab
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 57, dtype: object
1 1 1 0 1 0 0 1 1 1 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5               spacebar__shiftspacebar_scroll_down__up
6                       ctrlctrl_or_cmdcmd_zoom_in__out
7                  ctrltab_or_cmdtab_switch_to_next_tab
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 58, dtype: object
1 1 1 1 1 0 0 0 0 1 0 0
0                                    ctrlf_or_cmdf_find
1     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
2                                            f5_refresh
3               spacebar__shiftspacebar_scroll_down__up
4                                ctrld_or_cmdd_bookmark
5                                  ctrh_or_cmdh_history
6                       ctrlctrl_or_cmdcmd_zoom_in__out
7     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
8                  ctrltab_or_cmdtab_switch_to_next_tab
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 59, dtype: object
1 0 0 1 1 1 1 0 1 1 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3     spacebar__shiftspacebar_scroll_down__up
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 60, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                ctrld_or_cmdd_bookmark
4     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 61, dtype: object
1 1 1 0 0 1 0 0 1 0 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3     ctrlctrl_or_cmdcmd_zoom_in__out
4                                 NaN
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 62, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 63, dtype: object
1 1 1 1 1 0 0 0 0 0 0 0
0     none
1      NaN
2      NaN
3      NaN
4      NaN
5      NaN
6      NaN
7      NaN
8      NaN
9      NaN
10     NaN
11     NaN
Name: 64, dtype: object
0 0 0 0 0 0 0 0 0 0 1 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 65, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3                               f5_refresh
4     ctrltab_or_cmdtab_switch_to_next_tab
5                                      NaN
6                                      NaN
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 66, dtype: object
1 1 1 0 1 0 0 0 0 1 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3                               f5_refresh
4                     ctrh_or_cmdh_history
5             ctrlt_or_cmdt_open_a_new_tab
6          ctrlctrl_or_cmdcmd_zoom_in__out
7     ctrltab_or_cmdtab_switch_to_next_tab
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 67, dtype: object
1 1 1 0 1 0 1 1 0 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 68, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3     ctrlctrl_or_cmdcmd_zoom_in__out
4                               other
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 69, dtype: object
1 1 1 0 0 0 0 0 0 0 0 1
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 70, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 71, dtype: object
1 1 1 1 1 0 0 0 0 0 0 0
0     ctrlf_or_cmdf_find
1             f5_refresh
2                    NaN
3                    NaN
4                    NaN
5                    NaN
6                    NaN
7                    NaN
8                    NaN
9                    NaN
10                   NaN
11                   NaN
Name: 72, dtype: object
1 0 0 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 73, dtype: object
1 1 1 1 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4                          ctrlt_or_cmdt_open_a_new_tab
5     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
6                  ctrltab_or_cmdtab_switch_to_next_tab
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 74, dtype: object
1 1 1 0 1 0 0 1 1 1 0 0
0       ctrlf_or_cmdf_find
1               f5_refresh
2     ctrh_or_cmdh_history
3                      NaN
4                      NaN
5                      NaN
6                      NaN
7                      NaN
8                      NaN
9                      NaN
10                     NaN
11                     NaN
Name: 75, dtype: object
1 0 0 0 1 0 1 0 0 0 0 0
0     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
1                                            f5_refresh
2               spacebar__shiftspacebar_scroll_down__up
3                                  ctrh_or_cmdh_history
4                          ctrlt_or_cmdt_open_a_new_tab
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 76, dtype: object
0 0 0 1 1 0 1 1 0 0 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 77, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3                               f5_refresh
4             ctrlt_or_cmdt_open_a_new_tab
5          ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrltab_or_cmdtab_switch_to_next_tab
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 78, dtype: object
1 1 1 0 1 0 0 1 0 1 0 0
0                          ctrlf_or_cmdf_find
1                          ctrlc_or_cmdc_copy
2                         ctrlv_or_cmdv_paste
3                                  f5_refresh
4     spacebar__shiftspacebar_scroll_down__up
5             ctrlctrl_or_cmdcmd_zoom_in__out
6        ctrltab_or_cmdtab_switch_to_next_tab
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 79, dtype: object
1 1 1 0 1 0 0 0 0 1 0 0
0               ctrlf_or_cmdf_find
1               ctrlc_or_cmdc_copy
2              ctrlv_or_cmdv_paste
3                       f5_refresh
4     ctrlt_or_cmdt_open_a_new_tab
5                              NaN
6                              NaN
7                              NaN
8                              NaN
9                              NaN
10                             NaN
11                             NaN
Name: 80, dtype: object
1 1 1 0 1 0 0 1 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4               spacebar__shiftspacebar_scroll_down__up
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                                                 other
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 81, dtype: object
1 1 1 0 1 0 0 0 1 0 0 1
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 82, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0     ctrlf_or_cmdf_find
1                    NaN
2                    NaN
3                    NaN
4                    NaN
5                    NaN
6                    NaN
7                    NaN
8                    NaN
9                    NaN
10                   NaN
11                   NaN
Name: 83, dtype: object
1 0 0 0 0 0 0 0 0 0 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3                          f5_refresh
4     ctrlctrl_or_cmdcmd_zoom_in__out
5                                 NaN
6                                 NaN
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 84, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 85, dtype: object
1 1 1 1 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3                                            f5_refresh
4               spacebar__shiftspacebar_scroll_down__up
5                                ctrld_or_cmdd_bookmark
6                          ctrlt_or_cmdt_open_a_new_tab
7                       ctrlctrl_or_cmdcmd_zoom_in__out
8     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
9                  ctrltab_or_cmdtab_switch_to_next_tab
10                                                  NaN
11                                                  NaN
Name: 86, dtype: object
1 1 1 0 1 1 0 1 1 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 87, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0     none
1      NaN
2      NaN
3      NaN
4      NaN
5      NaN
6      NaN
7      NaN
8      NaN
9      NaN
10     NaN
11     NaN
Name: 88, dtype: object
0 0 0 0 0 0 0 0 0 0 1 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3              f5_refresh
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 89, dtype: object
1 1 1 0 1 0 0 0 0 0 0 0
0      ctrlc_or_cmdc_copy
1     ctrlv_or_cmdv_paste
2                     NaN
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 90, dtype: object
0 1 1 0 0 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                                            f5_refresh
5               spacebar__shiftspacebar_scroll_down__up
6                                ctrld_or_cmdd_bookmark
7                                  ctrh_or_cmdh_history
8                          ctrlt_or_cmdt_open_a_new_tab
9                       ctrlctrl_or_cmdcmd_zoom_in__out
10    ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
11                 ctrltab_or_cmdtab_switch_to_next_tab
Name: 91, dtype: object
1 1 1 1 1 1 1 1 1 1 0 0
0      ctrlf_or_cmdf_find
1      ctrlc_or_cmdc_copy
2     ctrlv_or_cmdv_paste
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 92, dtype: object
1 1 1 0 0 0 0 0 0 0 0 0
0      ctrlc_or_cmdc_copy
1     ctrlv_or_cmdv_paste
2              f5_refresh
3                     NaN
4                     NaN
5                     NaN
6                     NaN
7                     NaN
8                     NaN
9                     NaN
10                    NaN
11                    NaN
Name: 93, dtype: object
0 1 1 0 1 0 0 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3     ctrlpageuppagedown_or_cmdopt_or__cmdshift__tra...
4                          ctrlt_or_cmdt_open_a_new_tab
5                                                   NaN
6                                                   NaN
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 94, dtype: object
1 1 1 1 0 0 0 1 0 0 0 0
0                  ctrlf_or_cmdf_find
1                  ctrlc_or_cmdc_copy
2                 ctrlv_or_cmdv_paste
3                          f5_refresh
4              ctrld_or_cmdd_bookmark
5                ctrh_or_cmdh_history
6     ctrlctrl_or_cmdcmd_zoom_in__out
7                                 NaN
8                                 NaN
9                                 NaN
10                                NaN
11                                NaN
Name: 95, dtype: object
1 1 1 0 1 1 1 0 0 0 0 0
0                                    ctrlf_or_cmdf_find
1                                    ctrlc_or_cmdc_copy
2                                   ctrlv_or_cmdv_paste
3               spacebar__shiftspacebar_scroll_down__up
4                          ctrlt_or_cmdt_open_a_new_tab
5                       ctrlctrl_or_cmdcmd_zoom_in__out
6     ctrlshiftt_or__cmdshiftt_reopen_the_last_tab_y...
7                                                   NaN
8                                                   NaN
9                                                   NaN
10                                                  NaN
11                                                  NaN
Name: 96, dtype: object
1 1 1 0 0 0 0 1 1 0 0 0
0                       ctrlf_or_cmdf_find
1                       ctrlc_or_cmdc_copy
2                      ctrlv_or_cmdv_paste
3     ctrltab_or_cmdtab_switch_to_next_tab
4                                      NaN
5                                      NaN
6                                      NaN
7                                      NaN
8                                      NaN
9                                      NaN
10                                     NaN
11                                     NaN
Name: 97, dtype: object
1 1 1 0 0 0 0 0 0 1 0 0
0     ctrlf_or_cmdf_find
1                    NaN
2                    NaN
3                    NaN
4                    NaN
5                    NaN
6                    NaN
7                    NaN
8                    NaN
9                    NaN
10                   NaN
11                   NaN
Name: 98, dtype: object
1 0 0 0 0 0 0 0 0 0 0 0
0     spacebar__shiftspacebar_scroll_down__up
1                                         NaN
2                                         NaN
3                                         NaN
4                                         NaN
5                                         NaN
6                                         NaN
7                                         NaN
8                                         NaN
9                                         NaN
10                                        NaN
11                                        NaN
Name: 99, dtype: object
0 0 0 0 0 0 0 0 0 0 0 0
shortscountc.head(100)
0 1 2 3 4 5 6 7 8 9 10 11
0 0 1 1 0 0 0 0 1 0 0 0 0
1 1 1 1 0 1 0 1 1 0 0 0 0
2 1 1 1 1 0 1 1 0 0 0 0 0
3 1 1 1 0 1 1 1 0 0 1 0 0
4 1 1 1 0 1 0 0 0 0 0 0 0
5 1 1 1 0 1 0 1 0 0 0 0 0
6 1 1 1 0 1 0 0 1 1 1 0 0
7 1 1 0 0 0 0 0 0 0 0 0 0
8 1 1 1 0 0 0 0 0 0 0 0 0
9 1 1 1 1 1 0 0 1 1 1 0 0
10 1 1 1 0 0 0 0 0 0 0 0 0
11 1 1 1 1 1 1 0 0 1 1 0 0
12 0 0 0 0 0 0 0 0 0 0 1 0
13 0 1 1 0 0 0 1 0 0 0 0 0
14 1 1 1 0 0 0 0 0 0 0 0 0
15 1 1 0 0 0 0 0 0 0 0 0 0
16 0 0 0 0 1 0 0 0 0 0 0 0
17 1 1 1 0 0 0 0 0 0 0 0 0
18 0 1 1 0 1 0 0 1 0 0 0 0
19 1 1 1 0 1 0 0 1 1 1 0 0
20 1 1 1 0 1 0 0 0 0 0 0 0
21 0 0 0 0 0 0 0 0 1 0 0 0
22 1 1 1 0 1 0 0 1 1 1 0 0
23 0 0 0 0 1 0 0 0 0 0 0 0
24 1 1 1 0 0 0 0 0 0 0 0 0
25 1 1 1 0 1 0 1 0 0 1 0 0
26 1 1 1 1 1 0 0 0 0 1 0 0
27 0 1 1 0 1 0 0 0 0 0 0 0
28 1 1 1 0 1 0 0 0 1 0 0 0
29 1 1 1 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ...
70 1 1 1 0 1 0 0 0 0 0 0 0
71 1 1 1 1 1 0 0 0 0 0 0 0
72 1 0 0 0 1 0 0 0 0 0 0 0
73 1 1 1 1 1 0 0 0 0 0 0 0
74 1 1 1 0 1 0 0 1 1 1 0 0
75 1 0 0 0 1 0 1 0 0 0 0 0
76 0 0 0 1 1 0 1 1 0 0 0 0
77 1 1 1 0 0 0 0 0 0 0 0 0
78 1 1 1 0 1 0 0 1 0 1 0 0
79 1 1 1 0 1 0 0 0 0 1 0 0
80 1 1 1 0 1 0 0 1 0 0 0 0
81 1 1 1 0 1 0 0 0 1 0 0 1
82 1 1 1 0 1 0 0 0 0 0 0 0
83 1 0 0 0 0 0 0 0 0 0 0 0
84 1 1 1 0 1 0 0 0 0 0 0 0
85 1 1 1 1 1 0 0 0 0 0 0 0
86 1 1 1 0 1 1 0 1 1 1 0 0
87 1 1 1 0 0 0 0 0 0 0 0 0
88 0 0 0 0 0 0 0 0 0 0 1 0
89 1 1 1 0 1 0 0 0 0 0 0 0
90 0 1 1 0 0 0 0 0 0 0 0 0
91 1 1 1 1 1 1 1 1 1 1 0 0
92 1 1 1 0 0 0 0 0 0 0 0 0
93 0 1 1 0 1 0 0 0 0 0 0 0
94 1 1 1 1 0 0 0 1 0 0 0 0
95 1 1 1 0 1 1 1 0 0 0 0 0
96 1 1 1 0 0 0 0 1 1 0 0 0
97 1 1 1 0 0 0 0 0 0 1 0 0
98 1 0 0 0 0 0 0 0 0 0 0 0
99 0 0 0 0 0 0 0 0 0 0 0 0

100 rows × 12 columns

shortscountc.columns = 'find', 'copy','paste','movebrowser','refresh','bookmark','history','opentab','reopentab','switchtab','none','other'
shortscountc.head()
find copy paste movebrowser refresh bookmark history opentab reopentab switchtab none other
0 0 1 1 0 0 0 0 1 0 0 0 0
1 1 1 1 0 1 0 1 1 0 0 0 0
2 1 1 1 1 0 1 1 0 0 0 0 0
3 1 1 1 0 1 1 1 0 0 1 0 0
4 1 1 1 0 1 0 0 0 0 0 0 0
shortscountc['find'].value_counts()
1    81
0    19
Name: find, dtype: int64
shortscountc['copy'].value_counts()
1    84
0    16
Name: copy, dtype: int64
shortscountc['paste'].value_counts()
1    82
0    18
Name: paste, dtype: int64
shortscountc['movebrowser'].value_counts()
0    84
1    16
Name: movebrowser, dtype: int64
shortscountc['refresh'].value_counts()
1    62
0    38
Name: refresh, dtype: int64
shortscountc['bookmark'].value_counts()
0    90
1    10
Name: bookmark, dtype: int64
shortscountc['history'].value_counts()
0    84
1    16
Name: history, dtype: int64
shortscountc['opentab'].value_counts()
0    79
1    21
Name: opentab, dtype: int64
shortscountc['reopentab'].value_counts()
0    80
1    20
Name: reopentab, dtype: int64
shortscountc['switchtab'].value_counts()
0    75
1    25
Name: switchtab, dtype: int64
shortscountc['none'].value_counts()
0    96
1     4
Name: none, dtype: int64
shortscountc['other'].value_counts()
0    98
1     2
Name: other, dtype: int64
 
 
barplot = pd.Series([81,84,82,84,62, 90,84, 79,80,75, 96, 98])
barplot.index = 'find', 'copy','paste','movebrowser','refresh','bookmark','history','opentab','reopentab','switchtab','none','other'
barplot.plot(kind='bar')
<matplotlib.axes._subplots.AxesSubplot at 0x1a1aa97a90>
strategies = data[['what_strategyies_do_you_have_to_accomplish_as_many_tasks_as_possible_','what_strategyies_do_you_have_to_quickly_accomplish_a_task_', 'what_strategyies_do_you_have_to_quickly_find_work_to_accomplish','what_strategyies_do_you_have_to_quickly_inspect_a_task_','what_strategyies_do_you_have_to_quickly_report_any_findings_about_a_task_']]
strategies.columns = 'asmany', 'quicklyaccomplish','find','inspect','report'
strategies['asmany'].head(100)
0     I will sometimes have different tasks on diffe...
1     first I read the instructions well and then I ...
2                                    aktif görev yapmak
3      depends on the payment and the speed of the task
4     Usually open 2 windows to work in two differen...
5                have a couple or three in several tabs
6                        Mantıklarini iyi okuyup anlama
7                                         fast and copy
8                                          ctrl c and v
9     I check if the job have any trick o tips to un...
10                                              nothing
11                          Maintain the accuracy level
12    go slow so you don't get expelled and you'll g...
13       those that give me good precision and are safe
14                           read the instructions well
15                         careful study of the problem
16                   I open several tasks from the list
17             make the ones that I have 100% knowledge
18    working on task with lesser page of work on it...
19                                     focusing on task
20    i start with tasks that doesn't  take too much...
21                                                 none
22                              It depends on the task.
23                                         make it easy
24    I have no strategy, Each job has its limited n...
25    Accomplish tasks that's easy and quickly to do...
26    Understand fully what the task is about is cru...
27    I always check that certain task will be avail...
28    I try to read the most important aspects of a ...
29                             Fast think and be speed.
                            ...                        
70                                           fast speed
71    try to be as fast as possible, and predict the...
72    I try to open as many tasks available as I und...
73                             Research on the internet
74    Control the minimum time and use a shortcut su...
75    the amount of tasks I achieve is according to ...
76    Listen to music, turn off the phone and focus ...
77                                 I don't use strategy
78                               a lot of concentration
79                                                   f5
80          Try to achieve a high percentage of success
81    Trying to find a much favourite task as I can ...
82                                      not much things
83                                          instrukcion
84    Concentration,  if is a new or old task;  rati...
85                                              Refresh
86                             shortcut keys,experience
87                                   Ctrl + F o Cmd + F
88                                    I do not have any
89    I use Ctrl+c, Ctrl+x, Ctrl+v, and tap, general...
90    There is no definite strategy, I do not know h...
91    Rate of the task beside the price \nhigher pri...
92    I devote a lot of time to finishing the missio...
93    It will depend on how well you understand the ...
94    I choose only high payed or fast accomplish  t...
95          the shortcuts and Focus on solving the task
96    I start to carry out a task, I read its instru...
97                                 tabulator and arrows
98    I do not have a strategy, I just spend more ho...
99                                    take my free time
Name: asmany, Length: 100, dtype: object
restdata = datas[['_created_at','_id','_started_at', '_channel', '_trust', '_worker_id', '_country', '_region', '_ip','for_how_long_have_you_been_contributing_to_crowdsourcing_platforms_like_figure_eight', 'how_do_you_find_or_learn_about_the_possible_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight_','how_important_is_the_task_clarity_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight','how_important_is_the_task_difficulty_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_important_is_the_task_reward_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_important_is_the_the_effort_required_by_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight','how_important_is_the_type_of_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight', 'how_often_do_you_use_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight']]
restdata.head()
_created_at _id _started_at _channel _trust _worker_id _country _region _ip for_how_long_have_you_been_contributing_to_crowdsourcing_platforms_like_figure_eight how_do_you_find_or_learn_about_the_possible_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight_ how_important_is_the_task_clarity_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight how_important_is_the_task_difficulty_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight how_important_is_the_task_reward_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight how_important_is_the_the_effort_required_by_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight how_important_is_the_type_of_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight how_often_do_you_use_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight
0 9/12/2018 21:33:44 4052884545 9/12/2018 21:31:20 instagc 0.7619 34609243 USA OH 99.89.202.111 between_2_and_3_years i_know_them_through_my_general_usage_of_the_in... important important very_important very_important very_important sometimes
1 9/12/2018 21:34:39 4052888892 9/12/2018 21:30:42 elite 0.7247 44803902 VEN NaN 186.88.104.66 between_3_and_4_years i_learned_of_these_through_other_workers_on_di... very_important very_important very_important very_important very_important always
2 9/12/2018 21:35:02 4052890805 9/12/2018 21:30:58 clixsense 0.7009 43730168 TUR 38 94.120.234.1 between_1_and_2_years i_learned_of_these_through_other_workers_on_di... very_important very_important very_important very_important very_important always
3 9/12/2018 21:35:15 4052891992 9/12/2018 21:30:38 elite 0.5967 44348445 VEN NaN 190.79.15.245 between_6_months_and_1_year i_learned_of_these_through_other_workers_on_di... moderately_important very_important slightly_important very_important important always
4 9/12/2018 21:36:25 4052897682 9/12/2018 21:29:32 neodev 0.5643 44334102 VEN 25 190.75.108.89 between_6_months_and_1_year i_figured_them_out_through_the_course_of_compl... very_important slightly_important moderately_important very_important very_important rarely

def replaceScale(df):

d2 = df.replace(to_replace='very_important', value='1')
d3 = d2.replace(to_replace='important', value='2')
d4 = d3.replace(to_replace='moderately_important', value='3')
d5 = d4.replace(to_replace='slightly_important', value='4')
d6 = d5.replace(to_replace='not_important', value='5')

print(d6.sort_values().unique())
return d6
clarity = restdata['how_important_is_the_task_clarity_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight']
clarity.hist(xrot=90)
<matplotlib.axes._subplots.AxesSubplot at 0x1a1d539cf8>
 

clarity2 = replaceScale(clarity)

ax = clarity2.hist()

ax.set_xticklabels(['Very Important', 'Important', 'Moderately Important', 'Slightly Important', 'Not Important'])

taskdifficulty = restdata['how_important_is_the_task_difficulty_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight']
taskdifficulty.hist(xrot=90)
plt.title('Importance of Task Difficulty When Choosing to Use Shortcuts')
Text(0.5,1,'Importance of Task Clarity When Choosing to Use Shortcuts')
reward = restdata['how_important_is_the_task_reward_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight']
reward.hist(xrot=90)
plt.title('Importance of Task Reward When Choosing to Use Shortcuts')
Text(0.5,1,'Importance of Task Reward When Choosing to Use Shortcuts')
effort = restdata['how_important_is_the_the_effort_required_by_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight']
effort.hist(xrot=90)
plt.title('Importance of Task Effort When Choosing to Use Shortcuts')
Text(0.5,1,'Importance of Task Effort When Choosing to Use Shortcuts')
tasktype = restdata['how_important_is_the_type_of_the_task_when_choosing_to_use_shortcuts_of_hotkeys_to_complete_tasks_on_figure_eight']
tasktype.hist(xrot=90)
plt.title('Importance of Task Type When Choosing to Use Shortcuts')
Text(0.5,1,'Importance of Task Type When Choosing to Use Shortcuts')
shortcutusefrequency = restdata['how_often_do_you_use_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight']
shortcutusefrequency.head()
0    sometimes
1       always
2       always
3       always
4       rarely
Name: how_often_do_you_use_keyboard_shortcuts_or_hotkeys_to_support_the_tasks_you_complete_on_figure_eight, dtype: object
shortcutusefrequency.hist(xrot=90)
plt.title('How Often Crowd Workers Use Keyboard Shortcuts or Hotkeys')
Text(0.5,1,'How Often Crowd Workers Use Keyboard Shortcuts or Hotkeys')