library(tidyverse)
## -- Attaching packages --------------------------------------------------- tidyverse 1.3.0 --
## v ggplot2 3.3.2 v purrr 0.3.4
## v tibble 3.0.2 v dplyr 1.0.0
## v tidyr 1.1.0 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.5.0
## -- Conflicts ------------------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
hdi<-read.csv("D:/2021/Lection/R/Udemy/Matherials/hdi-cpi.csv",stringsAsFactors = F)
hdi
## X Country WB.Code Region CPI.2015 CPI.2015.Rank
## 1 1 Afghanistan AFG AP 0.11 162
## 2 2 Albania ALB ECA 0.36 85
## 3 3 Algeria DZA MENA 0.36 85
## 4 4 Angola AGO SSA 0.15 159
## 5 5 Argentina ARG AME 0.32 102
## 6 6 Armenia ARM ECA 0.35 92
## 7 7 Australia AUS AP 0.79 13
## 8 8 Austria AUT WE/EU 0.76 16
## 9 9 Azerbaijan AZE ECA 0.29 115
## 10 10 Bahrain BHR MENA 0.51 47
## 11 11 Bangladesh BGD AP 0.25 135
## 12 12 Belarus BLR ECA 0.32 102
## 13 13 Belgium BEL WE/EU 0.77 15
## 14 14 Benin BEN SSA 0.37 80
## 15 15 Bhutan BTN AP 0.65 27
## 16 16 Bolivia BOL AME 0.34 95
## 17 17 Bosnia and Herzegovina BIH ECA 0.38 73
## 18 18 Botswana BWA SSA 0.63 29
## 19 19 Brazil BRA AME 0.38 73
## 20 20 Bulgaria BGR WE/EU 0.41 66
## 21 21 Burkina Faso BFA SSA 0.38 73
## 22 22 Burundi BDI SSA 0.21 146
## 23 23 Cape Verde CPV SSA 0.55 39
## 24 24 Cambodia KHM AP 0.21 146
## 25 25 Cameroon CMR SSA 0.27 126
## 26 26 Canada CAN AME 0.83 10
## 27 27 Central African Republic CAF SSA 0.24 141
## 28 28 Chad TCD SSA 0.22 143
## 29 29 Chile CHL AME 0.70 23
## 30 30 China CHN AP 0.37 80
## 31 31 Colombia COL AME 0.37 80
## 32 32 Comoros COM SSA 0.26 132
## 33 33 Congo COG SSA 0.23 142
## 34 34 Democratic Republic of Congo COD SSA 0.22 143
## 35 35 Costa Rica CRI AME 0.55 39
## 36 36 Cфte d’Ivoire CIV SSA 0.32 102
## 37 37 Croatia HRV WE/EU 0.51 47
## 38 38 Cuba CUB AME 0.47 53
## 39 39 Cyprus CYP WE/EU 0.61 31
## 40 40 Czech Republic CZE WE/EU 0.56 37
## 41 41 Denmark DNK WE/EU 0.91 1
## 42 42 Djibouti DJI SSA 0.34 95
## 43 43 Dominican Republic DOM AME 0.33 99
## 44 44 Ecuador ECU AME 0.32 102
## 45 45 Egypt EGY MENA 0.36 85
## 46 46 El Salvador SLV AME 0.39 69
## 47 47 Eritrea ERI SSA 0.18 150
## 48 48 Estonia EST WE/EU 0.70 23
## 49 49 Ethiopia ETH SSA 0.33 99
## 50 50 Finland FIN WE/EU 0.90 3
## 51 51 France FRA WE/EU 0.70 23
## 52 52 Gabon GAB SSA 0.34 95
## 53 53 Gambia GMB SSA 0.28 119
## 54 54 Georgia GEO ECA 0.52 45
## 55 55 Germany DEU WE/EU 0.81 11
## 56 56 Ghana GHA SSA 0.47 53
## 57 57 Greece GRC WE/EU 0.46 55
## 58 58 Guatemala GTM AME 0.28 119
## 59 59 Guinea GIN SSA 0.25 135
## 60 60 Guinea-Bissau GNB SSA 0.17 154
## 61 61 Guyana GUY AME 0.29 115
## 62 62 Haiti HTI AME 0.17 154
## 63 63 Honduras HND AME 0.31 107
## 64 64 Hong Kong HKG AP 0.75 18
## 65 65 Hungary HUN WE/EU 0.51 47
## 66 66 Iceland ISL WE/EU 0.79 13
## 67 67 India IND AP 0.38 73
## 68 68 Indonesia IDN AP 0.36 85
## 69 69 Iran IRN MENA 0.27 126
## 70 70 Iraq IRQ MENA 0.16 157
## 71 71 Ireland IRL WE/EU 0.75 18
## 72 72 Israel ISR MENA 0.61 31
## 73 73 Italy ITA WE/EU 0.44 58
## 74 74 Jamaica JAM AME 0.41 66
## 75 75 Japan JPN AP 0.75 18
## 76 76 Jordan JOR MENA 0.53 42
## 77 77 Kazakhstan KAZ ECA 0.28 119
## 78 78 Kenya KEN SSA 0.25 135
## 79 79 Korea (North) PRK AP 0.08 163
## 80 80 Kuwait KWT MENA 0.49 52
## 81 81 Kyrgyzstan KGZ ECA 0.28 119
## 82 82 Laos LAO AP 0.25 135
## 83 83 Latvia LVA WE/EU 0.56 37
## 84 84 Lebanon LBN MENA 0.28 119
## 85 85 Lesotho LSO SSA 0.44 58
## 86 86 Liberia LBR SSA 0.37 80
## 87 87 Libya LBY MENA 0.16 157
## 88 88 Lithuania LTU WE/EU 0.59 35
## 89 89 Luxembourg LUX WE/EU 0.85 7
## 90 90 Madagascar MDG SSA 0.28 119
## 91 91 Malawi MWI SSA 0.31 107
## 92 92 Malaysia MYS AP 0.50 51
## 93 93 Mali MLI SSA 0.35 92
## 94 94 Malta MLT WE/EU 0.60 33
## 95 95 Mauritania MRT SSA 0.31 107
## 96 96 Mauritius MUS SSA 0.53 42
## 97 97 Mexico MEX AME 0.31 107
## 98 98 Moldova MDA ECA 0.33 99
## 99 99 Mongolia MNG AP 0.39 69
## 100 100 Montenegro MON ECA 0.44 58
## 101 101 Morocco MAR MENA 0.36 85
## 102 102 Mozambique MOZ SSA 0.31 107
## 103 103 Myanmar MMR AP 0.22 143
## 104 104 Namibia NAM SSA 0.53 42
## 105 105 Nepal NPL AP 0.27 126
## 106 106 Netherlands NLD WE/EU 0.84 9
## 107 107 New Zealand NZL AP 0.91 1
## 108 108 Nicaragua NIC AME 0.27 126
## 109 109 Niger NER SSA 0.34 95
## 110 110 Nigeria NGA SSA 0.26 132
## 111 111 Norway NOR WE/EU 0.88 5
## 112 112 Oman OMN MENA 0.45 57
## 113 113 Pakistan PAK AP 0.30 113
## 114 114 Panama PAN AME 0.39 69
## 115 115 Papua New Guinea PNG AP 0.25 135
## 116 116 Paraguay PRY AME 0.27 126
## 117 117 Peru PER AME 0.36 85
## 118 118 Philippines PHL AP 0.35 92
## 119 119 Poland POL WE/EU 0.63 29
## 120 120 Portugal PRT WE/EU 0.64 28
## 121 121 Qatar QAT MENA 0.71 22
## 122 122 Romania ROM WE/EU 0.46 55
## 123 123 Russia RUS ECA 0.29 115
## 124 124 Rwanda RWA SSA 0.54 41
## 125 125 Sao Tome and Principe STP SSA 0.42 63
## 126 126 Saudi Arabia SAU MENA 0.52 45
## 127 127 Senegal SEN SSA 0.44 58
## 128 128 Serbia SCG ECA 0.40 68
## 129 129 Sierra Leone SLE SSA 0.29 115
## 130 130 Singapore SGP AP 0.85 7
## 131 131 Slovakia SVK WE/EU 0.51 47
## 132 132 Slovenia SVN WE/EU 0.60 33
## 133 133 South Africa ZAF SSA 0.44 58
## 134 134 South Sudan SSD SSA 0.15 159
## 135 135 Spain ESP WE/EU 0.58 36
## 136 136 Sri Lanka LKA AP 0.37 80
## 137 137 Sudan SDN SSA 0.12 161
## 138 138 Suriname SUR AME 0.36 85
## 139 139 Sweden SWE WE/EU 0.89 4
## 140 140 Switzerland CHE WE/EU 0.86 6
## 141 141 Syria SYR MENA 0.18 150
## 142 142 Tajikistan TJK ECA 0.26 132
## 143 143 Tanzania TZA SSA 0.30 113
## 144 144 Thailand THA AP 0.38 73
## 145 145 The FYR of Macedonia MKD ECA 0.42 63
## 146 146 Timor-Leste TLS AP 0.28 119
## 147 147 Togo TGO SSA 0.32 102
## 148 148 Trinidad and Tobago TTO AME 0.39 69
## 149 149 Tunisia TUN MENA 0.38 73
## 150 150 Turkey TUR ECA 0.42 63
## 151 151 Turkmenistan TKM ECA 0.18 150
## 152 152 Uganda UGA SSA 0.25 135
## 153 153 Ukraine UKR ECA 0.27 126
## 154 154 United Arab Emirates ARE MENA 0.70 23
## 155 155 United Kingdom GBR WE/EU 0.81 11
## 156 156 Unites States USA AME 0.76 16
## 157 157 Uruguay URY AME 0.74 21
## 158 158 Uzbekistan UZB ECA 0.19 149
## 159 159 Venezuela VEN AME 0.17 154
## 160 160 Vietnam VNM AP 0.31 107
## 161 161 Yemen YEM MENA 0.18 150
## 162 162 Zambia ZMB SSA 0.38 73
## 163 163 Zimbabwe ZWE SSA 0.21 146
## HDI.2015 HDI.2015.Rank
## 1 0.479 144
## 2 0.764 66
## 3 0.745 73
## 4 0.533 126
## 5 0.827 42
## 6 0.743 74
## 7 0.939 2
## 8 0.893 23
## 9 0.759 69
## 10 0.824 44
## 11 0.579 116
## 12 0.796 49
## 13 0.896 21
## 14 0.485 142
## 15 0.607 112
## 16 0.674 99
## 17 0.750 71
## 18 0.698 90
## 19 0.754 70
## 20 0.794 52
## 21 0.402 160
## 22 0.404 159
## 23 0.648 103
## 24 0.563 120
## 25 0.518 129
## 26 0.920 10
## 27 0.352 163
## 28 0.396 161
## 29 0.847 35
## 30 0.738 80
## 31 0.727 83
## 32 0.498 134
## 33 0.592 114
## 34 0.435 151
## 35 0.776 58
## 36 0.474 146
## 37 0.827 42
## 38 0.775 60
## 39 0.856 30
## 40 0.878 27
## 41 0.925 5
## 42 0.473 147
## 43 0.722 86
## 44 0.739 79
## 45 0.691 94
## 46 0.680 98
## 47 0.420 154
## 48 0.865 29
## 49 0.448 149
## 50 0.895 22
## 51 0.897 20
## 52 0.697 91
## 53 0.452 148
## 54 0.769 62
## 55 0.926 4
## 56 0.579 116
## 57 0.866 28
## 58 0.640 106
## 59 0.414 158
## 60 0.424 153
## 61 0.638 108
## 62 0.493 138
## 63 0.625 110
## 64 0.917 12
## 65 0.836 40
## 66 0.921 9
## 67 0.624 111
## 68 0.689 95
## 69 0.774 61
## 70 0.649 102
## 71 0.923 8
## 72 0.899 18
## 73 0.887 25
## 74 0.730 82
## 75 0.903 16
## 76 0.742 76
## 77 0.794 52
## 78 0.555 123
## 79 0.901 17
## 80 0.800 48
## 81 0.664 101
## 82 0.586 115
## 83 0.830 41
## 84 0.763 67
## 85 0.497 136
## 86 0.427 152
## 87 0.716 87
## 88 0.848 34
## 89 0.898 19
## 90 0.512 133
## 91 0.476 145
## 92 0.789 54
## 93 0.442 150
## 94 0.856 30
## 95 0.513 132
## 96 0.781 56
## 97 0.762 68
## 98 0.699 89
## 99 0.735 81
## 100 0.807 45
## 101 0.647 104
## 102 0.418 156
## 103 0.556 122
## 104 0.640 106
## 105 0.558 121
## 106 0.924 7
## 107 0.915 13
## 108 0.645 105
## 109 0.353 162
## 110 0.527 128
## 111 0.949 1
## 112 0.796 49
## 113 0.550 124
## 114 0.788 55
## 115 0.516 130
## 116 0.693 92
## 117 0.740 77
## 118 0.682 97
## 119 0.855 33
## 120 0.843 38
## 121 0.856 30
## 122 0.802 47
## 123 0.804 46
## 124 0.498 134
## 125 0.574 119
## 126 0.847 35
## 127 0.494 137
## 128 0.776 58
## 129 0.420 154
## 130 0.925 5
## 131 0.845 37
## 132 0.890 24
## 133 0.666 100
## 134 0.418 156
## 135 0.884 26
## 136 0.766 65
## 137 0.490 140
## 138 0.725 84
## 139 0.913 14
## 140 0.939 2
## 141 0.536 125
## 142 0.627 109
## 143 0.531 127
## 144 0.740 77
## 145 0.748 72
## 146 0.606 113
## 147 0.487 141
## 148 0.780 57
## 149 0.725 84
## 150 0.767 63
## 151 0.692 93
## 152 0.493 138
## 153 0.743 74
## 154 0.840 39
## 155 0.910 15
## 156 0.920 10
## 157 0.795 51
## 158 0.701 88
## 159 0.767 63
## 160 0.683 96
## 161 0.482 143
## 162 0.579 116
## 163 0.516 130
sc<-ggplot(hdi,aes(CPI.2015,HDI.2015))+geom_point(aes(color=Region),size=5)+stat_smooth()#+coord_cartesian(xlim = c(0.75,1))
sc
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
sc<-ggplot(hdi,aes(CPI.2015,HDI.2015))+geom_point()+facet_grid(Region~.)
sc
sc<-ggplot(hdi,aes(CPI.2015,HDI.2015))+geom_point(aes(color=Region),size=3)+facet_grid(Region~.)+stat_smooth()
sc
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
sc<-ggplot(hdi,aes(CPI.2015,HDI.2015))+geom_point(aes(color=Region),size=3)+facet_grid(Region~.)+stat_smooth()+coord_cartesian(xlim = c(0.75,1))
sc
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
sc<-ggplot(hdi,aes(CPI.2015,HDI.2015))+geom_point(aes(color=Region),size=3)+stat_smooth()+theme_minimal()
sc
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
df<-read.csv("D:/2021/Lection/R/Udemy/Matherials/titanic.csv", stringsAsFactors = F)
df<-as.tibble(df)
## Warning: `as.tibble()` is deprecated as of tibble 2.0.0.
## Please use `as_tibble()` instead.
## The signature and semantics have changed, see `?as_tibble`.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.
df
## Warning: `...` is not empty.
##
## We detected these problematic arguments:
## * `needs_dots`
##
## These dots only exist to allow future extensions and should be empty.
## Did you misspecify an argument?
## # A tibble: 891 x 12
## PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin
## <int> <int> <int> <chr> <chr> <dbl> <int> <int> <chr> <dbl> <chr>
## 1 1 0 3 Brau~ male 22 1 0 A/5 2~ 7.25 ""
## 2 2 1 1 Cumi~ fema~ 38 1 0 PC 17~ 71.3 "C85"
## 3 3 1 3 Heik~ fema~ 26 0 0 STON/~ 7.92 ""
## 4 4 1 1 Futr~ fema~ 35 1 0 113803 53.1 "C12~
## 5 5 0 3 Alle~ male 35 0 0 373450 8.05 ""
## 6 6 0 3 Mora~ male NA 0 0 330877 8.46 ""
## 7 7 0 1 McCa~ male 54 0 0 17463 51.9 "E46"
## 8 8 0 3 Pals~ male 2 3 1 349909 21.1 ""
## 9 9 1 3 John~ fema~ 27 0 2 347742 11.1 ""
## 10 10 1 2 Nass~ fema~ 14 1 0 237736 30.1 ""
## # ... with 881 more rows, and 1 more variable: Embarked <chr>
str(df)
## tibble [891 x 12] (S3: tbl_df/tbl/data.frame)
## $ PassengerId: int [1:891] 1 2 3 4 5 6 7 8 9 10 ...
## $ Survived : int [1:891] 0 1 1 1 0 0 0 0 1 1 ...
## $ Pclass : int [1:891] 3 1 3 1 3 3 1 3 3 2 ...
## $ Name : chr [1:891] "Braund, Mr. Owen Harris" "Cumings, Mrs. John Bradley (Florence Briggs Thayer)" "Heikkinen, Miss. Laina" "Futrelle, Mrs. Jacques Heath (Lily May Peel)" ...
## $ Sex : chr [1:891] "male" "female" "female" "female" ...
## $ Age : num [1:891] 22 38 26 35 35 NA 54 2 27 14 ...
## $ SibSp : int [1:891] 1 1 0 1 0 0 0 3 0 1 ...
## $ Parch : int [1:891] 0 0 0 0 0 0 0 1 2 0 ...
## $ Ticket : chr [1:891] "A/5 21171" "PC 17599" "STON/O2. 3101282" "113803" ...
## $ Fare : num [1:891] 7.25 71.28 7.92 53.1 8.05 ...
## $ Cabin : chr [1:891] "" "C85" "" "C123" ...
## $ Embarked : chr [1:891] "S" "C" "S" "S" ...
df$Survived<-as.factor(df$Survived)
df$Pclass<-as.factor(df$Pclass)
df$Sex<-as.factor(df$Sex)
df$Embarked<-as.factor(df$Embarked)
str(df)
## tibble [891 x 12] (S3: tbl_df/tbl/data.frame)
## $ PassengerId: int [1:891] 1 2 3 4 5 6 7 8 9 10 ...
## $ Survived : Factor w/ 2 levels "0","1": 1 2 2 2 1 1 1 1 2 2 ...
## $ Pclass : Factor w/ 3 levels "1","2","3": 3 1 3 1 3 3 1 3 3 2 ...
## $ Name : chr [1:891] "Braund, Mr. Owen Harris" "Cumings, Mrs. John Bradley (Florence Briggs Thayer)" "Heikkinen, Miss. Laina" "Futrelle, Mrs. Jacques Heath (Lily May Peel)" ...
## $ Sex : Factor w/ 2 levels "female","male": 2 1 1 1 2 2 2 2 1 1 ...
## $ Age : num [1:891] 22 38 26 35 35 NA 54 2 27 14 ...
## $ SibSp : int [1:891] 1 1 0 1 0 0 0 3 0 1 ...
## $ Parch : int [1:891] 0 0 0 0 0 0 0 1 2 0 ...
## $ Ticket : chr [1:891] "A/5 21171" "PC 17599" "STON/O2. 3101282" "113803" ...
## $ Fare : num [1:891] 7.25 71.28 7.92 53.1 8.05 ...
## $ Cabin : chr [1:891] "" "C85" "" "C123" ...
## $ Embarked : Factor w/ 4 levels "","C","Q","S": 4 2 4 4 4 3 4 4 4 2 ...
hist<-ggplot(data=df,aes(x=Age))
hist+geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 177 rows containing non-finite values (stat_bin).
hist<-ggplot(data=df,aes(x=Age))
hist+geom_histogram(binwidth = 5,color="darkslategray",fill="darkslategray4",alpha=0.5)+ggtitle("Age distribution on the Titanic")+labs(y="Number of Passangers",x="Age")+theme_classic()
## Warning: Removed 177 rows containing non-finite values (stat_bin).
library(tidyverse)
emp<-read.csv("D:/2021/Lection/R/Udemy/Matherials/employee-data2.csv",skip=23,stringsAsFactors = F)
emp
## emp_no first_name last_name birth_date gender title
## 1 10001 Georgi Facello 02/09/1953 M Senior Engineer
## 2 10002 Bezalel Simmel 02/06/1964 F Staff
## 3 10003 Parto Bamford 03/12/1959 M Senior Engineer
## 4 10004 Chirstian Koblick 01/05/1954 M Engineer
## 5 10005 Kyoichi Maliniak 21/01/1955 M Senior Staff
## 6 10006 Anneke Preusig 20/04/1953 F Senior Engineer
## 7 10007 Tzvetan Zielinski 23/05/1957 F Senior Staff
## 8 10008 Saniya Kalloufi 19/02/1958 M Assistant Engineer
## 9 10009 Sumant Peac 19/04/1952 F Assistant Engineer
## 10 10010 Duangkaew Piveteau 01/06/1963 F Engineer
## 11 10011 Mary Sluis 07/11/1953 F Staff
## 12 10012 Patricio Bridgland 04/10/1960 M Engineer
## 13 10013 Eberhardt Terkki 07/06/1963 M Senior Staff
## 14 10014 Berni Genin 12/02/1956 M Engineer
## 15 10015 Guoxiang Nooteboom 19/08/1959 M Senior Staff
## 16 10016 Kazuhito Cappelletti 02/05/1961 M Staff
## 17 10017 Cristinel Bouloucos 06/07/1958 F Senior Staff
## 18 10018 Kazuhide Peha 19/06/1954 F Engineer
## 19 10019 Lillian Haddadi 23/01/1953 M Staff
## 20 10020 Mayuko Warwick 24/12/1952 M Engineer
## 21 10021 Ramzi Erde 20/02/1960 M Technique Leader
## 22 10022 Shahaf Famili 08/07/1952 M Engineer
## 23 10023 Bojan Montemayor 29/09/1953 F Engineer
## 24 10024 Suzette Pettey 05/09/1958 F Assistant Engineer
## 25 10025 Prasadram Heyers 31/10/1958 M Technique Leader
## 26 10026 Yongqiao Berztiss 03/04/1953 M Engineer
## 27 10027 Divier Reistad 10/07/1962 F Engineer
## 28 10028 Domenick Tempesti 26/11/1963 M Engineer
## 29 10029 Otmar Herbst 13/12/1956 M Engineer
## 30 10030 Elvis Demeyer 14/07/1958 M Engineer
## 31 10031 Karsten Joslin 27/01/1959 M Engineer
## 32 10032 Jeong Reistad 09/08/1960 F Engineer
## 33 10033 Arif Merlo 14/11/1956 M Technique Leader
## 34 10034 Bader Swan 29/12/1962 M Staff
## 35 10035 Alain Chappelet 08/02/1953 M Engineer
## 36 10036 Adamantios Portugali 10/08/1959 M Senior Staff
## 37 10037 Pradeep Makrucki 22/07/1963 M Engineer
## 38 10038 Huan Lortz 20/07/1960 M Senior Staff
## 39 10039 Alejandro Brender 01/10/1959 M Senior Staff
## 40 10040 Weiyi Meriste 13/09/1959 F Engineer
## 41 10041 Uri Lenart 27/08/1959 F Senior Staff
## 42 10042 Magy Stamatiou 26/02/1956 F Senior Staff
## 43 10043 Yishay Tzvieli 19/09/1960 M Engineer
## 44 10044 Mingsen Casley 21/09/1961 F Technique Leader
## 45 10045 Moss Shanbhogue 14/08/1957 M Engineer
## 46 10046 Lucien Rosenbaum 23/07/1960 M Senior Staff
## 47 10047 Zvonko Nyanchama 29/06/1952 M Engineer
## 48 10048 Florian Syrotiuk 11/07/1963 M Engineer
## 49 10049 Basil Tramer 24/04/1961 F Senior Staff
## 50 10050 Yinghua Dredge 21/05/1958 M Senior Staff
## 51 10051 Hidefumi Caine 28/07/1953 M Engineer
## 52 10052 Heping Nitsch 26/02/1961 M Senior Staff
## 53 10053 Sanjiv Zschoche 13/09/1954 F Senior Staff
## 54 10054 Mayumi Schueller 04/04/1957 M Senior Staff
## 55 10055 Georgy Dredge 06/06/1956 M Staff
## 56 10056 Brendon Bernini 01/09/1961 F Engineer
## 57 10057 Ebbe Callaway 30/05/1954 F Engineer
## 58 10058 Berhard McFarlin 01/10/1954 M Senior Staff
## 59 10059 Alejandro McAlpine 19/09/1953 F Senior Staff
## 60 10060 Breannda Billingsley 15/10/1961 M Senior Staff
## 61 10061 Tse Herber 19/10/1962 M Senior Staff
## 62 10062 Anoosh Peyn 02/11/1961 M Engineer
## 63 10063 Gino Leonhardt 06/08/1952 F Senior Engineer
## 64 10064 Udi Jansch 07/04/1959 M Staff
## 65 10065 Satosi Awdeh 14/04/1963 M Engineer
## 66 10066 Kwee Schusler 13/11/1952 M Assistant Engineer
## 67 10067 Claudi Stavenow 07/01/1953 M Engineer
## 68 10068 Charlene Brattka 26/11/1962 M Senior Staff
## 69 10069 Margareta Bierman 06/09/1960 F Technique Leader
## 70 10070 Reuven Garigliano 20/08/1955 M Technique Leader
## 71 10071 Hisao Lipner 21/01/1958 M Staff
## 72 10072 Hironoby Sidou 15/05/1952 F Engineer
## 73 10073 Shir McClurg 23/02/1954 M Engineer
## 74 10074 Mokhtar Bernatsky 28/08/1955 F Technique Leader
## 75 10075 Gao Dolinsky 09/03/1960 F Senior Engineer
## 76 10076 Erez Ritzmann 13/06/1952 F Senior Engineer
## 77 10077 Mona Azuma 18/04/1964 M Staff
## 78 10078 Danel Mondadori 25/12/1959 F Engineer
## 79 10079 Kshitij Gils 05/10/1961 F Technique Leader
## 80 10080 Premal Baek 03/12/1957 M Senior Staff
## 81 10081 Zhongwei Rosen 17/12/1960 M Engineer
## 82 10082 Parviz Lortz 09/09/1963 M Staff
## 83 10083 Vishv Zockler 23/07/1959 M Engineer
## 84 10084 Tuval Kalloufi 25/05/1960 M Engineer
## 85 10085 Kenroku Malabarba 07/11/1962 M Senior Engineer
## 86 10086 Somnath Foote 19/11/1962 M Senior Staff
## 87 10087 Xinglin Eugenio 23/07/1959 F Staff
## 88 10088 Jungsoon Syrzycki 25/02/1954 F Senior Staff
## 89 10089 Sudharsan Flasterstein 21/03/1963 F Senior Staff
## 90 10090 Kendra Hofting 30/05/1961 M Senior Engineer
## 91 10091 Amabile Gomatam 04/10/1955 M Engineer
## 92 10092 Valdiodio Niizuma 18/10/1964 F Engineer
## 93 10093 Sailaja Desikan 11/06/1964 M Staff
## 94 10094 Arumugam Ossenbruggen 25/05/1957 F Senior Staff
## 95 10095 Hilari Morton 03/01/1965 M Senior Staff
## 96 10096 Jayson Mandell 16/09/1954 M Engineer
## 97 10097 Remzi Waschkowski 27/02/1952 M Senior Staff
## 98 10098 Sreekrishna Servieres 23/09/1961 F Engineer
## 99 10099 Valter Sullins 25/05/1956 F Senior Staff
## 100 10100 Hironobu Haraldson 21/04/1953 F Senior Staff
## 101 10101 Perla Heyers 15/04/1952 F Staff
## 102 10102 Paraskevi Luby 04/11/1959 F Assistant Engineer
## 103 10103 Akemi Birch 26/11/1953 M Engineer
## 104 10104 Xinyu Warwick 19/11/1961 M Senior Staff
## 105 10105 Hironoby Piveteau 05/02/1962 M Staff
## 106 10106 Eben Aingworth 29/08/1952 M Engineer
## 107 10107 Dung Baca 13/06/1956 F Senior Staff
## 108 10108 Lunjin Giveon 07/04/1952 M Staff
## 109 10109 Mariusz Prampolini 25/11/1958 F Engineer
## 110 10110 Xuejia Ullian 07/03/1957 F Senior Staff
## 111 10111 Hugo Rosis 29/08/1963 F Engineer
## 112 10112 Yuichiro Swick 13/08/1963 F Staff
## 113 10113 Jaewon Syrzycki 13/11/1963 M Engineer
## 114 10114 Munir Demeyer 16/02/1957 F Senior Staff
## 115 10115 Chikara Rissland 25/12/1964 M Staff
## 116 10116 Dayanand Czap 26/08/1955 F Senior Engineer
## 117 10117 Kiyotoshi Blokdijk 24/10/1961 F Senior Engineer
## 118 10118 Zhonghui Zyda 29/03/1957 F Senior Engineer
## 119 10119 Domenick Peltason 01/12/1960 M Engineer
## 120 10120 Armond Fairtlough 26/03/1960 F Engineer
## 121 10121 Guoxiang Ramsay 14/07/1962 M Engineer
## 122 10122 Ohad Esposito 19/01/1965 M Technique Leader
## 123 10123 Hinrich Randi 12/05/1962 M Assistant Engineer
## 124 10124 Geraldo Marwedel 23/05/1962 M Engineer
## 125 10125 Syozo Hiltgen 13/09/1957 F Staff
## 126 10126 Kayoko Valtorta 07/08/1954 M Senior Staff
## 127 10127 Subir Baja 24/02/1952 F Senior Engineer
## 128 10128 Babette Lamba 15/02/1958 F Senior Staff
## 129 10129 Armond Peir 02/12/1955 M Technique Leader
## 130 10130 Nishit Casperson 27/04/1955 M Senior Engineer
## 131 10131 Magdalena Eldridge 19/02/1952 M Engineer
## 132 10132 Ayakannu Skrikant 15/12/1956 M Staff
## 133 10133 Giri Isaak 12/12/1963 M Engineer
## 134 10134 Diederik Siprelle 15/04/1953 M Engineer
## 135 10135 Nathan Monkewich 23/12/1956 M Assistant Engineer
## 136 10136 Zissis Pintelas 14/09/1961 M Senior Staff
## 137 10137 Maren Hutton 30/07/1959 M Senior Staff
## 138 10138 Perry Shimshoni 24/04/1955 M Engineer
## 139 10139 Ewing Foong 03/03/1963 F Engineer
## 140 10140 Yucel Auria 11/03/1957 F Senior Staff
## 141 10141 Shahaf Ishibashi 17/01/1960 F Senior Staff
## 142 10142 Tzvetan Hettesheimer 29/08/1956 M Engineer
## 143 10143 Sakthirel Bakhtari 16/07/1961 M Engineer
## 144 10144 Marla Brendel 17/06/1959 M Senior Staff
## 145 10145 Akemi Esposito 30/03/1956 F Engineer
## 146 10146 Chenyi Syang 12/01/1959 M Staff
## 147 10147 Kazuhito Encarnacion 13/10/1964 M Senior Staff
## 148 10148 Douadi Azumi 04/10/1957 M Staff
## 149 10149 Xiadong Perry 20/05/1953 F Staff
## 150 10150 Zhenbing Perng 29/01/1955 F Engineer
## 151 10151 Itzchak Lichtner 06/03/1959 M Senior Staff
## 152 10152 Jaques Munro 01/12/1954 F Engineer
## 153 10153 Heekeun Majewski 15/12/1955 M Assistant Engineer
## 154 10154 Abdulah Thibadeau 17/01/1957 F Staff
## 155 10155 Adas Nastansky 07/12/1959 M Senior Staff
## 156 10156 Sumali Fargier 19/09/1964 M Engineer
## 157 10157 Nigel Aloisi 23/04/1954 M Senior Engineer
## 158 10158 Khedija Mitsuhashi 01/04/1958 M Engineer
## 159 10159 Serif Buescher 03/03/1955 M Senior Engineer
## 160 10160 Debatosh Khasidashvili 18/10/1953 M Senior Staff
## 161 10161 Hairong Mellouli 06/04/1953 F Engineer
## 162 10162 Florina Eugenio 05/10/1957 M Engineer
## 163 10163 Karsten Szmurlo 17/09/1952 M Senior Staff
## 164 10164 Jagoda Braunmuhl 19/01/1956 M Engineer
## 165 10165 Miyeon Macedo 16/06/1960 M Senior Staff
## 166 10166 Samphel Siegrist 10/05/1953 F Engineer
## 167 10167 Duangkaew Rassart 23/05/1958 M Engineer
## 168 10168 Dharmaraja Stassinopoulos 11/09/1964 M Senior Staff
## 169 10169 Sampalli Snedden 03/05/1961 F Engineer
## 170 10170 Kasturi Jenevein 03/10/1960 F Engineer
## 171 10171 Herbert Trachtenberg 11/09/1957 M Technique Leader
## 172 10172 Shigeu Matzen 25/03/1957 F Engineer
## 173 10173 Shrikanth Mahmud 28/10/1962 M Senior Staff
## 174 10174 Badri Furudate 15/05/1959 M Engineer
## 175 10175 Aleksandar Ananiadou 11/01/1960 F Staff
## 176 10176 Brendon Lenart 24/01/1957 F Senior Staff
## 177 10177 Pragnesh Iisaka 08/11/1954 M Staff
## 178 10178 Valery Litvinov 13/03/1963 M Staff
## 179 10179 Deniz Duclos 25/11/1961 F Engineer
## 180 10180 Shaw Wendorf 29/01/1956 M Senior Staff
## 181 10181 Sibyl Nooteboom 22/01/1963 M Senior Engineer
## 182 10182 Moriyoshi Merey 04/02/1961 F Engineer
## 183 10183 Mechthild Bonifati 17/10/1954 M Staff
## 184 10184 Mihalis Lowrie 22/05/1957 M Staff
## 185 10185 Duro Sidhu 05/12/1959 F Senior Staff
## 186 10186 Shigehito Kropatsch 16/07/1953 M Staff
## 187 10187 Tommaso Narwekar 26/05/1961 F Senior Staff
## 188 10188 Christ Muchinsky 13/07/1956 F Senior Engineer
## 189 10189 Khalid Erva 12/11/1955 M Engineer
## 190 10190 Arve Fairtlough 11/12/1964 F Engineer
## 191 10191 Zdislav Nastansky 08/04/1959 M Senior Engineer
## 192 10192 Mohua Falck 16/09/1960 M Engineer
## 193 10193 Masaru Cheshire 29/06/1960 M Engineer
## 194 10194 Josyula Hofmeyr 29/01/1954 F Senior Staff
## 195 10195 Annemarie Redmiles 13/11/1963 M Engineer
## 196 10196 Marc Hellwagner 27/01/1954 M Staff
## 197 10197 Kasidit Krzyzanowski 06/08/1963 F Engineer
## 198 10198 Pranav Furedi 28/05/1953 M Engineer
## 199 10199 Kazuhisa Ranta 07/04/1959 M Staff
## 200 10200 Vidya Awdeh 31/12/1961 M Engineer
## 201 10201 Idoia Kavraki 15/12/1956 F Engineer
## 202 10202 Greger Lichtner 05/01/1956 M Engineer
## 203 10203 Steen Escriba 27/07/1955 M Senior Staff
## 204 10204 Nevio Ritcey 09/12/1956 F Engineer
## 205 10205 Mabhin Leijenhorst 20/05/1953 F Senior Engineer
## 206 10206 Alassane Iwayama 19/09/1960 F Technique Leader
## 207 10207 Girolamo Anandan 28/05/1955 F Engineer
## 208 10208 Xiping Klerer 02/01/1960 M Staff
## 209 10209 Yolla Ellozy 12/12/1956 F Senior Staff
## 210 10210 Yuping Alpin 24/01/1958 M Senior Staff
## 211 10211 Vishu Strehl 05/08/1964 F Engineer
## 212 10212 Divier Esteva 09/05/1959 M Engineer
## 213 10213 Jackson Kakkad 24/05/1964 M Staff
## 214 10214 Tadahiko Ciolek 14/04/1962 M Senior Staff
## 215 10215 Xiaobin Duclos 02/04/1954 M Senior Staff
## 216 10216 Amstein Ghemri 16/07/1958 M Senior Staff
## 217 10217 Yongmin Roison 07/07/1954 F Technique Leader
## 218 10218 Zhenhua Magalhaes 07/12/1958 M Senior Engineer
## 219 10219 Genta Kolvik 02/05/1952 M Senior Staff
## 220 10220 Kish Fasbender 25/05/1958 F Staff
## 221 10221 Yucai Granlund 03/01/1957 M Engineer
## 222 10222 Tze Nourani 21/09/1962 M Assistant Engineer
## 223 10223 Carrsten Schmiedel 17/09/1963 F Engineer
## 224 10224 Leon Trogemann 17/05/1954 M Engineer
## 225 10225 Kellie Chinen 13/02/1957 F Staff
## 226 10226 Xinglin Plessier 28/12/1964 M Staff
## 227 10227 Anneli Kaiser 04/07/1957 M Technique Leader
## 228 10228 Karoline Cesareni 21/04/1953 F Senior Staff
## 229 10229 Ulises Takanami 10/02/1952 M Engineer
## 230 10230 Clyde Vernadat 11/09/1955 M Senior Staff
## 231 10231 Shaowen Desikan 21/07/1963 F Staff
## 232 10232 Marko Auria 11/03/1956 F Senior Staff
## 233 10233 Lein Vendrig 01/04/1954 F Senior Staff
## 234 10234 Arunachalam Bakhtari 18/01/1961 M Senior Staff
## 235 10235 Susanta Roccetti 27/03/1958 F Senior Engineer
## 236 10236 Susumu Bade 26/03/1960 F Staff
## 237 10237 Yannis Mandell 22/09/1952 F Senior Staff
## 238 10238 Mototsugu Gire 02/11/1964 F Engineer
## 239 10239 Nikolaos Llado 31/03/1955 F Staff
## 240 10240 Remko Maccarone 01/04/1952 M Engineer
## 241 10241 Ortrud Murillo 01/07/1958 M Senior Staff
## 242 10242 Lunjin Ozeri 22/02/1964 M Engineer
## 243 10243 Wonhee Pouyioutas 22/12/1960 M Senior Staff
## 244 10244 Foong Flasterstein 24/10/1961 M Engineer
## 245 10245 Ramalingam Gente 23/08/1962 F Staff
## 246 10246 Basem Teitelbaum 23/06/1962 M Senior Engineer
## 247 10247 Heon Riefers 30/06/1964 F Engineer
## 248 10248 Frederique Tempesti 24/09/1955 F Senior Staff
## 249 10249 Marie Boreale 10/06/1954 M Engineer
## 250 10250 Serap Etalle 12/08/1958 M Engineer
## 251 10251 Alair Rosenbaum 25/04/1957 M Senior Staff
## 252 10252 Shirish Wegerle 30/01/1961 F Engineer
## 253 10253 Zsolt Salinas 12/11/1964 F Senior Staff
## 254 10254 Shen Brattka 07/12/1959 M Senior Staff
## 255 10255 Roddy Garnick 08/02/1964 M Engineer
## 256 10256 Irene Radhakrishnan 02/12/1960 M Senior Staff
## 257 10257 Aiman Riexinger 12/09/1957 M Technique Leader
## 258 10258 Basil Ishibashi 12/12/1955 F Assistant Engineer
## 259 10259 Susanna Vesel 24/11/1964 M Senior Staff
## 260 10260 Alper Suomi 14/07/1961 F Engineer
## 261 10261 Mang Erie 25/12/1959 M Senior Engineer
## 262 10262 Mahendra Maraist 04/08/1955 F Staff
## 263 10263 Takahiro Waterhouse 08/02/1961 M Staff
## 264 10264 Nalini Kawashimo 08/09/1958 F Engineer
## 265 10265 Ramalingam Muniz 01/12/1960 M Senior Engineer
## 266 10266 Sukumar Rassart 24/02/1958 M Senior Engineer
## 267 10267 Shaunak Cullers 16/01/1956 M Engineer
## 268 10268 Nishit Siochi 03/06/1958 M Engineer
## 269 10269 Taizo Oxman 07/10/1959 F Engineer
## 270 10270 Bedir Hartvigsen 30/01/1963 F Senior Staff
## 271 10271 Sham Eastman 24/04/1962 M Engineer
## 272 10272 Yishai Cannane 30/11/1954 M Staff
## 273 10273 Baocai Lieblein 29/08/1962 M Senior Staff
## 274 10274 Dmitri Pearson 23/08/1957 F Engineer
## 275 10275 Marek Luck 22/10/1961 F Senior Engineer
## 276 10276 Xuejun Hempstead 27/07/1964 M Engineer
## 277 10277 Isaac Schwartzbauer 15/08/1964 M Senior Staff
## 278 10278 Lubomir Nitsch 09/03/1955 M Engineer
## 279 10279 Barton Jumpertz 20/08/1964 F Engineer
## 280 10280 Stabislas Delgrange 29/10/1964 M Staff
## 281 10281 Moty Kusakari 13/05/1953 M Engineer
## 282 10282 Hercules Benzmuller 27/11/1953 M Assistant Engineer
## 283 10283 Kauko Birjandi 08/07/1953 M Engineer
## 284 10284 Masali Murrill 08/04/1954 F Engineer
## 285 10285 Zhonghui Preusig 21/09/1956 F Staff
## 286 10286 Saddek Gopalakrishnan 14/05/1952 F Staff
## 287 10287 Marie Pietracaprina 28/11/1963 M Senior Staff
## 288 10288 Selwyn Perri 02/06/1959 M Technique Leader
## 289 10289 Shay Poulakidas 30/11/1956 M Technique Leader
## 290 10290 Yongmao Pleszkun 29/05/1957 M Engineer
## 291 10291 Dipayan Seghrouchni 23/01/1965 M Senior Staff
## 292 10292 Yucel Ghelli 27/01/1963 F Senior Staff
## 293 10293 Mihalis Avouris 24/11/1956 F Engineer
## 294 10294 Rutger Miara 05/01/1955 M Senior Engineer
## 295 10295 Kristine Velardi 13/01/1953 M Senior Staff
## 296 10296 Petter Lorho 13/05/1964 M Senior Staff
## 297 10297 Narain Oaver 17/06/1956 F Engineer
## 298 10298 Dietrich DuCasse 06/07/1954 F Staff
## 299 10299 Ipke Stentiford 21/06/1960 F Senior Staff
## 300 10300 Tadahiko Ulupinar 12/07/1960 F Engineer
## 301 10301 Lucien Staudhammer 26/08/1962 M Senior Staff
## 302 10302 Faiza Baer 11/10/1954 F Senior Staff
## 303 10303 Marlo Zschoche 11/09/1961 M Senior Engineer
## 304 10304 Bernt Erie 07/03/1956 M Senior Staff
## 305 10305 Hirochika Piancastelli 30/06/1952 M Engineer
## 306 10306 Heng Kilgour 02/06/1953 M Staff
## 307 10307 Nikolaos Leaver 20/07/1955 M Engineer
## 308 10308 Dzung Holburn 14/03/1961 F Senior Staff
## 309 10309 Prodip Schusler 06/11/1964 F Assistant Engineer
## 310 10310 Aksel Alencar 29/08/1964 M Senior Engineer
## 311 10311 Hsiangchu Molenkamp 24/11/1958 F Engineer
## 312 10312 Rasiah Deyuan 18/06/1957 F Senior Engineer
## 313 10313 Subbu Riexinger 30/05/1962 M Staff
## 314 10314 Christfried Apsitis 04/05/1961 M Senior Staff
## 315 10315 Maris Angelopoulos 03/08/1956 M Engineer
## 316 10316 Christoper Schwaller 20/06/1958 M Engineer
## 317 10317 Arie Birge 25/12/1957 M Staff
## 318 10318 Mototsugu Beilner 27/08/1958 F Engineer
## 319 10319 Mechthild Miyakawa 09/03/1963 M Senior Staff
## 320 10320 Uinam Stasinski 22/06/1956 F Senior Staff
## 321 10321 Guenter Ravishankar 12/12/1955 M Staff
## 322 10322 Isamu Dahlbom 28/05/1954 F Engineer
## 323 10323 Kankanahalli Hinsberger 20/06/1958 M Engineer
## 324 10324 Bernardo Rouquie 29/12/1957 F Engineer
## 325 10325 Arunachalam Badr 12/01/1953 M Senior Staff
## 326 10326 Masali Czap 13/02/1953 F Staff
## 327 10327 Roded Facello 01/04/1954 M Engineer
## 328 10328 Serenella Kawashima 28/06/1955 M Engineer
## 329 10329 Remko Shigei 28/04/1958 F Technique Leader
## 330 10330 Kasturi Bellmore 02/02/1957 M Staff
## 331 10331 Arto Binkley 12/08/1961 M Senior Staff
## 332 10332 Masanao Bain 05/11/1961 F Engineer
## 333 10333 Snehasis Dymetman 27/04/1953 M Engineer
## 334 10334 Falguni Erie 02/04/1958 M Staff
## 335 10335 Toshimori Bahi 13/03/1963 F Senior Staff
## 336 10336 Goa Rothe 16/07/1961 F Staff
## 337 10337 Jeong Sadowsky 10/12/1957 M Assistant Engineer
## 338 10338 Heon Ranai 12/02/1961 M Staff
## 339 10339 Teunis Liedekerke 27/08/1957 M Engineer
## 340 10340 Djelloul Laventhal 20/08/1952 M Senior Staff
## 341 10341 Wilmer Greenaway 22/11/1960 F Technique Leader
## 342 10342 Stella Hiroyama 17/03/1960 F Engineer
## 343 10343 Dinah Syrzycki 01/11/1954 M Senior Engineer
## 344 10344 Uwe Garnier 24/07/1957 F Assistant Engineer
## 345 10345 Arra Ratnakar 13/12/1960 M Engineer
## 346 10346 Aamod Radwan 29/01/1963 M Staff
## 347 10347 Pradeep Kaminger 03/10/1953 M Staff
## 348 10348 Mahendra Picco 11/03/1956 F Technique Leader
## 349 10349 Oksana Brodie 29/04/1954 F Senior Staff
## 350 10350 Kristen Kavvadias 14/11/1954 F Assistant Engineer
## 351 10351 Tadahiko Strehl 23/08/1963 F Staff
## 352 10352 Erzsebet Ohori 28/01/1960 M Engineer
## 353 10353 Phule Hammerschmidt 15/01/1953 M Senior Staff
## 354 10354 Moto Kusakari 21/04/1961 M Senior Staff
## 355 10355 Satyanarayana Cochrane 10/12/1952 M Staff
## 356 10356 Vasilis Standera 12/08/1952 M Senior Staff
## 357 10357 Hausi Sidhu 10/01/1964 M Engineer
## 358 10358 Qunsheng Tagansky 08/04/1953 M Technique Leader
## 359 10359 Heekeun Sambasivam 18/04/1960 F Engineer
## 360 10360 Irene Munck 04/11/1960 M Staff
## 361 10361 Seshu Sidou 22/04/1961 F Senior Staff
## 362 10362 Shalesh dAstous 16/09/1963 M Senior Staff
## 363 10363 Toshiki Muniz 28/11/1953 F Assistant Engineer
## 364 10364 Nakhoon Dengi 21/09/1954 M Senior Engineer
## 365 10365 Rosine Granlund 28/04/1958 F Staff
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## 367 10367 Hyuckchul Gini 24/12/1955 M Senior Staff
## 368 10368 Hatim Koshiba 25/03/1956 M Assistant Engineer
## 369 10369 Qunsheng Toyoshima 08/01/1957 M Staff
## 370 10370 Clyde Fandrianto 03/08/1957 M Senior Staff
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## 372 10372 Anneli Frijda 08/04/1952 F Technique Leader
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## 375 10375 Dante Kalafatis 09/10/1957 F Senior Staff
## 376 10376 Fai Bale 12/02/1959 M Technique Leader
## 377 10377 Marl Grospietsch 19/08/1954 M Senior Engineer
## 378 10378 Takahira Lichtner 05/09/1964 M Senior Staff
## 379 10379 Mikhail Rosis 02/03/1957 M Engineer
## 380 10380 Alejandro Kamble 25/05/1956 F Senior Staff
## 381 10381 Jiong Parfitt 04/03/1963 M Assistant Engineer
## 382 10382 Shirish Dredge 12/06/1955 M Engineer
## 383 10383 Leucio Aumann 13/11/1963 M Engineer
## 384 10384 Feiyu Luft 22/08/1956 M Senior Staff
## 385 10385 Khatoun Imataki 14/05/1963 M Engineer
## 386 10386 Eishiro Miyakawa 09/11/1956 F Engineer
## 387 10387 Parto Wrigley 03/11/1952 F Senior Staff
## 388 10388 Hironoby Kaiser 29/03/1953 M Staff
## 389 10389 Make Peir 24/03/1953 M Technique Leader
## 390 10390 Wanqing Bratten 07/03/1960 M Technique Leader
## 391 10391 Hongzue Akaboshi 13/06/1956 M Assistant Engineer
## 392 10392 Jiann Hainaut 17/02/1962 M Engineer
## 393 10393 Yagil DasSarma 24/03/1958 M Engineer
## 394 10394 Shawna Meriste 22/05/1957 M Engineer
## 395 10395 Takahiro Deverell 17/02/1952 M Engineer
## 396 10396 Sibyl Rahier 21/08/1955 M Senior Engineer
## 397 10397 Irena Reutenauer 11/11/1955 M Technique Leader
## 398 10398 Shooichi Escriba 16/07/1958 F Senior Staff
## 399 10399 Guenter Marchegay 13/06/1957 F Staff
## 400 10400 Ortrud Nitto 16/12/1961 M Senior Staff
## 401 10401 Eckart Barriga 25/04/1962 M Engineer
## 402 10402 Volkmar Ebeling 23/07/1953 M Technique Leader
## 403 10403 Atreyi Mungall 01/04/1956 F Senior Staff
## 404 10404 Prodip Rosti 27/04/1955 F Engineer
## 405 10405 Hilary Budinsky 20/01/1957 F Assistant Engineer
## 406 10406 Sigeru Wynblatt 21/09/1956 F Engineer
## 407 10407 Ulf Siepmann 05/07/1955 M Senior Staff
## 408 10408 Martijn Kaiser 17/03/1964 M Staff
## 409 10409 Mario Straney 28/08/1958 M Engineer
## 410 10410 Takahito Gecsei 19/01/1965 F Staff
## 411 10411 Lidong Klerer 10/07/1956 F Senior Staff
## 412 10412 Masoud Fabrizio 26/02/1958 F Engineer
## 413 10413 Danel Impagliazzo 05/05/1952 F Senior Staff
## 414 10414 Yinlin Alpin 09/04/1954 M Senior Engineer
## 415 10415 Mark Coorg 12/11/1957 M Senior Engineer
## 416 10416 Uli Keustermans 26/05/1956 M Senior Staff
## 417 10417 Bingning Bakhtari 02/02/1964 M Staff
## 418 10418 Candida Porotnikoff 29/06/1952 F Staff
## 419 10419 Maria Bauknecht 22/06/1964 F Senior Staff
## 420 10420 Kaijung Riesenhuber 03/03/1963 M Senior Staff
## 421 10421 Divine Marzano 22/03/1959 M Senior Staff
## 422 10422 Greger Rubsam 02/06/1954 F Engineer
## 423 10423 Dante Cronin 10/01/1956 F Staff
## 424 10424 Babette Straney 17/08/1959 M Senior Engineer
## 425 10425 Sashi Osgood 24/10/1963 M Engineer
## 426 10426 Arunas Luce 28/12/1955 F Technique Leader
## 427 10427 Khosrow Sudbeck 13/08/1958 F Senior Staff
## 428 10428 Cathie Brlek 25/06/1957 M Senior Staff
## 429 10429 Martien Improta 13/02/1952 F Senior Engineer
## 430 10430 Ferdinand Chenney 30/06/1958 M Senior Engineer
## 431 10431 Patricio Bugrara 25/05/1961 M Senior Staff
## 432 10432 Hisao Tiemann 06/11/1953 F Senior Staff
## 433 10433 Reuven Dengi 02/09/1954 M Assistant Engineer
## 434 10434 Dzung Peltason 17/07/1959 F Engineer
## 435 10435 Marsha Tagansky 12/10/1957 M Engineer
## 436 10436 Yahiko Lammel 17/06/1963 M Senior Staff
## 437 10437 Narain Reeker 07/07/1956 F Engineer
## 438 10438 Evgueni Srimani 25/12/1961 F Assistant Engineer
## 439 10439 Jolita Jarecki 09/04/1958 M Engineer
## 440 10440 Akeel Narahara 10/04/1959 F Technique Leader
## 441 10441 Adel Perfilyeva 27/04/1958 M Engineer
## 442 10442 Volkmar Unno 09/09/1955 M Senior Staff
## 443 10443 Shichao Litvinov 03/12/1952 F Senior Engineer
## 444 10444 Kazuhira Rosis 29/07/1956 M Staff
## 445 10445 Junichi Kavanagh 10/01/1957 F Engineer
## 446 10446 Ebru Chepyzhov 08/02/1960 F Engineer
## 447 10447 Ronghao Yavatkar 24/10/1962 F Assistant Engineer
## 448 10448 Phule Oxenboll 10/12/1963 F Senior Staff
## 449 10449 Aleksandar Sudkamp 28/09/1959 M Senior Staff
## 450 10450 Khun Harbusch 05/11/1959 M Engineer
## 451 10451 Bodh Ranta 06/10/1952 F Assistant Engineer
## 452 10452 Werner Hasham 24/11/1956 M Engineer
## 453 10453 Tsvetan Matzel 19/07/1953 F Senior Staff
## 454 10454 Wonhee Badr 22/01/1961 M Senior Staff
## 455 10455 Sverrir Streng 17/12/1963 F Senior Staff
## 456 10456 Stepehn Hardjono 24/01/1963 F Staff
## 457 10457 Oddvar Schlenzig 10/11/1963 M Senior Engineer
## 458 10458 Gina Engelmann 06/01/1961 F Senior Staff
## 459 10459 Ennio Trogemann 30/09/1959 M Staff
## 460 10460 Shushma VanScheik 19/02/1963 M Engineer
## 461 10461 Gal Karcich 26/10/1956 M Senior Staff
## 462 10462 Sumali Schlenzig 08/04/1956 M Senior Engineer
## 463 10463 Ung Zaiane 20/05/1954 M Staff
## 464 10464 Mang Maginnis 04/09/1962 F Senior Staff
## 465 10465 Claudi Shackel 13/03/1963 M Senior Staff
## 466 10466 Jiakeng Himler 25/12/1954 M Staff
## 467 10467 Dipayan Suomi 30/01/1956 F Staff
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## 470 10470 Peternela Iwayama 12/04/1956 M Engineer
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## 474 10474 Kenton Garnham 24/02/1962 F Engineer
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## 477 10477 Guoxiang Trogemann 07/12/1952 F Engineer
## 478 10478 Maik Ushiama 08/03/1957 M Senior Staff
## 479 10479 Duro Coney 27/01/1959 F Senior Engineer
## 480 10480 Make Baba 25/01/1965 F Staff
## 481 10481 Yongmao Pintelas 18/10/1959 F Engineer
## 482 10482 Goa Pleszkun 17/07/1961 F Engineer
## 483 10483 Zhiwei Anick 13/03/1957 M Assistant Engineer
## 484 10484 Nirmal Varley 30/08/1961 F Senior Staff
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## 486 10486 Amstein Kossowski 24/08/1952 F Engineer
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## 489 10489 Elvia Homond 24/08/1958 M Engineer
## 490 10490 Huiqun Vuskovic 28/09/1961 F Senior Staff
## 491 10491 Garnik Narahari 09/09/1964 M Senior Staff
## 492 10492 Lobel Kumaresan 03/04/1957 M Engineer
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## 494 10494 Yakkov Servieres 21/12/1953 F Engineer
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## 501 10501 Susuma Larfeldt 09/09/1962 M Engineer
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## 507 10507 Kasidit Belinskaya 18/02/1964 M Senior Staff
## 508 10508 Kotesh Liedekerke 02/06/1962 M Engineer
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## 510 10510 Keung Slobodova 13/02/1960 F Senior Staff
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## 512 10512 Udi Gihr 16/11/1955 M Senior Staff
## 513 10513 Yuichiro Schicker 07/07/1959 F Senior Staff
## 514 10514 Tomofumi McClure 03/04/1963 M Staff
## 515 10515 Raimond Kirkerud 15/12/1963 M Senior Staff
## 516 10516 Xiadong Luga 20/02/1960 M Engineer
## 517 10517 Tiina Speek 18/06/1953 M Senior Staff
## 518 10518 Marin Lanphier 23/05/1963 M Technique Leader
## 519 10519 Yonghoan Alencar 28/12/1955 F Senior Staff
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## 521 10521 Kwangsub Setia 31/07/1957 M Senior Staff
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## 523 10523 Malu Skafidas 16/05/1956 M Engineer
## 524 10524 Shigehiro Cincotta 02/05/1959 F Engineer
## 525 10525 Yuchang Lunt 29/03/1963 M Senior Staff
## 526 10526 Kwangho Theuretzbacher 31/12/1963 F Engineer
## 527 10527 Tetsushi Barvinok 15/09/1964 F Technique Leader
## 528 10528 Koichi Lakshmanan 16/05/1963 F Senior Engineer
## 529 10529 Ymte Yetto 21/11/1952 M Assistant Engineer
## 530 10530 Boriana Coors 19/07/1956 F Engineer
## 531 10531 Oguz Gimbel 11/06/1954 F Staff
## 532 10532 Mary Wossner 31/08/1959 F Senior Staff
## 533 10533 Mohamadou Smailagic 25/06/1963 F Senior Staff
## 534 10534 Dinah Bahl 23/10/1964 M Staff
## 535 10535 Shalesh Stroustrup 19/05/1961 F Senior Staff
## 536 10536 Yechiam Sambasivam 29/10/1964 F Senior Staff
## 537 10537 Stella Benzmuller 29/06/1962 M Senior Staff
## 538 10538 Przemyslawa Falby 18/08/1955 M Senior Engineer
## 539 10539 Yucel Reinhard 13/05/1959 M Senior Staff
## 540 10540 Martins Barriga 24/02/1961 M Engineer
## 541 10541 Godehard Eiter 05/11/1955 M Staff
## 542 10542 Yannis Couchot 05/01/1955 F Senior Engineer
## 543 10543 Lein Lichtman 06/10/1962 M Staff
## 544 10544 Ishfaq Krzyzanowski 01/02/1962 F Senior Staff
## 545 10545 Hauke dAstous 12/01/1963 M Engineer
## 546 10546 Nechama Schapiro 20/12/1957 M Senior Staff
## 547 10547 Snehasis Brobst 12/05/1963 M Technique Leader
## 548 10548 Ramalingam Gunderson 12/06/1952 M Senior Staff
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## 564 10564 Jianhao Thisen 14/04/1955 M Engineer
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## 566 10566 Jianhui Zuberek 30/01/1958 F Engineer
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## 568 10568 Gao Poulakidas 02/12/1953 F Staff
## 569 10569 Sreenivas Bashian 03/12/1962 M Senior Staff
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## 571 10571 Fun Varman 10/12/1963 M Assistant Engineer
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## 577 10577 Ennio Schmiedel 20/09/1957 M Senior Staff
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## 583 10583 Prasadram Stille 03/03/1964 F Engineer
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## 591 10591 Hidde Hettesheimer 22/12/1952 F Staff
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## 610 10610 Irena Roccetti 24/06/1955 F Engineer
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## 616 10616 Tommaso Marwedel 05/05/1958 F Staff
## 617 10617 Hidekazu Angel 26/01/1955 F Senior Staff
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## 621 10621 Hinrich Siepmann 03/02/1962 F Engineer
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## 623 10623 Aleksander Danlos 11/07/1953 F Engineer
## 624 10624 Sham Gyorkos 19/12/1955 F Technique Leader
## 625 10625 Leszek Petereit 08/02/1958 F Engineer
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## 628 10628 Krisda Krogh 18/04/1954 M Assistant Engineer
## 629 10629 Lalit Francisci 23/03/1954 F Staff
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## 632 10632 Yoshimitsu Velardi 05/04/1960 F Technique Leader
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## 636 10636 Saeko Porotnikoff 25/08/1955 F Staff
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## 638 10638 Jenwei Borovoy 04/11/1960 M Senior Staff
## 639 10639 Pramod Erol 18/04/1953 M Engineer
## 640 10640 Anneke Meszaros 09/11/1958 M Senior Staff
## 641 10641 Guozhong Zucker 24/12/1953 M Assistant Engineer
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## 643 10643 Slavian Keirsey 25/07/1957 M Engineer
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## 645 10645 Fumiyo Esposito 01/03/1957 M Engineer
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## 647 10647 Tesuro Bahk 12/01/1960 M Assistant Engineer
## 648 10648 Marlo Ratnaker 19/01/1962 F Engineer
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## 650 10650 Hongzhu Chepyzhov 09/04/1959 M Assistant Engineer
## 651 10651 Zijian Maginnis 31/12/1958 M Senior Staff
## 652 10652 Danai Chachaty 25/04/1960 M Staff
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## 809 10809 Shim Feldhoffer 06/01/1962 F Engineer
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## 848 10848 Fen Bratsberg 16/07/1954 F Engineer
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## 954 10954 Ranga Burnard 16/11/1964 F Staff
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## 957 10957 Duke Schnabel 06/06/1961 M Senior Staff
## 958 10958 Huican Katalagarianos 07/11/1958 M Engineer
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## 961 10961 Weiwu Choobineh 28/03/1957 M Engineer
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## 976 10976 Hitomi Valette 27/01/1963 F Technique Leader
## 977 10977 Toong Murrill 19/03/1957 M Senior Staff
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## 979 10979 Elrique Raney 11/09/1959 F Engineer
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## 981 10981 Sugwoo Dulin 22/07/1956 F Senior Staff
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## 984 10984 Pranjal Billawala 10/11/1962 F Senior Engineer
## 985 10985 Chiradeep Furedi 31/05/1952 F Engineer
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## 989 10989 Sumali Candan 08/09/1954 F Senior Staff
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## 992 10992 Zhensheng Juneja 26/11/1958 M Engineer
## 993 10993 Arve Erde 17/11/1958 F Engineer
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## 998 10998 Marlo Kandlur 17/02/1956 M Staff
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## 944 42872 05/09/2001 01/01/9999
## 945 48633 02/04/2002 01/01/9999
## 946 59531 25/10/2001 01/01/9999
## 947 43068 14/11/2001 01/01/9999
## 948 47252 30/09/1996 23/06/1997
## 949 58253 26/06/2002 01/01/9999
## 950 40000 08/06/1997 13/01/1998
## 951 40000 03/07/2002 01/01/9999
## 952 40000 22/07/1987 26/04/1988
## 953 60970 08/02/2002 01/01/9999
## 954 40000 12/12/2001 01/01/9999
## 955 97936 23/09/2001 01/01/9999
## 956 40000 30/11/2001 01/01/9999
## 957 50675 28/09/2001 01/01/9999
## 958 56563 24/11/2001 01/01/9999
## 959 76685 29/02/1996 12/04/1996
## 960 60491 05/07/2002 01/01/9999
## 961 72047 02/11/2001 01/01/9999
## 962 77274 12/12/2001 01/01/9999
## 963 43878 12/01/1995 10/04/1995
## 964 70157 02/05/2002 01/01/9999
## 965 61654 25/07/2002 01/01/9999
## 966 70464 04/02/2002 01/01/9999
## 967 40000 30/07/2002 01/01/9999
## 968 71593 07/08/2001 01/01/9999
## 969 40000 10/05/2002 01/01/9999
## 970 40000 12/11/2001 01/01/9999
## 971 52453 28/07/1998 24/10/1998
## 972 40000 02/06/2002 01/01/9999
## 973 54616 02/03/2002 01/01/9999
## 974 56005 16/05/2002 01/01/9999
## 975 40000 28/03/2002 01/01/9999
## 976 40000 30/10/2001 01/01/9999
## 977 40000 10/08/1987 01/10/1987
## 978 48115 14/05/2002 01/01/9999
## 979 55955 23/01/2002 01/01/9999
## 980 57614 01/01/2002 01/01/9999
## 981 80674 05/07/2002 01/01/9999
## 982 46503 08/11/2001 01/01/9999
## 983 44062 18/02/2002 01/01/9999
## 984 46645 08/07/1992 14/05/1993
## 985 40000 11/02/1999 10/03/1999
## 986 43900 07/10/2001 01/01/9999
## 987 46108 20/05/2002 01/01/9999
## 988 54174 15/06/2002 01/01/9999
## 989 46406 16/07/2002 01/01/9999
## 990 40000 03/08/2001 01/01/9999
## 991 55946 12/07/2002 01/01/9999
## 992 74318 26/04/2002 01/01/9999
## 993 40000 27/05/2002 01/01/9999
## 994 41471 28/06/1988 24/05/1989
## 995 40000 18/07/2002 01/01/9999
## 996 43564 04/02/2002 01/01/9999
## 997 40000 03/01/2002 01/01/9999
## 998 62861 06/08/2001 01/01/9999
## 999 55946 05/03/1997 19/04/1997
## 1000 54654 26/01/2002 01/01/9999
str(emp)
## 'data.frame': 1000 obs. of 9 variables:
## $ emp_no : int 10001 10002 10003 10004 10005 10006 10007 10008 10009 10010 ...
## $ first_name : chr "Georgi" "Bezalel" "Parto" "Chirstian" ...
## $ last_name : chr "Facello" "Simmel" "Bamford" "Koblick" ...
## $ birth_date : chr "02/09/1953" "02/06/1964" "03/12/1959" "01/05/1954" ...
## $ gender : chr "M" "F" "M" "M" ...
## $ title : chr "Senior Engineer" "Staff" "Senior Engineer" "Engineer" ...
## $ salary : int 60117 65828 40006 40054 78228 40000 56724 46671 60929 72488 ...
## $ latest_start_date : chr "22/06/2010" "02/08/2001" "01/12/2001" "27/11/2001" ...
## $ end_of_contract_date: chr "01/01/9999" "01/01/9999" "01/01/9999" "01/01/9999" ...
emp.a<-filter(emp,salary>45000)
emp.a
## emp_no first_name last_name birth_date gender title
## 1 10001 Georgi Facello 02/09/1953 M Senior Engineer
## 2 10002 Bezalel Simmel 02/06/1964 F Staff
## 3 10005 Kyoichi Maliniak 21/01/1955 M Senior Staff
## 4 10007 Tzvetan Zielinski 23/05/1957 F Senior Staff
## 5 10008 Saniya Kalloufi 19/02/1958 M Assistant Engineer
## 6 10009 Sumant Peac 19/04/1952 F Assistant Engineer
## 7 10010 Duangkaew Piveteau 01/06/1963 F Engineer
## 8 10014 Berni Genin 12/02/1956 M Engineer
## 9 10016 Kazuhito Cappelletti 02/05/1961 M Staff
## 10 10017 Cristinel Bouloucos 06/07/1958 F Senior Staff
## 11 10018 Kazuhide Peha 19/06/1954 F Engineer
## 12 10021 Ramzi Erde 20/02/1960 M Technique Leader
## 13 10023 Bojan Montemayor 29/09/1953 F Engineer
## 14 10024 Suzette Pettey 05/09/1958 F Assistant Engineer
## 15 10026 Yongqiao Berztiss 03/04/1953 M Engineer
## 16 10028 Domenick Tempesti 26/11/1963 M Engineer
## 17 10029 Otmar Herbst 13/12/1956 M Engineer
## 18 10030 Elvis Demeyer 14/07/1958 M Engineer
## 19 10032 Jeong Reistad 09/08/1960 F Engineer
## 20 10033 Arif Merlo 14/11/1956 M Technique Leader
## 21 10034 Bader Swan 29/12/1962 M Staff
## 22 10040 Weiyi Meriste 13/09/1959 F Engineer
## 23 10041 Uri Lenart 27/08/1959 F Senior Staff
## 24 10042 Magy Stamatiou 26/02/1956 F Senior Staff
## 25 10043 Yishay Tzvieli 19/09/1960 M Engineer
## 26 10047 Zvonko Nyanchama 29/06/1952 M Engineer
## 27 10050 Yinghua Dredge 21/05/1958 M Senior Staff
## 28 10051 Hidefumi Caine 28/07/1953 M Engineer
## 29 10052 Heping Nitsch 26/02/1961 M Senior Staff
## 30 10053 Sanjiv Zschoche 13/09/1954 F Senior Staff
## 31 10055 Georgy Dredge 06/06/1956 M Staff
## 32 10056 Brendon Bernini 01/09/1961 F Engineer
## 33 10057 Ebbe Callaway 30/05/1954 F Engineer
## 34 10058 Berhard McFarlin 01/10/1954 M Senior Staff
## 35 10059 Alejandro McAlpine 19/09/1953 F Senior Staff
## 36 10060 Breannda Billingsley 15/10/1961 M Senior Staff
## 37 10061 Tse Herber 19/10/1962 M Senior Staff
## 38 10062 Anoosh Peyn 02/11/1961 M Engineer
## 39 10066 Kwee Schusler 13/11/1952 M Assistant Engineer
## 40 10068 Charlene Brattka 26/11/1962 M Senior Staff
## 41 10069 Margareta Bierman 06/09/1960 F Technique Leader
## 42 10070 Reuven Garigliano 20/08/1955 M Technique Leader
## 43 10073 Shir McClurg 23/02/1954 M Engineer
## 44 10074 Mokhtar Bernatsky 28/08/1955 F Technique Leader
## 45 10076 Erez Ritzmann 13/06/1952 F Senior Engineer
## 46 10078 Danel Mondadori 25/12/1959 F Engineer
## 47 10079 Kshitij Gils 05/10/1961 F Technique Leader
## 48 10080 Premal Baek 03/12/1957 M Senior Staff
## 49 10081 Zhongwei Rosen 17/12/1960 M Engineer
## 50 10082 Parviz Lortz 09/09/1963 M Staff
## 51 10084 Tuval Kalloufi 25/05/1960 M Engineer
## 52 10086 Somnath Foote 19/11/1962 M Senior Staff
## 53 10087 Xinglin Eugenio 23/07/1959 F Staff
## 54 10088 Jungsoon Syrzycki 25/02/1954 F Senior Staff
## 55 10089 Sudharsan Flasterstein 21/03/1963 F Senior Staff
## 56 10092 Valdiodio Niizuma 18/10/1964 F Engineer
## 57 10093 Sailaja Desikan 11/06/1964 M Staff
## 58 10094 Arumugam Ossenbruggen 25/05/1957 F Senior Staff
## 59 10095 Hilari Morton 03/01/1965 M Senior Staff
## 60 10096 Jayson Mandell 16/09/1954 M Engineer
## 61 10099 Valter Sullins 25/05/1956 F Senior Staff
## 62 10100 Hironobu Haraldson 21/04/1953 F Senior Staff
## 63 10101 Perla Heyers 15/04/1952 F Staff
## 64 10103 Akemi Birch 26/11/1953 M Engineer
## 65 10104 Xinyu Warwick 19/11/1961 M Senior Staff
## 66 10105 Hironoby Piveteau 05/02/1962 M Staff
## 67 10106 Eben Aingworth 29/08/1952 M Engineer
## 68 10107 Dung Baca 13/06/1956 F Senior Staff
## 69 10110 Xuejia Ullian 07/03/1957 F Senior Staff
## 70 10112 Yuichiro Swick 13/08/1963 F Staff
## 71 10113 Jaewon Syrzycki 13/11/1963 M Engineer
## 72 10114 Munir Demeyer 16/02/1957 F Senior Staff
## 73 10117 Kiyotoshi Blokdijk 24/10/1961 F Senior Engineer
## 74 10119 Domenick Peltason 01/12/1960 M Engineer
## 75 10120 Armond Fairtlough 26/03/1960 F Engineer
## 76 10123 Hinrich Randi 12/05/1962 M Assistant Engineer
## 77 10125 Syozo Hiltgen 13/09/1957 F Staff
## 78 10131 Magdalena Eldridge 19/02/1952 M Engineer
## 79 10132 Ayakannu Skrikant 15/12/1956 M Staff
## 80 10136 Zissis Pintelas 14/09/1961 M Senior Staff
## 81 10138 Perry Shimshoni 24/04/1955 M Engineer
## 82 10140 Yucel Auria 11/03/1957 F Senior Staff
## 83 10141 Shahaf Ishibashi 17/01/1960 F Senior Staff
## 84 10144 Marla Brendel 17/06/1959 M Senior Staff
## 85 10145 Akemi Esposito 30/03/1956 F Engineer
## 86 10146 Chenyi Syang 12/01/1959 M Staff
## 87 10148 Douadi Azumi 04/10/1957 M Staff
## 88 10149 Xiadong Perry 20/05/1953 F Staff
## 89 10150 Zhenbing Perng 29/01/1955 F Engineer
## 90 10151 Itzchak Lichtner 06/03/1959 M Senior Staff
## 91 10153 Heekeun Majewski 15/12/1955 M Assistant Engineer
## 92 10156 Sumali Fargier 19/09/1964 M Engineer
## 93 10157 Nigel Aloisi 23/04/1954 M Senior Engineer
## 94 10159 Serif Buescher 03/03/1955 M Senior Engineer
## 95 10160 Debatosh Khasidashvili 18/10/1953 M Senior Staff
## 96 10164 Jagoda Braunmuhl 19/01/1956 M Engineer
## 97 10166 Samphel Siegrist 10/05/1953 F Engineer
## 98 10167 Duangkaew Rassart 23/05/1958 M Engineer
## 99 10168 Dharmaraja Stassinopoulos 11/09/1964 M Senior Staff
## 100 10169 Sampalli Snedden 03/05/1961 F Engineer
## 101 10170 Kasturi Jenevein 03/10/1960 F Engineer
## 102 10173 Shrikanth Mahmud 28/10/1962 M Senior Staff
## 103 10174 Badri Furudate 15/05/1959 M Engineer
## 104 10175 Aleksandar Ananiadou 11/01/1960 F Staff
## 105 10176 Brendon Lenart 24/01/1957 F Senior Staff
## 106 10177 Pragnesh Iisaka 08/11/1954 M Staff
## 107 10178 Valery Litvinov 13/03/1963 M Staff
## 108 10180 Shaw Wendorf 29/01/1956 M Senior Staff
## 109 10184 Mihalis Lowrie 22/05/1957 M Staff
## 110 10185 Duro Sidhu 05/12/1959 F Senior Staff
## 111 10187 Tommaso Narwekar 26/05/1961 F Senior Staff
## 112 10188 Christ Muchinsky 13/07/1956 F Senior Engineer
## 113 10193 Masaru Cheshire 29/06/1960 M Engineer
## 114 10194 Josyula Hofmeyr 29/01/1954 F Senior Staff
## 115 10196 Marc Hellwagner 27/01/1954 M Staff
## 116 10200 Vidya Awdeh 31/12/1961 M Engineer
## 117 10202 Greger Lichtner 05/01/1956 M Engineer
## 118 10207 Girolamo Anandan 28/05/1955 F Engineer
## 119 10208 Xiping Klerer 02/01/1960 M Staff
## 120 10209 Yolla Ellozy 12/12/1956 F Senior Staff
## 121 10211 Vishu Strehl 05/08/1964 F Engineer
## 122 10212 Divier Esteva 09/05/1959 M Engineer
## 123 10214 Tadahiko Ciolek 14/04/1962 M Senior Staff
## 124 10220 Kish Fasbender 25/05/1958 F Staff
## 125 10221 Yucai Granlund 03/01/1957 M Engineer
## 126 10223 Carrsten Schmiedel 17/09/1963 F Engineer
## 127 10226 Xinglin Plessier 28/12/1964 M Staff
## 128 10227 Anneli Kaiser 04/07/1957 M Technique Leader
## 129 10228 Karoline Cesareni 21/04/1953 F Senior Staff
## 130 10229 Ulises Takanami 10/02/1952 M Engineer
## 131 10230 Clyde Vernadat 11/09/1955 M Senior Staff
## 132 10232 Marko Auria 11/03/1956 F Senior Staff
## 133 10234 Arunachalam Bakhtari 18/01/1961 M Senior Staff
## 134 10236 Susumu Bade 26/03/1960 F Staff
## 135 10237 Yannis Mandell 22/09/1952 F Senior Staff
## 136 10238 Mototsugu Gire 02/11/1964 F Engineer
## 137 10239 Nikolaos Llado 31/03/1955 F Staff
## 138 10240 Remko Maccarone 01/04/1952 M Engineer
## 139 10243 Wonhee Pouyioutas 22/12/1960 M Senior Staff
## 140 10244 Foong Flasterstein 24/10/1961 M Engineer
## 141 10248 Frederique Tempesti 24/09/1955 F Senior Staff
## 142 10249 Marie Boreale 10/06/1954 M Engineer
## 143 10250 Serap Etalle 12/08/1958 M Engineer
## 144 10251 Alair Rosenbaum 25/04/1957 M Senior Staff
## 145 10253 Zsolt Salinas 12/11/1964 F Senior Staff
## 146 10254 Shen Brattka 07/12/1959 M Senior Staff
## 147 10255 Roddy Garnick 08/02/1964 M Engineer
## 148 10256 Irene Radhakrishnan 02/12/1960 M Senior Staff
## 149 10258 Basil Ishibashi 12/12/1955 F Assistant Engineer
## 150 10259 Susanna Vesel 24/11/1964 M Senior Staff
## 151 10260 Alper Suomi 14/07/1961 F Engineer
## 152 10262 Mahendra Maraist 04/08/1955 F Staff
## 153 10263 Takahiro Waterhouse 08/02/1961 M Staff
## 154 10264 Nalini Kawashimo 08/09/1958 F Engineer
## 155 10265 Ramalingam Muniz 01/12/1960 M Senior Engineer
## 156 10266 Sukumar Rassart 24/02/1958 M Senior Engineer
## 157 10271 Sham Eastman 24/04/1962 M Engineer
## 158 10272 Yishai Cannane 30/11/1954 M Staff
## 159 10273 Baocai Lieblein 29/08/1962 M Senior Staff
## 160 10274 Dmitri Pearson 23/08/1957 F Engineer
## 161 10277 Isaac Schwartzbauer 15/08/1964 M Senior Staff
## 162 10278 Lubomir Nitsch 09/03/1955 M Engineer
## 163 10280 Stabislas Delgrange 29/10/1964 M Staff
## 164 10281 Moty Kusakari 13/05/1953 M Engineer
## 165 10285 Zhonghui Preusig 21/09/1956 F Staff
## 166 10287 Marie Pietracaprina 28/11/1963 M Senior Staff
## 167 10288 Selwyn Perri 02/06/1959 M Technique Leader
## 168 10291 Dipayan Seghrouchni 23/01/1965 M Senior Staff
## 169 10292 Yucel Ghelli 27/01/1963 F Senior Staff
## 170 10294 Rutger Miara 05/01/1955 M Senior Engineer
## 171 10295 Kristine Velardi 13/01/1953 M Senior Staff
## 172 10296 Petter Lorho 13/05/1964 M Senior Staff
## 173 10297 Narain Oaver 17/06/1956 F Engineer
## 174 10299 Ipke Stentiford 21/06/1960 F Senior Staff
## 175 10300 Tadahiko Ulupinar 12/07/1960 F Engineer
## 176 10302 Faiza Baer 11/10/1954 F Senior Staff
## 177 10304 Bernt Erie 07/03/1956 M Senior Staff
## 178 10305 Hirochika Piancastelli 30/06/1952 M Engineer
## 179 10308 Dzung Holburn 14/03/1961 F Senior Staff
## 180 10309 Prodip Schusler 06/11/1964 F Assistant Engineer
## 181 10312 Rasiah Deyuan 18/06/1957 F Senior Engineer
## 182 10313 Subbu Riexinger 30/05/1962 M Staff
## 183 10314 Christfried Apsitis 04/05/1961 M Senior Staff
## 184 10315 Maris Angelopoulos 03/08/1956 M Engineer
## 185 10317 Arie Birge 25/12/1957 M Staff
## 186 10318 Mototsugu Beilner 27/08/1958 F Engineer
## 187 10319 Mechthild Miyakawa 09/03/1963 M Senior Staff
## 188 10320 Uinam Stasinski 22/06/1956 F Senior Staff
## 189 10321 Guenter Ravishankar 12/12/1955 M Staff
## 190 10324 Bernardo Rouquie 29/12/1957 F Engineer
## 191 10327 Roded Facello 01/04/1954 M Engineer
## 192 10328 Serenella Kawashima 28/06/1955 M Engineer
## 193 10329 Remko Shigei 28/04/1958 F Technique Leader
## 194 10330 Kasturi Bellmore 02/02/1957 M Staff
## 195 10331 Arto Binkley 12/08/1961 M Senior Staff
## 196 10332 Masanao Bain 05/11/1961 F Engineer
## 197 10333 Snehasis Dymetman 27/04/1953 M Engineer
## 198 10335 Toshimori Bahi 13/03/1963 F Senior Staff
## 199 10336 Goa Rothe 16/07/1961 F Staff
## 200 10337 Jeong Sadowsky 10/12/1957 M Assistant Engineer
## 201 10340 Djelloul Laventhal 20/08/1952 M Senior Staff
## 202 10344 Uwe Garnier 24/07/1957 F Assistant Engineer
## 203 10345 Arra Ratnakar 13/12/1960 M Engineer
## 204 10346 Aamod Radwan 29/01/1963 M Staff
## 205 10349 Oksana Brodie 29/04/1954 F Senior Staff
## 206 10353 Phule Hammerschmidt 15/01/1953 M Senior Staff
## 207 10354 Moto Kusakari 21/04/1961 M Senior Staff
## 208 10355 Satyanarayana Cochrane 10/12/1952 M Staff
## 209 10356 Vasilis Standera 12/08/1952 M Senior Staff
## 210 10358 Qunsheng Tagansky 08/04/1953 M Technique Leader
## 211 10361 Seshu Sidou 22/04/1961 F Senior Staff
## 212 10364 Nakhoon Dengi 21/09/1954 M Senior Engineer
## 213 10365 Rosine Granlund 28/04/1958 F Staff
## 214 10366 Morrie Piazza 25/01/1960 M Engineer
## 215 10367 Hyuckchul Gini 24/12/1955 M Senior Staff
## 216 10369 Qunsheng Toyoshima 08/01/1957 M Staff
## 217 10371 Ioana Kirkerud 10/02/1959 M Assistant Engineer
## 218 10372 Anneli Frijda 08/04/1952 F Technique Leader
## 219 10373 Hongzue Heijenga 08/01/1959 M Engineer
## 220 10374 Willard Rosin 08/10/1955 F Staff
## 221 10375 Dante Kalafatis 09/10/1957 F Senior Staff
## 222 10378 Takahira Lichtner 05/09/1964 M Senior Staff
## 223 10380 Alejandro Kamble 25/05/1956 F Senior Staff
## 224 10381 Jiong Parfitt 04/03/1963 M Assistant Engineer
## 225 10382 Shirish Dredge 12/06/1955 M Engineer
## 226 10383 Leucio Aumann 13/11/1963 M Engineer
## 227 10386 Eishiro Miyakawa 09/11/1956 F Engineer
## 228 10387 Parto Wrigley 03/11/1952 F Senior Staff
## 229 10388 Hironoby Kaiser 29/03/1953 M Staff
## 230 10389 Make Peir 24/03/1953 M Technique Leader
## 231 10391 Hongzue Akaboshi 13/06/1956 M Assistant Engineer
## 232 10392 Jiann Hainaut 17/02/1962 M Engineer
## 233 10398 Shooichi Escriba 16/07/1958 F Senior Staff
## 234 10399 Guenter Marchegay 13/06/1957 F Staff
## 235 10400 Ortrud Nitto 16/12/1961 M Senior Staff
## 236 10403 Atreyi Mungall 01/04/1956 F Senior Staff
## 237 10404 Prodip Rosti 27/04/1955 F Engineer
## 238 10407 Ulf Siepmann 05/07/1955 M Senior Staff
## 239 10408 Martijn Kaiser 17/03/1964 M Staff
## 240 10409 Mario Straney 28/08/1958 M Engineer
## 241 10410 Takahito Gecsei 19/01/1965 F Staff
## 242 10411 Lidong Klerer 10/07/1956 F Senior Staff
## 243 10412 Masoud Fabrizio 26/02/1958 F Engineer
## 244 10413 Danel Impagliazzo 05/05/1952 F Senior Staff
## 245 10415 Mark Coorg 12/11/1957 M Senior Engineer
## 246 10416 Uli Keustermans 26/05/1956 M Senior Staff
## 247 10417 Bingning Bakhtari 02/02/1964 M Staff
## 248 10418 Candida Porotnikoff 29/06/1952 F Staff
## 249 10420 Kaijung Riesenhuber 03/03/1963 M Senior Staff
## 250 10422 Greger Rubsam 02/06/1954 F Engineer
## 251 10423 Dante Cronin 10/01/1956 F Staff
## 252 10424 Babette Straney 17/08/1959 M Senior Engineer
## 253 10426 Arunas Luce 28/12/1955 F Technique Leader
## 254 10427 Khosrow Sudbeck 13/08/1958 F Senior Staff
## 255 10431 Patricio Bugrara 25/05/1961 M Senior Staff
## 256 10435 Marsha Tagansky 12/10/1957 M Engineer
## 257 10437 Narain Reeker 07/07/1956 F Engineer
## 258 10439 Jolita Jarecki 09/04/1958 M Engineer
## 259 10440 Akeel Narahara 10/04/1959 F Technique Leader
## 260 10442 Volkmar Unno 09/09/1955 M Senior Staff
## 261 10443 Shichao Litvinov 03/12/1952 F Senior Engineer
## 262 10444 Kazuhira Rosis 29/07/1956 M Staff
## 263 10445 Junichi Kavanagh 10/01/1957 F Engineer
## 264 10446 Ebru Chepyzhov 08/02/1960 F Engineer
## 265 10448 Phule Oxenboll 10/12/1963 F Senior Staff
## 266 10449 Aleksandar Sudkamp 28/09/1959 M Senior Staff
## 267 10451 Bodh Ranta 06/10/1952 F Assistant Engineer
## 268 10454 Wonhee Badr 22/01/1961 M Senior Staff
## 269 10455 Sverrir Streng 17/12/1963 F Senior Staff
## 270 10456 Stepehn Hardjono 24/01/1963 F Staff
## 271 10457 Oddvar Schlenzig 10/11/1963 M Senior Engineer
## 272 10458 Gina Engelmann 06/01/1961 F Senior Staff
## 273 10461 Gal Karcich 26/10/1956 M Senior Staff
## 274 10463 Ung Zaiane 20/05/1954 M Staff
## 275 10465 Claudi Shackel 13/03/1963 M Senior Staff
## 276 10466 Jiakeng Himler 25/12/1954 M Staff
## 277 10467 Dipayan Suomi 30/01/1956 F Staff
## 278 10470 Peternela Iwayama 12/04/1956 M Engineer
## 279 10471 Jouko Yamaashi 30/11/1963 M Senior Engineer
## 280 10472 Salvador Lodder 20/08/1959 M Staff
## 281 10475 Mario Rodite 19/12/1956 M Engineer
## 282 10476 Kokou Iisaka 01/01/1965 M Senior Staff
## 283 10477 Guoxiang Trogemann 07/12/1952 F Engineer
## 284 10480 Make Baba 25/01/1965 F Staff
## 285 10482 Goa Pleszkun 17/07/1961 F Engineer
## 286 10483 Zhiwei Anick 13/03/1957 M Assistant Engineer
## 287 10485 Teruyuki Sundgren 20/09/1961 M Engineer
## 288 10486 Amstein Kossowski 24/08/1952 F Engineer
## 289 10487 Perla Middleton 23/08/1956 F Engineer
## 290 10489 Elvia Homond 24/08/1958 M Engineer
## 291 10490 Huiqun Vuskovic 28/09/1961 F Senior Staff
## 292 10491 Garnik Narahari 09/09/1964 M Senior Staff
## 293 10492 Lobel Kumaresan 03/04/1957 M Engineer
## 294 10494 Yakkov Servieres 21/12/1953 F Engineer
## 295 10495 Anyuan Zhiwei 24/05/1961 F Technique Leader
## 296 10497 Pramod Rabehasaina 09/06/1953 M Engineer
## 297 10501 Susuma Larfeldt 09/09/1962 M Engineer
## 298 10505 Isamu Auria 04/02/1964 M Senior Staff
## 299 10508 Kotesh Liedekerke 02/06/1962 M Engineer
## 300 10509 Abdelwaheb Riesenhuber 03/10/1953 F Senior Staff
## 301 10510 Keung Slobodova 13/02/1960 F Senior Staff
## 302 10513 Yuichiro Schicker 07/07/1959 F Senior Staff
## 303 10514 Tomofumi McClure 03/04/1963 M Staff
## 304 10515 Raimond Kirkerud 15/12/1963 M Senior Staff
## 305 10516 Xiadong Luga 20/02/1960 M Engineer
## 306 10517 Tiina Speek 18/06/1953 M Senior Staff
## 307 10518 Marin Lanphier 23/05/1963 M Technique Leader
## 308 10521 Kwangsub Setia 31/07/1957 M Senior Staff
## 309 10524 Shigehiro Cincotta 02/05/1959 F Engineer
## 310 10525 Yuchang Lunt 29/03/1963 M Senior Staff
## 311 10528 Koichi Lakshmanan 16/05/1963 F Senior Engineer
## 312 10529 Ymte Yetto 21/11/1952 M Assistant Engineer
## 313 10530 Boriana Coors 19/07/1956 F Engineer
## 314 10531 Oguz Gimbel 11/06/1954 F Staff
## 315 10532 Mary Wossner 31/08/1959 F Senior Staff
## 316 10533 Mohamadou Smailagic 25/06/1963 F Senior Staff
## 317 10535 Shalesh Stroustrup 19/05/1961 F Senior Staff
## 318 10536 Yechiam Sambasivam 29/10/1964 F Senior Staff
## 319 10537 Stella Benzmuller 29/06/1962 M Senior Staff
## 320 10538 Przemyslawa Falby 18/08/1955 M Senior Engineer
## 321 10539 Yucel Reinhard 13/05/1959 M Senior Staff
## 322 10540 Martins Barriga 24/02/1961 M Engineer
## 323 10541 Godehard Eiter 05/11/1955 M Staff
## 324 10543 Lein Lichtman 06/10/1962 M Staff
## 325 10544 Ishfaq Krzyzanowski 01/02/1962 F Senior Staff
## 326 10545 Hauke dAstous 12/01/1963 M Engineer
## 327 10546 Nechama Schapiro 20/12/1957 M Senior Staff
## 328 10548 Ramalingam Gunderson 12/06/1952 M Senior Staff
## 329 10549 Beshir Kisuki 20/03/1957 M Engineer
## 330 10551 Jeong Rijsenbrij 07/10/1963 M Engineer
## 331 10552 Kazuhito Shiratori 25/03/1953 M Senior Engineer
## 332 10553 Rajmohan Wallrath 08/02/1964 F Engineer
## 333 10554 Dines Gerlach 01/08/1958 M Engineer
## 334 10555 Vitaly Picci 25/09/1962 M Staff
## 335 10556 JoAnna Taubman 31/12/1962 F Senior Staff
## 336 10558 Hisao Famili 08/10/1964 M Senior Engineer
## 337 10559 Arumugam Comellas 18/01/1956 F Staff
## 338 10561 Serge Joslin 07/09/1958 F Senior Staff
## 339 10562 Shuky Pearson 17/04/1963 M Engineer
## 340 10564 Jianhao Thisen 14/04/1955 M Engineer
## 341 10568 Gao Poulakidas 02/12/1953 F Staff
## 342 10569 Sreenivas Bashian 03/12/1962 M Senior Staff
## 343 10570 Alassane Morrin 30/10/1958 M Senior Staff
## 344 10573 Tetsushi Speel 23/02/1964 F Staff
## 345 10576 Xiaoqiu Krychniak 23/08/1957 M Senior Staff
## 346 10577 Ennio Schmiedel 20/09/1957 M Senior Staff
## 347 10578 Shigeaki Shanbhogue 18/07/1958 F Senior Engineer
## 348 10579 Aiman Stentiford 17/07/1958 M Senior Engineer
## 349 10581 Odinaldo Prochazka 20/11/1956 F Engineer
## 350 10583 Prasadram Stille 03/03/1964 F Engineer
## 351 10584 Mana Papastamatiou 12/07/1961 M Engineer
## 352 10585 Sajjad Willoner 10/11/1963 F Senior Engineer
## 353 10586 Kirk Vuskovic 23/06/1954 M Engineer
## 354 10587 Behnaam Srimani 04/03/1962 F Engineer
## 355 10589 Subbu Sanella 25/09/1958 M Senior Staff
## 356 10590 Yongqiao Kalloufi 01/10/1963 M Senior Staff
## 357 10591 Hidde Hettesheimer 22/12/1952 F Staff
## 358 10592 Almudena Alvarado 01/08/1964 M Staff
## 359 10593 Falguni Kenevan 24/07/1952 M Engineer
## 360 10596 Sanjit Coors 24/01/1954 M Senior Staff
## 361 10597 Lucien Schaad 07/05/1961 F Senior Staff
## 362 10599 Seshu Crelier 15/10/1956 F Technique Leader
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library(ggthemes)
hist<-ggplot(emp.a,aes(salary))
hist+geom_histogram(binwidth = 5000,color="darkslategray",fill="darkseagreen2",alpha=0.7)+
labs(title = "Salary distribution in the employee data",
x = "Salary", y = "Number of employees in the salary bracket") +
theme_solarized_2(light = FALSE, base_size = 15, base_family = "serif")
bar<-ggplot(df,aes(x=Sex, fill=Survived))
bar+geom_bar()+theme_light()+labs(y="Passenger Count",x="Gender",title = "Survival rate by Gender")+facet_wrap(Sex ~Pclass)
hist1<-ggplot(df,aes(x=Age,fill=Survived))
hist1+geom_histogram(binwidth = 5,color="white")+labs(y="Number of Passengers",x="Age", title="Age Distribution")+theme_light()
## Warning: Removed 177 rows containing non-finite values (stat_bin).
my.box<-ggplot(df,aes(x=Survived,y=Age))
my.box+geom_boxplot()+labs(title="Survival Rate based on Age")+theme_light()
## Warning: Removed 177 rows containing non-finite values (stat_boxplot).
my.box+geom_boxplot(outlier.colour = "red",outlier.shape = 4)+geom_jitter(width=0.2,aes(color=Sex))+labs(title="Survival Rate based on Age")+theme_light()+coord_flip()
## Warning: Removed 177 rows containing non-finite values (stat_boxplot).
## Warning: Removed 177 rows containing missing values (geom_point).
hdi
## X Country WB.Code Region CPI.2015 CPI.2015.Rank
## 1 1 Afghanistan AFG AP 0.11 162
## 2 2 Albania ALB ECA 0.36 85
## 3 3 Algeria DZA MENA 0.36 85
## 4 4 Angola AGO SSA 0.15 159
## 5 5 Argentina ARG AME 0.32 102
## 6 6 Armenia ARM ECA 0.35 92
## 7 7 Australia AUS AP 0.79 13
## 8 8 Austria AUT WE/EU 0.76 16
## 9 9 Azerbaijan AZE ECA 0.29 115
## 10 10 Bahrain BHR MENA 0.51 47
## 11 11 Bangladesh BGD AP 0.25 135
## 12 12 Belarus BLR ECA 0.32 102
## 13 13 Belgium BEL WE/EU 0.77 15
## 14 14 Benin BEN SSA 0.37 80
## 15 15 Bhutan BTN AP 0.65 27
## 16 16 Bolivia BOL AME 0.34 95
## 17 17 Bosnia and Herzegovina BIH ECA 0.38 73
## 18 18 Botswana BWA SSA 0.63 29
## 19 19 Brazil BRA AME 0.38 73
## 20 20 Bulgaria BGR WE/EU 0.41 66
## 21 21 Burkina Faso BFA SSA 0.38 73
## 22 22 Burundi BDI SSA 0.21 146
## 23 23 Cape Verde CPV SSA 0.55 39
## 24 24 Cambodia KHM AP 0.21 146
## 25 25 Cameroon CMR SSA 0.27 126
## 26 26 Canada CAN AME 0.83 10
## 27 27 Central African Republic CAF SSA 0.24 141
## 28 28 Chad TCD SSA 0.22 143
## 29 29 Chile CHL AME 0.70 23
## 30 30 China CHN AP 0.37 80
## 31 31 Colombia COL AME 0.37 80
## 32 32 Comoros COM SSA 0.26 132
## 33 33 Congo COG SSA 0.23 142
## 34 34 Democratic Republic of Congo COD SSA 0.22 143
## 35 35 Costa Rica CRI AME 0.55 39
## 36 36 Cфte d’Ivoire CIV SSA 0.32 102
## 37 37 Croatia HRV WE/EU 0.51 47
## 38 38 Cuba CUB AME 0.47 53
## 39 39 Cyprus CYP WE/EU 0.61 31
## 40 40 Czech Republic CZE WE/EU 0.56 37
## 41 41 Denmark DNK WE/EU 0.91 1
## 42 42 Djibouti DJI SSA 0.34 95
## 43 43 Dominican Republic DOM AME 0.33 99
## 44 44 Ecuador ECU AME 0.32 102
## 45 45 Egypt EGY MENA 0.36 85
## 46 46 El Salvador SLV AME 0.39 69
## 47 47 Eritrea ERI SSA 0.18 150
## 48 48 Estonia EST WE/EU 0.70 23
## 49 49 Ethiopia ETH SSA 0.33 99
## 50 50 Finland FIN WE/EU 0.90 3
## 51 51 France FRA WE/EU 0.70 23
## 52 52 Gabon GAB SSA 0.34 95
## 53 53 Gambia GMB SSA 0.28 119
## 54 54 Georgia GEO ECA 0.52 45
## 55 55 Germany DEU WE/EU 0.81 11
## 56 56 Ghana GHA SSA 0.47 53
## 57 57 Greece GRC WE/EU 0.46 55
## 58 58 Guatemala GTM AME 0.28 119
## 59 59 Guinea GIN SSA 0.25 135
## 60 60 Guinea-Bissau GNB SSA 0.17 154
## 61 61 Guyana GUY AME 0.29 115
## 62 62 Haiti HTI AME 0.17 154
## 63 63 Honduras HND AME 0.31 107
## 64 64 Hong Kong HKG AP 0.75 18
## 65 65 Hungary HUN WE/EU 0.51 47
## 66 66 Iceland ISL WE/EU 0.79 13
## 67 67 India IND AP 0.38 73
## 68 68 Indonesia IDN AP 0.36 85
## 69 69 Iran IRN MENA 0.27 126
## 70 70 Iraq IRQ MENA 0.16 157
## 71 71 Ireland IRL WE/EU 0.75 18
## 72 72 Israel ISR MENA 0.61 31
## 73 73 Italy ITA WE/EU 0.44 58
## 74 74 Jamaica JAM AME 0.41 66
## 75 75 Japan JPN AP 0.75 18
## 76 76 Jordan JOR MENA 0.53 42
## 77 77 Kazakhstan KAZ ECA 0.28 119
## 78 78 Kenya KEN SSA 0.25 135
## 79 79 Korea (North) PRK AP 0.08 163
## 80 80 Kuwait KWT MENA 0.49 52
## 81 81 Kyrgyzstan KGZ ECA 0.28 119
## 82 82 Laos LAO AP 0.25 135
## 83 83 Latvia LVA WE/EU 0.56 37
## 84 84 Lebanon LBN MENA 0.28 119
## 85 85 Lesotho LSO SSA 0.44 58
## 86 86 Liberia LBR SSA 0.37 80
## 87 87 Libya LBY MENA 0.16 157
## 88 88 Lithuania LTU WE/EU 0.59 35
## 89 89 Luxembourg LUX WE/EU 0.85 7
## 90 90 Madagascar MDG SSA 0.28 119
## 91 91 Malawi MWI SSA 0.31 107
## 92 92 Malaysia MYS AP 0.50 51
## 93 93 Mali MLI SSA 0.35 92
## 94 94 Malta MLT WE/EU 0.60 33
## 95 95 Mauritania MRT SSA 0.31 107
## 96 96 Mauritius MUS SSA 0.53 42
## 97 97 Mexico MEX AME 0.31 107
## 98 98 Moldova MDA ECA 0.33 99
## 99 99 Mongolia MNG AP 0.39 69
## 100 100 Montenegro MON ECA 0.44 58
## 101 101 Morocco MAR MENA 0.36 85
## 102 102 Mozambique MOZ SSA 0.31 107
## 103 103 Myanmar MMR AP 0.22 143
## 104 104 Namibia NAM SSA 0.53 42
## 105 105 Nepal NPL AP 0.27 126
## 106 106 Netherlands NLD WE/EU 0.84 9
## 107 107 New Zealand NZL AP 0.91 1
## 108 108 Nicaragua NIC AME 0.27 126
## 109 109 Niger NER SSA 0.34 95
## 110 110 Nigeria NGA SSA 0.26 132
## 111 111 Norway NOR WE/EU 0.88 5
## 112 112 Oman OMN MENA 0.45 57
## 113 113 Pakistan PAK AP 0.30 113
## 114 114 Panama PAN AME 0.39 69
## 115 115 Papua New Guinea PNG AP 0.25 135
## 116 116 Paraguay PRY AME 0.27 126
## 117 117 Peru PER AME 0.36 85
## 118 118 Philippines PHL AP 0.35 92
## 119 119 Poland POL WE/EU 0.63 29
## 120 120 Portugal PRT WE/EU 0.64 28
## 121 121 Qatar QAT MENA 0.71 22
## 122 122 Romania ROM WE/EU 0.46 55
## 123 123 Russia RUS ECA 0.29 115
## 124 124 Rwanda RWA SSA 0.54 41
## 125 125 Sao Tome and Principe STP SSA 0.42 63
## 126 126 Saudi Arabia SAU MENA 0.52 45
## 127 127 Senegal SEN SSA 0.44 58
## 128 128 Serbia SCG ECA 0.40 68
## 129 129 Sierra Leone SLE SSA 0.29 115
## 130 130 Singapore SGP AP 0.85 7
## 131 131 Slovakia SVK WE/EU 0.51 47
## 132 132 Slovenia SVN WE/EU 0.60 33
## 133 133 South Africa ZAF SSA 0.44 58
## 134 134 South Sudan SSD SSA 0.15 159
## 135 135 Spain ESP WE/EU 0.58 36
## 136 136 Sri Lanka LKA AP 0.37 80
## 137 137 Sudan SDN SSA 0.12 161
## 138 138 Suriname SUR AME 0.36 85
## 139 139 Sweden SWE WE/EU 0.89 4
## 140 140 Switzerland CHE WE/EU 0.86 6
## 141 141 Syria SYR MENA 0.18 150
## 142 142 Tajikistan TJK ECA 0.26 132
## 143 143 Tanzania TZA SSA 0.30 113
## 144 144 Thailand THA AP 0.38 73
## 145 145 The FYR of Macedonia MKD ECA 0.42 63
## 146 146 Timor-Leste TLS AP 0.28 119
## 147 147 Togo TGO SSA 0.32 102
## 148 148 Trinidad and Tobago TTO AME 0.39 69
## 149 149 Tunisia TUN MENA 0.38 73
## 150 150 Turkey TUR ECA 0.42 63
## 151 151 Turkmenistan TKM ECA 0.18 150
## 152 152 Uganda UGA SSA 0.25 135
## 153 153 Ukraine UKR ECA 0.27 126
## 154 154 United Arab Emirates ARE MENA 0.70 23
## 155 155 United Kingdom GBR WE/EU 0.81 11
## 156 156 Unites States USA AME 0.76 16
## 157 157 Uruguay URY AME 0.74 21
## 158 158 Uzbekistan UZB ECA 0.19 149
## 159 159 Venezuela VEN AME 0.17 154
## 160 160 Vietnam VNM AP 0.31 107
## 161 161 Yemen YEM MENA 0.18 150
## 162 162 Zambia ZMB SSA 0.38 73
## 163 163 Zimbabwe ZWE SSA 0.21 146
## HDI.2015 HDI.2015.Rank
## 1 0.479 144
## 2 0.764 66
## 3 0.745 73
## 4 0.533 126
## 5 0.827 42
## 6 0.743 74
## 7 0.939 2
## 8 0.893 23
## 9 0.759 69
## 10 0.824 44
## 11 0.579 116
## 12 0.796 49
## 13 0.896 21
## 14 0.485 142
## 15 0.607 112
## 16 0.674 99
## 17 0.750 71
## 18 0.698 90
## 19 0.754 70
## 20 0.794 52
## 21 0.402 160
## 22 0.404 159
## 23 0.648 103
## 24 0.563 120
## 25 0.518 129
## 26 0.920 10
## 27 0.352 163
## 28 0.396 161
## 29 0.847 35
## 30 0.738 80
## 31 0.727 83
## 32 0.498 134
## 33 0.592 114
## 34 0.435 151
## 35 0.776 58
## 36 0.474 146
## 37 0.827 42
## 38 0.775 60
## 39 0.856 30
## 40 0.878 27
## 41 0.925 5
## 42 0.473 147
## 43 0.722 86
## 44 0.739 79
## 45 0.691 94
## 46 0.680 98
## 47 0.420 154
## 48 0.865 29
## 49 0.448 149
## 50 0.895 22
## 51 0.897 20
## 52 0.697 91
## 53 0.452 148
## 54 0.769 62
## 55 0.926 4
## 56 0.579 116
## 57 0.866 28
## 58 0.640 106
## 59 0.414 158
## 60 0.424 153
## 61 0.638 108
## 62 0.493 138
## 63 0.625 110
## 64 0.917 12
## 65 0.836 40
## 66 0.921 9
## 67 0.624 111
## 68 0.689 95
## 69 0.774 61
## 70 0.649 102
## 71 0.923 8
## 72 0.899 18
## 73 0.887 25
## 74 0.730 82
## 75 0.903 16
## 76 0.742 76
## 77 0.794 52
## 78 0.555 123
## 79 0.901 17
## 80 0.800 48
## 81 0.664 101
## 82 0.586 115
## 83 0.830 41
## 84 0.763 67
## 85 0.497 136
## 86 0.427 152
## 87 0.716 87
## 88 0.848 34
## 89 0.898 19
## 90 0.512 133
## 91 0.476 145
## 92 0.789 54
## 93 0.442 150
## 94 0.856 30
## 95 0.513 132
## 96 0.781 56
## 97 0.762 68
## 98 0.699 89
## 99 0.735 81
## 100 0.807 45
## 101 0.647 104
## 102 0.418 156
## 103 0.556 122
## 104 0.640 106
## 105 0.558 121
## 106 0.924 7
## 107 0.915 13
## 108 0.645 105
## 109 0.353 162
## 110 0.527 128
## 111 0.949 1
## 112 0.796 49
## 113 0.550 124
## 114 0.788 55
## 115 0.516 130
## 116 0.693 92
## 117 0.740 77
## 118 0.682 97
## 119 0.855 33
## 120 0.843 38
## 121 0.856 30
## 122 0.802 47
## 123 0.804 46
## 124 0.498 134
## 125 0.574 119
## 126 0.847 35
## 127 0.494 137
## 128 0.776 58
## 129 0.420 154
## 130 0.925 5
## 131 0.845 37
## 132 0.890 24
## 133 0.666 100
## 134 0.418 156
## 135 0.884 26
## 136 0.766 65
## 137 0.490 140
## 138 0.725 84
## 139 0.913 14
## 140 0.939 2
## 141 0.536 125
## 142 0.627 109
## 143 0.531 127
## 144 0.740 77
## 145 0.748 72
## 146 0.606 113
## 147 0.487 141
## 148 0.780 57
## 149 0.725 84
## 150 0.767 63
## 151 0.692 93
## 152 0.493 138
## 153 0.743 74
## 154 0.840 39
## 155 0.910 15
## 156 0.920 10
## 157 0.795 51
## 158 0.701 88
## 159 0.767 63
## 160 0.683 96
## 161 0.482 143
## 162 0.579 116
## 163 0.516 130
sp<-ggplot(hdi,aes(CPI.2015,HDI.2015))
sp+geom_point(aes(color=Region),shape=21,fill="white",size=3,stroke=2)+theme_light()+labs(x="Corruption Perception Index,2015",y="Human Development Index,2015",title="Corruption and Human Development")+stat_smooth(se=FALSE)
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
sp<-ggplot(hdi,aes(CPI.2015,HDI.2015))
sp+geom_point(aes(color=Region),shape=21,fill="white",size=3,stroke=2)+theme_light()+labs(x="Corruption Perception Index,2015",y="Human Development Index,2015",title="Corruption and Human Development")+stat_density2d()
bar<-ggplot(emp,aes(title,fill=gender))
bar+geom_bar()+theme_fivethirtyeight()+scale_fill_manual(values = c("chartreuse4","darkorange"))+labs(title="Job pos by gender",y="Employee count",x="Job position")
bar_crowded <- ggplot(emp, aes(gender, fill = title))
bar_crowded + geom_bar() + theme_fivethirtyeight() + scale_fill_manual(values = c("magenta", "darkorange", "midnightblue",
"springgreen4", "brown1", "gold")) +
labs(title = "Job Positions by Gender")
