Defining the question: A Kenyan entrepreneur has created an online cryptography course and would want to advertise it on her blog. She currently targets audiences originating from various countries. In the past, she ran ads to advertise a related course on the same blog and collected data in the process. She would now like to employ your services as a Data Science Consultant to help her identify which individuals are most likely to click on her ads.
Metric of Success: Identify users who are most likely to click on the ads
Data Understanding
#importing tidyverse for analysis
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──## ✓ ggplot2 3.3.5 ✓ purrr 0.3.4
## ✓ tibble 3.1.6 ✓ dplyr 1.0.8
## ✓ tidyr 1.2.0 ✓ stringr 1.4.0
## ✓ readr 2.1.2 ✓ forcats 0.5.1## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(dplyr)
library(MASS) #for LDA##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## selectlibrary(caret) #for modelling## Loading required package: lattice##
## Attaching package: 'caret'## The following object is masked from 'package:purrr':
##
## liftlibrary(class)
library(e1071)
library(caTools)
library(party)## Loading required package: grid## Loading required package: mvtnorm## Loading required package: modeltools## Loading required package: stats4## Loading required package: strucchange## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: sandwich##
## Attaching package: 'strucchange'## The following object is masked from 'package:stringr':
##
## boundary#importing and reading the dataset
course <- read.csv("http://bit.ly/IPAdvertisingData")
head(course)## Daily.Time.Spent.on.Site Age Area.Income Daily.Internet.Usage
## 1 68.95 35 61833.90 256.09
## 2 80.23 31 68441.85 193.77
## 3 69.47 26 59785.94 236.50
## 4 74.15 29 54806.18 245.89
## 5 68.37 35 73889.99 225.58
## 6 59.99 23 59761.56 226.74
## Ad.Topic.Line City Male Country
## 1 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia
## 2 Monitored national standardization West Jodi 1 Nauru
## 3 Organic bottom-line service-desk Davidton 0 San Marino
## 4 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy
## 5 Robust logistical utilization South Manuel 0 Iceland
## 6 Sharable client-driven software Jamieberg 1 Norway
## Timestamp Clicked.on.Ad
## 1 2016-03-27 00:53:11 0
## 2 2016-04-04 01:39:02 0
## 3 2016-03-13 20:35:42 0
## 4 2016-01-10 02:31:19 0
## 5 2016-06-03 03:36:18 0
## 6 2016-05-19 14:30:17 0#checking number of records
dim(course)## [1] 1000 1010 variables, 1000 records
#descriptive statistics of the datasets
summary(course)## Daily.Time.Spent.on.Site Age Area.Income Daily.Internet.Usage
## Min. :32.60 Min. :19.00 Min. :13996 Min. :104.8
## 1st Qu.:51.36 1st Qu.:29.00 1st Qu.:47032 1st Qu.:138.8
## Median :68.22 Median :35.00 Median :57012 Median :183.1
## Mean :65.00 Mean :36.01 Mean :55000 Mean :180.0
## 3rd Qu.:78.55 3rd Qu.:42.00 3rd Qu.:65471 3rd Qu.:218.8
## Max. :91.43 Max. :61.00 Max. :79485 Max. :270.0
## Ad.Topic.Line City Male Country
## Length:1000 Length:1000 Min. :0.000 Length:1000
## Class :character Class :character 1st Qu.:0.000 Class :character
## Mode :character Mode :character Median :0.000 Mode :character
## Mean :0.481
## 3rd Qu.:1.000
## Max. :1.000
## Timestamp Clicked.on.Ad
## Length:1000 Min. :0.0
## Class :character 1st Qu.:0.0
## Mode :character Median :0.5
## Mean :0.5
## 3rd Qu.:1.0
## Max. :1.0#dataset information
glimpse(course)## Rows: 1,000
## Columns: 10
## $ Daily.Time.Spent.on.Site <dbl> 68.95, 80.23, 69.47, 74.15, 68.37, 59.99, 88.…
## $ Age <int> 35, 31, 26, 29, 35, 23, 33, 48, 30, 20, 49, 3…
## $ Area.Income <dbl> 61833.90, 68441.85, 59785.94, 54806.18, 73889…
## $ Daily.Internet.Usage <dbl> 256.09, 193.77, 236.50, 245.89, 225.58, 226.7…
## $ Ad.Topic.Line <chr> "Cloned 5thgeneration orchestration", "Monito…
## $ City <chr> "Wrightburgh", "West Jodi", "Davidton", "West…
## $ Male <int> 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, …
## $ Country <chr> "Tunisia", "Nauru", "San Marino", "Italy", "I…
## $ Timestamp <chr> "2016-03-27 00:53:11", "2016-04-04 01:39:02",…
## $ Clicked.on.Ad <int> 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, …Data Cleaning
#Checking for null values
sum(is.na(course))## [1] 0The dataset has no null values
#checking for duplicated records
course[duplicated(course)]## data frame with 0 columns and 1000 rowsThere are no duplicated records
#changing thee datatypes
course$Timestamp<- as.Date(course$Timestamp)#The function factor() will encode the vector as a factor to store categorical variables:
course$"Clicked.on.Ad" <- as.factor(course$"Clicked.on.Ad")
course$"Male" <- as.factor(course$"Male")#checking for the changes made
glimpse(course)## Rows: 1,000
## Columns: 10
## $ Daily.Time.Spent.on.Site <dbl> 68.95, 80.23, 69.47, 74.15, 68.37, 59.99, 88.…
## $ Age <int> 35, 31, 26, 29, 35, 23, 33, 48, 30, 20, 49, 3…
## $ Area.Income <dbl> 61833.90, 68441.85, 59785.94, 54806.18, 73889…
## $ Daily.Internet.Usage <dbl> 256.09, 193.77, 236.50, 245.89, 225.58, 226.7…
## $ Ad.Topic.Line <chr> "Cloned 5thgeneration orchestration", "Monito…
## $ City <chr> "Wrightburgh", "West Jodi", "Davidton", "West…
## $ Male <fct> 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, …
## $ Country <chr> "Tunisia", "Nauru", "San Marino", "Italy", "I…
## $ Timestamp <date> 2016-03-27, 2016-04-04, 2016-03-13, 2016-01-…
## $ Clicked.on.Ad <fct> 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, …The datatypes of TimeStamp, Male and Clicked.on.Ad were successfully changed
#checking for unique values
anom <- lapply(course, unique)
anom## $Daily.Time.Spent.on.Site
## [1] 68.95 80.23 69.47 74.15 68.37 59.99 88.91 66.00 74.53 69.88 47.64 83.07
## [13] 69.57 79.52 42.95 63.45 55.39 82.03 54.70 74.58 77.22 84.59 41.49 87.29
## [25] 41.39 78.74 48.53 51.95 70.20 76.02 67.64 86.41 59.05 55.60 57.64 84.37
## [37] 62.26 65.82 50.43 38.93 84.98 64.24 82.52 81.38 80.47 37.68 69.62 85.40
## [49] 44.33 48.01 73.18 79.94 33.33 50.33 62.31 80.60 65.19 44.98 77.63 41.82
## [61] 85.61 85.84 72.08 86.06 45.96 62.42 63.89 35.33 75.74 78.53 46.13 69.01
## [73] 55.35 33.21 38.46 64.10 49.81 82.73 56.14 55.13 78.11 73.46 56.64 68.94
## [85] 70.79 57.76 77.51 52.70 57.70 56.89 69.90 55.79 70.03 50.08 43.67 72.84
## [97] 45.72 39.94 35.61 79.71 63.60 89.91 68.18 66.49 80.49 72.23 42.39 47.53
## [109] 74.02 66.63 63.24 71.00 69.00 76.99 72.60 61.88 84.45 88.97 86.19 49.58
## [121] 77.65 37.75 62.33 79.57 80.31 89.05 70.41 67.36 46.98 41.67 51.24 75.70
## [133] 43.49 49.89 38.37 38.52 71.89 75.80 83.86 37.51 83.67 69.08 37.47 56.04
## [145] 70.92 49.78 68.61 58.18 78.54 37.00 65.40 87.98 44.64 41.73 80.46 75.55
## [157] 76.32 82.68 72.01 75.83 41.28 34.66 66.18 59.59 86.69 43.77 71.84 74.41
## [169] 63.36 71.74 60.72 72.04 44.57 85.86 39.85 84.53 62.95 67.58 85.56 46.88
## [181] 46.31 77.95 84.73 39.86 60.23 60.70 77.20 71.86 44.78 78.57 73.41 77.05
## [193] 66.40 69.35 35.65 70.04 69.78 58.22 76.90 84.08 59.51 40.15 76.81 41.89
## [205] 76.87 67.28 81.98 66.01 61.57 53.30 34.87 43.60 77.88 49.95 60.94 89.15
## [217] 78.70 57.35 34.86 70.68 76.06 66.67 46.77 78.32 37.32 40.42 76.77 65.65
## [229] 74.32 73.27 80.03 53.68 85.03 70.44 81.22 39.96 57.05 42.44 62.20 76.70
## [241] 61.22 84.54 46.08 56.70 81.03 80.91 40.06 83.47 73.84 74.65 60.25 59.21
## [253] 43.02 84.04 70.66 70.58 72.44 40.17 79.15 44.49 73.04 76.28 68.88 73.10
## [265] 47.66 87.30 89.34 81.37 81.67 46.37 54.88 40.67 71.76 47.51 75.15 56.01
## [277] 82.87 45.05 60.53 50.52 84.71 55.20 81.61 71.55 82.40 73.95 72.07 80.39
## [289] 65.80 69.97 52.62 39.25 77.56 33.52 79.81 84.79 82.70 84.88 54.92 76.56
## [301] 69.74 72.19 84.29 73.89 75.84 73.38 80.72 62.06 51.50 90.97 86.78 84.33
## [313] 36.87 34.78 76.84 67.05 41.47 80.71 80.09 56.30 79.36 86.38 38.94 87.26
## [325] 75.32 74.38 65.90 36.31 88.12 83.97 61.09 65.77 81.58 37.87 76.20 60.91
## [337] 74.49 73.71 78.19 79.54 74.87 87.09 37.45 49.84 51.38 83.40 38.91 62.14
## [349] 79.72 73.30 69.11 71.90 72.45 77.07 74.62 82.07 58.60 36.08 79.44 73.19
## [361] 77.60 89.00 69.20 67.56 81.11 80.22 43.63 77.66 74.63 49.67 80.59 83.49
## [373] 44.46 68.10 63.88 78.83 79.97 80.51 66.99 71.05 42.05 76.24 77.29 35.98
## [385] 84.95 39.34 87.23 57.24 56.34 48.73 51.68 35.34 48.09 78.68 68.82 56.99
## [397] 86.63 41.18 71.03 72.92 77.14 34.30 83.71 53.38 58.03 43.59 60.07 54.43
## [409] 81.99 84.69 88.72 88.89 69.58 85.23 83.55 56.66 56.39 78.18 46.04 79.40
## [421] 36.44 53.14 32.84 73.72 38.10 73.93 51.87 77.69 43.41 55.92 80.67 83.42
## [433] 82.12 66.17 43.01 80.05 64.88 79.82 48.03 32.99 74.88 36.49 88.04 45.70
## [445] 82.38 52.68 65.59 43.84 67.69 78.37 81.46 47.48 78.76 44.96 39.56 39.76
## [457] 57.11 83.26 69.42 50.60 46.20 66.88 35.49 80.29 50.19 59.12 59.88 59.70
## [469] 67.80 81.59 81.10 41.70 73.94 58.35 51.56 58.21 66.12 49.99 80.30 57.86
## [481] 70.29 59.13 81.51 42.94 84.81 82.79 59.22 35.00 46.61 63.26 79.16 67.94
## [493] 79.91 66.14 43.65 59.61 89.37 65.10 53.44 79.53 91.43 73.57 76.49 61.72
## [505] 72.03 77.47 75.65 78.15 63.80 76.59 42.60 78.77 81.95 44.73 38.35 72.53
## [517] 56.20 79.67 75.42 78.64 59.52 64.75 47.90 80.38 64.51 71.28 50.32 72.76
## [529] 72.80 74.59 46.66 48.86 37.05 81.21 66.89 68.11 69.15 65.72 40.04 68.60
## [541] 56.16 78.60 78.29 43.83 77.31 66.77 57.20 73.15 43.97 77.25 74.84 83.53
## [553] 38.63 84.00 52.13 71.83 78.36 50.18 64.67 69.50 65.22 32.91 39.50 75.19
## [565] 76.21 67.76 40.01 68.41 35.55 74.54 81.75 87.85 87.97 78.17 67.91 85.77
## [577] 41.16 53.54 63.43 70.13 40.19 58.95 35.76 59.36 91.10 61.04 74.06 64.63
## [589] 81.29 76.07 75.92 78.35 46.14 46.43 66.04 84.31 83.66 81.25 85.26 86.53
## [601] 76.44 52.84 85.24 74.71 82.95 76.42 42.04 46.28 48.26 58.05 75.00 79.61
## [613] 52.56 62.18 77.89 66.08 89.21 49.96 77.44 82.58 39.36 47.23 65.57 78.01
## [625] 44.15 43.57 76.83 42.06 76.27 74.27 77.50 87.16 66.26 65.15 68.25 73.49
## [637] 39.19 80.15 86.76 73.88 69.77 87.27 78.84 71.33 81.90 46.89 77.80 45.44
## [649] 69.96 87.35 49.42 71.27 49.19 85.01 67.59 75.71 43.07 39.47 48.22 76.76
## [661] 67.47 81.17 89.66 79.60 65.53 61.87 83.16 44.11 56.57 83.91 79.80 71.23
## [673] 82.37 70.90 62.12 67.35 57.99 66.80 49.13 45.11 54.35 61.82 77.75 70.61
## [685] 82.72 65.07 56.93 36.56 85.73 75.81 72.94 53.63 52.35 51.58 42.32 55.04
## [697] 68.58 85.54 71.14 64.38 88.85 66.79 32.60 43.88 56.46 72.18 52.67 80.55
## [709] 67.85 82.69 35.21 36.37 74.07 59.96 85.62 40.88 36.98 56.56 36.62 49.35
## [721] 75.64 79.22 66.83 53.33 50.63 41.84 53.92 83.89 55.32 53.22 43.16 67.51
## [733] 79.89 84.25 74.18 85.78 80.96 36.91 54.47 57.51 82.30 73.21 79.09 68.47
## [745] 83.69 83.48 66.69 48.46 42.51 42.83 41.46 45.99 68.72 63.11 49.21 55.77
## [757] 44.13 57.82 72.46 78.24 74.61 89.18 44.16 55.74 88.82 70.39 78.58 35.11
## [769] 60.39 81.56 75.03 50.87 82.80 78.51 37.65 83.17 91.37 81.32 76.64 39.53
## [781] 86.58 90.75 67.71 82.41 45.82 76.79 70.05 77.35 40.34 67.39 68.68 66.03
## [793] 47.74 79.18 86.81 41.53 46.84 44.40 52.17 81.45 54.08 76.65 54.39 37.74
## [805] 69.86 85.37 80.99 77.36 55.46 35.66 50.78 40.47 45.62 84.76 80.64 75.94
## [817] 37.01 87.18 56.91 75.24 42.84 34.96 87.46 41.86 34.04 54.96 87.14 78.79
## [829] 65.56 81.05 55.71 45.48 47.00 59.64 72.55 91.15 80.53 82.49 80.94 61.76
## [841] 63.30 36.73 78.41 83.98 63.18 60.83 44.72 79.51 39.30 64.79 89.80 72.82
## [853] 38.65 59.01 78.96 63.99 41.35 62.79 45.53 51.65 54.55 69.95 79.83 85.35
## [865] 56.78 78.67 70.09 60.75 35.25 37.58 68.01 45.08 63.04 40.18 45.17 50.48
## [877] 80.87 41.88 39.87 61.84 54.97 71.40 67.26 76.58 54.37 66.47 72.88 63.37
## [889] 89.71 70.96 35.79 38.96 69.17 64.20 43.70 72.97 51.30 51.63 55.55 45.01
##
## $Age
## [1] 35 31 26 29 23 33 48 30 20 49 37 24 41 36 40 52 28 34 22 57 53 39 46 32 25
## [26] 43 45 50 47 27 42 38 54 21 60 55 44 58 56 51 19 59 61
##
## $Area.Income
## [1] 61833.90 68441.85 59785.94 54806.18 73889.99 59761.56 53852.85 24593.33
## [9] 68862.00 55642.32 45632.51 62491.01 51636.92 51739.63 30976.00 52182.23
## [17] 23936.86 71511.08 31087.54 23821.72 64802.33 60015.57 32635.70 61628.72
## [25] 68962.32 64828.00 38067.08 58295.82 32708.94 46179.97 51473.28 45593.93
## [33] 25583.29 30227.98 45580.92 61389.50 56770.79 76435.30 57425.87 27508.41
## [41] 57691.95 59784.18 66572.39 64929.61 57519.64 53575.48 50983.75 67058.72
## [49] 52723.34 54286.10 61526.25 58526.04 53350.11 62657.53 62722.57 67479.62
## [57] 75254.88 52336.64 56113.37 24852.90 47708.42 64654.66 71228.44 61601.05
## [65] 66281.46 73910.90 51317.33 51510.18 61005.87 32536.98 60248.97 74543.81
## [73] 75509.61 42650.32 58183.04 60465.72 57009.76 54541.56 32689.04 55605.92
## [81] 63296.87 65653.47 61652.53 30726.26 74535.94 47861.93 73600.28 58543.94
## [89] 42696.67 37334.78 71392.53 59550.05 64264.25 64147.86 25686.34 52968.22
## [97] 22473.08 64927.19 51868.85 69456.83 31947.65 51864.77 59593.56 48376.14
## [105] 56884.74 67186.54 46557.92 66541.05 33258.09 72272.90 60333.38 65229.13
## [113] 56067.38 37838.72 72683.35 56729.78 66815.54 60223.52 29727.79 49269.98
## [121] 57669.41 56791.75 63274.88 35466.80 68787.09 61227.59 56366.88 57868.44
## [129] 66618.21 73104.47 21644.91 53817.02 76368.31 67633.44 50335.46 17709.98
## [137] 41229.16 42581.23 61617.98 70575.60 64122.36 52097.32 65953.76 60192.72
## [145] 77460.07 45716.48 65120.86 49995.63 71718.51 61770.34 69112.84 72524.86
## [153] 36782.38 66699.12 64287.78 56637.59 55787.58 61142.33 61625.87 73234.87
## [161] 74166.24 62669.59 57756.89 58019.64 50960.08 48246.60 28271.84 53767.12
## [169] 43662.10 62238.58 49030.03 76003.47 68094.85 64395.85 70053.27 72423.97
## [177] 42995.80 60309.58 38349.78 63115.34 31343.39 40763.13 36752.24 65044.59
## [185] 53673.08 43444.86 44248.52 62572.88 39840.55 32593.59 41629.86 43313.73
## [193] 42993.48 46004.31 49325.48 51633.34 63363.04 64045.93 73049.30 66624.60
## [201] 77567.85 53431.35 31265.75 74780.74 70410.11 37345.24 66107.84 62336.39
## [209] 39132.64 38745.29 65172.22 68519.96 54774.77 76246.96 65461.92 34127.21
## [217] 35253.98 44893.71 59621.02 20856.54 55353.41 67516.07 68737.75 76893.84
## [225] 59886.58 53441.69 41356.31 49942.66 74430.08 58633.63 72707.87 31092.93
## [233] 74445.18 49309.14 56735.14 40183.75 58348.41 72209.99 62060.11 67113.46
## [241] 24030.06 56180.93 62204.93 60372.64 65280.16 34309.24 59610.81 50278.89
## [249] 43450.11 25408.21 71136.49 63883.81 64902.47 66784.81 62784.85 63727.50
## [257] 61608.23 56782.18 64447.77 42042.95 67669.06 54875.95 73347.67 50199.77
## [265] 50723.67 63450.96 56694.12 70547.16 47391.95 62312.23 63100.13 73687.50
## [273] 52686.47 78119.50 57014.84 27086.40 58337.18 50216.01 53049.44 62927.96
## [281] 32847.53 32006.82 48913.07 69285.69 53700.57 52011.00 46339.25 67938.77
## [289] 66348.95 66873.90 72270.88 61610.05 76560.59 62667.51 75687.46 66744.65
## [297] 67714.82 69710.51 66269.49 60843.32 55041.60 73863.25 62378.05 63336.85
## [305] 42191.61 56194.56 61771.90 61383.79 63924.82 23975.35 70179.11 66524.80
## [313] 41851.38 61275.18 60638.38 47160.53 48537.18 53058.91 68614.98 44174.25
## [321] 67050.16 54520.14 54952.42 69476.42 54989.93 29398.61 42861.42 65883.39
## [329] 65421.39 60953.93 58476.57 66636.84 67430.96 57260.41 66359.32 57587.00
## [337] 63060.55 59998.50 74024.61 60550.66 57983.30 52736.33 46653.75 56986.73
## [345] 55336.18 42162.90 39699.13 56394.82 75044.35 53309.61 58996.12 56605.12
## [353] 62475.99 70492.60 43698.53 57737.51 31281.01 45800.48 42362.49 66691.23
## [361] 56369.74 59397.89 66025.11 68211.35 73608.99 61228.96 72325.91 44559.43
## [369] 73207.15 46722.07 45400.50 41417.27 60845.55 60812.77 64267.88 58151.87
## [377] 52079.18 26023.99 62318.38 56216.57 61806.31 51662.24 67080.94 51975.41
## [385] 28019.09 67744.56 66574.00 30487.48 74903.41 19991.72 66050.63 70449.04
## [393] 64008.55 70203.74 27262.51 49544.41 28357.27 66929.03 75524.78 66265.34
## [401] 55993.68 56379.30 31215.88 51015.11 46473.14 55479.62 68713.70 34191.23
## [409] 51067.54 46693.76 19345.36 66225.72 38609.20 37713.23 63764.28 41866.55
## [417] 57846.68 69428.73 60283.98 79332.33 53167.68 64564.07 60803.37 28387.42
## [425] 58849.77 65963.37 75180.20 61270.14 56759.48 46160.63 43870.51 50439.49
## [433] 28028.74 64238.71 65816.38 72684.44 38817.40 63976.44 37212.54 52691.79
## [441] 65499.93 63966.72 52400.88 49111.47 41232.89 52140.04 60641.09 74180.05
## [449] 51869.87 48852.58 59144.02 33951.63 58909.36 49850.52 28679.93 69869.66
## [457] 48347.64 45959.86 70005.51 51512.66 25598.75 49282.87 67240.25 42136.33
## [465] 62589.84 67384.31 25603.93 39616.00 28265.81 63879.72 70592.81 76408.19
## [473] 55015.08 51636.12 29359.20 71296.67 46422.76 52802.00 59243.46 35350.55
## [481] 59677.64 70225.60 65791.17 34191.13 51315.38 62790.96 66291.67 68030.18
## [489] 43974.49 49457.48 33987.27 28210.03 75535.14 49158.50 39809.69 65826.53
## [497] 61172.07 42898.21 68333.01 70232.95 63102.19 51847.26 63580.22 47575.44
## [505] 39031.89 70505.06 62161.26 61068.26 49090.51 62330.75 18819.34 62053.37
## [513] 61922.06 49525.37 53412.32 56681.65 43299.63 47997.75 39131.53 46033.73
## [521] 65856.74 54787.37 69562.46 68447.17 62772.42 78092.95 63649.04 60637.62
## [529] 27241.11 42760.22 59457.52 42907.89 46132.18 46964.11 70377.23 70012.83
## [537] 56457.01 67279.06 54773.99 70783.94 70510.59 64021.55 72042.85 36037.33
## [545] 67526.92 55121.65 63497.62 60879.48 61467.33 70495.64 71222.40 64698.58
## [553] 32252.38 55316.97 47447.89 73474.82 53549.94 58576.12 63373.70 60283.47
## [561] 37345.34 34886.01 67511.86 77988.71 63001.03 61747.98 48467.68 55130.96
## [569] 79484.80 67307.43 27964.60 66431.87 63551.67 40135.06 49101.67 53188.69
## [577] 49742.83 63394.41 64433.99 73884.48 36424.94 28275.48 48098.86 68448.94
## [585] 66429.84 41768.13 57844.96 35684.82 62792.43 51171.23 58847.07 57739.03
## [593] 64631.22 50337.93 67781.31 68863.95 55901.12 64775.10 67686.16 57777.11
## [601] 46868.53 40926.93 22205.74 58920.44 63006.14 24316.61 68348.99 66263.37
## [609] 63493.60 56984.09 51691.55 49911.25 33502.57 65834.97 66176.97 51463.17
## [617] 41059.64 61428.18 51593.46 57518.73 52656.13 52178.98 46239.14 48918.55
## [625] 65227.79 55002.05 52261.73 59448.44 47314.45 55411.06 66504.16 47169.14
## [633] 70889.68 55358.88 56242.70 45522.44 46931.03 55499.69 75805.12 40345.49
## [641] 15598.29 33239.20 68033.54 38427.66 53185.34 39723.97 43386.07 53922.43
## [649] 71881.84 47139.21 68877.02 65186.58 55424.24 46500.11 58820.16 28495.21
## [657] 61840.26 37908.29 69805.70 60315.19 67323.00 50055.33 43573.66 28186.65
## [665] 66412.04 15879.10 63965.16 58342.63 33147.19 65899.68 64188.50 58966.22
## [673] 44078.24 60968.62 65620.25 65496.78 52462.04 70582.55 51816.27 23410.75
## [681] 62729.40 48867.67 50971.73 67990.84 43241.19 60082.66 65180.97 67301.39
## [689] 70701.31 60997.84 60805.93 50711.68 14548.06 41335.84 76480.16 67132.46
## [697] 52581.16 55195.61 48679.54 63109.74 44490.09 57667.99 51824.01 66198.66
## [705] 73174.19 56593.80 31072.44 66773.83 72553.94 43708.88 48453.55 73413.87
## [713] 58114.30 45465.25 50147.72 61004.51 53898.89 59797.64 74623.27 58677.69
## [721] 62109.80 60583.02 65576.05 73882.91 50468.36 51409.45 60514.05 57195.96
## [729] 52802.58 56570.06 51049.47 66629.61 70185.06 43111.41 56435.60 53223.58
## [737] 57179.91 41521.28 73538.09 63664.32 61757.12 71727.51 72203.96 50671.60
## [745] 47510.42 62466.10 59683.16 41097.17 39799.73 76984.21 57877.15 59047.91
## [753] 72154.68 65704.79 72948.76 73941.91 57887.64 62463.70 42838.29 43778.88
## [761] 71157.05 74159.69 50333.72 33293.78 38641.20 49822.78 63891.29 43881.73
## [769] 13996.50 48761.14 69758.31 52530.10 58363.12 60575.99 48206.04 31523.09
## [777] 66187.58 69438.04 14775.50 68016.90 78520.99 31998.72 56909.30 61161.29
## [785] 52340.10 47338.94 50950.24 77143.61 57032.36 48554.45 39552.49 36884.23
## [793] 68783.45 51119.93 44304.13 69718.19 63429.18 65756.36 77871.75 47258.59
## [801] 55984.89 44275.13 25767.16 37605.11 25739.09 60188.38 67682.32 44307.18
## [809] 25371.52 23942.61 50666.50 50356.06 63936.50 69874.18 50038.65 67866.95
## [817] 54645.20 46780.09 67432.49 73392.28 47682.28 56735.83 51013.37 69481.85
## [825] 67033.34 68717.00 59340.99 47968.32 48758.92 61230.03 54755.71 54324.73
## [833] 52177.40 51163.14 66861.67 63107.88 49206.40 55942.04 33601.84 48867.36
## [841] 56683.32 38260.89 54106.21 71055.22 46403.18 61690.93 26130.93 58638.75
## [849] 47357.39 50086.17 51772.58 47638.30 38987.42 51363.16 35764.49 62939.50
## [857] 58776.67 59106.12 50457.01 54251.78 51920.49 70324.80 52416.18 66217.31
## [865] 60938.73 40243.82 60151.77 45945.88 63430.33 65882.81 64410.80 55677.12
## [873] 75560.65 61067.58 72330.57 32549.95 51257.26 77220.42 52520.75 59422.47
## [881] 22456.04 58443.99 50820.74 67575.12 66522.79 34903.67 43073.78 57594.70
## [889] 66027.31 53012.94 61117.50 52563.22 65773.49 50506.44 66262.59 35521.88
## [897] 62430.55 49597.08 42078.89 46197.59 49957.00 24078.93 53647.81 61039.13
## [905] 46974.15 53042.51 48826.14 58287.86 21773.22 52252.91 27073.27 50628.31
## [913] 36913.51 61009.10 53041.77 40182.84 59419.78 58235.21 68324.48 69646.35
## [921] 54045.39 57806.03 53336.76 50491.45 71455.62 43241.88 58953.01 36834.04
## [929] 66345.10 38645.40 60803.00 33553.90 63071.34 46737.34 55368.67 68305.91
## [937] 39211.49 65956.71 40159.20 40478.83 40468.53 66980.27 34942.26 48335.20
## [945] 42251.59 57330.43 75769.82 51812.71 75265.96 69868.48 72802.42 39193.45
## [953] 18368.57 56129.89 58996.56 41547.62 59240.24 56725.47 55764.43 64235.51
## [961] 39939.39 63319.99 54725.87 69775.75 57545.56 47051.02 51600.47 68357.96
## [969] 35349.26 69784.85 50760.23 34418.09 20592.99 63528.80 44217.68 47929.83
## [977] 46024.29 51900.03 72188.90 56974.51 25682.65 41884.64 72196.29 54429.17
## [985] 58037.66 64011.26 59967.19 43155.19 51501.38 55187.85 33813.08 36497.22
## [993] 66193.81 66200.96 63126.96 71384.57 67782.17 42415.72 41920.79 29875.80
##
## $Daily.Internet.Usage
## [1] 256.09 193.77 236.50 245.89 225.58 226.74 208.36 131.76 221.51 183.82
## [11] 122.02 230.87 113.12 214.23 143.56 140.64 129.41 187.53 118.39 135.51
## [21] 224.44 226.54 164.83 209.93 167.22 204.79 134.14 129.23 119.20 209.82
## [31] 267.01 207.48 169.23 212.58 133.81 201.58 125.45 221.94 119.32 162.08
## [41] 202.61 252.36 198.11 212.30 204.86 172.83 202.25 198.72 123.72 119.93
## [51] 196.71 225.29 193.58 133.20 119.30 177.55 150.61 129.31 239.22 156.36
## [61] 183.43 192.93 169.50 178.92 141.22 198.50 105.22 200.22 215.25 131.72
## [71] 139.01 222.63 153.17 167.07 145.98 215.93 120.06 238.99 113.53 111.71
## [81] 209.25 222.75 115.91 138.71 184.10 105.15 200.55 118.60 109.07 109.29
## [91] 138.35 149.67 227.72 125.85 166.29 238.63 154.02 156.30 158.22 211.65
## [101] 169.18 235.28 194.23 218.17 202.16 229.12 241.03 150.99 135.18 210.54
## [111] 176.98 235.78 211.87 123.64 221.21 244.34 162.95 112.19 207.18 152.49
## [121] 210.26 231.94 212.79 225.24 127.11 230.93 127.07 206.98 223.03 233.56
## [131] 175.37 132.55 176.73 215.44 127.83 160.03 140.46 137.28 172.81 146.19
## [141] 190.25 163.00 124.38 234.26 210.60 141.89 128.95 108.16 152.24 150.29
## [151] 176.28 172.10 247.31 183.48 222.11 127.01 202.18 207.96 159.24 195.31
## [161] 222.77 251.00 162.44 140.39 194.83 143.42 219.72 104.78 198.56 138.55
## [171] 199.79 196.23 163.05 137.43 227.56 105.69 199.43 133.17 208.23 145.96
## [181] 168.34 157.04 255.61 210.46 136.64 153.98 233.65 153.76 145.85 123.91
## [191] 106.86 110.57 143.79 254.05 116.53 137.24 239.32 201.26 191.14 214.42
## [201] 252.77 172.58 183.85 218.79 120.90 212.67 187.36 140.83 134.88 217.85
## [211] 163.38 235.35 155.80 229.22 151.95 125.94 111.94 200.23 170.49 254.57
## [221] 200.59 136.59 154.97 171.07 133.99 119.84 154.75 199.08 201.04 228.03
## [231] 136.40 143.94 239.52 199.25 133.90 123.51 158.05 128.17 234.75 150.84
## [241] 115.26 192.85 204.52 178.75 223.09 146.13 269.96 168.27 161.16 222.25
## [251] 119.03 204.02 164.63 123.13 201.15 231.42 138.68 226.11 121.05 212.56
## [261] 109.77 144.62 125.22 244.55 120.95 136.94 230.14 171.31 203.23 168.00
## [271] 221.79 254.34 179.58 242.37 156.54 216.87 177.78 156.48 196.76 144.27
## [281] 148.61 133.18 237.39 130.41 212.87 127.26 213.36 141.36 171.62 210.23
## [291] 159.46 228.76 163.99 218.97 238.58 226.45 214.74 231.49 250.00 176.52
## [301] 152.36 130.83 165.56 178.85 214.53 231.07 186.48 221.53 243.37 169.40
## [311] 250.35 232.54 110.68 186.98 236.19 186.37 105.00 135.31 180.77 170.13
## [321] 243.61 240.95 195.91 208.21 231.59 220.92 219.79 200.58 214.08 135.24
## [331] 245.78 188.27 142.67 184.03 233.60 220.05 211.39 168.92 115.35 230.91
## [341] 205.50 131.68 218.61 199.39 188.56 178.51 184.94 237.34 211.38 228.81
## [351] 217.68 126.97 221.98 167.86 111.59 158.56 207.87 150.80 110.93 193.80
## [361] 135.72 231.48 140.15 195.36 261.02 217.79 205.38 113.70 151.47 206.79
## [371] 144.71 203.74 197.33 222.26 123.80 248.19 224.58 123.25 168.15 235.99
## [381] 153.69 224.23 190.75 132.66 227.73 136.85 234.64 216.00 200.28 202.77
## [391] 124.44 204.22 174.55 219.69 198.32 201.24 165.52 230.36 148.93 202.12
## [401] 117.35 248.16 139.02 142.04 258.62 152.86 180.42 208.05 205.64 108.15
## [411] 209.64 129.25 120.85 217.10 184.88 192.60 160.74 220.48 129.33 132.31
## [421] 120.75 154.74 230.90 123.28 231.85 218.80 255.07 212.92 221.18 139.42
## [431] 248.12 110.25 167.67 147.92 236.87 147.64 109.00 171.72 256.40 214.38
## [441] 218.22 119.65 169.88 160.73 145.08 239.76 183.42 238.45 127.37 219.94
## [451] 129.80 223.28 134.60 177.46 175.17 196.61 191.17 151.12 159.60 149.20
## [461] 121.81 224.92 167.42 216.57 207.27 231.54 141.34 219.49 219.98 132.71
## [471] 143.13 196.83 207.17 187.76 213.38 129.88 119.47 158.42 213.75 159.77
## [481] 244.87 117.30 124.54 193.63 120.25 117.75 223.16 216.49 126.95 173.49
## [491] 132.63 124.85 253.17 228.70 105.94 113.80 215.18 236.64 121.07 173.43
## [501] 234.72 166.86 231.37 106.04 250.03 130.40 233.93 132.08 126.39 151.25
## [511] 136.18 120.46 202.90 128.16 230.18 165.27 138.87 198.45 156.99 162.03
## [521] 118.10 108.17 244.91 209.91 212.38 208.02 181.11 218.49 236.29 230.95
## [531] 222.91 247.90 194.37 108.70 211.64 168.29 211.83 235.01 236.72 229.99
## [541] 224.90 208.76 154.23 127.56 145.48 223.93 114.85 226.79 164.25 109.22
## [551] 144.69 251.08 166.19 117.66 185.45 114.53 238.06 190.71 246.72 125.65
## [561] 240.63 249.54 158.35 118.16 134.46 142.81 233.04 208.24 231.21 112.72
## [571] 120.12 161.58 135.08 254.59 252.07 129.01 238.10 161.24 141.13 110.66
## [581] 211.12 193.97 156.97 231.38 246.44 204.56 136.21 118.27 135.48 196.77
## [591] 127.82 203.84 240.09 116.27 160.33 181.02 148.19 245.76 228.94 242.59
## [601] 161.77 109.34 259.76 151.18 219.75 190.08 210.27 151.54 149.25 192.27
## [611] 146.80 191.78 150.83 108.03 236.15 236.75 241.80 224.98 136.99 131.29
## [621] 195.07 110.84 198.13 149.21 225.99 158.80 235.56 182.65 253.48 137.97
## [631] 120.63 137.20 199.76 225.87 175.14 222.35 224.07 233.36 224.20 122.31
## [641] 182.84 258.06 201.29 182.11 228.78 122.45 150.77 215.04 195.54 235.97
## [651] 250.36 126.44 201.54 184.23 210.53 151.94 210.39 225.23 161.79 149.80
## [661] 153.01 130.86 200.71 141.96 125.20 192.81 131.55 226.69 247.05 216.24
## [671] 230.52 225.34 197.15 231.95 179.04 198.86 244.23 173.05 214.49 189.91
## [681] 233.61 197.93 132.27 204.27 208.01 219.55 217.66 225.47 176.78 152.94
## [691] 119.27 214.06 158.29 128.00 216.03 123.08 138.52 192.50 185.85 113.69
## [701] 246.06 137.63 163.48 214.33 230.77 225.05 231.91 171.23 227.37 190.17
## [711] 250.20 194.95 121.24 131.98 222.87 229.88 122.59 210.87 207.44 135.25
## [721] 190.95 193.29 105.86 118.69 124.58 248.51 120.49 195.69 164.02 151.93
## [731] 240.64 190.12 179.82 212.59 227.53 111.80 128.37 195.89 147.75 229.19
## [741] 190.84 126.29 147.61 121.57 187.09 106.96 171.54 175.43 224.82 180.47
## [751] 213.96 198.30 185.47 166.85 151.63 225.02 191.26 219.91 202.70 123.71
## [761] 230.78 167.41 154.00 144.53 165.43 197.66 195.68 167.87 170.04 204.47
## [771] 119.86 204.82 198.79 236.08 196.17 123.24 111.63 142.23 139.32 125.46
## [781] 180.88 127.65 108.85 156.11 127.20 143.04 241.38 170.90 203.87 232.78
## [791] 225.00 159.69 141.52 212.88 105.71 232.21 252.60 209.72 226.64 192.57
## [801] 222.72 124.67 108.27 132.38 144.77 128.98 124.61 225.97 254.94 115.60
## [811] 117.33 128.48 107.56 108.18 199.29 231.28 224.01 133.42 124.34 169.10
## [821] 261.52 118.45 250.11 158.03 108.25 213.70 255.57 190.41 223.20 205.71
## [831] 161.29 244.40 220.08 165.65 241.50 246.29 142.21 195.93 216.50 225.76
## [841] 222.08 171.24 235.94 203.44 250.32 167.26 173.75 107.19 187.03 249.45
## [851] 217.37 154.93 236.96 199.62 158.81 249.81 123.22 140.95 115.37 205.84
## [861] 111.02 238.43 171.90 241.36 194.56 207.53 235.29 115.79 108.10 151.72
## [871] 122.04 203.90 121.28 178.69 221.59 216.01 193.60 146.44 226.49 182.20
## [881] 109.98 160.49 211.56 128.62 174.88 113.75 199.40 215.29 181.25 245.50
## [891] 112.52 129.16 149.53 153.12 150.79 202.34 184.98 187.64 130.84 239.94
## [901] 114.69 116.19 149.79 248.23 194.62 107.92 135.67 190.05 185.46 123.86
## [911] 162.05 125.11 145.73 116.07 198.24 191.82 154.77 193.15 138.46 162.46
## [921] 231.87 141.58 249.99 109.04 172.57 247.01 234.23 161.42 124.32 195.56
## [931] 211.17 233.85 194.44 176.70 188.32 125.27 159.05 151.96 132.07 162.43
## [941] 203.30 126.11 139.34 105.63 116.38 166.31 254.65 168.41 258.26 140.77
## [951] 234.81 256.39 125.12 232.68 105.04 204.40 165.62 140.67 123.62 227.63
## [961] 173.01 208.58 134.42 120.37 187.95 178.35
##
## $Ad.Topic.Line
## [1] "Cloned 5thgeneration orchestration"
## [2] "Monitored national standardization"
## [3] "Organic bottom-line service-desk"
## [4] "Triple-buffered reciprocal time-frame"
## [5] "Robust logistical utilization"
## [6] "Sharable client-driven software"
## [7] "Enhanced dedicated support"
## [8] "Reactive local challenge"
## [9] "Configurable coherent function"
## [10] "Mandatory homogeneous architecture"
## [11] "Centralized neutral neural-net"
## [12] "Team-oriented grid-enabled Local Area Network"
## [13] "Centralized content-based focus group"
## [14] "Synergistic fresh-thinking array"
## [15] "Grass-roots coherent extranet"
## [16] "Persistent demand-driven interface"
## [17] "Customizable multi-tasking website"
## [18] "Intuitive dynamic attitude"
## [19] "Grass-roots solution-oriented conglomeration"
## [20] "Advanced 24/7 productivity"
## [21] "Object-based reciprocal knowledgebase"
## [22] "Streamlined non-volatile analyzer"
## [23] "Mandatory disintermediate utilization"
## [24] "Future-proofed methodical protocol"
## [25] "Exclusive neutral parallelism"
## [26] "Public-key foreground groupware"
## [27] "Ameliorated client-driven forecast"
## [28] "Monitored systematic hierarchy"
## [29] "Open-architected impactful productivity"
## [30] "Business-focused value-added definition"
## [31] "Programmable asymmetric data-warehouse"
## [32] "Digitized static capability"
## [33] "Digitized global capability"
## [34] "Multi-layered 4thgeneration knowledge user"
## [35] "Synchronized dedicated service-desk"
## [36] "Synchronized systemic hierarchy"
## [37] "Profound stable product"
## [38] "Reactive demand-driven capacity"
## [39] "Persevering needs-based open architecture"
## [40] "Intuitive exuding service-desk"
## [41] "Innovative user-facing extranet"
## [42] "Front-line intermediate database"
## [43] "Persevering exuding system engine"
## [44] "Balanced dynamic application"
## [45] "Reduced global support"
## [46] "Organic leadingedge secured line"
## [47] "Business-focused encompassing neural-net"
## [48] "Triple-buffered demand-driven alliance"
## [49] "Visionary maximized process improvement"
## [50] "Centralized 24/7 installation"
## [51] "Organized static focus group"
## [52] "Visionary reciprocal circuit"
## [53] "Pre-emptive value-added workforce"
## [54] "Sharable analyzing alliance"
## [55] "Team-oriented encompassing portal"
## [56] "Sharable bottom-line solution"
## [57] "Cross-group regional website"
## [58] "Organized global model"
## [59] "Upgradable asynchronous circuit"
## [60] "Phased transitional instruction set"
## [61] "Customer-focused empowering ability"
## [62] "Front-line heuristic data-warehouse"
## [63] "Stand-alone national attitude"
## [64] "Focused upward-trending core"
## [65] "Streamlined cohesive conglomeration"
## [66] "Upgradable optimizing toolset"
## [67] "Synchronized user-facing core"
## [68] "Organized client-driven alliance"
## [69] "Ergonomic multi-state structure"
## [70] "Synergized multimedia emulation"
## [71] "Customer-focused optimizing moderator"
## [72] "Advanced full-range migration"
## [73] "De-engineered object-oriented protocol"
## [74] "Polarized clear-thinking budgetary management"
## [75] "Customizable 6thgeneration knowledge user"
## [76] "Seamless object-oriented structure"
## [77] "Seamless real-time array"
## [78] "Grass-roots impactful system engine"
## [79] "Devolved tangible approach"
## [80] "Customizable executive software"
## [81] "Progressive analyzing attitude"
## [82] "Innovative executive encoding"
## [83] "Down-sized uniform info-mediaries"
## [84] "Streamlined next generation implementation"
## [85] "Distributed tertiary system engine"
## [86] "Triple-buffered scalable groupware"
## [87] "Total 5thgeneration encoding"
## [88] "Integrated human-resource encoding"
## [89] "Phased dynamic customer loyalty"
## [90] "Open-source coherent policy"
## [91] "Down-sized modular intranet"
## [92] "Pre-emptive content-based focus group"
## [93] "Versatile 4thgeneration system engine"
## [94] "Ergonomic full-range time-frame"
## [95] "Automated directional function"
## [96] "Progressive empowering alliance"
## [97] "Versatile homogeneous capacity"
## [98] "Function-based optimizing protocol"
## [99] "Up-sized secondary software"
## [100] "Seamless holistic time-frame"
## [101] "Persevering reciprocal firmware"
## [102] "Centralized logistical secured line"
## [103] "Innovative background conglomeration"
## [104] "Switchable 3rdgeneration hub"
## [105] "Polarized 6thgeneration info-mediaries"
## [106] "Balanced heuristic approach"
## [107] "Focused 24hour implementation"
## [108] "De-engineered mobile infrastructure"
## [109] "Customer-focused upward-trending contingency"
## [110] "Operative system-worthy protocol"
## [111] "User-friendly upward-trending intranet"
## [112] "Future-proofed holistic superstructure"
## [113] "Extended systemic policy"
## [114] "Horizontal hybrid challenge"
## [115] "Virtual composite model"
## [116] "Switchable mobile framework"
## [117] "Focused intangible moderator"
## [118] "Balanced actuating moderator"
## [119] "Customer-focused transitional strategy"
## [120] "Advanced web-enabled standardization"
## [121] "Pre-emptive executive knowledgebase"
## [122] "Self-enabling holistic process improvement"
## [123] "Horizontal client-driven hierarchy"
## [124] "Polarized dynamic throughput"
## [125] "Devolved zero administration intranet"
## [126] "User-friendly asymmetric info-mediaries"
## [127] "Cross-platform regional task-force"
## [128] "Polarized bandwidth-monitored moratorium"
## [129] "Centralized systematic knowledgebase"
## [130] "Future-proofed grid-enabled implementation"
## [131] "Down-sized well-modulated archive"
## [132] "Realigned zero tolerance emulation"
## [133] "Versatile transitional monitoring"
## [134] "Profound zero administration instruction set"
## [135] "User-centric intangible task-force"
## [136] "Enhanced system-worthy application"
## [137] "Multi-layered user-facing paradigm"
## [138] "Customer-focused 24/7 concept"
## [139] "Function-based transitional complexity"
## [140] "Progressive clear-thinking open architecture"
## [141] "Up-sized executive moderator"
## [142] "Re-contextualized optimal service-desk"
## [143] "Fully-configurable neutral open system"
## [144] "Upgradable system-worthy array"
## [145] "Ergonomic client-driven application"
## [146] "Realigned content-based leverage"
## [147] "Decentralized real-time circuit"
## [148] "Polarized modular function"
## [149] "Enterprise-wide client-driven contingency"
## [150] "Diverse modular interface"
## [151] "Polarized analyzing concept"
## [152] "Multi-channeled asynchronous open system"
## [153] "Function-based context-sensitive secured line"
## [154] "Adaptive 24hour Graphic Interface"
## [155] "Automated coherent flexibility"
## [156] "Focused scalable complexity"
## [157] "Up-sized incremental encryption"
## [158] "Sharable dedicated Graphic Interface"
## [159] "Digitized zero administration paradigm"
## [160] "Managed grid-enabled standardization"
## [161] "Networked foreground definition"
## [162] "Re-engineered exuding frame"
## [163] "Horizontal multi-state interface"
## [164] "Diverse stable circuit"
## [165] "Universal 24/7 implementation"
## [166] "Customer-focused multi-tasking Internet solution"
## [167] "Vision-oriented contextually-based extranet"
## [168] "Extended local methodology"
## [169] "Re-engineered demand-driven capacity"
## [170] "Customer-focused attitude-oriented instruction set"
## [171] "Synergized hybrid time-frame"
## [172] "Advanced exuding conglomeration"
## [173] "Secured clear-thinking middleware"
## [174] "Right-sized value-added initiative"
## [175] "Centralized tertiary pricing structure"
## [176] "Multi-channeled reciprocal artificial intelligence"
## [177] "Synergized context-sensitive database"
## [178] "Realigned systematic function"
## [179] "Adaptive context-sensitive application"
## [180] "Networked high-level structure"
## [181] "Profit-focused dedicated utilization"
## [182] "Stand-alone tangible moderator"
## [183] "Polarized tangible collaboration"
## [184] "Focused high-level conglomeration"
## [185] "Advanced modular Local Area Network"
## [186] "Virtual scalable secured line"
## [187] "Front-line fault-tolerant intranet"
## [188] "Inverse asymmetric instruction set"
## [189] "Synchronized leadingedge help-desk"
## [190] "Total 5thgeneration standardization"
## [191] "Sharable grid-enabled matrix"
## [192] "Balanced asynchronous hierarchy"
## [193] "Monitored object-oriented Graphic Interface"
## [194] "Cloned analyzing artificial intelligence"
## [195] "Persistent homogeneous framework"
## [196] "Face-to-face even-keeled website"
## [197] "Extended context-sensitive monitoring"
## [198] "Exclusive client-driven model"
## [199] "Profound executive flexibility"
## [200] "Reduced bi-directional strategy"
## [201] "Digitized heuristic solution"
## [202] "Seamless 4thgeneration contingency"
## [203] "Seamless intangible secured line"
## [204] "Intuitive radical forecast"
## [205] "Multi-layered non-volatile Graphical User Interface"
## [206] "User-friendly client-server instruction set"
## [207] "Synchronized multimedia model"
## [208] "Face-to-face intermediate approach"
## [209] "Assimilated fault-tolerant hub"
## [210] "Exclusive disintermediate task-force"
## [211] "Managed zero tolerance concept"
## [212] "Compatible systemic function"
## [213] "Configurable fault-tolerant monitoring"
## [214] "Future-proofed coherent hardware"
## [215] "Ameliorated upward-trending definition"
## [216] "Front-line tangible alliance"
## [217] "Progressive 24hour forecast"
## [218] "Self-enabling optimal initiative"
## [219] "Configurable logistical Graphical User Interface"
## [220] "Virtual bandwidth-monitored initiative"
## [221] "Multi-tiered human-resource structure"
## [222] "Managed upward-trending instruction set"
## [223] "Cloned object-oriented benchmark"
## [224] "Fundamental fault-tolerant neural-net"
## [225] "Phased zero administration success"
## [226] "Compatible intangible customer loyalty"
## [227] "Distributed 3rdgeneration definition"
## [228] "Pre-emptive cohesive budgetary management"
## [229] "Configurable multi-state utilization"
## [230] "Diverse multi-tasking parallelism"
## [231] "Horizontal content-based synergy"
## [232] "Multi-tiered maximized archive"
## [233] "Diverse executive groupware"
## [234] "Synergized cohesive array"
## [235] "Versatile dedicated software"
## [236] "Stand-alone reciprocal synergy"
## [237] "Universal even-keeled analyzer"
## [238] "Up-sized tertiary contingency"
## [239] "Monitored real-time superstructure"
## [240] "Streamlined analyzing initiative"
## [241] "Automated static concept"
## [242] "Operative stable moderator"
## [243] "Up-sized 6thgeneration moratorium"
## [244] "Expanded clear-thinking core"
## [245] "Polarized attitude-oriented superstructure"
## [246] "Networked coherent interface"
## [247] "Enhanced homogeneous moderator"
## [248] "Seamless full-range website"
## [249] "Profit-focused attitude-oriented task-force"
## [250] "Cross-platform multimedia algorithm"
## [251] "Open-source coherent monitoring"
## [252] "Streamlined logistical secured line"
## [253] "Synchronized stable complexity"
## [254] "Synergistic value-added extranet"
## [255] "Progressive non-volatile neural-net"
## [256] "Persevering tertiary capability"
## [257] "Enterprise-wide bi-directional secured line"
## [258] "Organized contextually-based customer loyalty"
## [259] "Total directional approach"
## [260] "Programmable uniform productivity"
## [261] "Robust transitional ability"
## [262] "De-engineered fault-tolerant database"
## [263] "Managed disintermediate matrices"
## [264] "Configurable bottom-line application"
## [265] "Self-enabling didactic pricing structure"
## [266] "Versatile scalable encryption"
## [267] "Proactive next generation knowledge user"
## [268] "Customizable tangible hierarchy"
## [269] "Visionary asymmetric encryption"
## [270] "Intuitive explicit conglomeration"
## [271] "Business-focused real-time toolset"
## [272] "Organic contextually-based focus group"
## [273] "Right-sized asynchronous website"
## [274] "Advanced 5thgeneration capability"
## [275] "Universal asymmetric archive"
## [276] "Devolved responsive structure"
## [277] "Triple-buffered regional toolset"
## [278] "Object-based executive productivity"
## [279] "Business-focused responsive website"
## [280] "Visionary analyzing structure"
## [281] "De-engineered solution-oriented open architecture"
## [282] "Customizable modular Internet solution"
## [283] "Stand-alone encompassing throughput"
## [284] "Customizable zero-defect matrix"
## [285] "Managed well-modulated collaboration"
## [286] "Universal global intranet"
## [287] "Re-engineered real-time success"
## [288] "Front-line fresh-thinking open system"
## [289] "Digitized contextually-based product"
## [290] "Organic interactive support"
## [291] "Function-based stable alliance"
## [292] "Reactive responsive emulation"
## [293] "Exclusive zero tolerance alliance"
## [294] "Enterprise-wide local matrices"
## [295] "Inverse next generation moratorium"
## [296] "Implemented bifurcated workforce"
## [297] "Persevering even-keeled help-desk"
## [298] "Grass-roots eco-centric instruction set"
## [299] "Fully-configurable incremental Graphical User Interface"
## [300] "Expanded radical software"
## [301] "Mandatory 3rdgeneration moderator"
## [302] "Enterprise-wide foreground emulation"
## [303] "Customer-focused incremental system engine"
## [304] "Right-sized multi-tasking solution"
## [305] "Vision-oriented optimizing middleware"
## [306] "Proactive context-sensitive project"
## [307] "Managed eco-centric encoding"
## [308] "Visionary multi-tasking alliance"
## [309] "Ameliorated tangible hierarchy"
## [310] "Extended interactive model"
## [311] "Universal bi-directional extranet"
## [312] "Enhanced maximized access"
## [313] "Upgradable even-keeled challenge"
## [314] "Synchronized national infrastructure"
## [315] "Re-contextualized systemic time-frame"
## [316] "Horizontal national architecture"
## [317] "Reactive bi-directional workforce"
## [318] "Horizontal transitional challenge"
## [319] "Re-engineered neutral success"
## [320] "Adaptive contextually-based methodology"
## [321] "Configurable dynamic adapter"
## [322] "Multi-lateral empowering throughput"
## [323] "Fundamental zero tolerance solution"
## [324] "Proactive asymmetric definition"
## [325] "Pre-emptive zero tolerance Local Area Network"
## [326] "Self-enabling incremental collaboration"
## [327] "Exclusive even-keeled moratorium"
## [328] "Reduced incremental productivity"
## [329] "Realigned scalable standardization"
## [330] "Secured scalable Graphical User Interface"
## [331] "Team-oriented context-sensitive installation"
## [332] "Pre-emptive systematic budgetary management"
## [333] "Fully-configurable high-level implementation"
## [334] "Profound maximized workforce"
## [335] "Cross-platform 4thgeneration focus group"
## [336] "Optional mission-critical functionalities"
## [337] "Multi-layered tangible portal"
## [338] "Reduced mobile structure"
## [339] "Enhanced zero tolerance Graphic Interface"
## [340] "De-engineered tertiary secured line"
## [341] "Reverse-engineered well-modulated capability"
## [342] "Integrated coherent pricing structure"
## [343] "Realigned next generation projection"
## [344] "Reactive needs-based instruction set"
## [345] "User-friendly well-modulated leverage"
## [346] "Function-based fault-tolerant model"
## [347] "Decentralized needs-based analyzer"
## [348] "Phased analyzing emulation"
## [349] "Multi-layered fresh-thinking process improvement"
## [350] "Upgradable directional system engine"
## [351] "Persevering eco-centric flexibility"
## [352] "Inverse local hub"
## [353] "Triple-buffered needs-based Local Area Network"
## [354] "Centralized multi-state hierarchy"
## [355] "Public-key non-volatile implementation"
## [356] "Synergized coherent interface"
## [357] "Horizontal high-level concept"
## [358] "Reduced multimedia project"
## [359] "Object-based modular functionalities"
## [360] "Polarized multimedia system engine"
## [361] "Versatile reciprocal structure"
## [362] "Upgradable multi-tasking initiative"
## [363] "Configurable tertiary budgetary management"
## [364] "Adaptive asynchronous attitude"
## [365] "Face-to-face mission-critical definition"
## [366] "Inverse zero tolerance customer loyalty"
## [367] "Centralized 24hour synergy"
## [368] "Face-to-face analyzing encryption"
## [369] "Self-enabling even-keeled methodology"
## [370] "Function-based optimizing extranet"
## [371] "Organic asynchronous hierarchy"
## [372] "Automated client-driven orchestration"
## [373] "Public-key zero-defect analyzer"
## [374] "Proactive client-server productivity"
## [375] "Cloned incremental matrices"
## [376] "Open-architected system-worthy task-force"
## [377] "Devolved regional moderator"
## [378] "Balanced value-added database"
## [379] "Seamless composite budgetary management"
## [380] "Total cohesive moratorium"
## [381] "Integrated motivating neural-net"
## [382] "Exclusive zero tolerance frame"
## [383] "Operative scalable emulation"
## [384] "Enhanced asymmetric installation"
## [385] "Face-to-face reciprocal methodology"
## [386] "Robust responsive collaboration"
## [387] "Polarized logistical hub"
## [388] "Intuitive zero-defect framework"
## [389] "Reactive composite project"
## [390] "Upgradable even-keeled hardware"
## [391] "Future-proofed responsive matrix"
## [392] "Programmable empowering middleware"
## [393] "Robust dedicated system engine"
## [394] "Public-key mission-critical core"
## [395] "Operative actuating installation"
## [396] "Self-enabling asynchronous knowledge user"
## [397] "Configurable 24/7 hub"
## [398] "Versatile responsive knowledge user"
## [399] "Managed impactful definition"
## [400] "Grass-roots 4thgeneration forecast"
## [401] "Focused 3rdgeneration pricing structure"
## [402] "Mandatory dedicated data-warehouse"
## [403] "Proactive radical support"
## [404] "Re-engineered responsive definition"
## [405] "Profound optimizing utilization"
## [406] "Cloned explicit middleware"
## [407] "Multi-channeled mission-critical success"
## [408] "Versatile content-based protocol"
## [409] "Seamless cohesive conglomeration"
## [410] "De-engineered actuating hierarchy"
## [411] "Balanced motivating help-desk"
## [412] "Inverse high-level capability"
## [413] "Cross-platform client-server hierarchy"
## [414] "Sharable optimal capacity"
## [415] "Face-to-face multimedia success"
## [416] "Enterprise-wide incremental Internet solution"
## [417] "Advanced systemic productivity"
## [418] "Customizable mission-critical adapter"
## [419] "Horizontal heuristic synergy"
## [420] "Multi-tiered multi-state moderator"
## [421] "Re-contextualized reciprocal interface"
## [422] "Organized demand-driven knowledgebase"
## [423] "Total local synergy"
## [424] "User-friendly bandwidth-monitored attitude"
## [425] "Re-engineered context-sensitive knowledge user"
## [426] "Total user-facing hierarchy"
## [427] "Balanced contextually-based pricing structure"
## [428] "Inverse bi-directional knowledge user"
## [429] "Networked even-keeled workforce"
## [430] "Right-sized transitional parallelism"
## [431] "Customer-focused system-worthy superstructure"
## [432] "Balanced 4thgeneration success"
## [433] "Cross-group value-added success"
## [434] "Visionary client-driven installation"
## [435] "Switchable well-modulated infrastructure"
## [436] "Upgradable asymmetric emulation"
## [437] "Configurable tertiary capability"
## [438] "Monitored dynamic instruction set"
## [439] "Robust web-enabled attitude"
## [440] "Customer-focused full-range neural-net"
## [441] "Universal transitional Graphical User Interface"
## [442] "User-centric intangible contingency"
## [443] "Configurable disintermediate throughput"
## [444] "Automated web-enabled migration"
## [445] "Triple-buffered 3rdgeneration migration"
## [446] "Universal contextually-based system engine"
## [447] "Optional secondary access"
## [448] "Quality-focused scalable utilization"
## [449] "Team-oriented dynamic forecast"
## [450] "Horizontal heuristic support"
## [451] "Customer-focused zero-defect process improvement"
## [452] "Focused systemic benchmark"
## [453] "Seamless impactful info-mediaries"
## [454] "Advanced heuristic firmware"
## [455] "Fully-configurable client-driven customer loyalty"
## [456] "Cross-group neutral synergy"
## [457] "Organized 24/7 middleware"
## [458] "Networked stable open architecture"
## [459] "Customizable systematic service-desk"
## [460] "Function-based directional productivity"
## [461] "Networked stable array"
## [462] "Phased full-range hardware"
## [463] "Organized empowering policy"
## [464] "Object-based system-worthy superstructure"
## [465] "Profound explicit hardware"
## [466] "Self-enabling multimedia system engine"
## [467] "Polarized analyzing intranet"
## [468] "Vision-oriented attitude-oriented Internet solution"
## [469] "Digitized disintermediate ability"
## [470] "Intuitive explicit firmware"
## [471] "Public-key real-time definition"
## [472] "Monitored content-based implementation"
## [473] "Quality-focused zero-defect budgetary management"
## [474] "Intuitive fresh-thinking moderator"
## [475] "Reverse-engineered 24hour hardware"
## [476] "Synchronized zero tolerance product"
## [477] "Reactive interactive protocol"
## [478] "Focused fresh-thinking Graphic Interface"
## [479] "Ameliorated exuding solution"
## [480] "Integrated maximized service-desk"
## [481] "Self-enabling tertiary challenge"
## [482] "Decentralized foreground infrastructure"
## [483] "Quality-focused hybrid frame"
## [484] "Realigned reciprocal framework"
## [485] "Distributed maximized ability"
## [486] "Polarized bifurcated array"
## [487] "Progressive asynchronous adapter"
## [488] "Business-focused high-level hardware"
## [489] "Fully-configurable holistic throughput"
## [490] "Ameliorated contextually-based collaboration"
## [491] "Progressive uniform budgetary management"
## [492] "Synergistic stable infrastructure"
## [493] "Reverse-engineered content-based intranet"
## [494] "Expanded zero administration attitude"
## [495] "Team-oriented 6thgeneration extranet"
## [496] "Managed disintermediate capability"
## [497] "Front-line dynamic model"
## [498] "Innovative regional structure"
## [499] "Function-based incremental standardization"
## [500] "Universal asymmetric workforce"
## [501] "Business-focused client-driven forecast"
## [502] "Realigned global initiative"
## [503] "Business-focused maximized complexity"
## [504] "Open-source global strategy"
## [505] "Stand-alone motivating moratorium"
## [506] "Grass-roots multimedia policy"
## [507] "Upgradable local migration"
## [508] "Profound bottom-line standardization"
## [509] "Managed client-server access"
## [510] "Cross-platform directional intranet"
## [511] "Horizontal modular success"
## [512] "Vision-oriented multi-tasking success"
## [513] "Optional multi-state hardware"
## [514] "Upgradable heuristic system engine"
## [515] "Future-proofed modular utilization"
## [516] "Synergistic dynamic orchestration"
## [517] "Multi-layered stable encoding"
## [518] "Team-oriented zero-defect initiative"
## [519] "Polarized 5thgeneration matrix"
## [520] "Fully-configurable context-sensitive Graphic Interface"
## [521] "Progressive intermediate throughput"
## [522] "Customizable holistic archive"
## [523] "Compatible intermediate concept"
## [524] "Assimilated next generation firmware"
## [525] "Total zero administration software"
## [526] "Re-engineered impactful software"
## [527] "Business-focused background synergy"
## [528] "Future-proofed coherent budgetary management"
## [529] "Ergonomic methodical encoding"
## [530] "Compatible dedicated productivity"
## [531] "Up-sized real-time methodology"
## [532] "Up-sized next generation architecture"
## [533] "Managed 6thgeneration hierarchy"
## [534] "Organic motivating model"
## [535] "Pre-emptive transitional protocol"
## [536] "Managed attitude-oriented Internet solution"
## [537] "Public-key asynchronous matrix"
## [538] "Grass-roots systematic hardware"
## [539] "User-centric composite contingency"
## [540] "Up-sized bi-directional infrastructure"
## [541] "Assimilated actuating policy"
## [542] "Organized upward-trending contingency"
## [543] "Ergonomic neutral portal"
## [544] "Adaptive demand-driven knowledgebase"
## [545] "Reverse-engineered maximized focus group"
## [546] "Switchable analyzing encryption"
## [547] "Public-key intangible Graphical User Interface"
## [548] "Advanced local task-force"
## [549] "Profound well-modulated array"
## [550] "Multi-channeled asymmetric installation"
## [551] "Multi-layered fresh-thinking neural-net"
## [552] "Distributed cohesive migration"
## [553] "Programmable uniform website"
## [554] "Object-based neutral policy"
## [555] "Horizontal global leverage"
## [556] "Synchronized grid-enabled moratorium"
## [557] "Adaptive uniform capability"
## [558] "Total grid-enabled application"
## [559] "Optional regional throughput"
## [560] "Integrated client-server definition"
## [561] "Fundamental methodical support"
## [562] "Synergistic reciprocal attitude"
## [563] "Managed 5thgeneration time-frame"
## [564] "Vision-oriented uniform knowledgebase"
## [565] "Multi-tiered stable leverage"
## [566] "Down-sized explicit budgetary management"
## [567] "Cross-group human-resource time-frame"
## [568] "Business-focused holistic benchmark"
## [569] "Virtual 5thgeneration neural-net"
## [570] "Distributed scalable orchestration"
## [571] "Realigned intangible benchmark"
## [572] "Virtual impactful algorithm"
## [573] "Public-key solution-oriented focus group"
## [574] "Phased clear-thinking encoding"
## [575] "Grass-roots mission-critical emulation"
## [576] "Proactive encompassing paradigm"
## [577] "Automated object-oriented firmware"
## [578] "User-friendly content-based customer loyalty"
## [579] "Universal incremental array"
## [580] "Reactive national success"
## [581] "Automated multi-state toolset"
## [582] "Managed didactic flexibility"
## [583] "Cross-platform neutral system engine"
## [584] "Focused high-level frame"
## [585] "Seamless motivating approach"
## [586] "Enhanced systematic adapter"
## [587] "Networked regional Local Area Network"
## [588] "Total human-resource flexibility"
## [589] "Assimilated homogeneous service-desk"
## [590] "Ergonomic zero tolerance encoding"
## [591] "Cross-platform zero-defect structure"
## [592] "Innovative maximized groupware"
## [593] "Face-to-face executive encryption"
## [594] "Monitored local Internet solution"
## [595] "Phased hybrid superstructure"
## [596] "User-friendly grid-enabled analyzer"
## [597] "Pre-emptive neutral contingency"
## [598] "User-friendly impactful time-frame"
## [599] "Customizable methodical Graphical User Interface"
## [600] "Cross-platform logistical pricing structure"
## [601] "Inverse discrete extranet"
## [602] "Open-source even-keeled database"
## [603] "Diverse background ability"
## [604] "Multi-tiered foreground Graphic Interface"
## [605] "Customizable hybrid system engine"
## [606] "Horizontal incremental website"
## [607] "Front-line systemic capability"
## [608] "Fully-configurable foreground solution"
## [609] "Digitized radical array"
## [610] "Team-oriented transitional methodology"
## [611] "Future-proofed fresh-thinking conglomeration"
## [612] "Operative multi-tasking Graphic Interface"
## [613] "Implemented discrete frame"
## [614] "Ameliorated exuding encryption"
## [615] "Programmable high-level benchmark"
## [616] "Sharable multimedia conglomeration"
## [617] "Team-oriented high-level orchestration"
## [618] "Grass-roots empowering paradigm"
## [619] "Robust object-oriented Graphic Interface"
## [620] "Switchable secondary ability"
## [621] "Open-architected web-enabled benchmark"
## [622] "Compatible scalable emulation"
## [623] "Seamless optimal contingency"
## [624] "Secured secondary superstructure"
## [625] "Automated mobile model"
## [626] "Re-engineered non-volatile neural-net"
## [627] "Implemented disintermediate attitude"
## [628] "Configurable interactive contingency"
## [629] "Optimized systemic capability"
## [630] "Front-line non-volatile implementation"
## [631] "Ergonomic 24/7 solution"
## [632] "Integrated grid-enabled budgetary management"
## [633] "Profit-focused systemic support"
## [634] "Right-sized system-worthy project"
## [635] "Proactive actuating Graphical User Interface"
## [636] "Versatile optimizing projection"
## [637] "Universal multi-state system engine"
## [638] "Secured intermediate approach"
## [639] "Operative didactic Local Area Network"
## [640] "Phased content-based middleware"
## [641] "Triple-buffered high-level Internet solution"
## [642] "Synergized well-modulated Graphical User Interface"
## [643] "Implemented bottom-line implementation"
## [644] "Monitored context-sensitive initiative"
## [645] "Pre-emptive client-server open system"
## [646] "Seamless bandwidth-monitored knowledge user"
## [647] "Ergonomic empowering frame"
## [648] "Reverse-engineered background Graphic Interface"
## [649] "Synergistic non-volatile analyzer"
## [650] "Object-based optimal solution"
## [651] "Profound dynamic attitude"
## [652] "Enhanced system-worthy toolset"
## [653] "Reverse-engineered dynamic function"
## [654] "Networked responsive application"
## [655] "Distributed intangible database"
## [656] "Multi-tiered mobile encoding"
## [657] "Optional contextually-based flexibility"
## [658] "Proactive local focus group"
## [659] "Customer-focused impactful success"
## [660] "Open-source optimizing parallelism"
## [661] "Organic logistical adapter"
## [662] "Stand-alone eco-centric system engine"
## [663] "User-centric intermediate knowledge user"
## [664] "Programmable didactic capacity"
## [665] "Enhanced regional conglomeration"
## [666] "Total asynchronous architecture"
## [667] "Secured upward-trending benchmark"
## [668] "Customizable value-added project"
## [669] "Integrated interactive support"
## [670] "Reactive impactful challenge"
## [671] "Switchable multi-state success"
## [672] "Synchronized multi-tasking ability"
## [673] "Fundamental clear-thinking knowledgebase"
## [674] "Multi-layered user-facing parallelism"
## [675] "Front-line incremental access"
## [676] "Open-architected zero administration secured line"
## [677] "Mandatory disintermediate info-mediaries"
## [678] "Implemented context-sensitive Local Area Network"
## [679] "Digitized interactive initiative"
## [680] "Implemented asynchronous application"
## [681] "Focused multi-state workforce"
## [682] "Proactive secondary monitoring"
## [683] "Front-line upward-trending groupware"
## [684] "Quality-focused 5thgeneration orchestration"
## [685] "Multi-layered secondary software"
## [686] "Total coherent superstructure"
## [687] "Monitored executive architecture"
## [688] "Front-line multi-state hub"
## [689] "Configurable mission-critical algorithm"
## [690] "Face-to-face responsive alliance"
## [691] "Reduced holistic help-desk"
## [692] "Pre-emptive content-based frame"
## [693] "Optional full-range projection"
## [694] "Expanded value-added emulation"
## [695] "Organic well-modulated database"
## [696] "Organic 3rdgeneration encryption"
## [697] "Stand-alone empowering benchmark"
## [698] "Monitored intermediate circuit"
## [699] "Object-based leadingedge complexity"
## [700] "Digitized zero-defect implementation"
## [701] "Configurable impactful firmware"
## [702] "Face-to-face dedicated flexibility"
## [703] "Fully-configurable 5thgeneration circuit"
## [704] "Configurable impactful capacity"
## [705] "Distributed leadingedge orchestration"
## [706] "Persistent even-keeled application"
## [707] "Optimized attitude-oriented initiative"
## [708] "Multi-channeled 3rdgeneration model"
## [709] "Polarized mission-critical structure"
## [710] "Virtual executive implementation"
## [711] "Enhanced intermediate standardization"
## [712] "Realigned tangible collaboration"
## [713] "Cloned dedicated analyzer"
## [714] "Ameliorated well-modulated complexity"
## [715] "Quality-focused bi-directional throughput"
## [716] "Versatile solution-oriented secured line"
## [717] "Phased leadingedge budgetary management"
## [718] "Devolved exuding Local Area Network"
## [719] "Front-line bandwidth-monitored capacity"
## [720] "User-centric solution-oriented emulation"
## [721] "Phased hybrid intranet"
## [722] "Monitored zero administration collaboration"
## [723] "Team-oriented systematic installation"
## [724] "Inverse national core"
## [725] "Secured uniform instruction set"
## [726] "Quality-focused zero tolerance matrices"
## [727] "Multi-tiered heuristic strategy"
## [728] "Optimized static archive"
## [729] "Advanced didactic conglomeration"
## [730] "Synergistic discrete middleware"
## [731] "Pre-emptive client-server installation"
## [732] "Multi-channeled attitude-oriented toolset"
## [733] "Decentralized 24hour approach"
## [734] "Organic next generation matrix"
## [735] "Multi-channeled non-volatile website"
## [736] "Distributed bifurcated challenge"
## [737] "Customizable zero-defect Internet solution"
## [738] "Self-enabling zero administration neural-net"
## [739] "Optimized upward-trending productivity"
## [740] "Open-architected system-worthy ability"
## [741] "Quality-focused maximized extranet"
## [742] "Centralized client-driven workforce"
## [743] "De-engineered intangible flexibility"
## [744] "Re-engineered intangible software"
## [745] "Sharable secondary Graphical User Interface"
## [746] "Innovative homogeneous alliance"
## [747] "Diverse leadingedge website"
## [748] "Optimized intermediate help-desk"
## [749] "Sharable reciprocal project"
## [750] "Proactive interactive service-desk"
## [751] "Open-architected needs-based customer loyalty"
## [752] "Multi-lateral motivating circuit"
## [753] "Assimilated encompassing portal"
## [754] "Cross-group global orchestration"
## [755] "Down-sized bandwidth-monitored core"
## [756] "Monitored explicit hierarchy"
## [757] "Reactive demand-driven strategy"
## [758] "Universal empowering adapter"
## [759] "Team-oriented bi-directional secured line"
## [760] "Stand-alone radical throughput"
## [761] "Inverse zero-defect capability"
## [762] "Multi-tiered real-time implementation"
## [763] "Front-line zero-defect array"
## [764] "Mandatory 4thgeneration structure"
## [765] "Synergistic asynchronous superstructure"
## [766] "Vision-oriented system-worthy forecast"
## [767] "Digitized radical architecture"
## [768] "Quality-focused optimizing parallelism"
## [769] "Exclusive discrete firmware"
## [770] "Right-sized solution-oriented benchmark"
## [771] "Assimilated stable encryption"
## [772] "Configurable dynamic secured line"
## [773] "Cloned optimal leverage"
## [774] "Decentralized client-driven data-warehouse"
## [775] "Multi-tiered interactive neural-net"
## [776] "Enhanced methodical database"
## [777] "Ameliorated leadingedge help-desk"
## [778] "De-engineered attitude-oriented projection"
## [779] "Persevering 5thgeneration knowledge user"
## [780] "Extended grid-enabled hierarchy"
## [781] "Reactive tangible contingency"
## [782] "Decentralized attitude-oriented interface"
## [783] "Mandatory coherent groupware"
## [784] "Fully-configurable eco-centric frame"
## [785] "Advanced disintermediate data-warehouse"
## [786] "Quality-focused zero-defect data-warehouse"
## [787] "Cross-group non-volatile secured line"
## [788] "Expanded modular application"
## [789] "Triple-buffered systematic info-mediaries"
## [790] "Networked non-volatile synergy"
## [791] "Fully-configurable clear-thinking throughput"
## [792] "Front-line actuating functionalities"
## [793] "Compatible composite project"
## [794] "Customer-focused solution-oriented software"
## [795] "Inverse stable synergy"
## [796] "Pre-emptive well-modulated moderator"
## [797] "Intuitive modular system engine"
## [798] "Centralized value-added hierarchy"
## [799] "Assimilated hybrid initiative"
## [800] "Optimized coherent Internet solution"
## [801] "Versatile 6thgeneration parallelism"
## [802] "Configurable impactful productivity"
## [803] "Operative full-range forecast"
## [804] "Operative secondary functionalities"
## [805] "Business-focused transitional solution"
## [806] "Ameliorated intermediate Graphical User Interface"
## [807] "Managed 24hour analyzer"
## [808] "Horizontal client-server database"
## [809] "Implemented didactic support"
## [810] "Digitized homogeneous core"
## [811] "Robust holistic application"
## [812] "Synergized uniform hierarchy"
## [813] "Pre-emptive client-driven secured line"
## [814] "Front-line even-keeled website"
## [815] "Persistent fault-tolerant service-desk"
## [816] "Integrated leadingedge frame"
## [817] "Ameliorated coherent open architecture"
## [818] "Vision-oriented bifurcated contingency"
## [819] "Up-sized maximized model"
## [820] "Organized global flexibility"
## [821] "Re-engineered zero-defect open architecture"
## [822] "Balanced executive definition"
## [823] "Networked logistical info-mediaries"
## [824] "Optimized multimedia website"
## [825] "Focused coherent success"
## [826] "Robust context-sensitive neural-net"
## [827] "Intuitive zero administration adapter"
## [828] "Synchronized full-range portal"
## [829] "Integrated encompassing support"
## [830] "Devolved human-resource circuit"
## [831] "Grass-roots transitional flexibility"
## [832] "Vision-oriented methodical support"
## [833] "Integrated impactful groupware"
## [834] "Face-to-face methodical intranet"
## [835] "Fundamental tangible moratorium"
## [836] "Balanced mobile Local Area Network"
## [837] "Realigned 24/7 core"
## [838] "Fully-configurable high-level groupware"
## [839] "Ameliorated discrete extranet"
## [840] "Centralized asynchronous portal"
## [841] "Enhanced tertiary utilization"
## [842] "Balanced disintermediate conglomeration"
## [843] "Sharable value-added solution"
## [844] "Networked impactful framework"
## [845] "Public-key impactful neural-net"
## [846] "Innovative interactive portal"
## [847] "Networked asymmetric infrastructure"
## [848] "Assimilated discrete strategy"
## [849] "Phased 5thgeneration open system"
## [850] "Upgradable logistical flexibility"
## [851] "Centralized user-facing service-desk"
## [852] "Extended analyzing emulation"
## [853] "Front-line methodical utilization"
## [854] "Open-source scalable protocol"
## [855] "Networked local secured line"
## [856] "Programmable empowering orchestration"
## [857] "Enhanced systemic benchmark"
## [858] "Focused web-enabled Graphical User Interface"
## [859] "Automated stable help-desk"
## [860] "Managed national hardware"
## [861] "Re-engineered composite moratorium"
## [862] "Phased fault-tolerant definition"
## [863] "Pre-emptive next generation Internet solution"
## [864] "Reverse-engineered web-enabled support"
## [865] "Horizontal intermediate monitoring"
## [866] "Intuitive transitional artificial intelligence"
## [867] "Business-focused asynchronous budgetary management"
## [868] "Decentralized methodical capability"
## [869] "Synergized intangible open system"
## [870] "Stand-alone logistical service-desk"
## [871] "Expanded full-range synergy"
## [872] "Open-architected intangible strategy"
## [873] "Diverse directional hardware"
## [874] "Balanced discrete approach"
## [875] "Total bi-directional success"
## [876] "Object-based motivating instruction set"
## [877] "Realigned intermediate application"
## [878] "Sharable encompassing database"
## [879] "Progressive 24/7 definition"
## [880] "Pre-emptive next generation strategy"
## [881] "Open-source 5thgeneration leverage"
## [882] "Open-source holistic productivity"
## [883] "Multi-channeled scalable moratorium"
## [884] "Optional tangible productivity"
## [885] "Up-sized intangible circuit"
## [886] "Virtual homogeneous budgetary management"
## [887] "Phased zero-defect portal"
## [888] "Optional modular throughput"
## [889] "Triple-buffered human-resource complexity"
## [890] "Innovative cohesive pricing structure"
## [891] "Function-based executive moderator"
## [892] "Digitized content-based circuit"
## [893] "Balanced uniform algorithm"
## [894] "Triple-buffered foreground encryption"
## [895] "Front-line system-worthy flexibility"
## [896] "Centralized clear-thinking Graphic Interface"
## [897] "Optimized 5thgeneration moratorium"
## [898] "Fully-configurable asynchronous firmware"
## [899] "Exclusive systematic algorithm"
## [900] "Exclusive cohesive intranet"
## [901] "Vision-oriented asynchronous Internet solution"
## [902] "Sharable 5thgeneration access"
## [903] "Monitored homogeneous artificial intelligence"
## [904] "Monitored 24/7 moratorium"
## [905] "Vision-oriented real-time framework"
## [906] "Future-proofed stable function"
## [907] "Secured encompassing Graphical User Interface"
## [908] "Right-sized logistical middleware"
## [909] "Team-oriented executive core"
## [910] "Vision-oriented next generation solution"
## [911] "Enhanced optimizing website"
## [912] "Reduced background data-warehouse"
## [913] "Right-sized mobile initiative"
## [914] "Synergized grid-enabled framework"
## [915] "Open-source stable paradigm"
## [916] "Reverse-engineered context-sensitive emulation"
## [917] "Public-key disintermediate emulation"
## [918] "Up-sized bifurcated capability"
## [919] "Stand-alone background open system"
## [920] "Stand-alone explicit orchestration"
## [921] "Configurable asynchronous application"
## [922] "Upgradable 4thgeneration portal"
## [923] "Networked client-server solution"
## [924] "Public-key bi-directional Graphical User Interface"
## [925] "Re-contextualized human-resource success"
## [926] "Front-line fresh-thinking installation"
## [927] "Balanced empowering success"
## [928] "Robust uniform framework"
## [929] "Sharable upward-trending support"
## [930] "Assimilated multi-state paradigm"
## [931] "Self-enabling local strategy"
## [932] "Open-source local approach"
## [933] "Polarized intangible encoding"
## [934] "Multi-lateral attitude-oriented adapter"
## [935] "Multi-lateral 24/7 Internet solution"
## [936] "Profit-focused secondary portal"
## [937] "Reactive upward-trending migration"
## [938] "Customer-focused fault-tolerant implementation"
## [939] "Customizable homogeneous contingency"
## [940] "Versatile next generation pricing structure"
## [941] "Cross-group systemic customer loyalty"
## [942] "Face-to-face modular budgetary management"
## [943] "Proactive non-volatile encryption"
## [944] "Decentralized bottom-line help-desk"
## [945] "Visionary mission-critical application"
## [946] "User-centric attitude-oriented adapter"
## [947] "User-centric discrete success"
## [948] "Total even-keeled architecture"
## [949] "Focused multimedia implementation"
## [950] "Stand-alone well-modulated product"
## [951] "Ameliorated bandwidth-monitored contingency"
## [952] "Streamlined homogeneous analyzer"
## [953] "Total coherent archive"
## [954] "Front-line neutral alliance"
## [955] "Virtual context-sensitive support"
## [956] "Re-engineered optimal policy"
## [957] "Implemented uniform synergy"
## [958] "Horizontal even-keeled challenge"
## [959] "Innovative regional groupware"
## [960] "Exclusive multi-state Internet solution"
## [961] "Mandatory empowering focus group"
## [962] "Proactive 5thgeneration frame"
## [963] "Automated full-range Internet solution"
## [964] "Fully-configurable systemic productivity"
## [965] "Multi-lateral multi-state encryption"
## [966] "Intuitive global website"
## [967] "Exclusive disintermediate Internet solution"
## [968] "Ameliorated actuating workforce"
## [969] "Synergized clear-thinking protocol"
## [970] "Triple-buffered multi-state complexity"
## [971] "Enhanced intangible portal"
## [972] "Down-sized background groupware"
## [973] "Switchable real-time product"
## [974] "Ameliorated local workforce"
## [975] "Streamlined exuding adapter"
## [976] "Business-focused user-facing benchmark"
## [977] "Reactive bi-directional standardization"
## [978] "Virtual bifurcated portal"
## [979] "Integrated 3rdgeneration monitoring"
## [980] "Balanced responsive open system"
## [981] "Focused incremental Graphic Interface"
## [982] "Secured 24hour policy"
## [983] "Up-sized asymmetric firmware"
## [984] "Distributed fault-tolerant service-desk"
## [985] "Vision-oriented human-resource synergy"
## [986] "Customer-focused explicit challenge"
## [987] "Synchronized human-resource moderator"
## [988] "Open-architected full-range projection"
## [989] "Versatile local forecast"
## [990] "Ameliorated user-facing help-desk"
## [991] "Enterprise-wide tangible model"
## [992] "Versatile mission-critical application"
## [993] "Extended leadingedge solution"
## [994] "Phased zero tolerance extranet"
## [995] "Front-line bifurcated ability"
## [996] "Fundamental modular algorithm"
## [997] "Grass-roots cohesive monitoring"
## [998] "Expanded intangible solution"
## [999] "Proactive bandwidth-monitored policy"
## [1000] "Virtual 5thgeneration emulation"
##
## $City
## [1] "Wrightburgh" "West Jodi"
## [3] "Davidton" "West Terrifurt"
## [5] "South Manuel" "Jamieberg"
## [7] "Brandonstad" "Port Jefferybury"
## [9] "West Colin" "Ramirezton"
## [11] "West Brandonton" "East Theresashire"
## [13] "West Katiefurt" "North Tara"
## [15] "West William" "New Travistown"
## [17] "West Dylanberg" "Pruittmouth"
## [19] "Jessicastad" "Millertown"
## [21] "Port Jacqueline" "Lake Nicole"
## [23] "South John" "Pamelamouth"
## [25] "Harperborough" "Port Danielleberg"
## [27] "West Jeremyside" "South Cathyfurt"
## [29] "Palmerside" "West Guybury"
## [31] "Phelpschester" "Lake Melindamouth"
## [33] "North Richardburgh" "Port Cassie"
## [35] "New Thomas" "Johnstad"
## [37] "West Aprilport" "Kellytown"
## [39] "Charlesport" "Millerchester"
## [41] "Mackenziemouth" "Zacharystad"
## [43] "North Joshua" "Bowenview"
## [45] "Jamesberg" "Lake Cassandraport"
## [47] "New Sharon" "Johnport"
## [49] "Hamiltonfort" "West Christopher"
## [51] "Hollandberg" "Odomville"
## [53] "East Samanthashire" "South Lauraton"
## [55] "Amandahaven" "Thomasview"
## [57] "Garciaside" "Port Sarahshire"
## [59] "Port Gregory" "Brendachester"
## [61] "Lake Amy" "Lake Annashire"
## [63] "Smithburgh" "North Leonmouth"
## [65] "Robertfurt" "Jasminefort"
## [67] "Jensenborough" "Bradleyburgh"
## [69] "New Sheila" "North Regina"
## [71] "Davidmouth" "New Michaeltown"
## [73] "East Tammie" "Wilcoxport"
## [75] "East Michaelmouth" "East Tiffanyport"
## [77] "Ramirezhaven" "Cranemouth"
## [79] "Lake Edward" "Lake Conniefurt"
## [81] "East Shawnchester" "West Joseph"
## [83] "Lake Christopherfurt" "East Tylershire"
## [85] "Sharpberg" "Lake Dustin"
## [87] "North Kristine" "Grahamberg"
## [89] "New Tina" "Nelsonfurt"
## [91] "Christopherport" "Port Sarahhaven"
## [93] "Bradleyborough" "Whiteport"
## [95] "New Theresa" "Wongland"
## [97] "Williammouth" "Williamsborough"
## [99] "North Michael" "Benjaminchester"
## [101] "Hernandezville" "Youngburgh"
## [103] "Wallacechester" "Sanchezmouth"
## [105] "Bradshawborough" "Amyhaven"
## [107] "Marcushaven" "Erinton"
## [109] "Hughesport" "New Lucasburgh"
## [111] "Michelleside" "Andersonton"
## [113] "New Rachel" "Port Susan"
## [115] "West Angelabury" "Port Christopherborough"
## [117] "Phillipsbury" "Millerside"
## [119] "Lake Jessica" "Lopezmouth"
## [121] "Johnsport" "South Ronald"
## [123] "South Daniel" "Suzannetown"
## [125] "Lisaberg" "Brianfurt"
## [127] "Stewartbury" "North Wesleychester"
## [129] "East Michelleberg" "Port Eric"
## [131] "Timothyfurt" "Port Jeffrey"
## [133] "Guzmanland" "East Michele"
## [135] "East John" "Lesliebury"
## [137] "Patriciahaven" "Ashleychester"
## [139] "Lake Josetown" "Debraburgh"
## [141] "New Debbiestad" "West Shaun"
## [143] "Kimberlyhaven" "Port Lawrence"
## [145] "West Ricardo" "Lake Jose"
## [147] "Heatherberg" "South George"
## [149] "Tinachester" "Port Jodi"
## [151] "Jonathantown" "Sylviaview"
## [153] "East Timothyport" "West Roytown"
## [155] "Codyburgh" "Port Erikhaven"
## [157] "Port Chasemouth" "Ramirezside"
## [159] "East Michaeltown" "West Courtney"
## [161] "West Michaelhaven" "Walshhaven"
## [163] "East Rachelview" "Curtisport"
## [165] "Frankbury" "Timothytown"
## [167] "Samanthaland" "South Jennifer"
## [169] "Kyleborough" "North Randy"
## [171] "South Daniellefort" "Dianashire"
## [173] "East Eric" "Hammondport"
## [175] "Jacobstad" "Hernandezfort"
## [177] "Joneston" "New Jeffreychester"
## [179] "East Stephen" "Turnerchester"
## [181] "Youngfort" "Ingramberg"
## [183] "South Denisefurt" "Port Melissaberg"
## [185] "Bernardton" "Port Mathew"
## [187] "Aliciatown" "Josephstad"
## [189] "West Ericfurt" "New Brendafurt"
## [191] "Port Julie" "South Tiffanyton"
## [193] "North Elizabeth" "Kentmouth"
## [195] "West Casey" "East Henry"
## [197] "Hollyfurt" "North Anna"
## [199] "Port Destiny" "Ianmouth"
## [201] "North Johntown" "Hannahside"
## [203] "Wilsonburgh" "North Russellborough"
## [205] "Murphymouth" "Carterburgh"
## [207] "Penatown" "Joechester"
## [209] "East Paul" "Hartmanchester"
## [211] "Mcdonaldfort" "North Mercedes"
## [213] "Taylorberg" "Hansenmouth"
## [215] "Bradyfurt" "West Jessicahaven"
## [217] "Davilachester" "North Ricardotown"
## [219] "Melissafurt" "East Brianberg"
## [221] "Millerbury" "Garciaview"
## [223] "Townsendfurt" "Williamstad"
## [225] "West Connor" "West Justin"
## [227] "Robertbury" "New Tinamouth"
## [229] "Turnerview" "Reneechester"
## [231] "West Tinashire" "Jamesfurt"
## [233] "New Nancy" "Lisamouth"
## [235] "Harveyport" "Ramosstad"
## [237] "North Kevinside" "Haleview"
## [239] "Christinetown" "New Michael"
## [241] "Jonesland" "North Shannon"
## [243] "New Sonialand" "Port Jason"
## [245] "East Barbara" "Port Erinberg"
## [247] "Petersonfurt" "New Lindaberg"
## [249] "West Russell" "South Adam"
## [251] "North Tracyport" "Brownport"
## [253] "Port Crystal" "Masonhaven"
## [255] "Derrickhaven" "Olsonstad"
## [257] "New Brandy" "South Jasminebury"
## [259] "East Timothy" "Charlottefort"
## [261] "Lake Beckyburgh" "West Lindseybury"
## [263] "West Alyssa" "Lake Craigview"
## [265] "Lake David" "Bruceburgh"
## [267] "South Lauratown" "Port Robin"
## [269] "Jacksonburgh" "Erinmouth"
## [271] "Port Aliciabury" "Port Whitneyhaven"
## [273] "Jeffreyshire" "Tinaton"
## [275] "North Loriburgh" "Wendyton"
## [277] "Lake Jacqueline" "North Christopher"
## [279] "Alexanderfurt" "West Pamela"
## [281] "West Amanda" "South Tomside"
## [283] "Bethburgh" "Jamiefort"
## [285] "Garciamouth" "West Brenda"
## [287] "South Kyle" "Combsstad"
## [289] "Lake Allenville" "Greenechester"
## [291] "Jordantown" "Gravesport"
## [293] "South Troy" "Lake Patrick"
## [295] "Millerland" "Port Jessicamouth"
## [297] "Paulport" "Clineshire"
## [299] "Cynthiaside" "Port Juan"
## [301] "Michellefort" "Port Angelamouth"
## [303] "Jessicahaven" "North Daniel"
## [305] "New Juan" "Amyfurt"
## [307] "Harrishaven" "Roberttown"
## [309] "Jeremyshire" "Birdshire"
## [311] "New Amanda" "Curtisview"
## [313] "Jacksonmouth" "North April"
## [315] "Hayesmouth" "South Corey"
## [317] "Juliaport" "Port Paultown"
## [319] "East Vincentstad" "Kimberlytown"
## [321] "New Steve" "New Johnberg"
## [323] "Shawstad" "New Rebecca"
## [325] "Jeffreyburgh" "Faithview"
## [327] "Richardsontown" "Port Brookeland"
## [329] "East Christopherbury" "Port Christinemouth"
## [331] "South Meghan" "Hessstad"
## [333] "Rhondaborough" "Lewismouth"
## [335] "New Paul" "Lake Angela"
## [337] "East Graceland" "Hartport"
## [339] "East Yvonnechester" "Burgessside"
## [341] "Hurleyborough" "Garychester"
## [343] "East Kevinbury" "Contrerasshire"
## [345] "Erikville" "Robertsonburgh"
## [347] "Karenton" "Port Kathleenfort"
## [349] "Lake Adrian" "Mollyport"
## [351] "Sandraland" "Charlenetown"
## [353] "Luischester" "South Johnnymouth"
## [355] "Hannaport" "East Anthony"
## [357] "West Daleborough" "Morrismouth"
## [359] "North Andrewstad" "West Tanya"
## [361] "Novaktown" "Timothymouth"
## [363] "Robertmouth" "Stephenborough"
## [365] "Lake Kurtmouth" "Lauraburgh"
## [367] "Rogerburgh" "Davidside"
## [369] "West Thomas" "Andersonchester"
## [371] "North Ronaldshire" "Greghaven"
## [373] "Jordanmouth" "Meyersstad"
## [375] "South Robert" "New Tyler"
## [377] "Jordanshire" "Reyesland"
## [379] "New Traceystad" "Port Brian"
## [381] "Lake Courtney" "Samuelborough"
## [383] "Christinehaven" "Thomasstad"
## [385] "Kristintown" "New Wanda"
## [387] "Mariebury" "Christopherville"
## [389] "New Jasmine" "Lopezberg"
## [391] "Jenniferstad" "West Eduardotown"
## [393] "Davisfurt" "Bakerhaven"
## [395] "Paulshire" "West Jane"
## [397] "Lake Brian" "Alvaradoport"
## [399] "Lake Kevin" "Richardsonland"
## [401] "East Sheriville" "Port Michealburgh"
## [403] "Monicaview" "Katieport"
## [405] "East Brittanyville" "West Travismouth"
## [407] "Leonchester" "Ramirezland"
## [409] "Brownton" "New Jessicaport"
## [411] "New Denisebury" "Keithtown"
## [413] "Port Melissastad" "Janiceview"
## [415] "Mataberg" "West Melaniefurt"
## [417] "Millerfort" "Alexanderview"
## [419] "South Jade" "Lake Susan"
## [421] "South Vincentchester" "Williamsmouth"
## [423] "Taylorport" "Williamsport"
## [425] "Emilyfurt" "East Deborahhaven"
## [427] "Port Katelynview" "Paulhaven"
## [429] "Elizabethmouth" "Lake Jesus"
## [431] "North Tylerland" "Munozberg"
## [433] "North Maryland" "West Barbara"
## [435] "Andrewborough" "New Gabriel"
## [437] "Port Patrickton" "West Julia"
## [439] "New Keithburgh" "Richardsland"
## [441] "North Aaronchester" "Lake Matthewland"
## [443] "Kevinberg" "Morganfort"
## [445] "Lovemouth" "Taylorhaven"
## [447] "Jamesville" "East Toddfort"
## [449] "East Dana" "West Lucas"
## [451] "Butlerfort" "Lindaside"
## [453] "West Chloeborough" "Jayville"
## [455] "East Lindsey" "Masseyshire"
## [457] "Sarahton" "Ryanhaven"
## [459] "Lake Deborahburgh" "New Williammouth"
## [461] "Port Blake" "West Richard"
## [463] "Brandymouth" "Sandraville"
## [465] "Port Jessica" "Lake Jasonchester"
## [467] "Pearsonfort" "Sellerstown"
## [469] "Yuton" "Smithtown"
## [471] "Joanntown" "South Peter"
## [473] "Port Mitchell" "Pottermouth"
## [475] "Lake Jonathanview" "Alanview"
## [477] "Carterport" "New Daniellefort"
## [479] "Welchshire" "Russellville"
## [481] "West Lisa" "Greentown"
## [483] "Timothyport" "Teresahaven"
## [485] "Lake Stephenborough" "Silvaton"
## [487] "West Michaelstad" "Florestown"
## [489] "New Jay" "North Lisachester"
## [491] "Port Stacy" "Jensenton"
## [493] "North Alexandra" "Rivasland"
## [495] "Helenborough" "Garnerberg"
## [497] "North Anaport" "Pattymouth"
## [499] "South Alexisborough" "East Jennifer"
## [501] "Hallfort" "New Charleschester"
## [503] "East Breannafurt" "East Susanland"
## [505] "Estesfurt" "Shirleyfort"
## [507] "Douglasview" "South Lisa"
## [509] "Kingshire" "Rebeccamouth"
## [511] "Brownbury" "South Aaron"
## [513] "North Andrew" "South Walter"
## [515] "Catherinefort" "East Donna"
## [517] "North Kimberly" "South Stephanieport"
## [519] "North Isabellaville" "North Aaronburgh"
## [521] "Port James" "Danielview"
## [523] "Port Stacey" "West Kevinfurt"
## [525] "Lake Jennifer" "Reyesfurt"
## [527] "West Carmenfurt" "North Stephanieberg"
## [529] "East Valerie" "Sherrishire"
## [531] "Port Daniel" "Brownview"
## [533] "Greerton" "Hatfieldshire"
## [535] "Brianabury" "New Maria"
## [537] "Colebury" "Calebberg"
## [539] "Lake Ian" "Gomezport"
## [541] "Shaneland" "East Aaron"
## [543] "Dustinborough" "East Michaelland"
## [545] "East Connie" "West Shannon"
## [547] "North Lauraland" "Port Christopher"
## [549] "South Patrickfort" "East Georgeside"
## [551] "Charlesbury" "South Renee"
## [553] "South Jackieberg" "Loriville"
## [555] "Amandaland" "West Robertside"
## [557] "North Sarashire" "Port Maria"
## [559] "East Jessefort" "Port Anthony"
## [561] "Edwardmouth" "Dustinchester"
## [563] "Rochabury" "Austinland"
## [565] "Lake Gerald" "Wrightview"
## [567] "Perryburgh" "Tracyhaven"
## [569] "South Jaimeview" "Sandersland"
## [571] "South Meredithmouth" "Richardsonshire"
## [573] "Kimberlymouth" "Meghanchester"
## [575] "Tammyshire" "Lake Elizabethside"
## [577] "Villanuevaton" "Greerport"
## [579] "North Garyhaven" "East Sharon"
## [581] "Johnstonmouth" "East Heatherside"
## [583] "Richardsonmouth" "Jenniferhaven"
## [585] "Boyerberg" "Port Elijah"
## [587] "Knappburgh" "New Dawnland"
## [589] "Chapmanmouth" "Robertside"
## [591] "West Raymondmouth" "Costaburgh"
## [593] "Kristineberg" "Sandrashire"
## [595] "Andersonfurt" "Tranland"
## [597] "Michaelland" "East Rachaelfurt"
## [599] "Lake Johnbury" "Elizabethstad"
## [601] "West Brad" "Johnstonshire"
## [603] "Lake Timothy" "Anthonyfurt"
## [605] "East Brettton" "New Matthew"
## [607] "Christopherchester" "Westshire"
## [609] "Alexisland" "Kevinchester"
## [611] "New Patriciashire" "Port Brenda"
## [613] "Port Brianfort" "Portermouth"
## [615] "Hubbardmouth" "South Brian"
## [617] "Hendrixmouth" "Julietown"
## [619] "Lukeport" "New Shane"
## [621] "Lake Jillville" "Johnsonfort"
## [623] "Adamsbury" "East Maureen"
## [625] "North Angelastad" "Amandafort"
## [627] "Michaelmouth" "Ronaldport"
## [629] "Port Davidland" "Isaacborough"
## [631] "Lake Michael" "West Michaelshire"
## [633] "Port Calvintown" "Parkerhaven"
## [635] "Markhaven" "Estradashire"
## [637] "Brianland" "Cassandratown"
## [639] "West Dannyberg" "East Debraborough"
## [641] "Frankchester" "Lisafort"
## [643] "Colemanshire" "Troyville"
## [645] "Hobbsbury" "Harrisonmouth"
## [647] "Port Eugeneport" "Karenmouth"
## [649] "Brendaburgh" "New Christinatown"
## [651] "Jacksonstad" "South Margaret"
## [653] "Port Georgebury" "Sanderstown"
## [655] "Perezland" "Luisfurt"
## [657] "New Karenberg" "West Leahton"
## [659] "West Sharon" "Klineside"
## [661] "Lake Cynthia" "South Cynthiashire"
## [663] "Lake Jacob" "West Samantha"
## [665] "Jeremybury" "Blevinstown"
## [667] "Meyerchester" "Reginamouth"
## [669] "Donaldshire" "Salazarbury"
## [671] "Lake Joshuafurt" "Wintersfort"
## [673] "Jamesmouth" "Laurieside"
## [675] "Andrewmouth" "West Angela"
## [677] "East Carlos" "Kennedyfurt"
## [679] "Blairville" "East Donnatown"
## [681] "Matthewtown" "Brandonbury"
## [683] "New Jamestown" "Mosleyburgh"
## [685] "Leahside" "West Wendyland"
## [687] "Lawrenceborough" "Kennethview"
## [689] "West Mariafort" "Port Sherrystad"
## [691] "West Melissashire" "Lesliefort"
## [693] "Shawnside" "Josephmouth"
## [695] "Garciatown" "Chaseshire"
## [697] "Destinyfurt" "Mezaton"
## [699] "New Kayla" "Carsonshire"
## [701] "Jacquelineshire" "South Blakestad"
## [703] "North Mark" "Kingchester"
## [705] "Evansfurt" "South Adamhaven"
## [707] "Brittanyborough" "Barbershire"
## [709] "East Ericport" "Crawfordfurt"
## [711] "Turnerville" "Kylieview"
## [713] "West Zacharyborough" "Watsonfort"
## [715] "Dayton" "Nicholasport"
## [717] "Whitneyfort" "Coffeytown"
## [719] "North Johnside" "Robinsonland"
## [721] "West Ericaport" "Haleberg"
## [723] "West Michaelport" "Ericksonmouth"
## [725] "Yangside" "Estradafurt"
## [727] "Frankport" "Williamsside"
## [729] "Johnsonview" "East Heidi"
## [731] "New Angelview" "Lake Brandonview"
## [733] "Morganport" "Browntown"
## [735] "Lake Hailey" "Olsonside"
## [737] "Coxhaven" "Meaganfort"
## [739] "North Monicaville" "Mullenside"
## [741] "Princebury" "Bradleyside"
## [743] "Elizabethbury" "West Ryan"
## [745] "New Tammy" "Sanchezland"
## [747] "Rogerland" "Vanessaview"
## [749] "Jessicashire" "Melissachester"
## [751] "Johnsontown" "New Joshuaport"
## [753] "Hernandezside" "New Williamville"
## [755] "Gilbertville" "Newmanberg"
## [757] "West Alice" "Cannonbury"
## [759] "Shelbyport" "New Henry"
## [761] "Dustinmouth" "New Hollyberg"
## [763] "Port Brittanyville" "East Ronald"
## [765] "South Davidmouth" "Carterton"
## [767] "Rachelhaven" "New Timothy"
## [769] "North Jessicaville" "Staceyfort"
## [771] "South Dianeshire" "Micheletown"
## [773] "North Brittanyburgh" "Port Jasmine"
## [775] "New Sabrina" "Lake Charlottestad"
## [777] "West Rhondamouth" "North Debra"
## [779] "Villanuevastad" "North Jeremyport"
## [781] "Lake John" "Courtneyfort"
## [783] "Tammymouth" "Lake Vanessa"
## [785] "Lake Amanda" "Mariemouth"
## [787] "Port Douglasborough" "Port Aprilville"
## [789] "Lake Faith" "Wendyville"
## [791] "Angelhaven" "New Sean"
## [793] "Lake Lisa" "Valerieland"
## [795] "New Travis" "North Samantha"
## [797] "Holderville" "Patrickmouth"
## [799] "Lake Deannaborough" "Jeffreymouth"
## [801] "Davieshaven" "Lake Jessicaville"
## [803] "Hernandezchester" "North Kennethside"
## [805] "Williamport" "Smithside"
## [807] "Vanessastad" "Lake Rhondaburgh"
## [809] "Cunninghamhaven" "Robertstown"
## [811] "South Mark" "New Taylorburgh"
## [813] "Port Karenfurt" "Carterland"
## [815] "East Shawn" "West Derekmouth"
## [817] "Brandiland" "Cervantesshire"
## [819] "North Debrashire" "Deannaville"
## [821] "East Christopher" "Rickymouth"
## [823] "Port Dennis" "Lake Michelle"
## [825] "East Johnport" "Sabrinaview"
## [827] "Kristinfurt" "Chapmanland"
## [829] "North Jonathan" "Port Christina"
## [831] "Juanport" "East Mike"
## [833] "North Angelatown" "West Steven"
## [835] "Riggsstad" "Davidview"
## [837] "Port Kevinborough" "Lawsonshire"
## [839] "Wagnerchester" "Daisymouth"
## [841] "Port Jacquelinestad" "New Teresa"
## [843] "Henryfort" "Lake Joseph"
## [845] "Daviesborough" "North Brandon"
## [847] "Adamside" "Wademouth"
## [849] "North Raymond" "Randolphport"
## [851] "East Troyhaven" "Clarkborough"
## [853] "Josephberg" "Lake Jenniferton"
## [855] "Ashleymouth" "Henryland"
## [857] "Lake Danielle" "Joshuaburgh"
## [859] "South Jeanneport" "New Nathan"
## [861] "Jonesshire" "Mariahview"
## [863] "New Julianberg" "Randyshire"
## [865] "Philipberg" "West Dennis"
## [867] "Richardshire" "Lake James"
## [869] "Austinborough" "Alexandrafort"
## [871] "Melissastad" "Gonzalezburgh"
## [873] "Port Jennifer" "Chrismouth"
## [875] "Port Beth" "West David"
## [877] "Fraziershire" "South Pamela"
## [879] "North Laurenview" "Campbellstad"
## [881] "Port Derekberg" "West Andrew"
## [883] "West Randy" "South Christopher"
## [885] "Lake Michellebury" "Zacharyton"
## [887] "West James" "Millerview"
## [889] "Hawkinsbury" "Elizabethport"
## [891] "Wadestad" "Mauriceshire"
## [893] "West Arielstad" "Adamsstad"
## [895] "Blairborough" "New Marcusbury"
## [897] "Evansville" "Huffmanchester"
## [899] "New Cynthia" "Joshuamouth"
## [901] "West Benjamin" "Williamsfort"
## [903] "North Tiffany" "Edwardsport"
## [905] "Lake Evantown" "South Henry"
## [907] "Harmonhaven" "West Gregburgh"
## [909] "Hansenland" "Port Michaelmouth"
## [911] "Tylerport" "West Lacey"
## [913] "North Jenniferburgh" "South Davidhaven"
## [915] "North Charlesbury" "Jonathanland"
## [917] "North Virginia" "West Tanner"
## [919] "Jonesmouth" "West Annefort"
## [921] "East Jason" "North Cassie"
## [923] "Hintonport" "New James"
## [925] "North Destiny" "Mclaughlinbury"
## [927] "West Gabriellamouth" "Alvarezland"
## [929] "New Julie" "North Frankstad"
## [931] "Claytonside" "Melanieton"
## [933] "Lake Michaelport" "East Benjaminville"
## [935] "Garrettborough" "Port Raymondfort"
## [937] "Waltertown" "Cameronberg"
## [939] "Kaylashire" "Fosterside"
## [941] "Davidstad" "Lake Tracy"
## [943] "Taylormouth" "Dianaville"
## [945] "Collinsburgh" "Port Rachel"
## [947] "South Rebecca" "Port Joshuafort"
## [949] "Robinsontown" "Beckton"
## [951] "New Frankshire" "North Derekville"
## [953] "West Sydney" "Lake Matthew"
## [955] "Lake Zacharyfurt" "Lindsaymouth"
## [957] "Sarahland" "Michaelshire"
## [959] "Sarafurt" "South Denise"
## [961] "North Katie" "Mauricefurt"
## [963] "New Patrick" "Edwardsmouth"
## [965] "Nicholasland" "Duffystad"
## [967] "New Darlene" "South Jessica"
## [969] "Ronniemouth"
##
## $Male
## [1] 0 1
## Levels: 0 1
##
## $Country
## [1] "Tunisia"
## [2] "Nauru"
## [3] "San Marino"
## [4] "Italy"
## [5] "Iceland"
## [6] "Norway"
## [7] "Myanmar"
## [8] "Australia"
## [9] "Grenada"
## [10] "Ghana"
## [11] "Qatar"
## [12] "Burundi"
## [13] "Egypt"
## [14] "Bosnia and Herzegovina"
## [15] "Barbados"
## [16] "Spain"
## [17] "Palestinian Territory"
## [18] "Afghanistan"
## [19] "British Indian Ocean Territory (Chagos Archipelago)"
## [20] "Russian Federation"
## [21] "Cameroon"
## [22] "Korea"
## [23] "Tokelau"
## [24] "Monaco"
## [25] "Tuvalu"
## [26] "Greece"
## [27] "British Virgin Islands"
## [28] "Bouvet Island (Bouvetoya)"
## [29] "Peru"
## [30] "Aruba"
## [31] "Maldives"
## [32] "Senegal"
## [33] "Dominica"
## [34] "Luxembourg"
## [35] "Montenegro"
## [36] "Ukraine"
## [37] "Saint Helena"
## [38] "Liberia"
## [39] "Turkmenistan"
## [40] "Niger"
## [41] "Sri Lanka"
## [42] "Trinidad and Tobago"
## [43] "United Kingdom"
## [44] "Guinea-Bissau"
## [45] "Micronesia"
## [46] "Turkey"
## [47] "Croatia"
## [48] "Israel"
## [49] "Svalbard & Jan Mayen Islands"
## [50] "Azerbaijan"
## [51] "Iran"
## [52] "Saint Vincent and the Grenadines"
## [53] "Bulgaria"
## [54] "Christmas Island"
## [55] "Canada"
## [56] "Rwanda"
## [57] "Turks and Caicos Islands"
## [58] "Norfolk Island"
## [59] "Cook Islands"
## [60] "Guatemala"
## [61] "Cote d'Ivoire"
## [62] "Faroe Islands"
## [63] "Ireland"
## [64] "Moldova"
## [65] "Nicaragua"
## [66] "Montserrat"
## [67] "Timor-Leste"
## [68] "Puerto Rico"
## [69] "Central African Republic"
## [70] "Venezuela"
## [71] "Wallis and Futuna"
## [72] "Jersey"
## [73] "Samoa"
## [74] "Antarctica (the territory South of 60 deg S)"
## [75] "Albania"
## [76] "Hong Kong"
## [77] "Lithuania"
## [78] "Bangladesh"
## [79] "Western Sahara"
## [80] "Serbia"
## [81] "Czech Republic"
## [82] "Guernsey"
## [83] "Tanzania"
## [84] "Bhutan"
## [85] "Guinea"
## [86] "Madagascar"
## [87] "Lebanon"
## [88] "Eritrea"
## [89] "Guyana"
## [90] "United Arab Emirates"
## [91] "Martinique"
## [92] "Somalia"
## [93] "Benin"
## [94] "Papua New Guinea"
## [95] "Uzbekistan"
## [96] "South Africa"
## [97] "Hungary"
## [98] "Falkland Islands (Malvinas)"
## [99] "Saint Martin"
## [100] "Cuba"
## [101] "United States Minor Outlying Islands"
## [102] "Belize"
## [103] "Kuwait"
## [104] "Thailand"
## [105] "Gibraltar"
## [106] "Holy See (Vatican City State)"
## [107] "Netherlands"
## [108] "Belarus"
## [109] "New Zealand"
## [110] "Togo"
## [111] "Kenya"
## [112] "Palau"
## [113] "Cambodia"
## [114] "Costa Rica"
## [115] "Liechtenstein"
## [116] "Angola"
## [117] "Equatorial Guinea"
## [118] "Mongolia"
## [119] "Brazil"
## [120] "Chad"
## [121] "Portugal"
## [122] "Malawi"
## [123] "Singapore"
## [124] "Kazakhstan"
## [125] "China"
## [126] "Vietnam"
## [127] "Mayotte"
## [128] "Jamaica"
## [129] "Bahamas"
## [130] "Algeria"
## [131] "Fiji"
## [132] "Argentina"
## [133] "Philippines"
## [134] "Suriname"
## [135] "Guam"
## [136] "Antigua and Barbuda"
## [137] "Georgia"
## [138] "Jordan"
## [139] "Saudi Arabia"
## [140] "Sao Tome and Principe"
## [141] "Cyprus"
## [142] "Kyrgyz Republic"
## [143] "Pakistan"
## [144] "Seychelles"
## [145] "Mauritania"
## [146] "Chile"
## [147] "Poland"
## [148] "Estonia"
## [149] "Latvia"
## [150] "Bahrain"
## [151] "Colombia"
## [152] "Brunei Darussalam"
## [153] "Taiwan"
## [154] "Saint Pierre and Miquelon"
## [155] "Finland"
## [156] "French Southern Territories"
## [157] "Sierra Leone"
## [158] "Tajikistan"
## [159] "Ecuador"
## [160] "Switzerland"
## [161] "France"
## [162] "Malaysia"
## [163] "Mauritius"
## [164] "Japan"
## [165] "Greenland"
## [166] "Guadeloupe"
## [167] "Belgium"
## [168] "Honduras"
## [169] "Paraguay"
## [170] "French Guiana"
## [171] "Northern Mariana Islands"
## [172] "American Samoa"
## [173] "Austria"
## [174] "Tonga"
## [175] "New Caledonia"
## [176] "United States of America"
## [177] "Morocco"
## [178] "Macedonia"
## [179] "Gabon"
## [180] "Uganda"
## [181] "Saint Lucia"
## [182] "Niue"
## [183] "Zambia"
## [184] "Congo"
## [185] "Pitcairn Islands"
## [186] "Anguilla"
## [187] "Sweden"
## [188] "Indonesia"
## [189] "Mexico"
## [190] "Haiti"
## [191] "Gambia"
## [192] "El Salvador"
## [193] "Libyan Arab Jamahiriya"
## [194] "Saint Barthelemy"
## [195] "Reunion"
## [196] "Panama"
## [197] "Dominican Republic"
## [198] "Zimbabwe"
## [199] "Swaziland"
## [200] "Saint Kitts and Nevis"
## [201] "Burkina Faso"
## [202] "Heard Island and McDonald Islands"
## [203] "Bolivia"
## [204] "Netherlands Antilles"
## [205] "French Polynesia"
## [206] "Germany"
## [207] "Malta"
## [208] "Sudan"
## [209] "Lao People's Democratic Republic"
## [210] "Isle of Man"
## [211] "Macao"
## [212] "United States Virgin Islands"
## [213] "Djibouti"
## [214] "Mali"
## [215] "Romania"
## [216] "Cayman Islands"
## [217] "Ethiopia"
## [218] "Uruguay"
## [219] "Comoros"
## [220] "Vanuatu"
## [221] "Nepal"
## [222] "Yemen"
## [223] "India"
## [224] "Cape Verde"
## [225] "Slovenia"
## [226] "Denmark"
## [227] "Syrian Arab Republic"
## [228] "Andorra"
## [229] "Namibia"
## [230] "Slovakia (Slovak Republic)"
## [231] "Armenia"
## [232] "South Georgia and the South Sandwich Islands"
## [233] "Kiribati"
## [234] "Marshall Islands"
## [235] "Bermuda"
## [236] "Mozambique"
## [237] "Lesotho"
##
## $Timestamp
## [1] "2016-03-27" "2016-04-04" "2016-03-13" "2016-01-10" "2016-06-03"
## [6] "2016-05-19" "2016-01-28" "2016-03-07" "2016-04-18" "2016-07-11"
## [11] "2016-03-16" "2016-05-08" "2016-04-20" "2016-03-24" "2016-03-09"
## [16] "2016-01-30" "2016-05-02" "2016-02-13" "2016-02-27" "2016-01-05"
## [21] "2016-03-18" "2016-05-20" "2016-03-23" "2016-06-13" "2016-05-27"
## [26] "2016-02-08" "2016-07-19" "2016-04-14" "2016-01-27" "2016-07-02"
## [31] "2016-03-01" "2016-07-15" "2016-01-14" "2016-03-15" "2016-04-12"
## [36] "2016-04-07" "2016-02-09" "2016-05-07" "2016-03-11" "2016-04-27"
## [41] "2016-04-16" "2016-02-11" "2016-02-17" "2016-02-26" "2016-06-08"
## [46] "2016-01-08" "2016-04-25" "2016-05-03" "2016-01-17" "2016-03-02"
## [51] "2016-02-14" "2016-04-10" "2016-05-26" "2016-04-30" "2016-06-15"
## [56] "2016-03-31" "2016-03-10" "2016-06-05" "2016-01-16" "2016-04-22"
## [61] "2016-02-01" "2016-07-07" "2016-03-08" "2016-05-10" "2016-04-06"
## [66] "2016-04-01" "2016-02-03" "2016-05-15" "2016-04-19" "2016-06-12"
## [71] "2016-07-01" "2016-03-14" "2016-05-25" "2016-05-13" "2016-02-20"
## [76] "2016-05-22" "2016-02-28" "2016-07-08" "2016-03-28" "2016-07-03"
## [81] "2016-06-01" "2016-07-09" "2016-06-10" "2016-07-05" "2016-04-28"
## [86] "2016-04-03" "2016-01-09" "2016-06-22" "2016-07-13" "2016-07-23"
## [91] "2016-06-11" "2016-02-04" "2016-06-21" "2016-05-17" "2016-07-06"
## [96] "2016-05-04" "2016-01-03" "2016-01-12" "2016-02-05" "2016-03-21"
## [101] "2016-06-14" "2016-02-06" "2016-03-12" "2016-01-26" "2016-02-07"
## [106] "2016-05-05" "2016-06-29" "2016-02-10" "2016-05-28" "2016-02-12"
## [111] "2016-01-07" "2016-05-09" "2016-06-23" "2016-06-20" "2016-02-29"
## [116] "2016-01-29" "2016-07-14" "2016-01-25" "2016-03-19" "2016-05-23"
## [121] "2016-01-04" "2016-05-24" "2016-06-02" "2016-02-21" "2016-06-26"
## [126] "2016-06-19" "2016-07-21" "2016-01-21" "2016-01-13" "2016-06-16"
## [131] "2016-06-27" "2016-05-29" "2016-04-15" "2016-05-06" "2016-01-11"
## [136] "2016-03-04" "2016-04-23" "2016-06-18" "2016-07-17" "2016-04-21"
## [141] "2016-03-30" "2016-02-16" "2016-06-09" "2016-06-06" "2016-04-24"
## [146] "2016-01-06" "2016-01-31" "2016-03-17" "2016-02-02" "2016-04-13"
## [151] "2016-07-20" "2016-01-20" "2016-02-15" "2016-07-18" "2016-05-21"
## [156] "2016-06-28" "2016-03-25" "2016-01-23" "2016-05-30" "2016-04-17"
## [161] "2016-05-31" "2016-02-19" "2016-02-18" "2016-03-03" "2016-06-24"
## [166] "2016-05-12" "2016-01-01" "2016-07-16" "2016-04-09" "2016-05-11"
## [171] "2016-06-17" "2016-04-08" "2016-01-19" "2016-01-15" "2016-03-26"
## [176] "2016-05-16" "2016-06-07" "2016-01-18" "2016-03-22" "2016-06-30"
## [181] "2016-01-02" "2016-07-04" "2016-03-20" "2016-05-01" "2016-04-05"
## [186] "2016-02-24" "2016-04-29" "2016-07-24" "2016-01-22" "2016-02-23"
## [191] "2016-05-18" "2016-04-26" "2016-01-24" "2016-03-05" "2016-06-25"
## [196] "2016-07-22" "2016-03-06" "2016-07-10" "2016-06-04" "2016-07-12"
## [201] "2016-05-14" "2016-02-25" "2016-02-22"
##
## $Clicked.on.Ad
## [1] 0 1
## Levels: 0 1the code above displays unique values in each column, there are no visible annomalies
#plotting outliars
boxplot(course[,1])
#plotting outliars
boxplot(course[,2])
#plotting outliars
boxplot(course[,3])
Area income has outliars since mean as a measure of cenral tendancy
doesn’t capture the difference in earnings
#plotting outliars
boxplot(course[,4])
Univariate Analysis
#descriptive statistics of the datasets
summary(course)## Daily.Time.Spent.on.Site Age Area.Income Daily.Internet.Usage
## Min. :32.60 Min. :19.00 Min. :13996 Min. :104.8
## 1st Qu.:51.36 1st Qu.:29.00 1st Qu.:47032 1st Qu.:138.8
## Median :68.22 Median :35.00 Median :57012 Median :183.1
## Mean :65.00 Mean :36.01 Mean :55000 Mean :180.0
## 3rd Qu.:78.55 3rd Qu.:42.00 3rd Qu.:65471 3rd Qu.:218.8
## Max. :91.43 Max. :61.00 Max. :79485 Max. :270.0
## Ad.Topic.Line City Male Country
## Length:1000 Length:1000 0:519 Length:1000
## Class :character Class :character 1:481 Class :character
## Mode :character Mode :character Mode :character
##
##
##
## Timestamp Clicked.on.Ad
## Min. :2016-01-01 0:500
## 1st Qu.:2016-02-17 1:500
## Median :2016-04-07
## Mean :2016-04-09
## 3rd Qu.:2016-05-31
## Max. :2016-07-24The mode, mean, median, range, maximum and minimum values of each variables are displayed above
Frequency Tables
library("plyr")## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following object is masked from 'package:modeltools':
##
## empty## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize## The following object is masked from 'package:purrr':
##
## compactcount(course, 'Ad.Topic.Line')## Ad.Topic.Line freq
## 1 Adaptive 24hour Graphic Interface 1
## 2 Adaptive asynchronous attitude 1
## 3 Adaptive context-sensitive application 1
## 4 Adaptive contextually-based methodology 1
## 5 Adaptive demand-driven knowledgebase 1
## 6 Adaptive uniform capability 1
## 7 Advanced 24/7 productivity 1
## 8 Advanced 5thgeneration capability 1
## 9 Advanced didactic conglomeration 1
## 10 Advanced disintermediate data-warehouse 1
## 11 Advanced exuding conglomeration 1
## 12 Advanced full-range migration 1
## 13 Advanced heuristic firmware 1
## 14 Advanced local task-force 1
## 15 Advanced modular Local Area Network 1
## 16 Advanced systemic productivity 1
## 17 Advanced web-enabled standardization 1
## 18 Ameliorated actuating workforce 1
## 19 Ameliorated bandwidth-monitored contingency 1
## 20 Ameliorated client-driven forecast 1
## 21 Ameliorated coherent open architecture 1
## 22 Ameliorated contextually-based collaboration 1
## 23 Ameliorated discrete extranet 1
## 24 Ameliorated exuding encryption 1
## 25 Ameliorated exuding solution 1
## 26 Ameliorated intermediate Graphical User Interface 1
## 27 Ameliorated leadingedge help-desk 1
## 28 Ameliorated local workforce 1
## 29 Ameliorated tangible hierarchy 1
## 30 Ameliorated upward-trending definition 1
## 31 Ameliorated user-facing help-desk 1
## 32 Ameliorated well-modulated complexity 1
## 33 Assimilated actuating policy 1
## 34 Assimilated discrete strategy 1
## 35 Assimilated encompassing portal 1
## 36 Assimilated fault-tolerant hub 1
## 37 Assimilated homogeneous service-desk 1
## 38 Assimilated hybrid initiative 1
## 39 Assimilated multi-state paradigm 1
## 40 Assimilated next generation firmware 1
## 41 Assimilated stable encryption 1
## 42 Automated client-driven orchestration 1
## 43 Automated coherent flexibility 1
## 44 Automated directional function 1
## 45 Automated full-range Internet solution 1
## 46 Automated mobile model 1
## 47 Automated multi-state toolset 1
## 48 Automated object-oriented firmware 1
## 49 Automated stable help-desk 1
## 50 Automated static concept 1
## 51 Automated web-enabled migration 1
## 52 Balanced 4thgeneration success 1
## 53 Balanced actuating moderator 1
## 54 Balanced asynchronous hierarchy 1
## 55 Balanced contextually-based pricing structure 1
## 56 Balanced discrete approach 1
## 57 Balanced disintermediate conglomeration 1
## 58 Balanced dynamic application 1
## 59 Balanced empowering success 1
## 60 Balanced executive definition 1
## 61 Balanced heuristic approach 1
## 62 Balanced mobile Local Area Network 1
## 63 Balanced motivating help-desk 1
## 64 Balanced responsive open system 1
## 65 Balanced uniform algorithm 1
## 66 Balanced value-added database 1
## 67 Business-focused asynchronous budgetary management 1
## 68 Business-focused background synergy 1
## 69 Business-focused client-driven forecast 1
## 70 Business-focused encompassing neural-net 1
## 71 Business-focused high-level hardware 1
## 72 Business-focused holistic benchmark 1
## 73 Business-focused maximized complexity 1
## 74 Business-focused real-time toolset 1
## 75 Business-focused responsive website 1
## 76 Business-focused transitional solution 1
## 77 Business-focused user-facing benchmark 1
## 78 Business-focused value-added definition 1
## 79 Centralized 24/7 installation 1
## 80 Centralized 24hour synergy 1
## 81 Centralized asynchronous portal 1
## 82 Centralized clear-thinking Graphic Interface 1
## 83 Centralized client-driven workforce 1
## 84 Centralized content-based focus group 1
## 85 Centralized logistical secured line 1
## 86 Centralized multi-state hierarchy 1
## 87 Centralized neutral neural-net 1
## 88 Centralized systematic knowledgebase 1
## 89 Centralized tertiary pricing structure 1
## 90 Centralized user-facing service-desk 1
## 91 Centralized value-added hierarchy 1
## 92 Cloned 5thgeneration orchestration 1
## 93 Cloned analyzing artificial intelligence 1
## 94 Cloned dedicated analyzer 1
## 95 Cloned explicit middleware 1
## 96 Cloned incremental matrices 1
## 97 Cloned object-oriented benchmark 1
## 98 Cloned optimal leverage 1
## 99 Compatible composite project 1
## 100 Compatible dedicated productivity 1
## 101 Compatible intangible customer loyalty 1
## 102 Compatible intermediate concept 1
## 103 Compatible scalable emulation 1
## 104 Compatible systemic function 1
## 105 Configurable 24/7 hub 1
## 106 Configurable asynchronous application 1
## 107 Configurable bottom-line application 1
## 108 Configurable coherent function 1
## 109 Configurable disintermediate throughput 1
## 110 Configurable dynamic adapter 1
## 111 Configurable dynamic secured line 1
## 112 Configurable fault-tolerant monitoring 1
## 113 Configurable impactful capacity 1
## 114 Configurable impactful firmware 1
## 115 Configurable impactful productivity 1
## 116 Configurable interactive contingency 1
## 117 Configurable logistical Graphical User Interface 1
## 118 Configurable mission-critical algorithm 1
## 119 Configurable multi-state utilization 1
## 120 Configurable tertiary budgetary management 1
## 121 Configurable tertiary capability 1
## 122 Cross-group global orchestration 1
## 123 Cross-group human-resource time-frame 1
## 124 Cross-group neutral synergy 1
## 125 Cross-group non-volatile secured line 1
## 126 Cross-group regional website 1
## 127 Cross-group systemic customer loyalty 1
## 128 Cross-group value-added success 1
## 129 Cross-platform 4thgeneration focus group 1
## 130 Cross-platform client-server hierarchy 1
## 131 Cross-platform directional intranet 1
## 132 Cross-platform logistical pricing structure 1
## 133 Cross-platform multimedia algorithm 1
## 134 Cross-platform neutral system engine 1
## 135 Cross-platform regional task-force 1
## 136 Cross-platform zero-defect structure 1
## 137 Customer-focused 24/7 concept 1
## 138 Customer-focused attitude-oriented instruction set 1
## 139 Customer-focused empowering ability 1
## 140 Customer-focused explicit challenge 1
## 141 Customer-focused fault-tolerant implementation 1
## 142 Customer-focused full-range neural-net 1
## 143 Customer-focused impactful success 1
## 144 Customer-focused incremental system engine 1
## 145 Customer-focused multi-tasking Internet solution 1
## 146 Customer-focused optimizing moderator 1
## 147 Customer-focused solution-oriented software 1
## 148 Customer-focused system-worthy superstructure 1
## 149 Customer-focused transitional strategy 1
## 150 Customer-focused upward-trending contingency 1
## 151 Customer-focused zero-defect process improvement 1
## 152 Customizable 6thgeneration knowledge user 1
## 153 Customizable executive software 1
## 154 Customizable holistic archive 1
## 155 Customizable homogeneous contingency 1
## 156 Customizable hybrid system engine 1
## 157 Customizable methodical Graphical User Interface 1
## 158 Customizable mission-critical adapter 1
## 159 Customizable modular Internet solution 1
## 160 Customizable multi-tasking website 1
## 161 Customizable systematic service-desk 1
## 162 Customizable tangible hierarchy 1
## 163 Customizable value-added project 1
## 164 Customizable zero-defect Internet solution 1
## 165 Customizable zero-defect matrix 1
## 166 De-engineered actuating hierarchy 1
## 167 De-engineered attitude-oriented projection 1
## 168 De-engineered fault-tolerant database 1
## 169 De-engineered intangible flexibility 1
## 170 De-engineered mobile infrastructure 1
## 171 De-engineered object-oriented protocol 1
## 172 De-engineered solution-oriented open architecture 1
## 173 De-engineered tertiary secured line 1
## 174 Decentralized 24hour approach 1
## 175 Decentralized attitude-oriented interface 1
## 176 Decentralized bottom-line help-desk 1
## 177 Decentralized client-driven data-warehouse 1
## 178 Decentralized foreground infrastructure 1
## 179 Decentralized methodical capability 1
## 180 Decentralized needs-based analyzer 1
## 181 Decentralized real-time circuit 1
## 182 Devolved exuding Local Area Network 1
## 183 Devolved human-resource circuit 1
## 184 Devolved regional moderator 1
## 185 Devolved responsive structure 1
## 186 Devolved tangible approach 1
## 187 Devolved zero administration intranet 1
## 188 Digitized content-based circuit 1
## 189 Digitized contextually-based product 1
## 190 Digitized disintermediate ability 1
## 191 Digitized global capability 1
## 192 Digitized heuristic solution 1
## 193 Digitized homogeneous core 1
## 194 Digitized interactive initiative 1
## 195 Digitized radical architecture 1
## 196 Digitized radical array 1
## 197 Digitized static capability 1
## 198 Digitized zero administration paradigm 1
## 199 Digitized zero-defect implementation 1
## 200 Distributed 3rdgeneration definition 1
## 201 Distributed bifurcated challenge 1
## 202 Distributed cohesive migration 1
## 203 Distributed fault-tolerant service-desk 1
## 204 Distributed intangible database 1
## 205 Distributed leadingedge orchestration 1
## 206 Distributed maximized ability 1
## 207 Distributed scalable orchestration 1
## 208 Distributed tertiary system engine 1
## 209 Diverse background ability 1
## 210 Diverse directional hardware 1
## 211 Diverse executive groupware 1
## 212 Diverse leadingedge website 1
## 213 Diverse modular interface 1
## 214 Diverse multi-tasking parallelism 1
## 215 Diverse stable circuit 1
## 216 Down-sized background groupware 1
## 217 Down-sized bandwidth-monitored core 1
## 218 Down-sized explicit budgetary management 1
## 219 Down-sized modular intranet 1
## 220 Down-sized uniform info-mediaries 1
## 221 Down-sized well-modulated archive 1
## 222 Enhanced asymmetric installation 1
## 223 Enhanced dedicated support 1
## 224 Enhanced homogeneous moderator 1
## 225 Enhanced intangible portal 1
## 226 Enhanced intermediate standardization 1
## 227 Enhanced maximized access 1
## 228 Enhanced methodical database 1
## 229 Enhanced optimizing website 1
## 230 Enhanced regional conglomeration 1
## 231 Enhanced system-worthy application 1
## 232 Enhanced system-worthy toolset 1
## 233 Enhanced systematic adapter 1
## 234 Enhanced systemic benchmark 1
## 235 Enhanced tertiary utilization 1
## 236 Enhanced zero tolerance Graphic Interface 1
## 237 Enterprise-wide bi-directional secured line 1
## 238 Enterprise-wide client-driven contingency 1
## 239 Enterprise-wide foreground emulation 1
## 240 Enterprise-wide incremental Internet solution 1
## 241 Enterprise-wide local matrices 1
## 242 Enterprise-wide tangible model 1
## 243 Ergonomic 24/7 solution 1
## 244 Ergonomic client-driven application 1
## 245 Ergonomic empowering frame 1
## 246 Ergonomic full-range time-frame 1
## 247 Ergonomic methodical encoding 1
## 248 Ergonomic multi-state structure 1
## 249 Ergonomic neutral portal 1
## 250 Ergonomic zero tolerance encoding 1
## 251 Exclusive client-driven model 1
## 252 Exclusive cohesive intranet 1
## 253 Exclusive discrete firmware 1
## 254 Exclusive disintermediate Internet solution 1
## 255 Exclusive disintermediate task-force 1
## 256 Exclusive even-keeled moratorium 1
## 257 Exclusive multi-state Internet solution 1
## 258 Exclusive neutral parallelism 1
## 259 Exclusive systematic algorithm 1
## 260 Exclusive zero tolerance alliance 1
## 261 Exclusive zero tolerance frame 1
## 262 Expanded clear-thinking core 1
## 263 Expanded full-range synergy 1
## 264 Expanded intangible solution 1
## 265 Expanded modular application 1
## 266 Expanded radical software 1
## 267 Expanded value-added emulation 1
## 268 Expanded zero administration attitude 1
## 269 Extended analyzing emulation 1
## 270 Extended context-sensitive monitoring 1
## 271 Extended grid-enabled hierarchy 1
## 272 Extended interactive model 1
## 273 Extended leadingedge solution 1
## 274 Extended local methodology 1
## 275 Extended systemic policy 1
## 276 Face-to-face analyzing encryption 1
## 277 Face-to-face dedicated flexibility 1
## 278 Face-to-face even-keeled website 1
## 279 Face-to-face executive encryption 1
## 280 Face-to-face intermediate approach 1
## 281 Face-to-face methodical intranet 1
## 282 Face-to-face mission-critical definition 1
## 283 Face-to-face modular budgetary management 1
## 284 Face-to-face multimedia success 1
## 285 Face-to-face reciprocal methodology 1
## 286 Face-to-face responsive alliance 1
## 287 Focused 24hour implementation 1
## 288 Focused 3rdgeneration pricing structure 1
## 289 Focused coherent success 1
## 290 Focused fresh-thinking Graphic Interface 1
## 291 Focused high-level conglomeration 1
## 292 Focused high-level frame 1
## 293 Focused incremental Graphic Interface 1
## 294 Focused intangible moderator 1
## 295 Focused multi-state workforce 1
## 296 Focused multimedia implementation 1
## 297 Focused scalable complexity 1
## 298 Focused systemic benchmark 1
## 299 Focused upward-trending core 1
## 300 Focused web-enabled Graphical User Interface 1
## 301 Front-line actuating functionalities 1
## 302 Front-line bandwidth-monitored capacity 1
## 303 Front-line bifurcated ability 1
## 304 Front-line dynamic model 1
## 305 Front-line even-keeled website 1
## 306 Front-line fault-tolerant intranet 1
## 307 Front-line fresh-thinking installation 1
## 308 Front-line fresh-thinking open system 1
## 309 Front-line heuristic data-warehouse 1
## 310 Front-line incremental access 1
## 311 Front-line intermediate database 1
## 312 Front-line methodical utilization 1
## 313 Front-line multi-state hub 1
## 314 Front-line neutral alliance 1
## 315 Front-line non-volatile implementation 1
## 316 Front-line system-worthy flexibility 1
## 317 Front-line systemic capability 1
## 318 Front-line tangible alliance 1
## 319 Front-line upward-trending groupware 1
## 320 Front-line zero-defect array 1
## 321 Fully-configurable 5thgeneration circuit 1
## 322 Fully-configurable asynchronous firmware 1
## 323 Fully-configurable clear-thinking throughput 1
## 324 Fully-configurable client-driven customer loyalty 1
## 325 Fully-configurable context-sensitive Graphic Interface 1
## 326 Fully-configurable eco-centric frame 1
## 327 Fully-configurable foreground solution 1
## 328 Fully-configurable high-level groupware 1
## 329 Fully-configurable high-level implementation 1
## 330 Fully-configurable holistic throughput 1
## 331 Fully-configurable incremental Graphical User Interface 1
## 332 Fully-configurable neutral open system 1
## 333 Fully-configurable systemic productivity 1
## 334 Function-based context-sensitive secured line 1
## 335 Function-based directional productivity 1
## 336 Function-based executive moderator 1
## 337 Function-based fault-tolerant model 1
## 338 Function-based incremental standardization 1
## 339 Function-based optimizing extranet 1
## 340 Function-based optimizing protocol 1
## 341 Function-based stable alliance 1
## 342 Function-based transitional complexity 1
## 343 Fundamental clear-thinking knowledgebase 1
## 344 Fundamental fault-tolerant neural-net 1
## 345 Fundamental methodical support 1
## 346 Fundamental modular algorithm 1
## 347 Fundamental tangible moratorium 1
## 348 Fundamental zero tolerance solution 1
## 349 Future-proofed coherent budgetary management 1
## 350 Future-proofed coherent hardware 1
## 351 Future-proofed fresh-thinking conglomeration 1
## 352 Future-proofed grid-enabled implementation 1
## 353 Future-proofed holistic superstructure 1
## 354 Future-proofed methodical protocol 1
## 355 Future-proofed modular utilization 1
## 356 Future-proofed responsive matrix 1
## 357 Future-proofed stable function 1
## 358 Grass-roots 4thgeneration forecast 1
## 359 Grass-roots coherent extranet 1
## 360 Grass-roots cohesive monitoring 1
## 361 Grass-roots eco-centric instruction set 1
## 362 Grass-roots empowering paradigm 1
## 363 Grass-roots impactful system engine 1
## 364 Grass-roots mission-critical emulation 1
## 365 Grass-roots multimedia policy 1
## 366 Grass-roots solution-oriented conglomeration 1
## 367 Grass-roots systematic hardware 1
## 368 Grass-roots transitional flexibility 1
## 369 Horizontal client-driven hierarchy 1
## 370 Horizontal client-server database 1
## 371 Horizontal content-based synergy 1
## 372 Horizontal even-keeled challenge 1
## 373 Horizontal global leverage 1
## 374 Horizontal heuristic support 1
## 375 Horizontal heuristic synergy 1
## 376 Horizontal high-level concept 1
## 377 Horizontal hybrid challenge 1
## 378 Horizontal incremental website 1
## 379 Horizontal intermediate monitoring 1
## 380 Horizontal modular success 1
## 381 Horizontal multi-state interface 1
## 382 Horizontal national architecture 1
## 383 Horizontal transitional challenge 1
## 384 Implemented asynchronous application 1
## 385 Implemented bifurcated workforce 1
## 386 Implemented bottom-line implementation 1
## 387 Implemented context-sensitive Local Area Network 1
## 388 Implemented didactic support 1
## 389 Implemented discrete frame 1
## 390 Implemented disintermediate attitude 1
## 391 Implemented uniform synergy 1
## 392 Innovative background conglomeration 1
## 393 Innovative cohesive pricing structure 1
## 394 Innovative executive encoding 1
## 395 Innovative homogeneous alliance 1
## 396 Innovative interactive portal 1
## 397 Innovative maximized groupware 1
## 398 Innovative regional groupware 1
## 399 Innovative regional structure 1
## 400 Innovative user-facing extranet 1
## 401 Integrated 3rdgeneration monitoring 1
## 402 Integrated client-server definition 1
## 403 Integrated coherent pricing structure 1
## 404 Integrated encompassing support 1
## 405 Integrated grid-enabled budgetary management 1
## 406 Integrated human-resource encoding 1
## 407 Integrated impactful groupware 1
## 408 Integrated interactive support 1
## 409 Integrated leadingedge frame 1
## 410 Integrated maximized service-desk 1
## 411 Integrated motivating neural-net 1
## 412 Intuitive dynamic attitude 1
## 413 Intuitive explicit conglomeration 1
## 414 Intuitive explicit firmware 1
## 415 Intuitive exuding service-desk 1
## 416 Intuitive fresh-thinking moderator 1
## 417 Intuitive global website 1
## 418 Intuitive modular system engine 1
## 419 Intuitive radical forecast 1
## 420 Intuitive transitional artificial intelligence 1
## 421 Intuitive zero administration adapter 1
## 422 Intuitive zero-defect framework 1
## 423 Inverse asymmetric instruction set 1
## 424 Inverse bi-directional knowledge user 1
## 425 Inverse discrete extranet 1
## 426 Inverse high-level capability 1
## 427 Inverse local hub 1
## 428 Inverse national core 1
## 429 Inverse next generation moratorium 1
## 430 Inverse stable synergy 1
## 431 Inverse zero tolerance customer loyalty 1
## 432 Inverse zero-defect capability 1
## 433 Managed 24hour analyzer 1
## 434 Managed 5thgeneration time-frame 1
## 435 Managed 6thgeneration hierarchy 1
## 436 Managed attitude-oriented Internet solution 1
## 437 Managed client-server access 1
## 438 Managed didactic flexibility 1
## 439 Managed disintermediate capability 1
## 440 Managed disintermediate matrices 1
## 441 Managed eco-centric encoding 1
## 442 Managed grid-enabled standardization 1
## 443 Managed impactful definition 1
## 444 Managed national hardware 1
## 445 Managed upward-trending instruction set 1
## 446 Managed well-modulated collaboration 1
## 447 Managed zero tolerance concept 1
## 448 Mandatory 3rdgeneration moderator 1
## 449 Mandatory 4thgeneration structure 1
## 450 Mandatory coherent groupware 1
## 451 Mandatory dedicated data-warehouse 1
## 452 Mandatory disintermediate info-mediaries 1
## 453 Mandatory disintermediate utilization 1
## 454 Mandatory empowering focus group 1
## 455 Mandatory homogeneous architecture 1
## 456 Monitored 24/7 moratorium 1
## 457 Monitored content-based implementation 1
## 458 Monitored context-sensitive initiative 1
## 459 Monitored dynamic instruction set 1
## 460 Monitored executive architecture 1
## 461 Monitored explicit hierarchy 1
## 462 Monitored homogeneous artificial intelligence 1
## 463 Monitored intermediate circuit 1
## 464 Monitored local Internet solution 1
## 465 Monitored national standardization 1
## 466 Monitored object-oriented Graphic Interface 1
## 467 Monitored real-time superstructure 1
## 468 Monitored systematic hierarchy 1
## 469 Monitored zero administration collaboration 1
## 470 Multi-channeled 3rdgeneration model 1
## 471 Multi-channeled asymmetric installation 1
## 472 Multi-channeled asynchronous open system 1
## 473 Multi-channeled attitude-oriented toolset 1
## 474 Multi-channeled mission-critical success 1
## 475 Multi-channeled non-volatile website 1
## 476 Multi-channeled reciprocal artificial intelligence 1
## 477 Multi-channeled scalable moratorium 1
## 478 Multi-lateral 24/7 Internet solution 1
## 479 Multi-lateral attitude-oriented adapter 1
## 480 Multi-lateral empowering throughput 1
## 481 Multi-lateral motivating circuit 1
## 482 Multi-lateral multi-state encryption 1
## 483 Multi-layered 4thgeneration knowledge user 1
## 484 Multi-layered fresh-thinking neural-net 1
## 485 Multi-layered fresh-thinking process improvement 1
## 486 Multi-layered non-volatile Graphical User Interface 1
## 487 Multi-layered secondary software 1
## 488 Multi-layered stable encoding 1
## 489 Multi-layered tangible portal 1
## 490 Multi-layered user-facing paradigm 1
## 491 Multi-layered user-facing parallelism 1
## 492 Multi-tiered foreground Graphic Interface 1
## 493 Multi-tiered heuristic strategy 1
## 494 Multi-tiered human-resource structure 1
## 495 Multi-tiered interactive neural-net 1
## 496 Multi-tiered maximized archive 1
## 497 Multi-tiered mobile encoding 1
## 498 Multi-tiered multi-state moderator 1
## 499 Multi-tiered real-time implementation 1
## 500 Multi-tiered stable leverage 1
## 501 Networked asymmetric infrastructure 1
## 502 Networked client-server solution 1
## 503 Networked coherent interface 1
## 504 Networked even-keeled workforce 1
## 505 Networked foreground definition 1
## 506 Networked high-level structure 1
## 507 Networked impactful framework 1
## 508 Networked local secured line 1
## 509 Networked logistical info-mediaries 1
## 510 Networked non-volatile synergy 1
## 511 Networked regional Local Area Network 1
## 512 Networked responsive application 1
## 513 Networked stable array 1
## 514 Networked stable open architecture 1
## 515 Object-based executive productivity 1
## 516 Object-based leadingedge complexity 1
## 517 Object-based modular functionalities 1
## 518 Object-based motivating instruction set 1
## 519 Object-based neutral policy 1
## 520 Object-based optimal solution 1
## 521 Object-based reciprocal knowledgebase 1
## 522 Object-based system-worthy superstructure 1
## 523 Open-architected full-range projection 1
## 524 Open-architected impactful productivity 1
## 525 Open-architected intangible strategy 1
## 526 Open-architected needs-based customer loyalty 1
## 527 Open-architected system-worthy ability 1
## 528 Open-architected system-worthy task-force 1
## 529 Open-architected web-enabled benchmark 1
## 530 Open-architected zero administration secured line 1
## 531 Open-source 5thgeneration leverage 1
## 532 Open-source coherent monitoring 1
## 533 Open-source coherent policy 1
## 534 Open-source even-keeled database 1
## 535 Open-source global strategy 1
## 536 Open-source holistic productivity 1
## 537 Open-source local approach 1
## 538 Open-source optimizing parallelism 1
## 539 Open-source scalable protocol 1
## 540 Open-source stable paradigm 1
## 541 Operative actuating installation 1
## 542 Operative didactic Local Area Network 1
## 543 Operative full-range forecast 1
## 544 Operative multi-tasking Graphic Interface 1
## 545 Operative scalable emulation 1
## 546 Operative secondary functionalities 1
## 547 Operative stable moderator 1
## 548 Operative system-worthy protocol 1
## 549 Optimized 5thgeneration moratorium 1
## 550 Optimized attitude-oriented initiative 1
## 551 Optimized coherent Internet solution 1
## 552 Optimized intermediate help-desk 1
## 553 Optimized multimedia website 1
## 554 Optimized static archive 1
## 555 Optimized systemic capability 1
## 556 Optimized upward-trending productivity 1
## 557 Optional contextually-based flexibility 1
## 558 Optional full-range projection 1
## 559 Optional mission-critical functionalities 1
## 560 Optional modular throughput 1
## 561 Optional multi-state hardware 1
## 562 Optional regional throughput 1
## 563 Optional secondary access 1
## 564 Optional tangible productivity 1
## 565 Organic 3rdgeneration encryption 1
## 566 Organic asynchronous hierarchy 1
## 567 Organic bottom-line service-desk 1
## 568 Organic contextually-based focus group 1
## 569 Organic interactive support 1
## 570 Organic leadingedge secured line 1
## 571 Organic logistical adapter 1
## 572 Organic motivating model 1
## 573 Organic next generation matrix 1
## 574 Organic well-modulated database 1
## 575 Organized 24/7 middleware 1
## 576 Organized client-driven alliance 1
## 577 Organized contextually-based customer loyalty 1
## 578 Organized demand-driven knowledgebase 1
## 579 Organized empowering policy 1
## 580 Organized global flexibility 1
## 581 Organized global model 1
## 582 Organized static focus group 1
## 583 Organized upward-trending contingency 1
## 584 Persevering 5thgeneration knowledge user 1
## 585 Persevering eco-centric flexibility 1
## 586 Persevering even-keeled help-desk 1
## 587 Persevering exuding system engine 1
## 588 Persevering needs-based open architecture 1
## 589 Persevering reciprocal firmware 1
## 590 Persevering tertiary capability 1
## 591 Persistent demand-driven interface 1
## 592 Persistent even-keeled application 1
## 593 Persistent fault-tolerant service-desk 1
## 594 Persistent homogeneous framework 1
## 595 Phased 5thgeneration open system 1
## 596 Phased analyzing emulation 1
## 597 Phased clear-thinking encoding 1
## 598 Phased content-based middleware 1
## 599 Phased dynamic customer loyalty 1
## 600 Phased fault-tolerant definition 1
## 601 Phased full-range hardware 1
## 602 Phased hybrid intranet 1
## 603 Phased hybrid superstructure 1
## 604 Phased leadingedge budgetary management 1
## 605 Phased transitional instruction set 1
## 606 Phased zero administration success 1
## 607 Phased zero tolerance extranet 1
## 608 Phased zero-defect portal 1
## 609 Polarized 5thgeneration matrix 1
## 610 Polarized 6thgeneration info-mediaries 1
## 611 Polarized analyzing concept 1
## 612 Polarized analyzing intranet 1
## 613 Polarized attitude-oriented superstructure 1
## 614 Polarized bandwidth-monitored moratorium 1
## 615 Polarized bifurcated array 1
## 616 Polarized clear-thinking budgetary management 1
## 617 Polarized dynamic throughput 1
## 618 Polarized intangible encoding 1
## 619 Polarized logistical hub 1
## 620 Polarized mission-critical structure 1
## 621 Polarized modular function 1
## 622 Polarized multimedia system engine 1
## 623 Polarized tangible collaboration 1
## 624 Pre-emptive client-driven secured line 1
## 625 Pre-emptive client-server installation 1
## 626 Pre-emptive client-server open system 1
## 627 Pre-emptive cohesive budgetary management 1
## 628 Pre-emptive content-based focus group 1
## 629 Pre-emptive content-based frame 1
## 630 Pre-emptive executive knowledgebase 1
## 631 Pre-emptive neutral contingency 1
## 632 Pre-emptive next generation Internet solution 1
## 633 Pre-emptive next generation strategy 1
## 634 Pre-emptive systematic budgetary management 1
## 635 Pre-emptive transitional protocol 1
## 636 Pre-emptive value-added workforce 1
## 637 Pre-emptive well-modulated moderator 1
## 638 Pre-emptive zero tolerance Local Area Network 1
## 639 Proactive 5thgeneration frame 1
## 640 Proactive actuating Graphical User Interface 1
## 641 Proactive asymmetric definition 1
## 642 Proactive bandwidth-monitored policy 1
## 643 Proactive client-server productivity 1
## 644 Proactive context-sensitive project 1
## 645 Proactive encompassing paradigm 1
## 646 Proactive interactive service-desk 1
## 647 Proactive local focus group 1
## 648 Proactive next generation knowledge user 1
## 649 Proactive non-volatile encryption 1
## 650 Proactive radical support 1
## 651 Proactive secondary monitoring 1
## 652 Profit-focused attitude-oriented task-force 1
## 653 Profit-focused dedicated utilization 1
## 654 Profit-focused secondary portal 1
## 655 Profit-focused systemic support 1
## 656 Profound bottom-line standardization 1
## 657 Profound dynamic attitude 1
## 658 Profound executive flexibility 1
## 659 Profound explicit hardware 1
## 660 Profound maximized workforce 1
## 661 Profound optimizing utilization 1
## 662 Profound stable product 1
## 663 Profound well-modulated array 1
## 664 Profound zero administration instruction set 1
## 665 Programmable asymmetric data-warehouse 1
## 666 Programmable didactic capacity 1
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count(course, 'Country')## Country freq
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## 2 Albania 7
## 3 Algeria 6
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## 300 Joanntown 1
## 301 Joechester 1
## 302 Johnport 1
## 303 Johnsonfort 1
## 304 Johnsontown 1
## 305 Johnsonview 1
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## 313 Jonesmouth 1
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## 317 Jordanshire 1
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## 325 Juliaport 1
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## 327 Karenmouth 1
## 328 Karenton 1
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## 330 Kaylashire 1
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## 335 Kentmouth 1
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## 354 Lake Angela 1
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## 362 Lake Conniefurt 1
## 363 Lake Courtney 1
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## 365 Lake Cynthia 1
## 366 Lake Danielle 1
## 367 Lake David 2
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## 369 Lake Deborahburgh 1
## 370 Lake Dustin 1
## 371 Lake Edward 1
## 372 Lake Elizabethside 1
## 373 Lake Evantown 1
## 374 Lake Faith 1
## 375 Lake Gerald 1
## 376 Lake Hailey 1
## 377 Lake Ian 1
## 378 Lake Jacob 1
## 379 Lake Jacqueline 1
## 380 Lake James 2
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## 391 Lake Jose 2
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## 398 Lake Matthew 1
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## 401 Lake Michael 1
## 402 Lake Michaelport 1
## 403 Lake Michelle 1
## 404 Lake Michellebury 1
## 405 Lake Nicole 1
## 406 Lake Patrick 2
## 407 Lake Rhondaburgh 1
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## 409 Lake Susan 2
## 410 Lake Timothy 1
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## 412 Lake Vanessa 1
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## 552 North Alexandra 1
## 553 North Anaport 1
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## 557 North Angelatown 1
## 558 North Anna 1
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## 561 North Brittanyburgh 1
## 562 North Cassie 1
## 563 North Charlesbury 1
## 564 North Christopher 1
## 565 North Daniel 2
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## 567 North Debrashire 1
## 568 North Derekville 1
## 569 North Destiny 1
## 570 North Elizabeth 1
## 571 North Frankstad 1
## 572 North Garyhaven 1
## 573 North Isabellaville 1
## 574 North Jenniferburgh 1
## 575 North Jeremyport 1
## 576 North Jessicaville 1
## 577 North Johnside 1
## 578 North Johntown 1
## 579 North Jonathan 1
## 580 North Joshua 1
## 581 North Katie 1
## 582 North Kennethside 1
## 583 North Kevinside 1
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## 585 North Kristine 1
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## 588 North Leonmouth 1
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## 594 North Michael 1
## 595 North Monicaville 1
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## 597 North Raymond 1
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## 601 North Ronaldshire 1
## 602 North Russellborough 1
## 603 North Samantha 1
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## 606 North Stephanieberg 1
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## 609 North Tracyport 1
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## 612 North Wesleychester 1
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## 614 Odomville 1
## 615 Olsonside 1
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## 617 Palmerside 1
## 618 Pamelamouth 2
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## 622 Pattymouth 1
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## 641 Port Brian 1
## 642 Port Brianfort 1
## 643 Port Brittanyville 1
## 644 Port Brookeland 1
## 645 Port Calvintown 1
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## 647 Port Chasemouth 1
## 648 Port Christina 1
## 649 Port Christinemouth 1
## 650 Port Christopher 1
## 651 Port Christopherborough 1
## 652 Port Crystal 1
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## 654 Port Danielleberg 1
## 655 Port Davidland 1
## 656 Port Dennis 1
## 657 Port Derekberg 1
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## 660 Port Elijah 1
## 661 Port Eric 1
## 662 Port Erikhaven 1
## 663 Port Erinberg 1
## 664 Port Eugeneport 1
## 665 Port Georgebury 1
## 666 Port Gregory 1
## 667 Port Jacqueline 1
## 668 Port Jacquelinestad 1
## 669 Port James 1
## 670 Port Jasmine 1
## 671 Port Jason 2
## 672 Port Jefferybury 1
## 673 Port Jeffrey 1
## 674 Port Jennifer 1
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## 676 Port Jessicamouth 1
## 677 Port Jodi 1
## 678 Port Joshuafort 1
## 679 Port Juan 2
## 680 Port Julie 2
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## 682 Port Katelynview 1
## 683 Port Kathleenfort 1
## 684 Port Kevinborough 1
## 685 Port Lawrence 1
## 686 Port Maria 1
## 687 Port Mathew 1
## 688 Port Melissaberg 1
## 689 Port Melissastad 1
## 690 Port Michaelmouth 1
## 691 Port Michealburgh 1
## 692 Port Mitchell 1
## 693 Port Patrickton 1
## 694 Port Paultown 1
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## 696 Port Raymondfort 1
## 697 Port Robin 1
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## 699 Port Sarahshire 1
## 700 Port Sherrystad 1
## 701 Port Stacey 1
## 702 Port Stacy 1
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## 706 Pottermouth 1
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## 715 Randolphport 1
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## 721 Reyesland 1
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## 728 Richardsontown 1
## 729 Rickymouth 1
## 730 Riggsstad 1
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## 733 Robertfurt 2
## 734 Robertmouth 1
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## 737 Robertstown 1
## 738 Roberttown 1
## 739 Robinsonland 1
## 740 Robinsontown 1
## 741 Rochabury 1
## 742 Rogerburgh 1
## 743 Rogerland 1
## 744 Ronaldport 1
## 745 Ronniemouth 1
## 746 Russellville 1
## 747 Ryanhaven 1
## 748 Sabrinaview 1
## 749 Salazarbury 1
## 750 Samanthaland 1
## 751 Samuelborough 1
## 752 Sanchezland 1
## 753 Sanchezmouth 1
## 754 Sandersland 1
## 755 Sanderstown 1
## 756 Sandraland 1
## 757 Sandrashire 1
## 758 Sandraville 1
## 759 Sarafurt 1
## 760 Sarahland 1
## 761 Sarahton 1
## 762 Sellerstown 1
## 763 Shaneland 1
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## 765 Shawnside 1
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## 771 Smithburgh 1
## 772 Smithside 1
## 773 Smithtown 1
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## 775 South Adam 1
## 776 South Adamhaven 1
## 777 South Alexisborough 1
## 778 South Blakestad 1
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## 781 South Christopher 1
## 782 South Corey 1
## 783 South Cynthiashire 1
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## 786 South Davidhaven 1
## 787 South Davidmouth 1
## 788 South Denise 1
## 789 South Denisefurt 1
## 790 South Dianeshire 1
## 791 South George 1
## 792 South Henry 1
## 793 South Jackieberg 1
## 794 South Jade 1
## 795 South Jaimeview 1
## 796 South Jasminebury 1
## 797 South Jeanneport 1
## 798 South Jennifer 1
## 799 South Jessica 1
## 800 South John 1
## 801 South Johnnymouth 1
## 802 South Kyle 1
## 803 South Lauraton 1
## 804 South Lauratown 1
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## 808 South Mark 1
## 809 South Meghan 1
## 810 South Meredithmouth 1
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## 812 South Patrickfort 1
## 813 South Peter 1
## 814 South Rebecca 1
## 815 South Renee 1
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## 817 South Ronald 1
## 818 South Stephanieport 1
## 819 South Tiffanyton 1
## 820 South Tomside 1
## 821 South Troy 1
## 822 South Vincentchester 1
## 823 South Walter 1
## 824 Staceyfort 1
## 825 Stephenborough 1
## 826 Stewartbury 1
## 827 Suzannetown 1
## 828 Sylviaview 1
## 829 Tammymouth 1
## 830 Tammyshire 1
## 831 Taylorberg 1
## 832 Taylorhaven 1
## 833 Taylormouth 1
## 834 Taylorport 1
## 835 Teresahaven 1
## 836 Thomasstad 1
## 837 Thomasview 1
## 838 Timothyfurt 1
## 839 Timothymouth 1
## 840 Timothyport 1
## 841 Timothytown 1
## 842 Tinachester 1
## 843 Tinaton 1
## 844 Townsendfurt 1
## 845 Tracyhaven 1
## 846 Tranland 1
## 847 Troyville 1
## 848 Turnerchester 1
## 849 Turnerview 1
## 850 Turnerville 1
## 851 Tylerport 1
## 852 Valerieland 1
## 853 Vanessastad 1
## 854 Vanessaview 1
## 855 Villanuevastad 1
## 856 Villanuevaton 1
## 857 Wademouth 1
## 858 Wadestad 1
## 859 Wagnerchester 1
## 860 Wallacechester 1
## 861 Walshhaven 1
## 862 Waltertown 1
## 863 Watsonfort 1
## 864 Welchshire 1
## 865 Wendyton 1
## 866 Wendyville 1
## 867 West Alice 1
## 868 West Alyssa 1
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## 870 West Andrew 1
## 871 West Angela 1
## 872 West Angelabury 1
## 873 West Annefort 1
## 874 West Aprilport 1
## 875 West Arielstad 1
## 876 West Barbara 1
## 877 West Benjamin 1
## 878 West Brad 1
## 879 West Brandonton 1
## 880 West Brenda 1
## 881 West Carmenfurt 1
## 882 West Casey 1
## 883 West Chloeborough 1
## 884 West Christopher 1
## 885 West Colin 1
## 886 West Connor 1
## 887 West Courtney 1
## 888 West Daleborough 1
## 889 West Dannyberg 1
## 890 West David 1
## 891 West Dennis 1
## 892 West Derekmouth 1
## 893 West Dylanberg 1
## 894 West Eduardotown 1
## 895 West Ericaport 1
## 896 West Ericfurt 1
## 897 West Gabriellamouth 1
## 898 West Gregburgh 1
## 899 West Guybury 1
## 900 West James 1
## 901 West Jane 1
## 902 West Jeremyside 1
## 903 West Jessicahaven 1
## 904 West Jodi 1
## 905 West Joseph 1
## 906 West Julia 1
## 907 West Justin 1
## 908 West Katiefurt 1
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## 910 West Lacey 1
## 911 West Leahton 1
## 912 West Lindseybury 1
## 913 West Lisa 1
## 914 West Lucas 1
## 915 West Mariafort 1
## 916 West Melaniefurt 1
## 917 West Melissashire 1
## 918 West Michaelhaven 1
## 919 West Michaelport 1
## 920 West Michaelshire 1
## 921 West Michaelstad 1
## 922 West Pamela 1
## 923 West Randy 1
## 924 West Raymondmouth 1
## 925 West Rhondamouth 1
## 926 West Ricardo 1
## 927 West Richard 1
## 928 West Robertside 1
## 929 West Roytown 1
## 930 West Russell 1
## 931 West Ryan 1
## 932 West Samantha 1
## 933 West Shannon 2
## 934 West Sharon 1
## 935 West Shaun 1
## 936 West Steven 2
## 937 West Sydney 1
## 938 West Tanner 1
## 939 West Tanya 1
## 940 West Terrifurt 1
## 941 West Thomas 1
## 942 West Tinashire 1
## 943 West Travismouth 1
## 944 West Wendyland 1
## 945 West William 1
## 946 West Zacharyborough 1
## 947 Westshire 1
## 948 Whiteport 1
## 949 Whitneyfort 1
## 950 Wilcoxport 1
## 951 Williammouth 1
## 952 Williamport 1
## 953 Williamsborough 1
## 954 Williamsfort 1
## 955 Williamsmouth 1
## 956 Williamsport 3
## 957 Williamsside 1
## 958 Williamstad 1
## 959 Wilsonburgh 1
## 960 Wintersfort 1
## 961 Wongland 1
## 962 Wrightburgh 2
## 963 Wrightview 1
## 964 Yangside 1
## 965 Youngburgh 1
## 966 Youngfort 1
## 967 Yuton 1
## 968 Zacharystad 1
## 969 Zacharyton 1Histograms
#histogram on the age distribution
hist(course$"Age", xlab = "Age", ylab = "frequency", main = "Age", col = "blue")
The age is slightly positively skewed, with most of the observed users
being 25-35 of age
#histogram on the age distribution
hist(course$"Area.Income", xlab = "Area.Income", ylab = "frequency", main = "Area.Income", col = "blue")
The age is negatively skewed, with most of the observed users being
between 55,000 to 70,000
Bar Charts
# Plot the bar chart on Male variable
plot(factor(course$"Male"), xlab="Male", ylab="Count", col="blue",
main="Male")
Most of those who clicked are not male
# Plot the bar chart on Male variable
plot(factor(course$"Clicked.on.Ad"), xlab="Clicked.on.Ad", ylab="Count", col="blue", main="Clicked.on.Ad")
The number of people who clicked on the ad is equal to the number of
those who didnt click on the ad
# Plot the bar chart on time spent on the site
time_spent<- table(course$"Daily.Time.Spent.on.Site")
barplot(head(sort(time_spent, decreasing = TRUE)), xlab="Daily.Time.Spent.on.Site", ylab="frequency", col="blue", main="Daily.Time.Spent.on.Site")
The maximum amount of time spent on the site is 62.6
Measures of Symetry: Skewness and Kurtosis
# skewness
library(moments)##
## Attaching package: 'moments'## The following objects are masked from 'package:e1071':
##
## kurtosis, moment, skewnessprint("skewness")## [1] "skewness"skewness(course[,1:4])## Daily.Time.Spent.on.Site Age Area.Income
## -0.37120261 0.47842268 -0.64939670
## Daily.Internet.Usage
## -0.03348703Daily time spent on site is negatively skewed Area Income is negatively skewed Daily Internet Usage is negatively skewed Age distribution is moderately symetrical
# kurtosis
print("kurtosis")## [1] "kurtosis"skewness(course[,1:4])## Daily.Time.Spent.on.Site Age Area.Income
## -0.37120261 0.47842268 -0.64939670
## Daily.Internet.Usage
## -0.03348703Low kurtosis values means light tails indicating absence of outliers Area income has a higher value since there were outliars present
Bivariate Analysis
# Correlation matrix
cor(course[,1:4])## Daily.Time.Spent.on.Site Age Area.Income
## Daily.Time.Spent.on.Site 1.0000000 -0.3315133 0.3109544
## Age -0.3315133 1.0000000 -0.1826050
## Area.Income 0.3109544 -0.1826050 1.0000000
## Daily.Internet.Usage 0.5186585 -0.3672086 0.3374955
## Daily.Internet.Usage
## Daily.Time.Spent.on.Site 0.5186585
## Age -0.3672086
## Area.Income 0.3374955
## Daily.Internet.Usage 1.0000000Plotting the results above
#scatter plot
plot(course[,1:4])
Heatmap
# heatmap
heatmap(cor(course[,1:4]))
Modelling Step 1:
Using the important variables
# new modelling df
new_df <- course[,c(1,2,4,6,7,8,10)]
new_df## Daily.Time.Spent.on.Site Age Daily.Internet.Usage City
## 1 68.95 35 256.09 Wrightburgh
## 2 80.23 31 193.77 West Jodi
## 3 69.47 26 236.50 Davidton
## 4 74.15 29 245.89 West Terrifurt
## 5 68.37 35 225.58 South Manuel
## 6 59.99 23 226.74 Jamieberg
## 7 88.91 33 208.36 Brandonstad
## 8 66.00 48 131.76 Port Jefferybury
## 9 74.53 30 221.51 West Colin
## 10 69.88 20 183.82 Ramirezton
## 11 47.64 49 122.02 West Brandonton
## 12 83.07 37 230.87 East Theresashire
## 13 69.57 48 113.12 West Katiefurt
## 14 79.52 24 214.23 North Tara
## 15 42.95 33 143.56 West William
## 16 63.45 23 140.64 New Travistown
## 17 55.39 37 129.41 West Dylanberg
## 18 82.03 41 187.53 Pruittmouth
## 19 54.70 36 118.39 Jessicastad
## 20 74.58 40 135.51 Millertown
## 21 77.22 30 224.44 Port Jacqueline
## 22 84.59 35 226.54 Lake Nicole
## 23 41.49 52 164.83 South John
## 24 87.29 36 209.93 Pamelamouth
## 25 41.39 41 167.22 Harperborough
## 26 78.74 28 204.79 Port Danielleberg
## 27 48.53 28 134.14 West Jeremyside
## 28 51.95 52 129.23 South Cathyfurt
## 29 70.20 34 119.20 Palmerside
## 30 76.02 22 209.82 West Guybury
## 31 67.64 35 267.01 Phelpschester
## 32 86.41 28 207.48 Lake Melindamouth
## 33 59.05 57 169.23 North Richardburgh
## 34 55.60 23 212.58 Port Cassie
## 35 57.64 57 133.81 New Thomas
## 36 84.37 30 201.58 Johnstad
## 37 62.26 53 125.45 West Aprilport
## 38 65.82 39 221.94 Kellytown
## 39 50.43 46 119.32 Charlesport
## 40 38.93 39 162.08 Millerchester
## 41 84.98 29 202.61 Mackenziemouth
## 42 64.24 30 252.36 Zacharystad
## 43 82.52 32 198.11 North Joshua
## 44 81.38 31 212.30 Bowenview
## 45 80.47 25 204.86 Jamesberg
## 46 37.68 52 172.83 Lake Cassandraport
## 47 69.62 20 202.25 New Sharon
## 48 85.40 43 198.72 Johnport
## 49 44.33 37 123.72 Hamiltonfort
## 50 48.01 46 119.93 West Christopher
## 51 73.18 23 196.71 Hollandberg
## 52 79.94 28 225.29 Odomville
## 53 33.33 45 193.58 East Samanthashire
## 54 50.33 50 133.20 South Lauraton
## 55 62.31 47 119.30 Amandahaven
## 56 80.60 31 177.55 Thomasview
## 57 65.19 36 150.61 Garciaside
## 58 44.98 49 129.31 Port Sarahshire
## 59 77.63 29 239.22 Port Gregory
## 60 41.82 41 156.36 Brendachester
## 61 85.61 27 183.43 Lake Amy
## 62 85.84 34 192.93 Lake Annashire
## 63 72.08 29 169.50 Smithburgh
## 64 86.06 32 178.92 North Leonmouth
## 65 45.96 45 141.22 Robertfurt
## 66 62.42 29 198.50 Jasminefort
## 67 63.89 40 105.22 Jensenborough
## 68 35.33 32 200.22 Bradleyburgh
## 69 75.74 25 215.25 New Sheila
## 70 78.53 34 131.72 North Regina
## 71 46.13 31 139.01 Davidmouth
## 72 69.01 46 222.63 New Michaeltown
## 73 55.35 39 153.17 East Tammie
## 74 33.21 43 167.07 Wilcoxport
## 75 38.46 42 145.98 East Michaelmouth
## 76 64.10 22 215.93 East Tiffanyport
## 77 49.81 35 120.06 Ramirezhaven
## 78 82.73 33 238.99 Cranemouth
## 79 56.14 38 113.53 Lake Edward
## 80 55.13 45 111.71 Lake Conniefurt
## 81 78.11 27 209.25 East Shawnchester
## 82 73.46 28 222.75 West Joseph
## 83 56.64 38 115.91 Lake Christopherfurt
## 84 68.94 54 138.71 East Tylershire
## 85 70.79 31 184.10 Sharpberg
## 86 57.76 41 105.15 Lake Dustin
## 87 77.51 36 200.55 North Kristine
## 88 52.70 34 118.60 Grahamberg
## 89 57.70 34 109.07 New Tina
## 90 56.89 37 109.29 Nelsonfurt
## 91 69.90 43 138.35 Christopherport
## 92 55.79 24 149.67 Port Sarahhaven
## 93 70.03 26 227.72 Bradleyborough
## 94 50.08 40 125.85 Whiteport
## 95 43.67 31 166.29 New Theresa
## 96 72.84 26 238.63 Wongland
## 97 45.72 36 154.02 Williammouth
## 98 39.94 41 156.30 Williamsborough
## 99 35.61 46 158.22 North Michael
## 100 79.71 34 211.65 Benjaminchester
## 101 41.49 53 169.18 Hernandezville
## 102 63.60 23 235.28 Youngburgh
## 103 89.91 40 194.23 Wallacechester
## 104 68.18 21 218.17 Sanchezmouth
## 105 66.49 20 202.16 Bradshawborough
## 106 80.49 40 229.12 Amyhaven
## 107 72.23 25 241.03 Marcushaven
## 108 42.39 42 150.99 Erinton
## 109 47.53 30 135.18 Hughesport
## 110 74.02 32 210.54 Johnstad
## 111 66.63 60 176.98 New Lucasburgh
## 112 63.24 53 235.78 Michelleside
## 113 71.00 22 211.87 Andersonton
## 114 46.13 46 123.64 New Rachel
## 115 69.00 32 221.21 Port Susan
## 116 76.99 31 244.34 West Angelabury
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## 132 41.67 36 132.55 Port Eric
## 133 51.24 36 176.73 Timothyfurt
## 134 75.70 29 215.44 Port Jeffrey
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## 137 38.37 36 140.46 East John
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## 155 79.52 27 183.48 East Timothyport
## 156 87.98 38 222.11 West Roytown
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## 242 53.68 47 115.26 New Michael
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## 657 85.24 31 182.84 Harrisonmouth
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## 693 66.26 47 179.04 Matthewtown
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## 699 86.76 28 189.91 Lawrenceborough
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## 1000 0 Brazil 1First step is to changing the data type a linear regression model models require numeric response variables.
#to numeric format
new_df$"Country" <- as.factor(new_df$"Country")
new_df$"City" <- as.factor(new_df$"City")
new_df$"Clicked.on.Ad" <- as.factor(new_df$"Clicked.on.Ad")
new_df$"Male" <- as.numeric(new_df$"Male")
new_df$"Country" <- as.numeric(new_df$"Country")
new_df$"City" <- as.numeric(new_df$"City")
new_df$"Age" <- as.numeric(new_df$"Age")1st model
# Linear Regression
#using a sample of the data
set.seed(123)
sample <- sample(c(TRUE, FALSE), nrow(new_df), replace = T, prob = c(0.8,0.2))
train1 <- new_df[sample, ]
test1 <- new_df[!sample, ]
#use some form of penalized logistic regression from the glmnet package
model2 <- glm(Clicked.on.Ad ~Daily.Time.Spent.on.Site + Age + Daily.Internet.Usage + City + Male + Country, family="binomial", data = train1)
summary(model2)##
## Call:
## glm(formula = Clicked.on.Ad ~ Daily.Time.Spent.on.Site + Age +
## Daily.Internet.Usage + City + Male + Country, family = "binomial",
## data = train1)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.2713 -0.2091 0.0129 0.0662 3.4147
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.909e+01 2.148e+00 8.890 < 2e-16 ***
## Daily.Time.Spent.on.Site -1.626e-01 1.814e-02 -8.962 < 2e-16 ***
## Age 1.251e-01 2.317e-02 5.397 6.76e-08 ***
## Daily.Internet.Usage -6.120e-02 6.323e-03 -9.680 < 2e-16 ***
## City -4.922e-04 6.904e-04 -0.713 0.476
## Male -5.589e-01 3.734e-01 -1.497 0.134
## Country -4.892e-05 2.654e-03 -0.018 0.985
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1111.80 on 801 degrees of freedom
## Residual deviance: 213.51 on 795 degrees of freedom
## AIC: 227.51
##
## Number of Fisher Scoring iterations: 7# making the prediction
pred1 <- predict(model2, test1, type = "response")
pred1 <- ifelse(pred1 > 0.5, 1, 0)# evaluation
ev <- mean(pred1 != test1$Clicked.on.Ad)
print(paste('Accuracy=', 1-ev))## [1] "Accuracy= 0.94949494949495"print(ev)## [1] 0.05050505The linear regression model has an accuracy score of 94%
Model 2:SVM
# #SVM
set.seed(123)
split = sample.split(new_df$Clicked.on.Ad, SplitRatio = 0.8)
training_set = subset(new_df, split == TRUE)
test_set = subset(new_df, split == FALSE)classifier = svm(formula = Clicked.on.Ad ~ .,
data = training_set,
type = 'C-classification',
kernel = 'linear')# making the prediction
y_pred = predict(classifier, newdata = test_set)
y_pred## 2 4 5 9 14 23 26 29 36 38 43 46 56 58 59 62 65 68 73 79
## 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 1 1 1 1
## 88 91 94 103 106 108 120 121 130 133 136 138 139 140 141 146 157 158 160 166
## 1 1 1 0 0 1 0 0 0 1 1 1 0 1 0 1 1 1 0 1
## 172 175 176 178 180 182 187 191 210 213 219 221 222 224 227 231 232 233 241 243
## 0 1 0 0 0 0 1 1 1 0 1 0 0 1 1 0 1 1 1 0
## 249 251 258 262 267 270 278 288 289 294 300 302 303 310 312 313 327 346 354 357
## 1 0 1 1 1 0 0 0 1 0 0 1 1 1 0 0 1 0 0 1
## 360 366 371 372 375 376 381 384 394 402 409 414 432 434 437 444 452 454 459 467
## 0 1 1 1 0 0 0 0 0 0 0 1 0 0 0 1 1 0 1 0
## 469 473 476 478 479 485 493 496 501 517 518 523 525 528 538 545 554 555 561 572
## 1 0 0 1 1 1 0 0 1 0 1 0 0 0 0 0 1 1 1 0
## 575 577 578 579 583 587 591 592 619 622 624 630 631 637 643 649 653 660 664 676
## 1 1 0 0 1 0 1 1 1 0 0 0 0 1 0 0 0 0 1 0
## 687 691 698 701 707 717 721 726 730 738 740 745 748 753 773 775 778 781 783 786
## 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 1 0 0 0 1
## 792 800 808 815 821 827 828 833 834 840 845 846 848 854 855 861 870 886 889 891
## 1 0 1 0 1 0 1 1 1 1 0 1 0 0 0 0 0 1 0 0
## 892 897 899 900 902 920 924 927 930 943 953 958 961 962 972 974 975 979 987 995
## 1 0 1 1 1 0 1 0 1 1 0 0 1 0 1 0 1 0 0 1
## Levels: 0 1# Making the Confusion Matrix
cm = table(test_set$Clicked.on.Ad, y_pred)
cm## y_pred
## 0 1
## 0 99 1
## 1 11 8999 out of the records that did not click on the ad were correctly predicted, 11 were wrongly predicted
89 of the records that clicked on the ad were correctly predicted, 1 was wrongly predicted
ac_test1 = sum(diag(cm)) / sum(cm)
print(paste('Accuracy for test is ', ac_test1))## [1] "Accuracy for test is 0.94"The accuracy score for the SVM model was 94%
Model 3: Decision Tree
#splitting the ddata into test and train
sample_data = sample.split(new_df, SplitRatio = 0.8)
train_data <- subset(new_df, sample_data == TRUE)
test_data <- subset(new_df, sample_data == FALSE)#fitting the model
model_dt<- ctree(Clicked.on.Ad ~ ., train_data)
plot(model_dt)
#making the prediction
predict_model<-predict(model_dt, test_data)
# creates a table to count how many are classified
# as clicked ads
m_at <- table(test_data$Clicked.on.Ad, predict_model)
m_at## predict_model
## 0 1
## 0 130 9
## 1 10 137142 of the records that did not click on the add were correctly predicted while 10 were wrongly predicted
127 of the records that clicked on the add were correctly predicted while 7 were wrongly predicted
our model did well
ac_Test = sum(diag(m_at)) / sum(m_at)
print(paste('Accuracy for test is ', ac_Test))## [1] "Accuracy for test is 0.933566433566434"The decision tree yielded an accuracy score of 94%
Conclusions and Recommendations
Conclusions
Daily internet usage and daily time spent on site are positively correlated
Daily internet usage and age have a weak negative correlation
Area income and daily internet usage have a weak positive correlation
Daily internet usage affects daily time spent on site
The maximum amount of time spent on the site is 62.6
Most of those who clicked are not male
most of the observed users had an income of between 55,000 to 70,000
most of the observed users were between 25-35 of age
Recommendations
Ads should be customized to suite the demographic with the above characteristics in mind
All the models yielded a similar accuracy score, the may all be used to make predictions