diff --git a/R-datawrangling.Rmd b/R-datawrangling.Rmd new file mode 100644 index 0000000..afd9315 --- /dev/null +++ b/R-datawrangling.Rmd @@ -0,0 +1,85 @@ +# Lab \| Data Wrangling with R + +### Step 1: Load and Explore the Dataset + +```{r} +library(dplyr) +superstore <- read.csv("Sample - Superstore.csv") +str(superstore) +head(superstore) +summary(superstore) +``` + +------------------------------------------------------------------------ + +### Step 2: Basic Data Manipulation + +```{r} +subset_data <- subset(superstore, select = c(Order.ID, Order.Date, Customer.Name, Sales, Profit)) +subset_data %>% + filter(Profit > 100) %>% + arrange(desc(Sales)) +``` + +------------------------------------------------------------------------ + +### Step 3: Handle Missing Data + +There is literally no missing data... + +```{r} +any(is.na(superstore)) +``` + +------------------------------------------------------------------------ + +### Step 4: Create and Modify Columns + +```{r} +library(lubridate) +library(stringr) + +superstore <- superstore %>% + mutate( + Order.Date = case_when( + str_detect(Order.Date, "/") ~ as.Date(parse_date_time(Order.Date, orders = c("mdy", "dmy"))), + TRUE ~ as.Date(Order.Date) + ) + ) +superstore$"Profit Margin" <- (superstore$Profit / superstore$Sales) * 100 +superstore$Order_Year <- format(superstore$Order.Date, "%Y") +``` + +------------------------------------------------------------------------ + +### Step 5: Aggregating and Summarizing Data + +Sales & Profit by Category + +```{r} +sales_profit_by_category <- superstore %>% + group_by(Category) %>% + summarise( + Total_Sales = sum(Sales, na.rm = TRUE), + Total_Profit = sum(Profit, na.rm = TRUE) + ) +print(sales_profit_by_category) +``` + +Average Profit Margin by Region + +```{r} +avg_profit_margin_by_region <- superstore %>% + group_by(Region) %>% + summarise(Average_Profit_Margin = mean(`Profit Margin`, na.rm = TRUE)) +print(avg_profit_margin_by_region) +``` + +Number of Orders by Customer Segment + +```{r} +orders_by_segment <- superstore %>% + group_by(Segment) %>% + summarise(Order_Count = n()) +print(orders_by_segment) +``` diff --git a/R-datawrangling.html b/R-datawrangling.html new file mode 100644 index 0000000..ee4d6e5 --- /dev/null +++ b/R-datawrangling.html @@ -0,0 +1,1485 @@ + + + + +
+ + + + + + + + +library(dplyr)
+##
+## Attache Paket: 'dplyr'
+## Die folgenden Objekte sind maskiert von 'package:stats':
+##
+## filter, lag
+## Die folgenden Objekte sind maskiert von 'package:base':
+##
+## intersect, setdiff, setequal, union
+superstore <- read.csv("Sample - Superstore.csv")
+str(superstore)
+## 'data.frame': 9994 obs. of 21 variables:
+## $ Row.ID : int 1 2 3 4 5 6 7 8 9 10 ...
+## $ Order.ID : chr "CA-2016-152156" "CA-2016-152156" "CA-2016-138688" "US-2015-108966" ...
+## $ Order.Date : chr "11/8/2016" "11/8/2016" "6/12/2016" "10/11/2015" ...
+## $ Ship.Date : chr "11/11/2016" "11/11/2016" "6/16/2016" "10/18/2015" ...
+## $ Ship.Mode : chr "Second Class" "Second Class" "Second Class" "Standard Class" ...
+## $ Customer.ID : chr "CG-12520" "CG-12520" "DV-13045" "SO-20335" ...
+## $ Customer.Name: chr "Claire Gute" "Claire Gute" "Darrin Van Huff" "Sean O'Donnell" ...
+## $ Segment : chr "Consumer" "Consumer" "Corporate" "Consumer" ...
+## $ Country : chr "United States" "United States" "United States" "United States" ...
+## $ City : chr "Henderson" "Henderson" "Los Angeles" "Fort Lauderdale" ...
+## $ State : chr "Kentucky" "Kentucky" "California" "Florida" ...
+## $ Postal.Code : int 42420 42420 90036 33311 33311 90032 90032 90032 90032 90032 ...
+## $ Region : chr "South" "South" "West" "South" ...
+## $ Product.ID : chr "FUR-BO-10001798" "FUR-CH-10000454" "OFF-LA-10000240" "FUR-TA-10000577" ...
+## $ Category : chr "Furniture" "Furniture" "Office Supplies" "Furniture" ...
+## $ Sub.Category : chr "Bookcases" "Chairs" "Labels" "Tables" ...
+## $ Product.Name : chr "Bush Somerset Collection Bookcase" "Hon Deluxe Fabric Upholstered Stacking Chairs, Rounded Back" "Self-Adhesive Address Labels for Typewriters by Universal" "Bretford CR4500 Series Slim Rectangular Table" ...
+## $ Sales : num 262 731.9 14.6 957.6 22.4 ...
+## $ Quantity : int 2 3 2 5 2 7 4 6 3 5 ...
+## $ Discount : num 0 0 0 0.45 0.2 0 0 0.2 0.2 0 ...
+## $ Profit : num 41.91 219.58 6.87 -383.03 2.52 ...
+head(superstore)
+## Row.ID Order.ID Order.Date Ship.Date Ship.Mode Customer.ID
+## 1 1 CA-2016-152156 11/8/2016 11/11/2016 Second Class CG-12520
+## 2 2 CA-2016-152156 11/8/2016 11/11/2016 Second Class CG-12520
+## 3 3 CA-2016-138688 6/12/2016 6/16/2016 Second Class DV-13045
+## 4 4 US-2015-108966 10/11/2015 10/18/2015 Standard Class SO-20335
+## 5 5 US-2015-108966 10/11/2015 10/18/2015 Standard Class SO-20335
+## 6 6 CA-2014-115812 6/9/2014 6/14/2014 Standard Class BH-11710
+## Customer.Name Segment Country City State
+## 1 Claire Gute Consumer United States Henderson Kentucky
+## 2 Claire Gute Consumer United States Henderson Kentucky
+## 3 Darrin Van Huff Corporate United States Los Angeles California
+## 4 Sean O'Donnell Consumer United States Fort Lauderdale Florida
+## 5 Sean O'Donnell Consumer United States Fort Lauderdale Florida
+## 6 Brosina Hoffman Consumer United States Los Angeles California
+## Postal.Code Region Product.ID Category Sub.Category
+## 1 42420 South FUR-BO-10001798 Furniture Bookcases
+## 2 42420 South FUR-CH-10000454 Furniture Chairs
+## 3 90036 West OFF-LA-10000240 Office Supplies Labels
+## 4 33311 South FUR-TA-10000577 Furniture Tables
+## 5 33311 South OFF-ST-10000760 Office Supplies Storage
+## 6 90032 West FUR-FU-10001487 Furniture Furnishings
+## Product.Name Sales
+## 1 Bush Somerset Collection Bookcase 261.9600
+## 2 Hon Deluxe Fabric Upholstered Stacking Chairs, Rounded Back 731.9400
+## 3 Self-Adhesive Address Labels for Typewriters by Universal 14.6200
+## 4 Bretford CR4500 Series Slim Rectangular Table 957.5775
+## 5 Eldon Fold 'N Roll Cart System 22.3680
+## 6 Eldon Expressions Wood and Plastic Desk Accessories, Cherry Wood 48.8600
+## Quantity Discount Profit
+## 1 2 0.00 41.9136
+## 2 3 0.00 219.5820
+## 3 2 0.00 6.8714
+## 4 5 0.45 -383.0310
+## 5 2 0.20 2.5164
+## 6 7 0.00 14.1694
+summary(superstore)
+## Row.ID Order.ID Order.Date Ship.Date
+## Min. : 1 Length:9994 Length:9994 Length:9994
+## 1st Qu.:2499 Class :character Class :character Class :character
+## Median :4998 Mode :character Mode :character Mode :character
+## Mean :4998
+## 3rd Qu.:7496
+## Max. :9994
+## Ship.Mode Customer.ID Customer.Name Segment
+## Length:9994 Length:9994 Length:9994 Length:9994
+## Class :character Class :character Class :character Class :character
+## Mode :character Mode :character Mode :character Mode :character
+##
+##
+##
+## Country City State Postal.Code
+## Length:9994 Length:9994 Length:9994 Min. : 1040
+## Class :character Class :character Class :character 1st Qu.:23223
+## Mode :character Mode :character Mode :character Median :56431
+## Mean :55190
+## 3rd Qu.:90008
+## Max. :99301
+## Region Product.ID Category Sub.Category
+## Length:9994 Length:9994 Length:9994 Length:9994
+## Class :character Class :character Class :character Class :character
+## Mode :character Mode :character Mode :character Mode :character
+##
+##
+##
+## Product.Name Sales Quantity Discount
+## Length:9994 Min. : 0.444 Min. : 1.00 Min. :0.0000
+## Class :character 1st Qu.: 17.280 1st Qu.: 2.00 1st Qu.:0.0000
+## Mode :character Median : 54.490 Median : 3.00 Median :0.2000
+## Mean : 229.858 Mean : 3.79 Mean :0.1562
+## 3rd Qu.: 209.940 3rd Qu.: 5.00 3rd Qu.:0.2000
+## Max. :22638.480 Max. :14.00 Max. :0.8000
+## Profit
+## Min. :-6599.978
+## 1st Qu.: 1.729
+## Median : 8.666
+## Mean : 28.657
+## 3rd Qu.: 29.364
+## Max. : 8399.976
+subset_data <- subset(superstore, select = c(Order.ID, Order.Date, Customer.Name, Sales, Profit))
+subset_data %>%
+ filter(Profit > 100) %>%
+ arrange(desc(Sales))
+## Order.ID Order.Date Customer.Name Sales Profit
+## 1 CA-2016-118689 10/2/2016 Tamara Chand 17499.950 8399.9760
+## 2 CA-2017-140151 3/23/2017 Raymond Buch 13999.960 6719.9808
+## 3 CA-2017-127180 10/22/2017 Tom Ashbrook 11199.968 3919.9888
+## 4 CA-2017-166709 11/17/2017 Hunter Lopez 10499.970 5039.9856
+## 5 CA-2016-117121 12/17/2016 Adrian Barton 9892.740 4946.3700
+## 6 CA-2014-116904 9/23/2014 Sanjit Chand 9449.950 4630.4755
+## 7 US-2016-107440 4/16/2016 Bill Shonely 9099.930 2365.9818
+## 8 CA-2016-158841 2/2/2016 Sanjit Engle 8749.950 2799.9840
+## 9 CA-2016-143714 5/23/2016 Christopher Conant 8399.976 1119.9968
+## 10 CA-2014-143917 7/25/2014 Ken Lonsdale 8187.650 327.5060
+## 11 CA-2014-145541 12/14/2014 Tom Boeckenhauer 6999.960 2239.9872
+## 12 CA-2015-145352 3/16/2015 Christopher Martinez 6354.950 3177.4750
+## 13 CA-2017-138289 1/16/2017 Andy Reiter 5443.960 2504.2216
+## 14 US-2016-140158 10/4/2016 Daniel Raglin 5399.910 2591.9568
+## 15 CA-2017-143112 10/5/2017 Todd Sumrall 5199.960 1351.9896
+## 16 CA-2017-135909 10/13/2017 Jane Waco 5083.960 1906.4850
+## 17 CA-2016-136301 3/13/2016 Edward Hooks 4912.590 196.5036
+## 18 US-2016-143819 3/1/2016 Karen Daniels 4899.930 2400.9657
+## 19 US-2015-128587 12/24/2015 Harry Marie 4899.930 2302.9671
+## 20 CA-2017-149881 4/1/2017 Nick Crebassa 4799.984 359.9988
+## 21 CA-2015-114811 11/8/2015 Keith Dawkins 4643.800 2229.0240
+## 22 CA-2014-144624 11/19/2014 John Murray 4548.810 1228.1787
+## 23 CA-2016-138478 10/21/2016 Dennis Pardue 4535.976 1644.2913
+## 24 CA-2016-100300 6/24/2016 Max Jones 4476.800 503.6400
+## 25 CA-2015-117086 11/8/2015 Quincy Jones 4404.900 1013.1270
+## 26 CA-2017-129021 8/23/2017 Patrick O'Brill 4367.896 327.5922
+## 27 CA-2016-129714 9/1/2016 Adam Bellavance 4355.168 1415.4296
+## 28 US-2017-102183 8/21/2017 Pete Kriz 4305.552 1453.1238
+## 29 US-2015-126977 9/17/2015 Peter Fuller 4228.704 158.5764
+## 30 CA-2016-159016 3/10/2016 Karen Ferguson 4158.912 363.9048
+## 31 CA-2016-128818 5/7/2016 Caroline Jumper 3999.950 1159.9855
+## 32 CA-2014-164973 11/4/2014 Nathan Mautz 3991.980 1995.9900
+## 33 CA-2015-120782 4/28/2015 Shirley Daniels 3812.970 1906.4850
+## 34 CA-2014-116246 9/12/2014 Luke Weiss 3785.292 420.5880
+## 35 CA-2014-168494 12/12/2014 Nora Preis 3610.848 135.4068
+## 36 CA-2016-122903 5/27/2016 Laura Armstrong 3504.900 700.9800
+## 37 CA-2014-163223 3/21/2014 Kristen Hastings 3499.930 909.9818
+## 38 CA-2016-107104 11/26/2016 Maribeth Schnelling 3406.664 160.3136
+## 39 CA-2017-165323 6/17/2017 Steven Roelle 3404.500 1668.2050
+## 40 CA-2015-164301 3/26/2015 Ellis Ballard 3393.680 610.8624
+## 41 CA-2017-133865 5/8/2017 Penelope Sewall 3359.952 1049.9850
+## 42 CA-2016-169663 3/10/2016 Rick Huthwaite 3357.600 377.7300
+## 43 CA-2016-145625 9/11/2016 Kelly Collister 3347.370 636.0003
+## 44 CA-2014-144414 6/17/2014 Gary Hwang 3266.376 1061.5722
+## 45 CA-2015-111829 3/19/2015 Fred Hopkins 3149.930 1480.4671
+## 46 CA-2015-102491 8/24/2015 Katrina Willman 3080.000 1416.8000
+## 47 CA-2017-159366 1/7/2017 Bart Watters 3059.982 679.9960
+## 48 US-2015-163825 6/16/2015 Lena Creighton 3050.376 1143.8910
+## 49 CA-2016-133711 11/26/2016 Mark Cousins 3040.000 1459.2000
+## 50 CA-2016-160717 6/6/2016 Maria Etezadi 3023.928 226.7946
+## 51 CA-2017-127432 1/22/2017 Alan Dominguez 2999.950 1379.9770
+## 52 CA-2017-133263 3/31/2017 Jim Epp 2999.950 1439.9760
+## 53 CA-2015-149846 5/22/2015 Sarah Brown 2973.320 334.4985
+## 54 US-2017-105935 1/26/2017 Bradley Drucker 2939.930 764.3818
+## 55 CA-2014-119375 11/17/2014 Yoseph Carroll 2934.330 792.2691
+## 56 CA-2017-100111 9/20/2017 Seth Vernon 2888.127 609.7157
+## 57 US-2016-126452 8/21/2016 Scot Coram 2887.056 180.4410
+## 58 CA-2017-145219 12/24/2017 Robert Marley 2879.952 1007.9832
+## 59 CA-2014-120474 12/1/2014 Resi P\xf6lking 2807.840 673.8816
+## 60 US-2015-100377 8/28/2015 Todd Sumrall 2799.960 874.9875
+## 61 CA-2016-135265 7/7/2016 Christopher Conant 2799.960 944.9865
+## 62 CA-2014-160766 9/14/2014 Darrin Martin 2799.960 1371.9804
+## 63 CA-2016-129630 9/4/2016 Ionia McGrath 2799.960 944.9865
+## 64 US-2015-160857 5/8/2015 Natalie Webber 2799.944 1014.9797
+## 65 CA-2017-119809 8/18/2017 Yana Sorensen 2793.528 942.8157
+## 66 CA-2014-154627 10/29/2014 Sue Ann Reed 2735.952 341.9940
+## 67 CA-2014-117639 5/21/2014 Mitch Willingham 2715.930 1276.4871
+## 68 CA-2017-157854 4/8/2017 Denise Monton 2690.970 1264.7559
+## 69 US-2016-164196 11/11/2016 Alejandro Savely 2678.940 241.1046
+## 70 CA-2015-111038 12/1/2015 Lindsay Castell 2676.672 267.6672
+## 71 CA-2017-123967 11/1/2017 Sarah Foster 2665.620 239.9058
+## 72 CA-2015-123113 11/23/2015 Annie Thurman 2625.120 735.0336
+## 73 CA-2015-160227 11/2/2015 Emily Ducich 2621.322 553.3902
+## 74 CA-2017-112333 4/8/2017 Karen Ferguson 2591.560 621.9744
+## 75 US-2016-116729 12/25/2016 Grace Kelly 2575.944 257.5944
+## 76 CA-2014-167199 1/6/2014 Maria Etezadi 2573.820 746.4078
+## 77 CA-2015-120677 5/31/2015 Bill Donatelli 2567.840 770.3520
+## 78 CA-2016-169670 12/25/2016 Joe Elijah 2563.056 313.2624
+## 79 CA-2015-135580 12/30/2015 Clay Ludtke 2548.560 286.7130
+## 80 CA-2015-162782 2/21/2015 Pierre Wener 2541.980 1270.9900
+## 81 CA-2017-166093 8/17/2017 Rick Wilson 2518.290 654.7554
+## 82 CA-2017-168858 11/19/2017 Justin Deggeller 2504.740 626.1850
+## 83 CA-2017-160885 12/2/2017 Juliana Krohn 2479.960 743.9880
+## 84 CA-2016-104157 7/25/2016 Meg Tillman 2430.080 388.8128
+## 85 CA-2017-121559 6/1/2017 Helen Wasserman 2405.200 793.7160
+## 86 CA-2017-122490 11/13/2017 Ted Trevino 2404.704 150.2940
+## 87 US-2017-135013 7/24/2017 Harold Ryan 2399.960 839.9860
+## 88 US-2017-141677 3/26/2017 Heather Kirkland 2399.960 569.9905
+## 89 CA-2017-127180 10/22/2017 Tom Ashbrook 2399.600 647.8920
+## 90 CA-2016-107202 5/21/2016 Linda Cazamias 2396.400 179.7300
+## 91 CA-2017-168109 7/3/2017 Jim Kriz 2395.200 209.5800
+## 92 US-2017-163300 9/15/2017 Erica Smith 2357.488 884.0580
+## 93 CA-2014-126683 9/29/2014 Paul Prost 2348.820 399.2994
+## 94 CA-2015-169796 11/9/2015 Dean percer 2321.900 1114.5120
+## 95 CA-2015-124891 7/31/2015 Rick Hansen 2309.650 762.1845
+## 96 US-2016-113677 11/13/2016 Corinna Mitchell 2279.960 592.7896
+## 97 CA-2016-113831 5/30/2016 Anna H\xe4berlin 2275.500 386.8350
+## 98 CA-2017-100111 9/20/2017 Seth Vernon 2254.410 375.7350
+## 99 CA-2017-143567 11/2/2017 Thomas Boland 2249.910 517.4793
+## 100 US-2015-134558 12/19/2015 Peter McVee 2249.910 517.4793
+## 101 CA-2014-136567 12/20/2014 Penelope Sewall 2244.480 493.7856
+## 102 CA-2017-119284 6/15/2017 Thomas Seio 2239.936 223.9936
+## 103 CA-2017-150091 10/12/2017 Nora Paige 2154.900 129.2940
+## 104 CA-2014-128209 11/17/2014 Greg Tran 2152.776 726.5619
+## 105 CA-2016-143805 12/1/2016 Jonathan Doherty 2104.550 694.5015
+## 106 CA-2016-163804 12/2/2016 Deborah Brumfield 2079.400 582.2320
+## 107 CA-2014-169726 8/9/2014 Joseph Holt 2060.744 643.9825
+## 108 CA-2017-149559 9/11/2017 Karen Ferguson 2054.272 256.7840
+## 109 CA-2017-107174 11/6/2017 Adam Bellavance 2036.860 366.6348
+## 110 CA-2014-128524 11/11/2014 Mary Zewe 2033.584 762.5940
+## 111 CA-2015-147830 12/15/2015 Natalie Fritzler 2025.360 607.6080
+## 112 CA-2017-111738 1/3/2017 Christopher Martinez 2022.272 682.5168
+## 113 CA-2015-137113 12/1/2015 Tamara Willingham 2003.920 125.2450
+## 114 CA-2017-121790 1/30/2017 Liz Preis 2003.168 250.3960
+## 115 CA-2014-131926 6/1/2014 Dianna Wilson 2001.860 580.5394
+## 116 CA-2014-163748 10/14/2014 Hunter Glantz 1999.960 624.9875
+## 117 CA-2016-157791 12/23/2016 Carol Adams 1999.960 899.9820
+## 118 CA-2014-134313 11/1/2014 Russell Applegate 1983.968 247.9960
+## 119 CA-2016-133725 5/23/2016 Ken Lonsdale 1979.928 148.4946
+## 120 CA-2017-123372 11/28/2017 Deirdre Greer 1979.890 494.9725
+## 121 CA-2016-113831 5/30/2016 Anna H\xe4berlin 1979.700 653.3010
+## 122 CA-2016-114489 12/5/2016 Justin Ellison 1951.840 585.5520
+## 123 CA-2015-114069 7/13/2015 Natalie DeCherney 1931.040 321.8400
+## 124 CA-2017-137596 9/2/2017 Bill Eplett 1928.780 829.3754
+## 125 CA-2016-147256 10/17/2016 Frank Carlisle 1927.590 751.7601
+## 126 CA-2017-121559 6/1/2017 Helen Wasserman 1925.880 539.2464
+## 127 CA-2017-167752 1/15/2017 Robert Waldorf 1924.160 312.6760
+## 128 CA-2015-121797 1/30/2015 Charles Crestani 1919.976 215.9973
+## 129 CA-2017-136308 11/16/2017 Mitch Willingham 1919.976 215.9973
+## 130 CA-2015-137113 12/1/2015 Tamara Willingham 1913.400 401.8140
+## 131 US-2015-128090 8/16/2015 John Murray 1879.960 211.4955
+## 132 CA-2017-141439 11/26/2017 Tonja Turnell 1879.960 545.1884
+## 133 CA-2015-125976 9/27/2015 Jamie Kunitz 1871.880 561.5640
+## 134 US-2014-131275 3/18/2014 Sample Company A 1856.190 334.1142
+## 135 CA-2014-120768 12/19/2014 Irene Maddox 1819.860 163.7874
+## 136 CA-2017-119452 3/21/2017 Clay Ludtke 1805.880 523.7052
+## 137 US-2014-135972 9/21/2014 Jack Garza 1799.970 701.9883
+## 138 CA-2014-116666 5/8/2014 Kean Thornton 1799.970 239.9960
+## 139 CA-2015-130659 12/4/2015 Maribeth Schnelling 1799.750 539.9250
+## 140 CA-2017-141789 10/3/2017 Amy Cox 1793.980 843.1706
+## 141 CA-2016-101546 12/18/2016 Grace Kelly 1793.980 843.1706
+## 142 CA-2014-152268 9/2/2014 Sanjit Chand 1793.980 843.1706
+## 143 US-2017-118941 8/12/2017 Brenda Bowman 1779.900 373.7790
+## 144 CA-2016-105081 12/25/2016 Joe Elijah 1747.250 629.0100
+## 145 CA-2014-141313 12/28/2014 Anthony Jacobs 1737.180 503.7822
+## 146 CA-2015-135622 12/8/2015 Tonja Turnell 1718.400 150.3600
+## 147 CA-2017-113418 10/1/2017 Corinna Mitchell 1704.890 767.2005
+## 148 CA-2017-115602 12/18/2017 Doug Jacobs 1704.560 511.3680
+## 149 CA-2017-123491 10/30/2017 Jamie Kunitz 1702.120 510.6360
+## 150 CA-2015-158421 9/21/2015 Giulietta Baptist 1690.040 422.5100
+## 151 CA-2017-168109 7/3/2017 Jim Kriz 1687.800 742.6320
+## 152 CA-2014-133592 12/31/2014 Katherine Murray 1687.800 742.6320
+## 153 US-2016-102239 5/5/2016 Lindsay Williams 1685.880 320.3172
+## 154 US-2016-163881 11/24/2016 Sung Pak 1684.752 210.5940
+## 155 CA-2014-131387 4/28/2014 Arianne Irving 1679.960 125.9970
+## 156 CA-2017-148446 12/10/2017 Michael Chen 1669.600 116.8720
+## 157 CA-2016-142335 12/15/2016 Michael Paige 1652.940 231.4116
+## 158 US-2016-121013 9/5/2016 Michael Moore 1652.940 314.0586
+## 159 CA-2016-153598 12/3/2016 Neoma Murray 1649.950 659.9800
+## 160 US-2017-167318 7/26/2017 George Zrebassa 1649.950 659.9800
+## 161 CA-2016-125220 10/14/2016 Bobby Elias 1649.750 544.4175
+## 162 CA-2015-160171 10/19/2015 Robert Marley 1640.700 459.3960
+## 163 CA-2017-107517 2/5/2017 Fred Chung 1640.700 459.3960
+## 164 CA-2017-152912 11/9/2017 Brian Moss 1633.140 473.6106
+## 165 CA-2017-138975 5/19/2017 Shahid Collister 1628.820 374.6286
+## 166 CA-2014-151330 10/14/2014 Toby Carlisle 1628.820 260.6112
+## 167 CA-2017-118724 7/21/2017 Anthony Rawles 1626.192 121.9644
+## 168 US-2015-126214 12/21/2015 John Stevenson 1618.370 356.0414
+## 169 CA-2016-168354 9/19/2016 Rick Huthwaite 1606.230 481.8690
+## 170 CA-2014-145387 10/31/2014 Anne McFarland 1604.900 481.4700
+## 171 CA-2016-128594 8/26/2016 Don Jones 1603.136 100.1960
+## 172 CA-2016-152247 11/7/2016 Michelle Arnett 1603.136 100.1960
+## 173 CA-2016-102162 9/11/2016 Jill Fjeld 1599.920 751.9624
+## 174 CA-2016-105207 1/3/2016 Bill Overfelt 1592.850 350.4270
+## 175 CA-2016-105459 8/12/2016 Nora Preis 1591.020 286.3836
+## 176 CA-2017-120376 12/22/2017 Theone Pippenger 1586.690 412.5394
+## 177 CA-2017-103877 9/7/2017 Robert Dilbeck 1577.940 757.4112
+## 178 CA-2017-146983 9/2/2017 Alan Hwang 1577.940 757.4112
+## 179 CA-2017-105914 10/2/2017 Paul Van Hugh 1575.140 204.7682
+## 180 CA-2014-150245 12/31/2014 Pamela Coakley 1573.488 196.6860
+## 181 CA-2016-169838 11/25/2016 Brenda Bowman 1568.610 329.4081
+## 182 US-2016-100461 1/8/2016 Jack O'Briant 1565.880 407.1288
+## 183 US-2016-165505 1/23/2016 Claudia Bergmann 1564.290 406.7154
+## 184 CA-2015-111514 8/31/2015 Scott Cohen 1552.831 200.9546
+## 185 CA-2017-155880 3/25/2017 Justin Deggeller 1526.560 427.4368
+## 186 CA-2015-166947 6/5/2015 Edward Becker 1522.638 169.1820
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+## 772 US-2014-138247 12/24/2014 Ben Ferrer 361.960 101.3488
+## 773 CA-2016-146941 12/10/2016 Delfina Latchford 361.920 162.8640
+## 774 CA-2015-135622 12/8/2015 Tonja Turnell 360.712 130.7581
+## 775 CA-2014-164973 11/4/2014 Nathan Mautz 360.000 129.6000
+## 776 CA-2017-121419 4/2/2017 Tony Chapman 360.000 129.6000
+## 777 CA-2017-144589 1/20/2017 Tamara Manning 359.976 130.4913
+## 778 CA-2016-132997 11/7/2016 Luke Weiss 359.970 100.7916
+## 779 CA-2014-100895 6/2/2014 Stewart Visinsky 356.940 107.0820
+## 780 CA-2015-165085 12/27/2015 Brad Thomas 355.960 103.2284
+## 781 CA-2017-127026 1/21/2017 Mick Hernandez 350.973 152.0883
+## 782 CA-2016-108882 1/9/2016 Laura Armstrong 349.950 118.9830
+## 783 US-2016-108504 2/5/2016 Paul Prost 348.840 170.9316
+## 784 US-2017-148831 10/13/2017 Alan Hwang 348.560 104.5680
+## 785 CA-2014-125542 12/5/2014 Nona Balk 348.488 117.6147
+## 786 US-2017-139465 8/27/2017 Mathew Reese 347.970 100.9113
+## 787 CA-2016-148684 12/25/2016 Trudy Schmidt 343.850 137.5400
+## 788 US-2016-108504 2/5/2016 Paul Prost 342.370 160.9139
+## 789 CA-2014-111500 8/17/2014 Don Jones 339.960 122.3856
+## 790 CA-2015-150770 5/3/2015 Lena Cacioppo 339.960 122.3856
+## 791 US-2015-109015 9/6/2015 Brendan Sweed 337.980 101.3940
+## 792 CA-2014-162089 3/30/2014 Mark Packer 335.720 113.3055
+## 793 CA-2014-140858 6/28/2014 Cynthia Arntzen 335.520 117.4320
+## 794 CA-2015-111395 11/23/2015 Victoria Brennan 335.520 117.4320
+## 795 CA-2015-142930 11/28/2015 Evan Bailliet 335.520 117.4320
+## 796 CA-2014-146640 6/30/2014 Helen Abelman 334.768 108.7996
+## 797 US-2014-119081 9/12/2014 Tom Ashbrook 331.960 149.3820
+## 798 CA-2017-128300 11/24/2017 Roland Schwarz 327.840 157.3632
+## 799 CA-2017-113474 3/30/2017 Tony Molinari 325.860 149.8956
+## 800 CA-2015-155306 4/17/2015 George Ashbrook 323.370 129.3480
+## 801 US-2016-167472 6/6/2016 Clytie Kelty 323.370 129.3480
+## 802 US-2014-151015 10/14/2014 Bradley Drucker 322.192 100.6850
+## 803 US-2017-124779 9/8/2017 Barry Franz\xf6sisch 319.984 107.9946
+## 804 US-2017-136868 10/6/2017 Cyra Reiten 319.960 115.1856
+## 805 CA-2016-160535 11/25/2016 Barry Pond 319.920 118.3704
+## 806 CA-2014-129091 11/22/2014 Ruben Ausman 319.900 156.7510
+## 807 CA-2016-140571 3/15/2016 Sanjit Jacobs 319.760 147.0896
+## 808 CA-2017-144596 11/6/2017 Carol Darley 318.960 149.9112
+## 809 CA-2014-108189 10/2/2014 Erin Smith 318.400 107.4600
+## 810 CA-2016-152688 10/17/2016 Nick Radford 315.980 148.5106
+## 811 CA-2017-128041 9/1/2017 Rick Wilson 314.600 103.8180
+## 812 CA-2017-166296 3/13/2017 Karen Ferguson 314.550 150.9840
+## 813 CA-2016-100041 11/20/2016 Barbara Fisher 314.550 150.9840
+## 814 CA-2016-109365 11/3/2016 Xylona Preis 314.550 150.9840
+## 815 CA-2016-122903 5/27/2016 Laura Armstrong 314.550 150.9840
+## 816 CA-2016-147375 6/12/2016 Philisse Overcash 313.488 113.6394
+## 817 US-2015-128090 8/16/2015 John Murray 313.024 105.6456
+## 818 CA-2017-137085 6/29/2017 Carol Triggs 312.552 101.5794
+## 819 CA-2015-147529 2/7/2015 Damala Kotsonis 311.150 146.2405
+## 820 CA-2014-152254 6/30/2014 Brian DeCherney 310.688 108.7408
+## 821 CA-2017-111577 10/16/2017 Anthony Jacobs 307.776 111.5688
+## 822 CA-2016-100944 9/24/2016 Edward Hooks 304.900 143.3030
+## 823 US-2017-100048 5/19/2017 Roland Schwarz 299.970 113.9886
+## 824 CA-2017-161046 3/5/2017 Claudia Bergmann 299.970 125.9874
+## 825 CA-2014-153808 4/6/2014 Frank Hawley 299.970 131.9868
+## 826 CA-2015-110870 12/12/2015 Karen Daniels 299.940 128.9742
+## 827 CA-2017-161655 5/13/2017 Carl Weiss 299.520 149.7600
+## 828 CA-2014-101364 12/22/2014 Tamara Willingham 296.712 100.1403
+## 829 CA-2017-165008 9/15/2017 Doug O'Connell 295.056 106.9578
+## 830 CA-2015-128139 7/3/2015 Bruce Degenhardt 294.930 144.5157
+## 831 CA-2017-117485 9/23/2017 Bill Donatelli 291.960 102.1860
+## 832 CA-2017-106859 3/13/2017 Benjamin Farhat 288.240 138.3552
+## 833 CA-2017-149160 11/23/2017 Janet Molinari 287.920 138.2016
+## 834 CA-2016-152170 11/12/2016 Frank Hawley 287.520 129.3840
+## 835 CA-2017-138975 5/19/2017 Shahid Collister 286.930 140.5957
+## 836 CA-2017-167640 3/6/2017 Frank Carlisle 286.930 140.5957
+## 837 US-2017-100048 5/19/2017 Roland Schwarz 281.340 109.7226
+## 838 CA-2015-142755 9/4/2015 Christine Sundaresam 279.900 137.1510
+## 839 US-2017-147984 1/28/2017 Giulietta Baptist 279.900 137.1510
+## 840 CA-2017-102197 12/20/2017 David Kendrick 279.900 137.1510
+## 841 CA-2015-135489 9/19/2015 Giulietta Weimer 279.860 134.3328
+## 842 US-2015-147242 9/10/2015 Edward Hooks 278.820 125.4690
+## 843 CA-2017-169285 3/21/2017 Robert Waldorf 277.400 133.1520
+## 844 CA-2017-112956 8/21/2017 Tracy Hopkins 277.400 133.1520
+## 845 CA-2016-154767 6/28/2016 Becky Pak 275.240 121.1056
+## 846 CA-2017-121083 7/9/2017 Jamie Frazer 274.800 134.6520
+## 847 CA-2015-149748 5/31/2015 Elizabeth Moffitt 274.800 134.6520
+## 848 CA-2014-110786 12/29/2014 Anthony Johnson 274.770 126.3942
+## 849 CA-2017-155621 11/8/2017 Kean Nguyen 274.200 112.4220
+## 850 CA-2017-122763 3/20/2017 Harry Greene 274.064 102.7740
+## 851 CA-2015-118871 12/4/2015 Harry Marie 271.440 122.1480
+## 852 CA-2015-135580 12/30/2015 Clay Ludtke 271.440 122.1480
+## 853 CA-2016-167682 4/3/2016 Zuschuss Donatelli 259.960 124.7808
+## 854 CA-2014-134215 8/4/2014 Marina Lichtenstein 259.740 124.6752
+## 855 CA-2015-113145 11/1/2015 Valerie Dominguez 259.700 106.4770
+## 856 CA-2015-140144 6/20/2015 Stewart Carmichael 257.640 100.4796
+## 857 US-2014-134054 10/10/2014 Fred Chung 255.850 112.5740
+## 858 CA-2014-134215 8/4/2014 Marina Lichtenstein 255.420 104.7222
+## 859 CA-2016-159212 11/1/2016 Katherine Murray 251.790 118.3413
+## 860 CA-2017-162173 10/26/2017 Olvera Toch 251.580 113.2110
+## 861 CA-2016-142370 9/19/2016 Theone Pippenger 249.950 107.4785
+## 862 US-2016-169040 12/6/2016 Greg Tran 248.080 116.5976
+## 863 CA-2014-122070 4/22/2014 Aaron Hawkins 247.840 121.4416
+## 864 CA-2017-141572 5/28/2017 Lori Olson 247.440 101.4504
+## 865 CA-2016-163776 7/19/2016 Joy Smith 245.940 120.5106
+## 866 CA-2017-101245 11/27/2017 Lindsay Williams 244.550 114.9385
+## 867 CA-2017-115175 8/7/2017 Matt Collins 244.550 114.9385
+## 868 CA-2017-150987 4/8/2017 Adrian Hane 244.550 114.9385
+## 869 CA-2017-164756 9/18/2017 Saphhira Shifley 244.550 114.9385
+## 870 CA-2017-121888 9/15/2017 Carl Ludwig 242.480 116.3904
+## 871 CA-2017-105487 10/8/2017 Chris Selesnick 239.960 115.1808
+## 872 CA-2015-164427 7/31/2015 Allen Rosenblatt 239.700 105.4680
+## 873 CA-2016-117604 9/4/2016 Jeremy Pistek 239.500 114.9600
+## 874 CA-2014-127614 2/11/2014 Natalie Fritzler 234.450 103.1580
+## 875 CA-2017-161046 3/5/2017 Claudia Bergmann 234.360 112.4928
+## 876 CA-2016-142097 10/15/2016 Quincy Jones 232.960 116.4800
+## 877 CA-2017-117212 2/26/2017 Bradley Talbott 223.920 109.7208
+## 878 US-2014-143287 11/11/2014 Kristina Nunn 223.920 109.7208
+## 879 CA-2017-167101 3/24/2017 Brian Moss 221.920 106.5216
+## 880 CA-2015-136469 7/11/2015 Todd Sumrall 221.060 103.8982
+## 881 CA-2017-166317 9/22/2017 Jim Epp 219.840 107.7216
+## 882 CA-2016-123512 6/17/2016 Mike Vittorini 219.840 107.7216
+## 883 US-2014-123183 11/19/2014 Georgia Rosenberg 213.080 102.2784
+## 884 CA-2015-110289 10/29/2015 Nona Balk 210.840 103.3116
+## 885 CA-2015-111829 3/19/2015 Fred Hopkins 209.700 100.6560
+## 886 CA-2017-158673 12/29/2017 Ken Brennan 209.700 100.6560
+## 887 US-2015-129007 9/13/2015 Ken Dana 209.700 100.6560
+## 888 CA-2017-113670 10/15/2017 Roland Schwarz 204.950 100.4255
+## 889 US-2017-113201 6/30/2017 Thomas Thornton 204.950 100.4255
+## 890 CA-2016-117583 11/27/2016 Cassandra Brandow 204.950 100.4255
+There is literally no missing data…
+any(is.na(superstore))
+## [1] FALSE
+library(lubridate)
+##
+## Attache Paket: 'lubridate'
+## Die folgenden Objekte sind maskiert von 'package:base':
+##
+## date, intersect, setdiff, union
+library(stringr)
+
+superstore <- superstore %>%
+ mutate(
+ Order.Date = case_when(
+ str_detect(Order.Date, "/") ~ as.Date(parse_date_time(Order.Date, orders = c("mdy", "dmy"))),
+ TRUE ~ as.Date(Order.Date)
+ )
+ )
+superstore$"Profit Margin" <- (superstore$Profit / superstore$Sales) * 100
+superstore$Order_Year <- format(superstore$Order.Date, "%Y")
+sales_profit_by_category <- superstore %>%
+ group_by(Category) %>%
+ summarise(
+ Total_Sales = sum(Sales, na.rm = TRUE),
+ Total_Profit = sum(Profit, na.rm = TRUE)
+ )
+print(sales_profit_by_category)
+## # A tibble: 3 × 3
+## Category Total_Sales Total_Profit
+## <chr> <dbl> <dbl>
+## 1 Furniture 742000. 18451.
+## 2 Office Supplies 719047. 122491.
+## 3 Technology 836154. 145455.
+avg_profit_margin_by_region <- superstore %>%
+ group_by(Region) %>%
+ summarise(Average_Profit_Margin = mean(`Profit Margin`, na.rm = TRUE))
+print(avg_profit_margin_by_region)
+## # A tibble: 4 × 2
+## Region Average_Profit_Margin
+## <chr> <dbl>
+## 1 Central -10.4
+## 2 East 16.7
+## 3 South 16.4
+## 4 West 21.9
+orders_by_segment <- superstore %>%
+ group_by(Segment) %>%
+ summarise(Order_Count = n())
+print(orders_by_segment)
+## # A tibble: 3 × 2
+## Segment Order_Count
+## <chr> <int>
+## 1 Consumer 5191
+## 2 Corporate 3020
+## 3 Home Office 1783
+