[1] "tbl_df" "tbl" "data.frame"GitHub
Mini-Lecture 3
Ben Baumer
Smith College
2024-09-09
Slack review
print.data.frame()
I’m a bit confused about…the difference between the
print.data.frame(starwars)andas.data.frame(starwars)executions.
Two approaches, same output
- explicit coercion to
data.frame - call generic function
This makes a copy
for exercise 4, “as.data.frame” is making a new copy?
[1] "<0x5580dc40da98>"tracemem[0x5580dc40da98 -> 0x5580ddfd5e48]: as.data.frame.tbl_df as.data.frame print %>% eval eval withVisible withCallingHandlers eval eval with_handlers doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList withRestarts <Anonymous> evaluate in_dir in_input_dir eng_r block_exec call_block process_group withCallingHandlers <Anonymous> process_file <Anonymous> <Anonymous> execute .main
tracemem[0x5580ddfd5e48 -> 0x5580ddfd5978]: as.list.data.frame as.list vapply map_mold map_lgl which as.data.frame.tbl_df as.data.frame print %>% eval eval withVisible withCallingHandlers eval eval with_handlers doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList withRestarts <Anonymous> evaluate in_dir in_input_dir eng_r block_exec call_block process_group withCallingHandlers <Anonymous> process_file <Anonymous> <Anonymous> execute .main
tracemem[0x5580ddfd5e48 -> 0x5580dde7f1f8]: tbl_subassign [<-.tbl_df [<- as.data.frame.tbl_df as.data.frame print %>% eval eval withVisible withCallingHandlers eval eval with_handlers doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList withRestarts <Anonymous> evaluate in_dir in_input_dir eng_r block_exec call_block process_group withCallingHandlers <Anonymous> process_file <Anonymous> <Anonymous> execute .main
tracemem[0x5580dde7f1f8 -> 0x5580dae08ad8]: tbl_subassign_col tbl_subassign [<-.tbl_df [<- as.data.frame.tbl_df as.data.frame print %>% eval eval withVisible withCallingHandlers eval eval with_handlers doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList withRestarts <Anonymous> evaluate in_dir in_input_dir eng_r block_exec call_block process_group withCallingHandlers <Anonymous> process_file <Anonymous> <Anonymous> execute .main
tracemem[0x5580dae08ad8 -> 0x5580dae08978]: vectbl_restore tbl_subassign [<-.tbl_df [<- as.data.frame.tbl_df as.data.frame print %>% eval eval withVisible withCallingHandlers eval eval with_handlers doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList doWithOneRestart withOneRestart withRestartList withRestarts <Anonymous> evaluate in_dir in_input_dir eng_r block_exec call_block process_group withCallingHandlers <Anonymous> process_file <Anonymous> <Anonymous> execute .main
name height mass hair_color skin_color
1 Luke Skywalker 172 77.0 blond fair
2 C-3PO 167 75.0 <NA> gold
3 R2-D2 96 32.0 <NA> white, blue
4 Darth Vader 202 136.0 none white
5 Leia Organa 150 49.0 brown light
6 Owen Lars 178 120.0 brown, grey light
7 Beru Whitesun Lars 165 75.0 brown light
8 R5-D4 97 32.0 <NA> white, red
9 Biggs Darklighter 183 84.0 black light
10 Obi-Wan Kenobi 182 77.0 auburn, white fair
11 Anakin Skywalker 188 84.0 blond fair
12 Wilhuff Tarkin 180 NA auburn, grey fair
13 Chewbacca 228 112.0 brown unknown
14 Han Solo 180 80.0 brown fair
15 Greedo 173 74.0 <NA> green
16 Jabba Desilijic Tiure 175 1358.0 <NA> green-tan, brown
17 Wedge Antilles 170 77.0 brown fair
18 Jek Tono Porkins 180 110.0 brown fair
19 Yoda 66 17.0 white green
20 Palpatine 170 75.0 grey pale
21 Boba Fett 183 78.2 black fair
22 IG-88 200 140.0 none metal
23 Bossk 190 113.0 none green
24 Lando Calrissian 177 79.0 black dark
25 Lobot 175 79.0 none light
26 Ackbar 180 83.0 none brown mottle
27 Mon Mothma 150 NA auburn fair
28 Arvel Crynyd NA NA brown fair
29 Wicket Systri Warrick 88 20.0 brown brown
30 Nien Nunb 160 68.0 none grey
31 Qui-Gon Jinn 193 89.0 brown fair
32 Nute Gunray 191 90.0 none mottled green
33 Finis Valorum 170 NA blond fair
34 Padmé Amidala 185 45.0 brown light
35 Jar Jar Binks 196 66.0 none orange
36 Roos Tarpals 224 82.0 none grey
37 Rugor Nass 206 NA none green
38 Ric Olié 183 NA brown fair
39 Watto 137 NA black blue, grey
40 Sebulba 112 40.0 none grey, red
41 Quarsh Panaka 183 NA black dark
42 Shmi Skywalker 163 NA black fair
43 Darth Maul 175 80.0 none red
44 Bib Fortuna 180 NA none pale
45 Ayla Secura 178 55.0 none blue
46 Ratts Tyerel 79 15.0 none grey, blue
47 Dud Bolt 94 45.0 none blue, grey
48 Gasgano 122 NA none white, blue
49 Ben Quadinaros 163 65.0 none grey, green, yellow
50 Mace Windu 188 84.0 none dark
51 Ki-Adi-Mundi 198 82.0 white pale
52 Kit Fisto 196 87.0 none green
53 Eeth Koth 171 NA black brown
54 Adi Gallia 184 50.0 none dark
55 Saesee Tiin 188 NA none pale
56 Yarael Poof 264 NA none white
57 Plo Koon 188 80.0 none orange
58 Mas Amedda 196 NA none blue
59 Gregar Typho 185 85.0 black dark
60 Cordé 157 NA brown light
61 Cliegg Lars 183 NA brown fair
62 Poggle the Lesser 183 80.0 none green
63 Luminara Unduli 170 56.2 black yellow
64 Barriss Offee 166 50.0 black yellow
65 Dormé 165 NA brown light
66 Dooku 193 80.0 white fair
67 Bail Prestor Organa 191 NA black tan
68 Jango Fett 183 79.0 black tan
69 Zam Wesell 168 55.0 blonde fair, green, yellow
70 Dexter Jettster 198 102.0 none brown
71 Lama Su 229 88.0 none grey
72 Taun We 213 NA none grey
73 Jocasta Nu 167 NA white fair
74 R4-P17 96 NA none silver, red
75 Wat Tambor 193 48.0 none green, grey
76 San Hill 191 NA none grey
77 Shaak Ti 178 57.0 none red, blue, white
78 Grievous 216 159.0 none brown, white
79 Tarfful 234 136.0 brown brown
80 Raymus Antilles 188 79.0 brown light
81 Sly Moore 178 48.0 none pale
82 Tion Medon 206 80.0 none grey
83 Finn NA NA black dark
84 Rey NA NA brown light
85 Poe Dameron NA NA brown light
86 BB8 NA NA none none
87 Captain Phasma NA NA none none
eye_color birth_year sex gender homeworld
1 blue 19.0 male masculine Tatooine
2 yellow 112.0 none masculine Tatooine
3 red 33.0 none masculine Naboo
4 yellow 41.9 male masculine Tatooine
5 brown 19.0 female feminine Alderaan
6 blue 52.0 male masculine Tatooine
7 blue 47.0 female feminine Tatooine
8 red NA none masculine Tatooine
9 brown 24.0 male masculine Tatooine
10 blue-gray 57.0 male masculine Stewjon
11 blue 41.9 male masculine Tatooine
12 blue 64.0 male masculine Eriadu
13 blue 200.0 male masculine Kashyyyk
14 brown 29.0 male masculine Corellia
15 black 44.0 male masculine Rodia
16 orange 600.0 hermaphroditic masculine Nal Hutta
17 hazel 21.0 male masculine Corellia
18 blue NA <NA> <NA> Bestine IV
19 brown 896.0 male masculine <NA>
20 yellow 82.0 male masculine Naboo
21 brown 31.5 male masculine Kamino
22 red 15.0 none masculine <NA>
23 red 53.0 male masculine Trandosha
24 brown 31.0 male masculine Socorro
25 blue 37.0 male masculine Bespin
26 orange 41.0 male masculine Mon Cala
27 blue 48.0 female feminine Chandrila
28 brown NA male masculine <NA>
29 brown 8.0 male masculine Endor
30 black NA male masculine Sullust
31 blue 92.0 male masculine <NA>
32 red NA male masculine Cato Neimoidia
33 blue 91.0 male masculine Coruscant
34 brown 46.0 female feminine Naboo
35 orange 52.0 male masculine Naboo
36 orange NA male masculine Naboo
37 orange NA male masculine Naboo
38 blue NA male masculine Naboo
39 yellow NA male masculine Toydaria
40 orange NA male masculine Malastare
41 brown 62.0 male masculine Naboo
42 brown 72.0 female feminine Tatooine
43 yellow 54.0 male masculine Dathomir
44 pink NA male masculine Ryloth
45 hazel 48.0 female feminine Ryloth
46 unknown NA male masculine Aleen Minor
47 yellow NA male masculine Vulpter
48 black NA male masculine Troiken
49 orange NA male masculine Tund
50 brown 72.0 male masculine Haruun Kal
51 yellow 92.0 male masculine Cerea
52 black NA male masculine Glee Anselm
53 brown NA male masculine Iridonia
54 blue NA female feminine Coruscant
55 orange NA male masculine Iktotch
56 yellow NA male masculine Quermia
57 black 22.0 male masculine Dorin
58 blue NA male masculine Champala
59 brown NA <NA> <NA> Naboo
60 brown NA <NA> <NA> Naboo
61 blue 82.0 male masculine Tatooine
62 yellow NA male masculine Geonosis
63 blue 58.0 female feminine Mirial
64 blue 40.0 female feminine Mirial
65 brown NA female feminine Naboo
66 brown 102.0 male masculine Serenno
67 brown 67.0 male masculine Alderaan
68 brown 66.0 male masculine Concord Dawn
69 yellow NA female feminine Zolan
70 yellow NA male masculine Ojom
71 black NA male masculine Kamino
72 black NA female feminine Kamino
73 blue NA female feminine Coruscant
74 red, blue NA none feminine <NA>
75 unknown NA male masculine Skako
76 gold NA male masculine Muunilinst
77 black NA female feminine Shili
78 green, yellow NA male masculine Kalee
79 blue NA male masculine Kashyyyk
80 brown NA male masculine Alderaan
81 white NA <NA> <NA> Umbara
82 black NA male masculine Utapau
83 dark NA male masculine <NA>
84 hazel NA female feminine <NA>
85 brown NA male masculine <NA>
86 black NA none masculine <NA>
87 unknown NA female feminine <NA>
species
1 Human
2 Droid
3 Droid
4 Human
5 Human
6 Human
7 Human
8 Droid
9 Human
10 Human
11 Human
12 Human
13 Wookiee
14 Human
15 Rodian
16 Hutt
17 Human
18 <NA>
19 Yoda's species
20 Human
21 Human
22 Droid
23 Trandoshan
24 Human
25 Human
26 Mon Calamari
27 Human
28 Human
29 Ewok
30 Sullustan
31 Human
32 Neimodian
33 Human
34 Human
35 Gungan
36 Gungan
37 Gungan
38 Human
39 Toydarian
40 Dug
41 Human
42 Human
43 Zabrak
44 Twi'lek
45 Twi'lek
46 Aleena
47 Vulptereen
48 Xexto
49 Toong
50 Human
51 Cerean
52 Nautolan
53 Zabrak
54 Tholothian
55 Iktotchi
56 Quermian
57 Kel Dor
58 Chagrian
59 <NA>
60 <NA>
61 Human
62 Geonosian
63 Mirialan
64 Mirialan
65 Human
66 Human
67 Human
68 Human
69 Clawdite
70 Besalisk
71 Kaminoan
72 Kaminoan
73 Human
74 Droid
75 Skakoan
76 Muun
77 Togruta
78 Kaleesh
79 Wookiee
80 Human
81 <NA>
82 Pau'an
83 Human
84 Human
85 Human
86 Droid
87 Human
films
1 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
2 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
3 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith, The Force Awakens
4 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith
5 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
6 A New Hope, Attack of the Clones, Revenge of the Sith
7 A New Hope, Attack of the Clones, Revenge of the Sith
8 A New Hope
9 A New Hope
10 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
11 The Phantom Menace, Attack of the Clones, Revenge of the Sith
12 A New Hope, Revenge of the Sith
13 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
14 A New Hope, The Empire Strikes Back, Return of the Jedi, The Force Awakens
15 A New Hope
16 A New Hope, Return of the Jedi, The Phantom Menace
17 A New Hope, The Empire Strikes Back, Return of the Jedi
18 A New Hope
19 The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
20 The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
21 The Empire Strikes Back, Return of the Jedi, Attack of the Clones
22 The Empire Strikes Back
23 The Empire Strikes Back
24 The Empire Strikes Back, Return of the Jedi
25 The Empire Strikes Back
26 Return of the Jedi, The Force Awakens
27 Return of the Jedi
28 Return of the Jedi
29 Return of the Jedi
30 Return of the Jedi
31 The Phantom Menace
32 The Phantom Menace, Attack of the Clones, Revenge of the Sith
33 The Phantom Menace
34 The Phantom Menace, Attack of the Clones, Revenge of the Sith
35 The Phantom Menace, Attack of the Clones
36 The Phantom Menace
37 The Phantom Menace
38 The Phantom Menace
39 The Phantom Menace, Attack of the Clones
40 The Phantom Menace
41 The Phantom Menace
42 The Phantom Menace, Attack of the Clones
43 The Phantom Menace
44 Return of the Jedi
45 The Phantom Menace, Attack of the Clones, Revenge of the Sith
46 The Phantom Menace
47 The Phantom Menace
48 The Phantom Menace
49 The Phantom Menace
50 The Phantom Menace, Attack of the Clones, Revenge of the Sith
51 The Phantom Menace, Attack of the Clones, Revenge of the Sith
52 The Phantom Menace, Attack of the Clones, Revenge of the Sith
53 The Phantom Menace, Revenge of the Sith
54 The Phantom Menace, Revenge of the Sith
55 The Phantom Menace, Revenge of the Sith
56 The Phantom Menace
57 The Phantom Menace, Attack of the Clones, Revenge of the Sith
58 The Phantom Menace, Attack of the Clones
59 Attack of the Clones
60 Attack of the Clones
61 Attack of the Clones
62 Attack of the Clones, Revenge of the Sith
63 Attack of the Clones, Revenge of the Sith
64 Attack of the Clones
65 Attack of the Clones
66 Attack of the Clones, Revenge of the Sith
67 Attack of the Clones, Revenge of the Sith
68 Attack of the Clones
69 Attack of the Clones
70 Attack of the Clones
71 Attack of the Clones
72 Attack of the Clones
73 Attack of the Clones
74 Attack of the Clones, Revenge of the Sith
75 Attack of the Clones
76 Attack of the Clones
77 Attack of the Clones, Revenge of the Sith
78 Revenge of the Sith
79 Revenge of the Sith
80 A New Hope, Revenge of the Sith
81 Attack of the Clones, Revenge of the Sith
82 Revenge of the Sith
83 The Force Awakens
84 The Force Awakens
85 The Force Awakens
86 The Force Awakens
87 The Force Awakens
vehicles
1 Snowspeeder, Imperial Speeder Bike
2
3
4
5 Imperial Speeder Bike
6
7
8
9
10 Tribubble bongo
11 Zephyr-G swoop bike, XJ-6 airspeeder
12
13 AT-ST
14
15
16
17 Snowspeeder
18
19
20
21
22
23
24
25
26
27
28
29
30
31 Tribubble bongo
32
33
34
35
36
37
38
39
40
41
42
43 Sith speeder
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66 Flitknot speeder
67
68
69 Koro-2 Exodrive airspeeder
70
71
72
73
74
75
76
77
78 Tsmeu-6 personal wheel bike
79
80
81
82
83
84
85
86
87
starships
1 X-wing, Imperial shuttle
2
3
4 TIE Advanced x1
5
6
7
8
9 X-wing
10 Jedi starfighter, Trade Federation cruiser, Naboo star skiff, Jedi Interceptor, Belbullab-22 starfighter
11 Naboo fighter, Trade Federation cruiser, Jedi Interceptor
12
13 Millennium Falcon, Imperial shuttle
14 Millennium Falcon, Imperial shuttle
15
16
17 X-wing
18 X-wing
19
20
21 Slave 1
22
23
24 Millennium Falcon
25
26
27
28 A-wing
29
30 Millennium Falcon
31
32
33
34 Naboo fighter, H-type Nubian yacht, Naboo star skiff
35
36
37
38 Naboo Royal Starship
39
40
41
42
43 Scimitar
44
45
46
47
48
49
50
51
52
53
54
55
56
57 Jedi starfighter
58
59 Naboo fighter
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78 Belbullab-22 starfighter
79
80
81
82
83
84
85 X-wing
86
87 This doesn’t make a copy!
[1] "<0x5580dc40da98>" name height mass hair_color skin_color
1 Luke Skywalker 172 77.0 blond fair
2 C-3PO 167 75.0 <NA> gold
3 R2-D2 96 32.0 <NA> white, blue
4 Darth Vader 202 136.0 none white
5 Leia Organa 150 49.0 brown light
6 Owen Lars 178 120.0 brown, grey light
7 Beru Whitesun Lars 165 75.0 brown light
8 R5-D4 97 32.0 <NA> white, red
9 Biggs Darklighter 183 84.0 black light
10 Obi-Wan Kenobi 182 77.0 auburn, white fair
11 Anakin Skywalker 188 84.0 blond fair
12 Wilhuff Tarkin 180 NA auburn, grey fair
13 Chewbacca 228 112.0 brown unknown
14 Han Solo 180 80.0 brown fair
15 Greedo 173 74.0 <NA> green
16 Jabba Desilijic Tiure 175 1358.0 <NA> green-tan, brown
17 Wedge Antilles 170 77.0 brown fair
18 Jek Tono Porkins 180 110.0 brown fair
19 Yoda 66 17.0 white green
20 Palpatine 170 75.0 grey pale
21 Boba Fett 183 78.2 black fair
22 IG-88 200 140.0 none metal
23 Bossk 190 113.0 none green
24 Lando Calrissian 177 79.0 black dark
25 Lobot 175 79.0 none light
26 Ackbar 180 83.0 none brown mottle
27 Mon Mothma 150 NA auburn fair
28 Arvel Crynyd NA NA brown fair
29 Wicket Systri Warrick 88 20.0 brown brown
30 Nien Nunb 160 68.0 none grey
31 Qui-Gon Jinn 193 89.0 brown fair
32 Nute Gunray 191 90.0 none mottled green
33 Finis Valorum 170 NA blond fair
34 Padmé Amidala 185 45.0 brown light
35 Jar Jar Binks 196 66.0 none orange
36 Roos Tarpals 224 82.0 none grey
37 Rugor Nass 206 NA none green
38 Ric Olié 183 NA brown fair
39 Watto 137 NA black blue, grey
40 Sebulba 112 40.0 none grey, red
41 Quarsh Panaka 183 NA black dark
42 Shmi Skywalker 163 NA black fair
43 Darth Maul 175 80.0 none red
44 Bib Fortuna 180 NA none pale
45 Ayla Secura 178 55.0 none blue
46 Ratts Tyerel 79 15.0 none grey, blue
47 Dud Bolt 94 45.0 none blue, grey
48 Gasgano 122 NA none white, blue
49 Ben Quadinaros 163 65.0 none grey, green, yellow
50 Mace Windu 188 84.0 none dark
51 Ki-Adi-Mundi 198 82.0 white pale
52 Kit Fisto 196 87.0 none green
53 Eeth Koth 171 NA black brown
54 Adi Gallia 184 50.0 none dark
55 Saesee Tiin 188 NA none pale
56 Yarael Poof 264 NA none white
57 Plo Koon 188 80.0 none orange
58 Mas Amedda 196 NA none blue
59 Gregar Typho 185 85.0 black dark
60 Cordé 157 NA brown light
61 Cliegg Lars 183 NA brown fair
62 Poggle the Lesser 183 80.0 none green
63 Luminara Unduli 170 56.2 black yellow
64 Barriss Offee 166 50.0 black yellow
65 Dormé 165 NA brown light
66 Dooku 193 80.0 white fair
67 Bail Prestor Organa 191 NA black tan
68 Jango Fett 183 79.0 black tan
69 Zam Wesell 168 55.0 blonde fair, green, yellow
70 Dexter Jettster 198 102.0 none brown
71 Lama Su 229 88.0 none grey
72 Taun We 213 NA none grey
73 Jocasta Nu 167 NA white fair
74 R4-P17 96 NA none silver, red
75 Wat Tambor 193 48.0 none green, grey
76 San Hill 191 NA none grey
77 Shaak Ti 178 57.0 none red, blue, white
78 Grievous 216 159.0 none brown, white
79 Tarfful 234 136.0 brown brown
80 Raymus Antilles 188 79.0 brown light
81 Sly Moore 178 48.0 none pale
82 Tion Medon 206 80.0 none grey
83 Finn NA NA black dark
84 Rey NA NA brown light
85 Poe Dameron NA NA brown light
86 BB8 NA NA none none
87 Captain Phasma NA NA none none
eye_color birth_year sex gender homeworld
1 blue 19.0 male masculine Tatooine
2 yellow 112.0 none masculine Tatooine
3 red 33.0 none masculine Naboo
4 yellow 41.9 male masculine Tatooine
5 brown 19.0 female feminine Alderaan
6 blue 52.0 male masculine Tatooine
7 blue 47.0 female feminine Tatooine
8 red NA none masculine Tatooine
9 brown 24.0 male masculine Tatooine
10 blue-gray 57.0 male masculine Stewjon
11 blue 41.9 male masculine Tatooine
12 blue 64.0 male masculine Eriadu
13 blue 200.0 male masculine Kashyyyk
14 brown 29.0 male masculine Corellia
15 black 44.0 male masculine Rodia
16 orange 600.0 hermaphroditic masculine Nal Hutta
17 hazel 21.0 male masculine Corellia
18 blue NA <NA> <NA> Bestine IV
19 brown 896.0 male masculine <NA>
20 yellow 82.0 male masculine Naboo
21 brown 31.5 male masculine Kamino
22 red 15.0 none masculine <NA>
23 red 53.0 male masculine Trandosha
24 brown 31.0 male masculine Socorro
25 blue 37.0 male masculine Bespin
26 orange 41.0 male masculine Mon Cala
27 blue 48.0 female feminine Chandrila
28 brown NA male masculine <NA>
29 brown 8.0 male masculine Endor
30 black NA male masculine Sullust
31 blue 92.0 male masculine <NA>
32 red NA male masculine Cato Neimoidia
33 blue 91.0 male masculine Coruscant
34 brown 46.0 female feminine Naboo
35 orange 52.0 male masculine Naboo
36 orange NA male masculine Naboo
37 orange NA male masculine Naboo
38 blue NA male masculine Naboo
39 yellow NA male masculine Toydaria
40 orange NA male masculine Malastare
41 brown 62.0 male masculine Naboo
42 brown 72.0 female feminine Tatooine
43 yellow 54.0 male masculine Dathomir
44 pink NA male masculine Ryloth
45 hazel 48.0 female feminine Ryloth
46 unknown NA male masculine Aleen Minor
47 yellow NA male masculine Vulpter
48 black NA male masculine Troiken
49 orange NA male masculine Tund
50 brown 72.0 male masculine Haruun Kal
51 yellow 92.0 male masculine Cerea
52 black NA male masculine Glee Anselm
53 brown NA male masculine Iridonia
54 blue NA female feminine Coruscant
55 orange NA male masculine Iktotch
56 yellow NA male masculine Quermia
57 black 22.0 male masculine Dorin
58 blue NA male masculine Champala
59 brown NA <NA> <NA> Naboo
60 brown NA <NA> <NA> Naboo
61 blue 82.0 male masculine Tatooine
62 yellow NA male masculine Geonosis
63 blue 58.0 female feminine Mirial
64 blue 40.0 female feminine Mirial
65 brown NA female feminine Naboo
66 brown 102.0 male masculine Serenno
67 brown 67.0 male masculine Alderaan
68 brown 66.0 male masculine Concord Dawn
69 yellow NA female feminine Zolan
70 yellow NA male masculine Ojom
71 black NA male masculine Kamino
72 black NA female feminine Kamino
73 blue NA female feminine Coruscant
74 red, blue NA none feminine <NA>
75 unknown NA male masculine Skako
76 gold NA male masculine Muunilinst
77 black NA female feminine Shili
78 green, yellow NA male masculine Kalee
79 blue NA male masculine Kashyyyk
80 brown NA male masculine Alderaan
81 white NA <NA> <NA> Umbara
82 black NA male masculine Utapau
83 dark NA male masculine <NA>
84 hazel NA female feminine <NA>
85 brown NA male masculine <NA>
86 black NA none masculine <NA>
87 unknown NA female feminine <NA>
species
1 Human
2 Droid
3 Droid
4 Human
5 Human
6 Human
7 Human
8 Droid
9 Human
10 Human
11 Human
12 Human
13 Wookiee
14 Human
15 Rodian
16 Hutt
17 Human
18 <NA>
19 Yoda's species
20 Human
21 Human
22 Droid
23 Trandoshan
24 Human
25 Human
26 Mon Calamari
27 Human
28 Human
29 Ewok
30 Sullustan
31 Human
32 Neimodian
33 Human
34 Human
35 Gungan
36 Gungan
37 Gungan
38 Human
39 Toydarian
40 Dug
41 Human
42 Human
43 Zabrak
44 Twi'lek
45 Twi'lek
46 Aleena
47 Vulptereen
48 Xexto
49 Toong
50 Human
51 Cerean
52 Nautolan
53 Zabrak
54 Tholothian
55 Iktotchi
56 Quermian
57 Kel Dor
58 Chagrian
59 <NA>
60 <NA>
61 Human
62 Geonosian
63 Mirialan
64 Mirialan
65 Human
66 Human
67 Human
68 Human
69 Clawdite
70 Besalisk
71 Kaminoan
72 Kaminoan
73 Human
74 Droid
75 Skakoan
76 Muun
77 Togruta
78 Kaleesh
79 Wookiee
80 Human
81 <NA>
82 Pau'an
83 Human
84 Human
85 Human
86 Droid
87 Human
films
1 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
2 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
3 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith, The Force Awakens
4 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith
5 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
6 A New Hope, Attack of the Clones, Revenge of the Sith
7 A New Hope, Attack of the Clones, Revenge of the Sith
8 A New Hope
9 A New Hope
10 A New Hope, The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
11 The Phantom Menace, Attack of the Clones, Revenge of the Sith
12 A New Hope, Revenge of the Sith
13 A New Hope, The Empire Strikes Back, Return of the Jedi, Revenge of the Sith, The Force Awakens
14 A New Hope, The Empire Strikes Back, Return of the Jedi, The Force Awakens
15 A New Hope
16 A New Hope, Return of the Jedi, The Phantom Menace
17 A New Hope, The Empire Strikes Back, Return of the Jedi
18 A New Hope
19 The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
20 The Empire Strikes Back, Return of the Jedi, The Phantom Menace, Attack of the Clones, Revenge of the Sith
21 The Empire Strikes Back, Return of the Jedi, Attack of the Clones
22 The Empire Strikes Back
23 The Empire Strikes Back
24 The Empire Strikes Back, Return of the Jedi
25 The Empire Strikes Back
26 Return of the Jedi, The Force Awakens
27 Return of the Jedi
28 Return of the Jedi
29 Return of the Jedi
30 Return of the Jedi
31 The Phantom Menace
32 The Phantom Menace, Attack of the Clones, Revenge of the Sith
33 The Phantom Menace
34 The Phantom Menace, Attack of the Clones, Revenge of the Sith
35 The Phantom Menace, Attack of the Clones
36 The Phantom Menace
37 The Phantom Menace
38 The Phantom Menace
39 The Phantom Menace, Attack of the Clones
40 The Phantom Menace
41 The Phantom Menace
42 The Phantom Menace, Attack of the Clones
43 The Phantom Menace
44 Return of the Jedi
45 The Phantom Menace, Attack of the Clones, Revenge of the Sith
46 The Phantom Menace
47 The Phantom Menace
48 The Phantom Menace
49 The Phantom Menace
50 The Phantom Menace, Attack of the Clones, Revenge of the Sith
51 The Phantom Menace, Attack of the Clones, Revenge of the Sith
52 The Phantom Menace, Attack of the Clones, Revenge of the Sith
53 The Phantom Menace, Revenge of the Sith
54 The Phantom Menace, Revenge of the Sith
55 The Phantom Menace, Revenge of the Sith
56 The Phantom Menace
57 The Phantom Menace, Attack of the Clones, Revenge of the Sith
58 The Phantom Menace, Attack of the Clones
59 Attack of the Clones
60 Attack of the Clones
61 Attack of the Clones
62 Attack of the Clones, Revenge of the Sith
63 Attack of the Clones, Revenge of the Sith
64 Attack of the Clones
65 Attack of the Clones
66 Attack of the Clones, Revenge of the Sith
67 Attack of the Clones, Revenge of the Sith
68 Attack of the Clones
69 Attack of the Clones
70 Attack of the Clones
71 Attack of the Clones
72 Attack of the Clones
73 Attack of the Clones
74 Attack of the Clones, Revenge of the Sith
75 Attack of the Clones
76 Attack of the Clones
77 Attack of the Clones, Revenge of the Sith
78 Revenge of the Sith
79 Revenge of the Sith
80 A New Hope, Revenge of the Sith
81 Attack of the Clones, Revenge of the Sith
82 Revenge of the Sith
83 The Force Awakens
84 The Force Awakens
85 The Force Awakens
86 The Force Awakens
87 The Force Awakens
vehicles
1 Snowspeeder, Imperial Speeder Bike
2
3
4
5 Imperial Speeder Bike
6
7
8
9
10 Tribubble bongo
11 Zephyr-G swoop bike, XJ-6 airspeeder
12
13 AT-ST
14
15
16
17 Snowspeeder
18
19
20
21
22
23
24
25
26
27
28
29
30
31 Tribubble bongo
32
33
34
35
36
37
38
39
40
41
42
43 Sith speeder
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66 Flitknot speeder
67
68
69 Koro-2 Exodrive airspeeder
70
71
72
73
74
75
76
77
78 Tsmeu-6 personal wheel bike
79
80
81
82
83
84
85
86
87
starships
1 X-wing, Imperial shuttle
2
3
4 TIE Advanced x1
5
6
7
8
9 X-wing
10 Jedi starfighter, Trade Federation cruiser, Naboo star skiff, Jedi Interceptor, Belbullab-22 starfighter
11 Naboo fighter, Trade Federation cruiser, Jedi Interceptor
12
13 Millennium Falcon, Imperial shuttle
14 Millennium Falcon, Imperial shuttle
15
16
17 X-wing
18 X-wing
19
20
21 Slave 1
22
23
24 Millennium Falcon
25
26
27
28 A-wing
29
30 Millennium Falcon
31
32
33
34 Naboo fighter, H-type Nubian yacht, Naboo star skiff
35
36
37
38 Naboo Royal Starship
39
40
41
42
43 Scimitar
44
45
46
47
48
49
50
51
52
53
54
55
56
57 Jedi starfighter
58
59 Naboo fighter
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78 Belbullab-22 starfighter
79
80
81
82
83
84
85 X-wing
86
87 Deleting a data set
When did I create a bad copy of starwars, and why does using
rm()restore it to a data.frame?
- Because the data set is provided by a package
rm()removes it from your workspace (only)- Will become clearer once we learn about environments and namespaces!
GitHub
The process
- Authenticate GitHub to local RStudio
- Fork main repository into your GitHub account
- Clone your fork to local RStudio
- Configure upstream remote
- Start new branch with
pr_init() - Make changes
- Commit changes
- Push branch with
pr_push() - Open pull request on GitHub website
Four typical errors
- Can’t push because don’t have permission
- : have repo admin add you as collaborator
- Can’t push because repo is ahead
- : pull, then push
- Can’t pull because uncommitted changes
- : commit, then pull, then push
- Merge conflict
- : resolve conflicts, then commit, then push
Now
Work on
SDS 410