Firt Url that contains recent movies ( 2010-2023)
For the start of my work i follow the instructions on the assignment to achieve necessary page and its url.
I also wathched tutorials for this project on youtube. I started with the loading necessary libraries . I also used google extension named selector gadget.
I started with the first url that containts more recent movies (2010-2023).
Warning: package 'rvest' was built under R version 4.3.2
Warning: package 'dplyr' was built under R version 4.3.2
Attaching package: 'dplyr'
The following objects are masked from 'package:stats':
filter, lag
The following objects are masked from 'package:base':
intersect, setdiff, setequal, union
Warning: package 'tidyverse' was built under R version 4.3.2
Warning: package 'ggplot2' was built under R version 4.3.2
Warning: package 'tibble' was built under R version 4.3.2
Warning: package 'tidyr' was built under R version 4.3.2
Warning: package 'readr' was built under R version 4.3.2
Warning: package 'purrr' was built under R version 4.3.2
Warning: package 'stringr' was built under R version 4.3.2
Warning: package 'forcats' was built under R version 4.3.2
Warning: package 'lubridate' was built under R version 4.3.2
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ forcats 1.0.0 ✔ readr 2.1.4
✔ ggplot2 3.4.4 ✔ stringr 1.5.1
✔ lubridate 1.9.3 ✔ tibble 3.2.1
✔ purrr 1.0.2 ✔ tidyr 1.3.0
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ readr::guess_encoding() masks rvest::guess_encoding()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library (stringr)# our first url = "https://m.imdb.com/search/title/?title_type=feature&release_date=2010-01-01,2023-12-31&num_votes=2500,&country_of_origin=TR&count=250" # scraping the movie titles <- read_html (url1) %>% html_elements (".ipc-title__text" ) %>% html_text ()<- tail (head (title1,- 1 ),- 1 )<- str_split (title1, " " , n= 2 )<- unlist (lapply (title1, function (x) {x[2 ]}))print (title1)
[1] "Kuru Otlar Üstüne"
[2] "Siccîn"
[3] "Istanbul Için Son Çagri"
[4] "Siccin 2"
[5] "Bihter"
[6] "Yedinci Kogustaki Mucize"
[7] "Ölümlü Dünya 2"
[8] "Kis Uykusu"
[9] "Ayla: The Daughter of War"
[10] "Ahlat Agaci"
[11] "Mucize"
[12] "Do Not Disturb"
[13] "Dabbe: Cin Çarpmasi"
[14] "Bir Zamanlar Anadolu'da"
[15] "Kurak Günler"
[16] "Baskin"
[17] "Siccîn 3: Cürmü Ask"
[18] "Ölümlü Dünya"
[19] "Sen Inandir"
[20] "Dag II"
[21] "Kedi"
[22] "Mucize 2: Ask"
[23] "Yilbasi Gecesi"
[24] "Dabbe: Zehr-i Cin"
[25] "Boga Boga"
[26] "Yeralti"
[27] "Deliler"
[28] "Kor"
[29] "Fort Bliss"
[30] "Iyi Adamin 10 Günü"
[31] "The Ottoman Lieutenant"
[32] "Fetih 1453"
[33] "Bergen"
[34] "Ask Taktikleri"
[35] "Su ve Ates"
[36] "Aile Arasinda"
[37] "CM101MMXI Fundamentals"
[38] "Dabbe (Dab6e)"
[39] "Bursa Bülbülü"
[40] "Dag"
[41] "Cinayet Süsü"
[42] "Recep Ivedik 7"
[43] "Illegal Hayatlar"
[44] "Arif V 216"
[45] "Güzelligin Portresi"
[46] "Bulanti"
[47] "Bizim Için Sampiyon"
[48] "Av Mevsimi"
[49] "Kelebekler"
[50] "Türk Isi Dondurma"
[51] "Kelebegin Rüyasi"
[52] "Müslüm"
[53] "Kagittan Hayatlar"
[54] "Bi Küçük Eylül Meselesi"
[55] "Tereddüt"
[56] "Sarmasik"
[57] "Ikimizin Yerine"
[58] "Cici"
[59] "Organize Isler: Sazan Sarmali"
[60] "Limonata"
[61] "Bir Ask Iki Hayat"
[62] "Sadece Sen"
[63] "Aaahh Belinda"
[64] "Senden Bana Kalan"
[65] "Unutursam Fisilda"
[66] "Cep Herkülü: Naim Süleymanoglu"
[67] "D@bbe: Bir Cin Vakasi"
[68] "Geçen Yaz"
[69] "Kolpaçino: Bomba"
[70] "Ask Tesadüfleri Sever"
[71] "Kiz Kardesler"
[72] "Recep Ivedik 3"
[73] "Kötü Kedi Serafettin"
[74] "Reis"
[75] "Sen Yasamaya Bak"
[76] "Kaybedenler Kulübü"
[77] "Kar ve Ayi"
[78] "Börü"
[79] "Çakallarla Dans 6"
[80] "Annemin Yarasi"
[81] "Aci Tatli Eksi"
[82] "Insanlar Ikiye Ayrilir"
[83] "Can Feda"
[84] "Eyyvah Eyvah"
[85] "Deli Ask"
[86] "Pek Yakinda"
[87] "Aykut Eniste"
[88] "Kin"
[89] "Kolonya Cumhuriyeti"
[90] "Yolun Açik Olsun"
[91] "Mutluluk Zamani"
[92] "Nuh Tepesi"
[93] "Delibal"
[94] "Ise Yarar Bir Sey"
[95] "Kurtlar Vadisi: Vatan"
[96] "Babamin Kemani"
[97] "Dedemin Insanlari"
[98] "Okul tirasi"
[99] "Hedefim Sensin"
[100] "Behzat Ç.: Seni Kalbime Gömdüm"
[101] "Cebimdeki Yabanci"
[102] "Görümce"
[103] "Sevimli Tehlikeli"
[104] "Karakomik Filmler: Kaçamak"
[105] "Asiklar Bayrami"
[106] "Aykut Eniste 2"
[107] "Beni Çok Sev"
[108] "Biz Böyleyiz"
[109] "Itirazim Var"
[110] "Deliha 2"
[111] "Incir Reçeli"
[112] "Karakomik Filmler: 2 Arada"
[113] "Evim Sensin"
[114] "Fakat Müzeyyen Bu Derin Bir Tutku"
[115] "Enes Batur Hayal mi Gerçek mi?"
[116] "Anadolu Kartallari"
[117] "Ask Tesadüfleri Sever 2"
[118] "Panzehir"
[119] "Dügün Dernek 2: Sünnet"
[120] "Bana Masal Anlatma"
[121] "Hadi Be Oglum"
[122] "Bayi Toplantisi"
[123] "Ask Sana Benzer"
[124] "Dügün Dernek"
[125] "Karakomik Filmler: Deli"
[126] "Çok Filim Hareketler Bunlar"
[127] "Eltilerin Savasi"
[128] "Çiçero"
[129] "New York'ta Bes Minare"
[130] "Daha"
[131] "Bir Baba Hindu"
[132] "Azizler"
[133] "Bizans Oyunlari: Geym of Bizans"
[134] "Recep Ivedik 4"
[135] "Ali Baba ve 7 Cüceler"
[136] "Kolpaçino 3. Devre"
[137] "Yarina Tek Bilet"
[138] "Sen Aydinlatirsin Geceyi"
[139] "Sibel"
[140] "Kocan Kadar Konus"
[141] "Abluka"
[142] "Sen Hiç Ates Böcegi Gördün Mü?"
[143] "Cingöz Recai"
[144] "Zaman Makinesi 1973"
[145] "Tamam miyiz?"
[146] "Kardesim Benim"
[147] "Recep Ivedik 6"
[148] "Baba Parasi"
[149] "Istanbul Kirmizisi"
[150] "Sen Kimsin?"
[151] "Celal ile Ceren"
[152] "Selam: Bahara Yolculuk"
[153] "Cumali Ceber 2"
[154] "Iyi Oyun"
[155] "Iftarlik Gazoz"
[156] "Recep Ivedik 5"
[157] "Kaybedenler Kulübü Yolda"
[158] "Çogunluk"
[159] "Deliha"
[160] "Behzat Ç. Ankara Yaniyor"
[161] "Olanlar Oldu"
[162] "Karakomik Filmler: Emanet"
[163] "Tatlim Tatlim"
[164] "Eyyvah Eyvah 3"
[165] "Benim Dünyam"
[166] "Bal"
[167] "Incir Reçeli 2"
[168] "Eksi Elmalar"
[169] "Sag Salim"
[170] "Kutsal Damacana 2: Itmen"
[171] "Selam"
[172] "Veda"
[173] "Ay Lav Yu"
[174] "Sonsuz Ask"
[175] "Ailecek Saskiniz"
[176] "Kara Bela"
[177] "Vay Arkadas"
[178] "Osman Pazarlama"
[179] "Tepenin Ardi"
[180] "9 Kere Leyla"
[181] "Kaçma Birader"
[182] "Çanakkale Yolun Sonu"
[183] "Romantik Komedi 2: Bekarliga Veda"
[184] "Zenne Dancer"
[185] "Yol Arkadasim"
[186] "Sofra Sirlari"
[187] "Ejder Kapani"
[188] "Gözetleme Kulesi"
[189] "Yol Ayrimi"
[190] "Nadide Hayat"
[191] "Kocan Kadar Konus: Dirilis"
[192] "Kayhan"
[193] "Küçük Esnaf"
[194] "Bizi Hatirla"
[195] "Cumali Ceber: Allah Seni Alsin"
[196] "Bizim Hikaye"
[197] "Bizim Büyük Çaresizligimiz"
[198] "Hükümet Kadin"
[199] "Dedemin Fisi"
[200] "Hababam Sinifi Yeniden"
[201] "Içimdeki Ses"
[202] "Ali Kundilli"
[203] "Romantik Komedi"
[204] "Celal Tan ve Ailesinin Asiri Acikli Hikayesi"
[205] "Çakallarla Dans 4"
[206] "Kötü Çocuk"
[207] "Çalgi Çengi"
[208] "Birlesen Gönüller"
[209] "Çakallarla Dans 5"
[210] "Yol Arkadasim 2"
[211] "Mandira Filozofu"
[212] "Yozgat Blues"
[213] "Yok Artik"
[214] "Kafalar Karisik"
[215] "Eyyvah Eyvah 2"
[216] "Alamet-i Kiyamet"
[217] "Gise Memuru"
[218] "Müjde"
[219] "Niyazi Gül Dörtnala"
[220] "G.D.O. Kara Kedi"
[221] "Sen Benim HerSeyimsin"
[222] "Çakallarla Dans"
[223] "Uzun Hikâye"
[224] "Kurtlar Vadisi: Filistin"
[225] "Sen Kiminle Dans Ediyorsun"
[226] "Borç Harç"
[227] "Kurtulus Son Durak"
[228] "Resistance Is Life"
[229] "Sag Salim 2: Sil Bastan"
[230] "Sümela'nin Sifresi: Temel"
[231] "Çakallarla Dans 3: Sifir Sikinti"
[232] "Ya Sonra"
[233] "Enes Batur Gerçek Kahraman"
[234] "Hadi Insallah"
[235] "Berlin Kaplani"
[236] "Patron Mutlu Son Istiyor"
[237] "Sihirbazlik Okulunda Bir Türk"
[238] "Entelköy Efeköy'e Karsi"
[239] "Açela"
[240] "15/07 Safak Vakti"
[241] "Hür Adam: Bediüzzaman Said Nursi"
[242] "Hükümet Kadin 2"
[243] "Çalgi Çengi Ikimiz"
[244] "Çakallarla Dans 2: Hastasiyiz Dede"
[245] "Kod Adi K.O.Z."
[246] "OHA Diyorum"
[247] "Sabit Kanca"
[248] "Deniz ve Günes"
[249] "Guardian of Angels"
<- read_html (url1) %>% html_elements (".dli-title-metadata-item:nth-child(1)" ) %>% html_text () %>% as.numeric ()<- read_html (url1) %>% html_elements (".dli-title-metadata-item:nth-child(2)" ) %>% html_text ()# scraping rating <- read_html (url1) %>% html_elements (".ratingGroup--imdb-rating" ) %>% html_text ()# I struggled something here so i searched and find a solution. This code somehow is making sure that there are no NAs to stopping us even if there are any. (If the code is working, do not touch, right? :)) <- as.numeric (str_extract (rating1, " \\ d+ \\ . \\ d+" ))# scraping votes <- read_html (url1) %>% html_elements (".kRnqtn" ) %>% html_text ()# scrapped text and converting it to numeric <- as.numeric (gsub ("[^0-9]" , "" , votes1))# Checking the length of all vectors if (length (title1) == length (year1) && length (title1) == length (duration1) && length (title1) == length (rating1) && length (title1) == length (votes1)) {# Finally we are creating our data frame to see if it works <- data.frame (title = title1,year = year1,duration = duration1,rating = rating1,votes = votes1# Here is the list of all movies between 2010-2023 print (movie_list)else {# if vector lengths did not become same print ("Error: Vectors have different lengths." )
title year duration rating votes
1 Kuru Otlar Üstüne 2023 3h 17m 8.1 5337
2 Siccîn 2014 1h 36m 6.0 5102
3 Istanbul Için Son Çagri 2023 1h 31m 5.3 7745
4 Siccin 2 2015 1h 33m 6.1 3743
5 Bihter 2023 1h 53m 3.6 3444
6 Yedinci Kogustaki Mucize 2019 2h 12m 8.2 54352
7 Ölümlü Dünya 2 2023 1h 57m 7.4 3913
8 Kis Uykusu 2014 3h 16m 8.0 54772
9 Ayla: The Daughter of War 2017 2h 5m 8.3 43088
10 Ahlat Agaci 2018 3h 8m 8.0 27128
11 Mucize 2015 2h 16m 7.6 13943
12 Do Not Disturb 2023 1h 54m 6.3 8958
13 Dabbe: Cin Çarpmasi 2013 2h 14m 6.8 7160
14 Bir Zamanlar Anadolu'da 2011 2h 37m 7.8 49486
15 Kurak Günler 2022 2h 9m 7.6 11297
16 Baskin 2015 1h 37m 5.8 12143
17 Siccîn 3: Cürmü Ask 2016 1h 50m 6.1 3041
18 Ölümlü Dünya 2018 1h 47m 7.6 30443
19 Sen Inandir 2023 1h 44m 5.6 2624
20 Dag II 2016 2h 15m 8.2 109917
21 Kedi 2016 1h 19m 7.6 15661
22 Mucize 2: Ask 2019 2h 9m 7.2 2805
23 Yilbasi Gecesi 2022 2h 22m 5.8 4454
24 Dabbe: Zehr-i Cin 2014 2h 13m 5.9 4294
25 Boga Boga 2023 1h 52m 5.7 4520
26 Yeralti 2012 1h 47m 7.1 10186
27 Deliler 2018 2h 1m 5.1 3494
28 Kor 2016 1h 55m 6.4 2504
29 Fort Bliss 2014 1h 56m 6.4 3511
30 Iyi Adamin 10 Günü 2023 2h 4m 6.5 5213
31 The Ottoman Lieutenant 2017 1h 46m 6.4 26568
32 Fetih 1453 2012 2h 45m 6.5 58931
33 Bergen 2022 2h 25m 6.9 5915
34 Ask Taktikleri 2022 1h 37m 5.3 5854
35 Su ve Ates 2013 1h 53m 6.1 4888
36 Aile Arasinda 2017 2h 4m 7.6 25742
37 CM101MMXI Fundamentals 2013 2h 19m 9.1 47026
38 Dabbe (Dab6e) 2015 2h 40m 5.6 3193
39 Bursa Bülbülü 2023 2h 6.8 6861
40 Dag 2012 1h 30m 7.5 23173
41 Cinayet Süsü 2019 1h 52m 6.7 19283
42 Recep Ivedik 7 2022 2h 13m 5.2 6508
43 Illegal Hayatlar 2023 1h 45m 6.2 4835
44 Arif V 216 2018 2h 5m 7.0 38636
45 Güzelligin Portresi 2019 2h 7m 6.3 3143
46 Bulanti 2015 1h 52m 6.2 2761
47 Bizim Için Sampiyon 2018 2h 10m 8.2 13056
48 Av Mevsimi 2010 2h 20m 7.4 36317
49 Kelebekler 2018 1h 57m 7.3 15915
50 Türk Isi Dondurma 2019 2h 6.4 5233
51 Kelebegin Rüyasi 2013 2h 18m 7.7 23825
52 Müslüm 2018 2h 16m 7.6 19999
53 Kagittan Hayatlar 2021 1h 36m 6.6 13455
54 Bi Küçük Eylül Meselesi 2014 1h 46m 7.1 10875
55 Tereddüt 2016 1h 45m 6.5 2854
56 Sarmasik 2015 1h 44m 7.9 13161
57 Ikimizin Yerine 2016 2h 6m 6.1 7298
58 Cici 2022 2h 31m 7.1 5649
59 Organize Isler: Sazan Sarmali 2019 2h 1m 6.0 15880
60 Limonata 2015 1h 50m 7.4 14347
61 Bir Ask Iki Hayat 2019 1h 46m 6.1 3113
62 Sadece Sen 2014 1h 45m 7.3 5956
63 Aaahh Belinda 2023 1h 37m 5.3 3114
64 Senden Bana Kalan 2015 1h 57m 6.5 3408
65 Unutursam Fisilda 2014 1h 58m 7.5 13047
66 Cep Herkülü: Naim Süleymanoglu 2019 2h 21m 8.2 13693
67 D@bbe: Bir Cin Vakasi 2012 1h 59m 5.8 4215
68 Geçen Yaz 2021 1h 41m 6.3 3402
69 Kolpaçino: Bomba 2011 1h 32m 5.8 7976
70 Ask Tesadüfleri Sever 2011 1h 58m 7.2 19512
71 Kiz Kardesler 2019 1h 48m 7.4 4682
72 Recep Ivedik 3 2010 1h 35m 4.2 20842
73 Kötü Kedi Serafettin 2016 1h 26m 7.0 8458
74 Reis 2017 1h 48m 1.0 73983
75 Sen Yasamaya Bak 2022 1h 44m 5.7 3738
76 Kaybedenler Kulübü 2011 1h 45m 7.5 25170
77 Kar ve Ayi 2022 1h 33m 6.6 2614
78 Börü 2018 1h 51m 6.7 4663
79 Çakallarla Dans 6 2022 1h 56m 5.3 5282
80 Annemin Yarasi 2016 2h 7.3 4141
81 Aci Tatli Eksi 2017 1h 40m 6.0 2797
82 Insanlar Ikiye Ayrilir 2020 1h 41m 6.9 2546
83 Can Feda 2018 1h 49m 5.5 3777
84 Eyyvah Eyvah 2010 1h 44m 7.0 21482
85 Deli Ask 2017 1h 44m 5.5 3135
86 Pek Yakinda 2014 2h 14m 7.3 35496
87 Aykut Eniste 2019 1h 55m 7.0 7432
88 Kin 2021 1h 45m 5.5 4797
89 Kolonya Cumhuriyeti 2017 1h 50m 5.8 5400
90 Yolun Açik Olsun 2022 1h 59m 6.5 2716
91 Mutluluk Zamani 2017 1h 48m 5.9 5777
92 Nuh Tepesi 2019 1h 49m 7.1 6329
93 Delibal 2015 1h 57m 6.7 12151
94 Ise Yarar Bir Sey 2017 1h 44m 7.6 5526
95 Kurtlar Vadisi: Vatan 2017 1h 45m 3.9 3339
96 Babamin Kemani 2022 1h 52m 6.4 4022
97 Dedemin Insanlari 2011 2h 6m 8.0 11233
98 Okul tirasi 2021 1h 25m 7.4 2977
99 Hedefim Sensin 2018 1h 53m 6.2 5006
100 Behzat Ç.: Seni Kalbime Gömdüm 2011 1h 50m 7.5 10408
101 Cebimdeki Yabanci 2018 1h 35m 6.8 9454
102 Görümce 2016 1h 49m 5.0 3483
103 Sevimli Tehlikeli 2015 1h 53m 6.0 3858
104 Karakomik Filmler: Kaçamak 2019 1h 5.5 10496
105 Asiklar Bayrami 2022 1h 42m 5.7 3015
106 Aykut Eniste 2 2021 1h 55m 6.5 3607
107 Beni Çok Sev 2021 2h 4m 7.0 3114
108 Biz Böyleyiz 2020 2h 1m 5.6 5821
109 Itirazim Var 2014 1h 50m 7.7 13687
110 Deliha 2 2018 1h 46m 4.7 2838
111 Incir Reçeli 2011 1h 34m 6.5 14147
112 Karakomik Filmler: 2 Arada 2019 1h 6.4 13439
113 Evim Sensin 2012 1h 31m 5.0 6105
114 Fakat Müzeyyen Bu Derin Bir Tutku 2014 1h 46m 6.6 3745
115 Enes Batur Hayal mi Gerçek mi? 2018 1h 50m 2.0 55901
116 Anadolu Kartallari 2011 2h 6.2 5648
117 Ask Tesadüfleri Sever 2 2020 2h 4m 7.1 3220
118 Panzehir 2014 2h 5m 6.9 4073
119 Dügün Dernek 2: Sünnet 2015 1h 52m 6.3 11203
120 Bana Masal Anlatma 2015 1h 43m 7.3 16492
121 Hadi Be Oglum 2018 1h 52m 7.0 3796
122 Bayi Toplantisi 2020 1h 54m 4.6 4222
123 Ask Sana Benzer 2015 1h 55m 3.7 3530
124 Dügün Dernek 2013 1h 46m 6.9 23563
125 Karakomik Filmler: Deli 2020 1h 6.5 9168
126 Çok Filim Hareketler Bunlar 2010 1h 44m 4.5 5170
127 Eltilerin Savasi 2020 1h 58m 5.8 5034
128 Çiçero 2019 2h 6m 6.5 6408
129 New York'ta Bes Minare 2010 1h 59m 5.7 15452
130 Daha 2017 1h 55m 7.0 4386
131 Bir Baba Hindu 2016 1h 52m 2.6 2637
132 Azizler 2021 1h 36m 6.0 11292
133 Bizans Oyunlari: Geym of Bizans 2016 1h 41m 3.7 3201
134 Recep Ivedik 4 2014 1h 57m 3.8 18124
135 Ali Baba ve 7 Cüceler 2015 1h 54m 5.6 20998
136 Kolpaçino 3. Devre 2016 1h 33m 4.1 4882
137 Yarina Tek Bilet 2020 1h 30m 5.6 5430
138 Sen Aydinlatirsin Geceyi 2013 1h 47m 7.7 10496
139 Sibel 2018 1h 35m 6.8 2885
140 Kocan Kadar Konus 2015 1h 48m 6.1 5436
141 Abluka 2015 1h 59m 7.2 4334
142 Sen Hiç Ates Böcegi Gördün Mü? 2021 1h 53m 6.2 5504
143 Cingöz Recai 2017 1h 53m 4.8 4721
144 Zaman Makinesi 1973 2014 1h 45m 6.3 3275
145 Tamam miyiz? 2013 1h 32m 7.0 5497
146 Kardesim Benim 2016 2h 5.8 5019
147 Recep Ivedik 6 2019 1h 50m 3.0 8681
148 Baba Parasi 2020 1h 56m 4.6 3551
149 Istanbul Kirmizisi 2017 1h 50m 5.7 7101
150 Sen Kimsin? 2012 1h 41m 5.0 5441
151 Celal ile Ceren 2013 1h 54m 3.1 43253
152 Selam: Bahara Yolculuk 2015 2h 6m 7.0 4163
153 Cumali Ceber 2 2018 1h 40m 1.2 10249
154 Iyi Oyun 2018 1h 54m 4.6 4084
155 Iftarlik Gazoz 2016 1h 55m 7.3 15330
156 Recep Ivedik 5 2017 1h 54m 3.4 17618
157 Kaybedenler Kulübü Yolda 2018 1h 36m 5.7 2979
158 Çogunluk 2010 1h 50m 7.4 6073
159 Deliha 2014 1h 47m 4.6 4873
160 Behzat Ç. Ankara Yaniyor 2013 1h 37m 7.4 6870
161 Olanlar Oldu 2017 1h 48m 6.2 4469
162 Karakomik Filmler: Emanet 2020 1h 5.6 7673
163 Tatlim Tatlim 2017 1h 35m 5.6 3579
164 Eyyvah Eyvah 3 2014 1h 45m 5.9 7934
165 Benim Dünyam 2013 1h 40m 7.5 5747
166 Bal 2010 1h 43m 7.1 7423
167 Incir Reçeli 2 2014 1h 43m 6.0 4607
168 Eksi Elmalar 2016 1h 54m 7.1 7843
169 Sag Salim 2012 1h 38m 6.3 6521
170 Kutsal Damacana 2: Itmen 2010 1h 38m 3.0 5472
171 Selam 2013 1h 44m 6.2 2622
172 Veda 2010 1h 54m 7.2 7493
173 Ay Lav Yu 2010 1h 42m 5.5 5203
174 Sonsuz Ask 2017 1h 54m 6.1 2684
175 Ailecek Saskiniz 2018 1h 53m 6.1 7944
176 Kara Bela 2015 1h 45m 6.7 9613
177 Vay Arkadas 2010 1h 40m 6.3 2605
178 Osman Pazarlama 2016 1h 54m 3.5 6789
179 Tepenin Ardi 2012 1h 34m 7.2 3902
180 9 Kere Leyla 2020 1h 52m 3.7 7882
181 Kaçma Birader 2016 1h 47m 6.8 3665
182 Çanakkale Yolun Sonu 2013 1h 41m 7.0 5101
183 Romantik Komedi 2: Bekarliga Veda 2013 1h 45m 5.2 3579
184 Zenne Dancer 2011 1h 44m 7.1 2842
185 Yol Arkadasim 2017 1h 55m 6.1 7512
186 Sofra Sirlari 2017 1h 43m 6.7 5181
187 Ejder Kapani 2010 1h 45m 6.5 5516
188 Gözetleme Kulesi 2012 1h 36m 7.1 2844
189 Yol Ayrimi 2017 2h 30m 6.6 4284
190 Nadide Hayat 2015 1h 58m 6.3 3945
191 Kocan Kadar Konus: Dirilis 2016 1h 48m 5.7 3466
192 Kayhan 2018 1h 45m 2.2 3614
193 Küçük Esnaf 2016 1h 44m 5.6 4577
194 Bizi Hatirla 2018 2h 7.4 2872
195 Cumali Ceber: Allah Seni Alsin 2017 1h 40m 1.0 39273
196 Bizim Hikaye 2015 1h 37m 5.4 18166
197 Bizim Büyük Çaresizligimiz 2011 1h 42m 6.8 4024
198 Hükümet Kadin 2013 1h 39m 6.5 9201
199 Dedemin Fisi 2016 1h 40m 5.6 3946
200 Hababam Sinifi Yeniden 2019 1h 46m 2.2 3857
201 Içimdeki Ses 2015 1h 33m 5.9 3573
202 Ali Kundilli 2015 1h 58m 5.4 3259
203 Romantik Komedi 2010 1h 35m 5.3 5357
204 Celal Tan ve Ailesinin Asiri Acikli Hikayesi 2011 1h 30m 6.4 3431
205 Çakallarla Dans 4 2016 1h 49m 4.1 3051
206 Kötü Çocuk 2017 2h 5m 2.0 2955
207 Çalgi Çengi 2011 1h 30m 7.0 13562
208 Birlesen Gönüller 2014 2h 6m 7.5 4131
209 Çakallarla Dans 5 2018 1h 42m 3.8 2575
210 Yol Arkadasim 2 2018 1h 56m 5.9 3753
211 Mandira Filozofu 2014 1h 49m 6.6 4843
212 Yozgat Blues 2013 1h 33m 6.8 3523
213 Yok Artik 2015 1h 39m 5.8 3935
214 Kafalar Karisik 2018 1h 35m 3.0 3046
215 Eyyvah Eyvah 2 2011 1h 46m 6.6 15390
216 Alamet-i Kiyamet 2016 1h 28m 4.7 2657
217 Gise Memuru 2010 1h 36m 6.4 4552
218 Müjde 2022 48m 1.2 9939
219 Niyazi Gül Dörtnala 2015 1h 46m 4.5 3459
220 G.D.O. Kara Kedi 2013 1h 37m 5.3 5426
221 Sen Benim HerSeyimsin 2016 1h 47m 6.2 2970
222 Çakallarla Dans 2010 1h 42m 5.6 7312
223 Uzun Hikâye 2012 2h 5m 7.5 6101
224 Kurtlar Vadisi: Filistin 2011 1h 45m 6.1 9545
225 Sen Kiminle Dans Ediyorsun 2017 1h 46m 5.6 2620
226 Borç Harç 2019 1h 30m 1.4 4772
227 Kurtulus Son Durak 2012 1h 46m 6.2 2716
228 Resistance Is Life 2017 1h 13m 7.7 3297
229 Sag Salim 2: Sil Bastan 2014 1h 38m 4.9 3486
230 Sümela'nin Sifresi: Temel 2011 1h 30m 3.7 3154
231 Çakallarla Dans 3: Sifir Sikinti 2014 1h 42m 5.0 3052
232 Ya Sonra 2011 1h 45m 5.2 2560
233 Enes Batur Gerçek Kahraman 2019 1h 39m 1.4 9548
234 Hadi Insallah 2014 1h 36m 5.4 4309
235 Berlin Kaplani 2012 1h 38m 5.2 7204
236 Patron Mutlu Son Istiyor 2014 1h 49m 6.0 7145
237 Sihirbazlik Okulunda Bir Türk 2015 1h 31m 1.7 3700
238 Entelköy Efeköy'e Karsi 2011 1h 51m 6.6 3633
239 Açela 2020 1h 10m 2.7 2671
240 15/07 Safak Vakti 2021 1h 35m 1.2 20609
241 Hür Adam: Bediüzzaman Said Nursi 2011 2h 43m 4.6 3596
242 Hükümet Kadin 2 2013 1h 45m 6.1 5191
243 Çalgi Çengi Ikimiz 2017 1h 56m 5.6 4868
244 Çakallarla Dans 2: Hastasiyiz Dede 2012 1h 41m 4.6 3956
245 Kod Adi K.O.Z. 2015 1h 54m 1.7 27602
246 OHA Diyorum 2017 1h 30m 1.6 6968
247 Sabit Kanca 2013 1h 40m 3.1 2650
248 Deniz ve Günes 2018 1h 36m 4.9 2641
249 Guardian of Angels 2018 56m 7.2 2565
Thoughts for the first part
My R studio is warning me with so much error that i couldn’t figure out why. Sorry for the unAesthetic format but that was the data scraping for All Turkish movies with more than 2500 votes between years 2010 and 2023.
Data Visulialization part
I wanted to see the movie’s rating distributions. So i created a histogram that helps to see the which rating points are most given to these movies.
# library (ggplot2)# Histogram of ratings with custom x-axis ticks ggplot (movie_list, aes (x = rating)) + geom_histogram (binwidth = 0.5 , fill = "skyblue" , color = "black" , alpha = 0.7 ) + scale_x_continuous (breaks = seq (1 , 10 , 1 )) + labs (title = "Distribution of Ratings for 249 Movies" ,x = "Rating" ,y = "Frequency" )
Descending order by ratings
<- movie_list %>% arrange (desc (rating))print (movie_list_descending)
title year duration rating votes
1 CM101MMXI Fundamentals 2013 2h 19m 9.1 47026
2 Ayla: The Daughter of War 2017 2h 5m 8.3 43088
3 Yedinci Kogustaki Mucize 2019 2h 12m 8.2 54352
4 Dag II 2016 2h 15m 8.2 109917
5 Bizim Için Sampiyon 2018 2h 10m 8.2 13056
6 Cep Herkülü: Naim Süleymanoglu 2019 2h 21m 8.2 13693
7 Kuru Otlar Üstüne 2023 3h 17m 8.1 5337
8 Kis Uykusu 2014 3h 16m 8.0 54772
9 Ahlat Agaci 2018 3h 8m 8.0 27128
10 Dedemin Insanlari 2011 2h 6m 8.0 11233
11 Sarmasik 2015 1h 44m 7.9 13161
12 Bir Zamanlar Anadolu'da 2011 2h 37m 7.8 49486
13 Kelebegin Rüyasi 2013 2h 18m 7.7 23825
14 Itirazim Var 2014 1h 50m 7.7 13687
15 Sen Aydinlatirsin Geceyi 2013 1h 47m 7.7 10496
16 Resistance Is Life 2017 1h 13m 7.7 3297
17 Mucize 2015 2h 16m 7.6 13943
18 Kurak Günler 2022 2h 9m 7.6 11297
19 Ölümlü Dünya 2018 1h 47m 7.6 30443
20 Kedi 2016 1h 19m 7.6 15661
21 Aile Arasinda 2017 2h 4m 7.6 25742
22 Müslüm 2018 2h 16m 7.6 19999
23 Ise Yarar Bir Sey 2017 1h 44m 7.6 5526
24 Dag 2012 1h 30m 7.5 23173
25 Unutursam Fisilda 2014 1h 58m 7.5 13047
26 Kaybedenler Kulübü 2011 1h 45m 7.5 25170
27 Behzat Ç.: Seni Kalbime Gömdüm 2011 1h 50m 7.5 10408
28 Benim Dünyam 2013 1h 40m 7.5 5747
29 Birlesen Gönüller 2014 2h 6m 7.5 4131
30 Uzun Hikâye 2012 2h 5m 7.5 6101
31 Ölümlü Dünya 2 2023 1h 57m 7.4 3913
32 Av Mevsimi 2010 2h 20m 7.4 36317
33 Limonata 2015 1h 50m 7.4 14347
34 Kiz Kardesler 2019 1h 48m 7.4 4682
35 Okul tirasi 2021 1h 25m 7.4 2977
36 Çogunluk 2010 1h 50m 7.4 6073
37 Behzat Ç. Ankara Yaniyor 2013 1h 37m 7.4 6870
38 Bizi Hatirla 2018 2h 7.4 2872
39 Kelebekler 2018 1h 57m 7.3 15915
40 Sadece Sen 2014 1h 45m 7.3 5956
41 Annemin Yarasi 2016 2h 7.3 4141
42 Pek Yakinda 2014 2h 14m 7.3 35496
43 Bana Masal Anlatma 2015 1h 43m 7.3 16492
44 Iftarlik Gazoz 2016 1h 55m 7.3 15330
45 Mucize 2: Ask 2019 2h 9m 7.2 2805
46 Ask Tesadüfleri Sever 2011 1h 58m 7.2 19512
47 Abluka 2015 1h 59m 7.2 4334
48 Veda 2010 1h 54m 7.2 7493
49 Tepenin Ardi 2012 1h 34m 7.2 3902
50 Guardian of Angels 2018 56m 7.2 2565
51 Yeralti 2012 1h 47m 7.1 10186
52 Bi Küçük Eylül Meselesi 2014 1h 46m 7.1 10875
53 Cici 2022 2h 31m 7.1 5649
54 Nuh Tepesi 2019 1h 49m 7.1 6329
55 Ask Tesadüfleri Sever 2 2020 2h 4m 7.1 3220
56 Bal 2010 1h 43m 7.1 7423
57 Eksi Elmalar 2016 1h 54m 7.1 7843
58 Zenne Dancer 2011 1h 44m 7.1 2842
59 Gözetleme Kulesi 2012 1h 36m 7.1 2844
60 Arif V 216 2018 2h 5m 7.0 38636
61 Kötü Kedi Serafettin 2016 1h 26m 7.0 8458
62 Eyyvah Eyvah 2010 1h 44m 7.0 21482
63 Aykut Eniste 2019 1h 55m 7.0 7432
64 Beni Çok Sev 2021 2h 4m 7.0 3114
65 Hadi Be Oglum 2018 1h 52m 7.0 3796
66 Daha 2017 1h 55m 7.0 4386
67 Tamam miyiz? 2013 1h 32m 7.0 5497
68 Selam: Bahara Yolculuk 2015 2h 6m 7.0 4163
69 Çanakkale Yolun Sonu 2013 1h 41m 7.0 5101
70 Çalgi Çengi 2011 1h 30m 7.0 13562
71 Bergen 2022 2h 25m 6.9 5915
72 Insanlar Ikiye Ayrilir 2020 1h 41m 6.9 2546
73 Panzehir 2014 2h 5m 6.9 4073
74 Dügün Dernek 2013 1h 46m 6.9 23563
75 Dabbe: Cin Çarpmasi 2013 2h 14m 6.8 7160
76 Bursa Bülbülü 2023 2h 6.8 6861
77 Cebimdeki Yabanci 2018 1h 35m 6.8 9454
78 Sibel 2018 1h 35m 6.8 2885
79 Kaçma Birader 2016 1h 47m 6.8 3665
80 Bizim Büyük Çaresizligimiz 2011 1h 42m 6.8 4024
81 Yozgat Blues 2013 1h 33m 6.8 3523
82 Cinayet Süsü 2019 1h 52m 6.7 19283
83 Börü 2018 1h 51m 6.7 4663
84 Delibal 2015 1h 57m 6.7 12151
85 Kara Bela 2015 1h 45m 6.7 9613
86 Sofra Sirlari 2017 1h 43m 6.7 5181
87 Kagittan Hayatlar 2021 1h 36m 6.6 13455
88 Kar ve Ayi 2022 1h 33m 6.6 2614
89 Fakat Müzeyyen Bu Derin Bir Tutku 2014 1h 46m 6.6 3745
90 Yol Ayrimi 2017 2h 30m 6.6 4284
91 Mandira Filozofu 2014 1h 49m 6.6 4843
92 Eyyvah Eyvah 2 2011 1h 46m 6.6 15390
93 Entelköy Efeköy'e Karsi 2011 1h 51m 6.6 3633
94 Iyi Adamin 10 Günü 2023 2h 4m 6.5 5213
95 Fetih 1453 2012 2h 45m 6.5 58931
96 Tereddüt 2016 1h 45m 6.5 2854
97 Senden Bana Kalan 2015 1h 57m 6.5 3408
98 Yolun Açik Olsun 2022 1h 59m 6.5 2716
99 Aykut Eniste 2 2021 1h 55m 6.5 3607
100 Incir Reçeli 2011 1h 34m 6.5 14147
101 Karakomik Filmler: Deli 2020 1h 6.5 9168
102 Çiçero 2019 2h 6m 6.5 6408
103 Ejder Kapani 2010 1h 45m 6.5 5516
104 Hükümet Kadin 2013 1h 39m 6.5 9201
105 Kor 2016 1h 55m 6.4 2504
106 Fort Bliss 2014 1h 56m 6.4 3511
107 The Ottoman Lieutenant 2017 1h 46m 6.4 26568
108 Türk Isi Dondurma 2019 2h 6.4 5233
109 Babamin Kemani 2022 1h 52m 6.4 4022
110 Karakomik Filmler: 2 Arada 2019 1h 6.4 13439
111 Celal Tan ve Ailesinin Asiri Acikli Hikayesi 2011 1h 30m 6.4 3431
112 Gise Memuru 2010 1h 36m 6.4 4552
113 Do Not Disturb 2023 1h 54m 6.3 8958
114 Güzelligin Portresi 2019 2h 7m 6.3 3143
115 Geçen Yaz 2021 1h 41m 6.3 3402
116 Dügün Dernek 2: Sünnet 2015 1h 52m 6.3 11203
117 Zaman Makinesi 1973 2014 1h 45m 6.3 3275
118 Sag Salim 2012 1h 38m 6.3 6521
119 Vay Arkadas 2010 1h 40m 6.3 2605
120 Nadide Hayat 2015 1h 58m 6.3 3945
121 Illegal Hayatlar 2023 1h 45m 6.2 4835
122 Bulanti 2015 1h 52m 6.2 2761
123 Hedefim Sensin 2018 1h 53m 6.2 5006
124 Anadolu Kartallari 2011 2h 6.2 5648
125 Sen Hiç Ates Böcegi Gördün Mü? 2021 1h 53m 6.2 5504
126 Olanlar Oldu 2017 1h 48m 6.2 4469
127 Selam 2013 1h 44m 6.2 2622
128 Sen Benim HerSeyimsin 2016 1h 47m 6.2 2970
129 Kurtulus Son Durak 2012 1h 46m 6.2 2716
130 Siccin 2 2015 1h 33m 6.1 3743
131 Siccîn 3: Cürmü Ask 2016 1h 50m 6.1 3041
132 Su ve Ates 2013 1h 53m 6.1 4888
133 Ikimizin Yerine 2016 2h 6m 6.1 7298
134 Bir Ask Iki Hayat 2019 1h 46m 6.1 3113
135 Kocan Kadar Konus 2015 1h 48m 6.1 5436
136 Sonsuz Ask 2017 1h 54m 6.1 2684
137 Ailecek Saskiniz 2018 1h 53m 6.1 7944
138 Yol Arkadasim 2017 1h 55m 6.1 7512
139 Kurtlar Vadisi: Filistin 2011 1h 45m 6.1 9545
140 Hükümet Kadin 2 2013 1h 45m 6.1 5191
141 Siccîn 2014 1h 36m 6.0 5102
142 Organize Isler: Sazan Sarmali 2019 2h 1m 6.0 15880
143 Aci Tatli Eksi 2017 1h 40m 6.0 2797
144 Sevimli Tehlikeli 2015 1h 53m 6.0 3858
145 Azizler 2021 1h 36m 6.0 11292
146 Incir Reçeli 2 2014 1h 43m 6.0 4607
147 Patron Mutlu Son Istiyor 2014 1h 49m 6.0 7145
148 Dabbe: Zehr-i Cin 2014 2h 13m 5.9 4294
149 Mutluluk Zamani 2017 1h 48m 5.9 5777
150 Eyyvah Eyvah 3 2014 1h 45m 5.9 7934
151 Içimdeki Ses 2015 1h 33m 5.9 3573
152 Yol Arkadasim 2 2018 1h 56m 5.9 3753
153 Baskin 2015 1h 37m 5.8 12143
154 Yilbasi Gecesi 2022 2h 22m 5.8 4454
155 D@bbe: Bir Cin Vakasi 2012 1h 59m 5.8 4215
156 Kolpaçino: Bomba 2011 1h 32m 5.8 7976
157 Kolonya Cumhuriyeti 2017 1h 50m 5.8 5400
158 Eltilerin Savasi 2020 1h 58m 5.8 5034
159 Kardesim Benim 2016 2h 5.8 5019
160 Yok Artik 2015 1h 39m 5.8 3935
161 Boga Boga 2023 1h 52m 5.7 4520
162 Sen Yasamaya Bak 2022 1h 44m 5.7 3738
163 Asiklar Bayrami 2022 1h 42m 5.7 3015
164 New York'ta Bes Minare 2010 1h 59m 5.7 15452
165 Istanbul Kirmizisi 2017 1h 50m 5.7 7101
166 Kaybedenler Kulübü Yolda 2018 1h 36m 5.7 2979
167 Kocan Kadar Konus: Dirilis 2016 1h 48m 5.7 3466
168 Sen Inandir 2023 1h 44m 5.6 2624
169 Dabbe (Dab6e) 2015 2h 40m 5.6 3193
170 Biz Böyleyiz 2020 2h 1m 5.6 5821
171 Ali Baba ve 7 Cüceler 2015 1h 54m 5.6 20998
172 Yarina Tek Bilet 2020 1h 30m 5.6 5430
173 Karakomik Filmler: Emanet 2020 1h 5.6 7673
174 Tatlim Tatlim 2017 1h 35m 5.6 3579
175 Küçük Esnaf 2016 1h 44m 5.6 4577
176 Dedemin Fisi 2016 1h 40m 5.6 3946
177 Çakallarla Dans 2010 1h 42m 5.6 7312
178 Sen Kiminle Dans Ediyorsun 2017 1h 46m 5.6 2620
179 Çalgi Çengi Ikimiz 2017 1h 56m 5.6 4868
180 Can Feda 2018 1h 49m 5.5 3777
181 Deli Ask 2017 1h 44m 5.5 3135
182 Kin 2021 1h 45m 5.5 4797
183 Karakomik Filmler: Kaçamak 2019 1h 5.5 10496
184 Ay Lav Yu 2010 1h 42m 5.5 5203
185 Bizim Hikaye 2015 1h 37m 5.4 18166
186 Ali Kundilli 2015 1h 58m 5.4 3259
187 Hadi Insallah 2014 1h 36m 5.4 4309
188 Istanbul Için Son Çagri 2023 1h 31m 5.3 7745
189 Ask Taktikleri 2022 1h 37m 5.3 5854
190 Aaahh Belinda 2023 1h 37m 5.3 3114
191 Çakallarla Dans 6 2022 1h 56m 5.3 5282
192 Romantik Komedi 2010 1h 35m 5.3 5357
193 G.D.O. Kara Kedi 2013 1h 37m 5.3 5426
194 Recep Ivedik 7 2022 2h 13m 5.2 6508
195 Romantik Komedi 2: Bekarliga Veda 2013 1h 45m 5.2 3579
196 Ya Sonra 2011 1h 45m 5.2 2560
197 Berlin Kaplani 2012 1h 38m 5.2 7204
198 Deliler 2018 2h 1m 5.1 3494
199 Görümce 2016 1h 49m 5.0 3483
200 Evim Sensin 2012 1h 31m 5.0 6105
201 Sen Kimsin? 2012 1h 41m 5.0 5441
202 Çakallarla Dans 3: Sifir Sikinti 2014 1h 42m 5.0 3052
203 Sag Salim 2: Sil Bastan 2014 1h 38m 4.9 3486
204 Deniz ve Günes 2018 1h 36m 4.9 2641
205 Cingöz Recai 2017 1h 53m 4.8 4721
206 Deliha 2 2018 1h 46m 4.7 2838
207 Alamet-i Kiyamet 2016 1h 28m 4.7 2657
208 Bayi Toplantisi 2020 1h 54m 4.6 4222
209 Baba Parasi 2020 1h 56m 4.6 3551
210 Iyi Oyun 2018 1h 54m 4.6 4084
211 Deliha 2014 1h 47m 4.6 4873
212 Hür Adam: Bediüzzaman Said Nursi 2011 2h 43m 4.6 3596
213 Çakallarla Dans 2: Hastasiyiz Dede 2012 1h 41m 4.6 3956
214 Çok Filim Hareketler Bunlar 2010 1h 44m 4.5 5170
215 Niyazi Gül Dörtnala 2015 1h 46m 4.5 3459
216 Recep Ivedik 3 2010 1h 35m 4.2 20842
217 Kolpaçino 3. Devre 2016 1h 33m 4.1 4882
218 Çakallarla Dans 4 2016 1h 49m 4.1 3051
219 Kurtlar Vadisi: Vatan 2017 1h 45m 3.9 3339
220 Recep Ivedik 4 2014 1h 57m 3.8 18124
221 Çakallarla Dans 5 2018 1h 42m 3.8 2575
222 Ask Sana Benzer 2015 1h 55m 3.7 3530
223 Bizans Oyunlari: Geym of Bizans 2016 1h 41m 3.7 3201
224 9 Kere Leyla 2020 1h 52m 3.7 7882
225 Sümela'nin Sifresi: Temel 2011 1h 30m 3.7 3154
226 Bihter 2023 1h 53m 3.6 3444
227 Osman Pazarlama 2016 1h 54m 3.5 6789
228 Recep Ivedik 5 2017 1h 54m 3.4 17618
229 Celal ile Ceren 2013 1h 54m 3.1 43253
230 Sabit Kanca 2013 1h 40m 3.1 2650
231 Recep Ivedik 6 2019 1h 50m 3.0 8681
232 Kutsal Damacana 2: Itmen 2010 1h 38m 3.0 5472
233 Kafalar Karisik 2018 1h 35m 3.0 3046
234 Açela 2020 1h 10m 2.7 2671
235 Bir Baba Hindu 2016 1h 52m 2.6 2637
236 Kayhan 2018 1h 45m 2.2 3614
237 Hababam Sinifi Yeniden 2019 1h 46m 2.2 3857
238 Enes Batur Hayal mi Gerçek mi? 2018 1h 50m 2.0 55901
239 Kötü Çocuk 2017 2h 5m 2.0 2955
240 Sihirbazlik Okulunda Bir Türk 2015 1h 31m 1.7 3700
241 Kod Adi K.O.Z. 2015 1h 54m 1.7 27602
242 OHA Diyorum 2017 1h 30m 1.6 6968
243 Borç Harç 2019 1h 30m 1.4 4772
244 Enes Batur Gerçek Kahraman 2019 1h 39m 1.4 9548
245 Cumali Ceber 2 2018 1h 40m 1.2 10249
246 Müjde 2022 48m 1.2 9939
247 15/07 Safak Vakti 2021 1h 35m 1.2 20609
248 Reis 2017 1h 48m 1.0 73983
249 Cumali Ceber: Allah Seni Alsin 2017 1h 40m 1.0 39273
Ratings over the years
<- movie_list %>% group_by (year) %>% summarise (avg_rating = mean (rating, na.rm = TRUE ),num_movies = n ())# scatter plot ggplot (rating_avg, aes (x = year, y = avg_rating, size = num_movies)) + geom_point () + labs (title = "Yearly Rating Averages and Number of Movies" ,x = "Year" ,y = "Average Rating" ,size = "Number of Movies" )# plot number of movies over the years ggplot (rating_avg, aes (x = year, y = num_movies)) + geom_point () + labs (title = "Number of Movies Over the Years" ,x = "Year" ,y = "Number of Movies" )# box plots of ratings over the years ggplot (movie_list, aes (x = as.factor (year), y = rating)) + geom_boxplot () + labs (title = "Box Plots of Ratings Over the Years" ,x = "Year" ,y = "Rating" )
Correlation between Votes and Ratings.
<- cor (movie_list$ votes, movie_list$ rating, use = "complete.obs" )print (correlation)
Honestly, i always thought that when the vote is getting higher, it is harder to maintain a good rating. Becasue it means that movie is popular and everyone started to give vote. When the vote is getting higher, some people may give 1 star just to do it. But for this study , correlation between votes and ratings is 0.08563462 which means that there are not a negative relationship between this two variables. ## Correlation between Duration and Ratings.
# Converting durations to a numeric value (i remember to do it really late i know sorry :( )) <- function (duration) {<- strsplit (duration, "h|m" )<- as.numeric (parts[[1 ]][1 ])<- as.numeric (parts[[1 ]][2 ])<- hours * 60 + minutesreturn (total_minutes)<- movie_list %>% mutate (duration_numeric = sapply (movie_list$ duration, convert_duration))# correlation between numeric Duration and Ratings <- cor (movie_list$ duration_numeric, movie_list$ rating, use = "complete.obs" )print (correlation_duration_rating)
I remember that i forgot to change durations to a numeric value.I have now done that . (a bit late i know sorry) Correalation is 0.304189. which means that there is a positive correlation but i think it is relatively a weak correlation.
