Filtering
library (rvest)library (stringr)library (dplyr)
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
library (ggplot2)library (knitr)<- "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" <- "https://m.imdb.com/search/title/?title_type=feature&release_date=,2009-12-31&num_votes=2500,&country_of_origin=TR&count=250"
Data Frame Creating
#reading html <- read_html (url_vec_1)<- read_html (url_vec_2)
#title <- html_1 |> html_nodes (".ipc-title__text" )<- html_text (title_names_1)<- tail (head (title_names_1,- 1 ),- 1 )<- str_split (title_names_1, " " , n= 2 )<- unlist (lapply (title_names_1, function (x) {x[2 ]}))<- html_2 |> html_nodes (".ipc-title__text" )<- html_text (title_names_2)<- tail (head (title_names_2,- 1 ),- 1 )<- str_split (title_names_2, " " , n= 2 )<- unlist (lapply (title_names_2, function (x) {x[2 ]}))<- c (title_names_1, title_names_2)<- html_1 |> html_elements (".sc-43986a27-8.jHYIIK.dli-title-metadata-item:nth-child(1)" )<- html_text (year_1)<- as.numeric (year_1)<- html_2 |> html_elements (".sc-43986a27-8.jHYIIK.dli-title-metadata-item:nth-child(1)" )<- html_text (year_2)<- as.numeric (year_2)<- c (year_1, year_2)# vote <- html_1 |> html_elements (".sc-53c98e73-0.kRnqtn" )<- html_text (vote_1)<- as.numeric (gsub (" \\ D" , "" , vote_1 ))<- html_2 |> html_elements (".kRnqtn" )<- html_text (vote_2)<- as.numeric (gsub (" \\ D" , "" , vote_2 ))<- c (vote_1, vote_2)#ratings <- html_1 |> html_elements (".ipc-rating-star.ipc-rating-star--base.ipc-rating-star--imdb.sc-9ab53865-1.iXEijC.ratingGroup--imdb-rating" )<- html_text (rating_1)<- as.numeric (str_sub (rating_1, 1 , 3 ))<- html_2 |> html_elements (".ipc-rating-star.ipc-rating-star--base.ipc-rating-star--imdb.sc-9ab53865-1.iXEijC.ratingGroup--imdb-rating" )<- html_text (rating_2)<- as.numeric (str_sub (rating_2, 1 , 3 ))<- c (rating_1, rating_2)#duration I got help from my friend and ChatGpt <- html_1 |> html_elements (".sc-43986a27-8.jHYIIK.dli-title-metadata-item:nth-child(2)" )<- html_text (duration_1)<- html_2 |> html_elements (".sc-43986a27-8.jHYIIK.dli-title-metadata-item:nth-child(2)" )<- html_text (duration_2)<- function (time_strings) {<- numeric (length (time_strings))for (i in seq_along (time_strings)) {<- strsplit (time_strings[i], "h|m" )[[1 ]]<- as.numeric (parts[1 ])<- as.numeric (parts[2 ])<- hours * 60 + minutesreturn (total_minutes)<- convert_time_to_minutes (duration_1)<- convert_time_to_minutes (duration_2)<- c (total_minutes_result_1, total_minutes_result_2)<- data.frame (title, year, duration, rating, vote)print (movie_data)
title year duration rating vote
1 Kuru Otlar Üstüne 2023 197 8.1 5126
2 Istanbul Için Son Çagri 2023 91 5.3 7445
3 Yedinci Kogustaki Mucize 2019 132 8.2 54193
4 Ölümlü Dünya 2 2023 117 7.4 3558
5 Bihter 2023 113 3.6 3373
6 Ölümlü Dünya 2018 107 7.6 30293
7 Kis Uykusu 2014 196 8.0 54660
8 Dag II 2016 135 8.2 109878
9 Do Not Disturb 2023 114 6.3 8801
10 Ayla: The Daughter of War 2017 125 8.3 43001
11 Kurak Günler 2022 129 7.6 11191
12 Ahlat Agaci 2018 188 8.0 27029
13 Bir Zamanlar Anadolu'da 2011 157 7.8 49379
14 Dabbe: Cin Çarpmasi 2013 134 6.8 7118
15 Baskin 2015 97 5.8 12110
16 Kedi 2016 79 7.6 15620
17 Sen Inandir 2023 104 5.6 2595
18 Mucize 2015 136 7.6 13905
19 Fort Bliss 2014 116 6.4 3505
20 Bergen 2022 145 6.9 5871
21 Boga Boga 2023 112 5.7 4485
22 Dag 2012 90 7.5 23131
23 Iyi Adamin 10 Günü 2023 124 6.5 5163
24 Cinayet Süsü 2019 112 6.7 19230
25 Fetih 1453 2012 165 6.5 58916
26 The Ottoman Lieutenant 2017 106 6.4 26557
27 Limonata 2015 110 7.4 14329
28 Illegal Hayatlar 2023 105 6.2 4767
29 Mucize 2: Ask 2019 129 7.2 2785
30 Kötü Kedi Serafettin 2016 86 7.0 8442
31 Aaahh Belinda 2023 97 5.3 3092
32 Siccîn 2014 96 6.0 5044
33 Ask Taktikleri 2022 97 5.3 5830
34 Can Feda 2018 109 5.5 3669
35 Insanlar Ikiye Ayrilir 2020 101 6.9 2521
36 Tereddüt 2016 105 6.5 2845
37 Yeralti 2012 107 7.1 10100
38 D@bbe: Bir Cin Vakasi 2012 119 5.8 4207
39 CM101MMXI Fundamentals 2013 139 9.1 46999
40 Aile Arasinda 2017 124 7.6 25678
41 Kagittan Hayatlar 2021 96 6.6 13423
42 Kelebegin Rüyasi 2013 138 7.7 23770
43 Bizim Için Sampiyon 2018 130 8.2 13034
44 Sadece Sen 2014 105 7.3 5940
45 Cici 2022 151 7.1 5627
46 Ikimizin Yerine 2016 126 6.1 7286
47 Cep Herkülü: Naim Süleymanoglu 2019 141 8.2 13662
48 Kaybedenler Kulübü 2011 105 7.5 25133
49 Sarmasik 2015 104 7.9 13137
50 Yilbasi Gecesi 2022 142 5.8 4417
51 Bulanti 2015 112 6.2 2726
52 Organize Isler: Sazan Sarmali 2019 121 6.0 15833
53 Bursa Bülbülü 2023 NA 6.8 6804
54 Dabbe: Zehr-i Cin 2014 133 5.9 4278
55 Daha 2017 115 7.0 4372
56 Av Mevsimi 2010 140 7.4 36274
57 Kelebekler 2018 117 7.3 15805
58 Kar ve Ayi 2022 93 6.6 2592
59 Geçen Yaz 2021 101 6.3 3394
60 Sen Aydinlatirsin Geceyi 2013 107 7.7 10486
61 Müslüm 2018 136 7.6 19963
62 Aykut Eniste 2019 115 7.0 7415
63 Incir Reçeli 2011 94 6.5 14121
64 Unutursam Fisilda 2014 118 7.5 12935
65 Recep Ivedik 7 2022 133 5.2 6374
66 Pek Yakinda 2014 134 7.3 35460
67 Delibal 2015 117 6.7 12127
68 Nuh Tepesi 2019 109 7.1 6296
69 Kurtlar Vadisi: Vatan 2017 105 3.9 3334
70 Dügün Dernek 2013 106 6.9 23523
71 Su ve Ates 2013 113 6.1 4882
72 Azizler 2021 96 6.0 11275
73 Biz Böyleyiz 2020 121 5.6 5810
74 Siccin 2 2015 93 6.1 3708
75 Panzehir 2014 125 6.9 4070
76 Okul tirasi 2021 85 7.4 2958
77 Hedefim Sensin 2018 113 6.2 4996
78 Mutluluk Zamani 2017 108 5.9 5762
79 Bir Ask Iki Hayat 2019 106 6.1 3103
80 Celal ile Ceren 2013 114 3.1 43232
81 Deliler 2018 121 5.1 3489
82 Sen Yasamaya Bak 2022 104 5.7 3727
83 Cingöz Recai 2017 113 4.8 4709
84 Babamin Kemani 2022 112 6.4 4010
85 Aci Tatli Eksi 2017 100 6.0 2790
86 Enes Batur Gerçek Kahraman 2019 99 1.4 9516
87 Sag Salim 2012 98 6.3 6502
88 Behzat Ç.: Seni Kalbime Gömdüm 2011 110 7.5 10400
89 Ask Tesadüfleri Sever 2011 118 7.2 19491
90 Çiçero 2019 126 6.5 6396
91 Annemin Yarasi 2016 NA 7.3 4133
92 Kiz Kardesler 2019 108 7.4 4666
93 Senden Bana Kalan 2015 117 6.5 3403
94 Ise Yarar Bir Sey 2017 104 7.6 5514
95 New York'ta Bes Minare 2010 119 5.7 15446
96 Kolpaçino: Bomba 2011 92 5.8 7950
97 Kin 2021 105 5.5 4790
98 Kaybedenler Kulübü Yolda 2018 96 5.7 2962
99 Dabbe (Dab6e) 2015 160 5.6 3182
100 Dügün Dernek 2: Sünnet 2015 112 6.3 11168
101 Cumali Ceber: Allah Seni Alsin 2017 100 1.0 39269
102 Aykut Eniste 2 2021 115 6.5 3597
103 Sibel 2018 95 6.8 2878
104 Kardesim Benim 2016 NA 5.8 5013
105 Karakomik Filmler: Kaçamak 2019 NA 5.5 10474
106 Asiklar Bayrami 2022 102 5.7 2998
107 Itirazim Var 2014 110 7.7 13676
108 Eltilerin Savasi 2020 118 5.8 5009
109 Benim Dünyam 2013 100 7.5 5742
110 Hadi Be Oglum 2018 112 7.0 3783
111 Karakomik Filmler: Deli 2020 NA 6.5 9144
112 Küçük Esnaf 2016 104 5.6 4554
113 Sen Hiç Ates Böcegi Gördün Mü? 2021 113 6.2 5490
114 Arif V 216 2018 125 7.0 38575
115 Kolonya Cumhuriyeti 2017 110 5.8 5373
116 Cebimdeki Yabanci 2018 95 6.8 9435
117 Dedemin Insanlari 2011 126 8.0 11219
118 Yol Arkadasim 2017 115 6.1 7482
119 Bi Küçük Eylül Meselesi 2014 106 7.1 10862
120 Görümce 2016 109 5.0 3473
121 Sen Kiminle Dans Ediyorsun 2017 106 5.6 2614
122 Fakat Müzeyyen Bu Derin Bir Tutku 2014 106 6.6 3733
123 Behzat Ç. Ankara Yaniyor 2013 97 7.4 6859
124 Tamam miyiz? 2013 92 7.0 5486
125 Iftarlik Gazoz 2016 115 7.3 15309
126 9 Kere Leyla 2020 112 3.7 7873
127 Enes Batur Hayal mi Gerçek mi? 2018 110 2.0 55886
128 Selam 2013 104 6.2 2620
129 Beni Çok Sev 2021 124 7.0 3098
130 Zaman Makinesi 1973 2014 105 6.3 3273
131 Istanbul Kirmizisi 2017 110 5.6 6835
132 Bizans Oyunlari: Geym of Bizans 2016 101 3.7 3196
133 Evim Sensin 2012 91 5.0 6098
134 Eksi Elmalar 2016 114 7.1 7833
135 Karakomik Filmler: Emanet 2020 NA 5.6 7653
136 Iyi Oyun 2018 114 4.5 3976
137 Çok Filim Hareketler Bunlar 2010 104 4.5 5161
138 Yarina Tek Bilet 2020 90 5.6 5419
139 Hükümet Kadin 2013 99 6.5 9183
140 Çakallarla Dans 6 2022 116 5.3 5267
141 Karakomik Filmler: 2 Arada 2019 NA 6.4 13419
142 Recep Ivedik 3 2010 95 4.2 20792
143 Vay Arkadas 2010 100 6.3 2602
144 Sevimli Tehlikeli 2015 113 6.0 3851
145 Baba Parasi 2020 116 4.6 3541
146 Bayi Toplantisi 2020 114 4.6 4202
147 Kocan Kadar Konus 2015 108 6.1 5429
148 Deli Ask 2017 104 5.5 3124
149 Hababam Sinifi Yeniden 2019 106 2.2 3849
150 Reis 2017 108 1.0 73974
151 Ask Sana Benzer 2015 115 3.8 3527
152 Veda 2010 114 7.2 7481
153 Ask Tesadüfleri Sever 2 2020 124 7.1 3211
154 Türk Isi Dondurma 2019 NA 6.4 5222
155 Ali Baba ve 7 Cüceler 2015 114 5.6 20983
156 Abluka 2015 119 7.2 4321
157 Incir Reçeli 2 2014 103 6.0 4595
158 Börü 2018 111 6.7 4653
159 Siccîn 3: Cürmü Ask 2016 110 6.1 3020
160 Recep Ivedik 4 2014 117 3.8 18081
161 Bana Masal Anlatma 2015 103 7.3 16480
162 Bir Baba Hindu 2016 112 2.6 2633
163 Eyyvah Eyvah 3 2014 105 5.9 7922
164 Kaçma Birader 2016 107 6.8 3661
165 Gözetleme Kulesi 2012 96 7.1 2835
166 Kurtulus Son Durak 2012 106 6.2 2711
167 Recep Ivedik 6 2019 110 3.0 8627
168 Kutsal Damacana 2: Itmen 2010 98 3.0 5457
169 Çalgi Çengi 2011 90 7.0 13542
170 Çanakkale Yolun Sonu 2013 101 7.1 5094
171 Deliha 2 2018 106 4.7 2830
172 Çakallarla Dans 2010 102 5.6 7299
173 Yolun Açik Olsun 2022 119 6.5 2699
174 Sag Salim 2: Sil Bastan 2014 98 4.9 3477
175 Çakallarla Dans 3: Sifir Sikinti 2014 102 5.0 3047
176 Bal 2010 103 7.1 7422
177 Uzun Hikâye 2012 125 7.5 6095
178 Selam: Bahara Yolculuk 2015 126 7.0 4162
179 Eyyvah Eyvah 2 2011 106 6.6 15374
180 Kara Bela 2015 105 6.7 9591
181 Sofra Sirlari 2017 103 6.7 5166
182 Çogunluk 2010 110 7.4 6055
183 Sümela'nin Sifresi: Temel 2011 90 3.7 3153
184 Hükümet Kadin 2 2013 105 6.1 5184
185 Ejder Kapani 2010 105 6.5 5512
186 Ya Sonra 2011 105 5.2 2558
187 Ailecek Saskiniz 2018 113 6.1 7929
188 Kötü Çocuk 2017 125 2.0 2948
189 Cumali Ceber 2 2018 100 1.2 10230
190 Yol Ayrimi 2017 150 6.7 4280
191 Sonsuz Ask 2017 114 6.1 2673
192 Recep Ivedik 5 2017 114 3.4 17577
193 Tatlim Tatlim 2017 95 5.6 3570
194 Güzelligin Portresi 2019 127 6.3 3134
195 Kayhan 2018 105 2.2 3610
196 Kafalar Karisik 2018 95 3.0 3047
197 Tepenin Ardi 2012 94 7.2 3893
198 Romantik Komedi 2: Bekarliga Veda 2013 105 5.2 3572
199 Müjde 2022 NA 1.2 9920
200 Dedemin Fisi 2016 100 5.6 3938
201 Osman Pazarlama 2016 114 3.5 6777
202 Bizim Hikaye 2015 97 5.4 18162
203 Sen Kimsin? 2012 101 5.0 5439
204 Kurtlar Vadisi: Filistin 2011 105 6.1 9536
205 Anadolu Kartallari 2011 NA 6.2 5641
206 Kolpaçino 3. Devre 2016 93 4.1 4864
207 Yok Artik 2015 99 5.8 3924
208 Hür Adam: Bediüzzaman Said Nursi 2011 163 4.6 3596
209 G.D.O. Kara Kedi 2013 97 5.3 5417
210 Ay Lav Yu 2010 102 5.5 5197
211 Yol Arkadasim 2 2018 116 5.9 3727
212 Deliha 2014 107 4.6 4860
213 Eyyvah Eyvah 2010 104 7.0 21445
214 Celal Tan ve Ailesinin Asiri Acikli Hikayesi 2011 90 6.4 3426
215 Ali Kundilli 2015 118 5.4 3255
216 Berlin Kaplani 2012 98 5.2 7198
217 Sabit Kanca 2013 100 3.1 2650
218 Gise Memuru 2010 96 6.4 4544
219 Çakallarla Dans 4 2016 109 4.1 3046
220 Olanlar Oldu 2017 108 6.2 4456
221 Kocan Kadar Konus: Dirilis 2016 108 5.7 3462
222 Birlesen Gönüller 2014 126 7.5 4130
223 Zenne Dancer 2011 104 7.1 2840
224 OHA Diyorum 2017 90 1.6 6959
225 Borç Harç 2019 90 1.4 4771
226 Mandira Filozofu 2014 109 6.6 4834
227 Nadide Hayat 2015 118 6.3 3935
228 Çakallarla Dans 5 2018 102 3.8 2570
229 Yozgat Blues 2013 93 6.8 3515
230 Bizi Hatirla 2018 NA 7.4 2864
231 Sen Benim HerSeyimsin 2016 107 6.2 2968
232 Bizim Büyük Çaresizligimiz 2011 102 6.8 4020
233 Patron Mutlu Son Istiyor 2014 109 6.0 7142
234 Entelköy Efeköy'e Karsi 2011 111 6.6 3631
235 Niyazi Gül Dörtnala 2015 106 4.5 3455
236 Içimdeki Ses 2015 93 5.9 3569
237 Hadi Insallah 2014 96 5.4 4304
238 Çalgi Çengi Ikimiz 2017 116 5.6 4861
239 Romantik Komedi 2010 95 5.3 5347
240 Çakallarla Dans 2: Hastasiyiz Dede 2012 101 4.6 3950
241 Açela 2020 70 2.7 2670
242 Kod Adi K.O.Z. 2015 114 1.7 27603
243 Resistance Is Life 2017 73 7.7 3297
244 Alamet-i Kiyamet 2016 88 4.7 2657
245 15/07 Safak Vakti 2021 95 1.2 20608
246 Deniz ve Günes 2018 96 4.9 2640
247 Sihirbazlik Okulunda Bir Türk 2015 91 1.7 3701
248 Guardian of Angels 2018 NA 7.2 2565
249 Nefes: Vatan Sagolsun 2009 128 8.0 35029
250 Babam ve Oglum 2005 108 8.2 91051
251 Masumiyet 1997 110 8.1 19315
252 Kader 2006 103 7.8 16282
253 Uzak 2002 110 7.5 22381
254 Eskiya 1996 128 8.1 71705
255 A.R.O.G 2008 127 7.3 44642
256 Sevmek Zamani 1965 86 8.0 7138
257 Hababam Sinifi 1975 87 9.2 42518
258 Üç Maymun 2008 109 7.3 22670
259 Barda 2007 92 7.0 14694
260 G.O.R.A. 2004 127 8.0 66041
261 Kabadayi 2007 140 7.8 23637
262 Yazgi 2001 119 7.5 6721
263 Issiz Adam 2008 113 6.8 22349
264 Kurtlar Vadisi: Irak 2006 122 5.7 18255
265 Yol 1982 107 8.0 14310
266 Yahsi Bati 2009 112 7.4 37791
267 D@bbe 2006 110 4.4 4734
268 Iklimler 2006 97 7.1 14009
269 Vizontele 2001 110 8.0 38409
270 Her Sey Çok Güzel Olacak 1998 107 8.1 27128
271 Pardon 2005 99 8.1 22670
272 Dünyayi Kurtaran Adam 1982 91 4.4 8015
273 Tosun Pasa 1976 90 8.9 24330
274 Bekleme Odasi 2003 92 6.3 3167
275 Agir Roman 1997 NA 7.6 11725
276 Tabutta Rövasata 1996 75 7.7 10858
277 Organize Isler 2005 106 7.4 35032
278 Gemide 1998 102 7.9 15729
279 Selvi Boylum Al Yazmalim 1977 90 8.5 16726
280 Itiraf 2001 100 7.0 3926
281 Dünyayi Kurtaran Adam'in Oglu 2006 110 1.5 16706
282 Üçüncü Sayfa 1999 92 7.3 4268
283 Neredesin Firuze 2004 128 7.4 12411
284 Saban Oglu Saban 1977 90 8.7 18536
285 Mayis Sikintisi 1999 130 7.3 6634
286 Deli Yürek: Bumerang Cehennemi 2001 123 6.5 4123
287 Kolpaçino 2009 98 6.5 13659
288 Susuz Yaz 1963 90 7.8 5495
289 Recep Ivedik 2008 90 4.8 28357
290 Günesin Oglu 2008 89 7.0 6062
291 Kasaba 1997 85 7.0 6430
292 D@bbe 2 2009 85 3.0 2661
293 Sinav 2006 NA 6.6 11257
294 Günesi Gördüm 2009 NA 6.6 10577
295 Çöpçüler Krali 1977 80 8.5 21183
296 Yumurta 2007 97 6.6 5596
297 Baska Dilde Ask 2009 98 7.3 7087
298 Kiskanmak 2009 96 6.5 3466
299 Muro: Nalet Olsun Içimdeki Insan Sevgisine 2008 90 3.9 3211
300 Vavien 2009 100 7.5 13506
301 Recep Ivedik 2 2009 107 4.5 22333
302 C Blok 1994 92 6.1 3376
303 Gönül Yarasi 2005 142 7.8 10407
304 Kurtlar Vadisi: Gladio 2009 97 6.2 5288
305 Aaahh Belinda 1986 100 7.8 3499
306 Hokkabaz 2006 122 7.4 34186
307 Zügürt Aga 1985 101 8.7 16140
308 Sonbahar 2008 99 7.7 6742
309 Üç Kagitçi 1981 88 7.7 6091
310 Muhsin Bey 1987 119 8.4 11529
311 Anlat Istanbul 2005 99 7.3 6865
312 Duvar 1983 117 8.0 4383
313 Merakli Köfteci 1976 75 7.2 4200
314 Salako 1974 87 7.4 6439
315 Çarikli Milyoner 1983 86 6.7 3315
316 Karpuz Kabugundan Gemiler Yapmak 2004 97 7.8 6466
317 Neseli Günler 1978 95 8.7 11810
318 Anayurt Oteli 1987 101 7.5 4445
319 Zübük 1980 88 8.5 10566
320 Kosmos 2009 122 7.1 5130
321 Süt Kardesler 1976 80 8.8 20890
322 120 2008 114 7.2 7031
323 Kibar Feyzo 1978 83 8.7 17126
324 Sürü 1978 117 8.2 5260
325 Gen 2006 105 4.2 3640
326 7 Kocali Hürmüz 2009 122 6.3 5819
327 Kahpe Bizans 1999 97 5.9 7515
328 En Büyük Saban 1984 93 6.7 3028
329 Propaganda 1999 NA 7.1 10031
330 Mutluluk 2007 105 7.5 7798
331 Gölge Oyunu 1993 103 7.7 3723
332 Tatar Ramazan 1990 95 7.9 3387
333 Beynelmilel 2006 106 7.2 8143
334 Çilgin Dersane 2007 100 1.9 3899
335 Yazi Tura 2004 102 7.6 6495
336 Devrim Arabalari 2008 NA 8.0 12610
337 Hababam Sinifi Sinifta Kaldi 1975 95 8.9 24370
338 Tatli Dillim 1972 94 7.1 2806
339 Vesikali Yarim 1968 89 7.9 3250
340 Kutsal Damacana 2007 105 5.1 9845
341 Sari Mercedes 1993 90 7.8 3208
342 Egreti Gelin 2005 115 6.2 3141
343 Canim Kardesim 1973 85 8.6 10099
344 Dar Alanda Kisa Paslasmalar 2000 NA 7.3 3276
345 Mustafa Hakkinda Hersey 2004 119 7.5 9741
346 Musallat 2007 95 5.9 4350
347 Güz Sancisi 2009 112 6.1 2555
348 Küçük Kiyamet 2006 90 6.3 2629
349 Hacivat Karagöz Neden Öldürüldü? 2006 135 7.5 13080
350 Beyaz Melek 2007 115 6.5 7341
351 Umut 1970 100 8.0 4247
352 Uçurtmayi Vurmasinlar 1989 85 8.3 7078
353 Vizontele Tuuba 2003 111 6.5 16377
354 Korkusuz Korkak 1979 77 8.1 7223
355 Ah Nerede 1975 90 7.6 4762
356 Tokatçi 1983 83 7.7 6178
357 Maskeli Besler: Intikam Pesinde 2005 89 4.4 6062
358 Azize: Bir Laleli Hikayesi 1999 85 6.9 3645
359 Süt 2008 102 6.6 3317
360 Neseli Hayat 2009 100 6.1 7525
361 Hababam Sinifi Tatilde 1977 97 8.6 18637
362 Insaat 2003 113 7.2 4025
363 Arabesk 1989 92 8.0 8302
364 Köyden Indim Sehire 1974 91 8.3 11647
365 Istanbul Kanatlarimin Altinda 1996 119 7.0 3822
366 Aile Serefi 1976 95 8.0 3794
367 Maskeli Besler: Irak 2007 104 3.8 5259
368 Mustafa 2008 130 6.7 2844
369 Ask Filmlerinin Unutulmaz Yönetmeni 1990 106 7.6 4245
370 Turist Ömer Uzay Yolu'nda 1973 72 7.2 3636
371 Okul 2004 100 4.1 3632
372 Mavi Boncuk 1975 76 7.8 9554
373 Banker Bilo 1980 85 7.6 7353
374 Büyü 2004 95 3.0 3921
375 Bes Vakit 2006 111 7.3 4373
376 Semum 2008 116 5.0 4027
377 Keloglan Karaprens'e Karsi 2006 105 1.6 9615
378 Çiplak Vatandas 1985 74 7.5 4936
379 O... Çocuklari 2008 NA 6.4 5448
380 Hababam Sinifi Uyaniyor 1976 94 8.7 20641
381 Çiçek Abbas 1982 87 8.0 11022
382 Kapicilar Krali 1976 84 8.4 13360
383 Gülen Gözler 1977 97 8.4 7594
384 Hayat Var 2008 121 7.3 3432
385 Pandora'nin Kutusu 2008 112 7.2 2941
386 Polis 2007 113 6.6 6236
387 Hababam Sinifi Üç Buçuk 2005 98 3.0 8697
388 Yoksul 1986 77 7.3 3004
389 Son Osmanli Yandim Ali 2007 126 6.9 6805
390 Bizim Aile 1975 92 8.4 7215
391 Kanli Nigar 1981 81 7.1 3404
392 11'e 10 Kala 2009 110 7.2 2793
393 Doktor Civanim 1983 87 6.9 4070
394 Davaro: Son Eskiya 1981 94 8.1 9205
395 Kaç Para Kaç 1999 100 7.5 3713
396 Vali 2009 93 7.3 4949
397 Dondurmam Gaymak 2006 100 6.6 6543
398 Yedi Bela Hüsnü 1983 84 7.7 7478
399 Hababam Sinifi Güle Güle 1981 81 6.3 6187
400 Devlet Kusu 1980 79 6.9 2578
401 Gülen Adam 1990 91 6.9 4116
402 Fasulye 2000 105 7.2 2602
403 Korkuyorum Anne 2004 128 7.5 3289
404 Düttürü Dünya 1988 91 7.3 3001
405 Beyza'nin Kadinlari 2006 137 6.2 2769
406 Araf 2006 97 2.4 4276
407 Hababam Sinifi Askerde 2005 112 3.3 7789
408 Osmanli Cumhuriyeti 2008 100 5.2 7220
409 Ögretmen 1988 89 7.2 2620
410 Deli Deli Küpeli 1986 87 7.3 3728
411 Davaci 1987 79 7.1 3420
412 Sultan 1978 88 7.5 3830
413 Garip 1986 96 7.1 4271
414 Sakar Sakir 1977 81 8.0 8953
415 Salak Milyoner 1974 84 7.9 7833
416 Hababam Sinifi Merhaba 2004 118 3.2 6965
417 Koltuk Belasi 1990 85 7.0 2633
418 Salvar Davasi 1983 90 7.1 2712
419 Filler ve Çimen 2000 115 7.0 2806
420 Ask Tutulmasi 2008 99 5.5 3020
421 O Simdi Asker 2003 125 4.9 2743
422 Sabaniye 1984 93 6.2 3709
423 Sans Kapiyi Kirinca 2005 107 6.3 4661
424 Varyemez 1991 93 6.6 2820
425 Hababam Sinifi Dokuz Doguruyor 1978 88 7.3 8941
426 Kilibik 1983 85 7.0 3469
427 On the Way to School 2008 81 7.4 3090
428 Sekerpare 1983 90 7.9 6748
429 Sosyete Saban 1985 92 6.9 3530
430 Inek Saban 1978 71 7.5 4383
431 Yüz Numarali Adam 1978 79 7.7 5935
432 Postaci 1984 87 7.0 4603
433 Hanzo 1975 77 6.3 4368
434 Namuslu 1984 93 8.1 7354
435 Kiraci 1987 94 6.7 2714
436 Ortadirek Saban 1984 82 7.2 4956
437 Katma Deger Saban 1985 85 6.5 4138
438 Ne Olacak Simdi 1979 83 7.5 3248
439 Ulak 2008 109 6.8 4834
440 Köseyi Dönen Adam 1978 82 7.1 3038
441 Gerzek Saban 1980 76 7.1 3140
442 Son Ders: Ask ve Üniversite 2008 99 6.9 2563
443 Emret Komutanim: Sah Mat 2007 100 1.5 7047
444 Komser Sekspir 2000 113 5.8 3433
445 Talih Kusu 1989 92 7.0 2903
446 Tarzan Rifki 1986 83 6.4 3154
447 Gol Krali 1981 81 6.8 3935
448 Saskin Damat 1975 78 6.8 2737
449 Avanak Apti 1978 86 6.9 4461
450 Milyarder 1987 96 7.5 4554
451 Oh Olsun 1974 86 7.2 3219
452 Hirsiz Var! 2005 96 4.4 3260
453 Japon Isi 1987 89 6.1 3786
454 Selamsiz Bandosu 1988 107 7.7 3905
455 Gurbetçi Saban 1985 87 6.5 3285
456 Saban Pabucu Yarim 1985 93 6.4 2974
457 Dolap Beygiri 1982 90 7.2 2677
458 Sahte Kabadayi 1976 77 7.6 6253
459 Bekçiler Krali 1979 82 7.6 6580
460 Atla Gel Saban 1984 83 7.6 5138
461 Uzak Ihtimal 2009 90 7.0 2738
462 Umudumuz Saban 1979 83 7.1 3583
463 Maskeli Besler: Kibris 2008 87 3.1 5553
464 Erkek Güzeli Sefil Bilo 1979 67 6.9 2710
465 Sark Bülbülü 1979 89 7.5 4351
466 Dokunmayin Sabanima 1979 79 7.2 4091
467 Sen Dul Saban 1986 94 6.5 2712
468 Iyi Aile Çocugu 1978 79 7.1 3025
469 Kanal-i-zasyon 2009 113 5.0 3908
470 Ibo ile Güllüsah 1977 88 6.1 3499
3. Exploratory Data Analysis
3.1. Top and Bottom 5 Movies by Ranking
<- data.frame (title, year, duration, rating, vote)<- arrange (movie_data, desc (rating))<- head (movie_data, 5 )<- tail (movie_data, 5 )kable (rbind (top5_movies, last5_movies), caption = "Best and Worst 5 Movies" )
Best and Worst 5 Movies
1
Hababam Sinifi
1975
87
9.2
42518
2
CM101MMXI Fundamentals
2013
139
9.1
46999
3
Tosun Pasa
1976
90
8.9
24330
4
Hababam Sinifi Sinifta Kaldi
1975
95
8.9
24370
5
Süt Kardesler
1976
80
8.8
20890
466
Cumali Ceber 2
2018
100
1.2
10230
467
Müjde
2022
NA
1.2
9920
468
15/07 Safak Vakti
2021
95
1.2
20608
469
Cumali Ceber: Allah Seni Alsin
2017
100
1.0
39269
470
Reis
2017
108
1.0
73974
I watched all of the top 5 movies except Tosun Pasa. Old movies like Hababam Sınıfı has a place for everyone but II believe there are other Turkish Movies that should be on the list.
For the worst 5 movies, I felt sorry for the actors who play on those movies. I haven’t watched any of them but their titles do not look very appealing.
3.2
My favourite Turkish Movies are,
Hokkabaz,
Babam ve Oglum,
and a recent watch but Ölümlü Dünya 2.
<- c ("Hokkabaz" , "Babam ve Oglum" , "Ölümlü Dünya 2" )<- movie_data[movie_data$ title %in% favourite_movies, ]kable (rbind (favourite_movies_data), caption = "My Favorite Movies" )
My Favorite Movies
27
Babam ve Oglum
2005
108
8.2
91051
116
Ölümlü Dünya 2
2023
117
7.4
3558
127
Hokkabaz
2006
122
7.4
34186
3.3 Visualization
<- movie_data %>% group_by (year) %>% summarise (avg_rating = mean (rating))ggplot (avg_rating_by_year, aes (x= year, y= avg_rating)) + geom_point ()
The graphic shows that average ratings fall as the number of years increases.
ggplot (movie_data, aes (x = year, y = rating, group = year)) + geom_boxplot ()
3.4. Do you believe there is a relationship between the number of votes a movie received and its rating? Investigate the correlation between Votes and Ratings.
cor (movie_data$ vote, movie_data$ rating)
The correlation coefficient of 0.1310893 indicates a weak positive linear relationship between the number of votes a movie received and its rating. While there is some positive association, the strength of the relationship is relatively weak.
3.5. Do you believe there is a relationship between a movie’s duration and its rating? Investigate the correlation between Duration and Ratings.
cor (movie_data$ duration, movie_data$ rating)
The correlation coefficient is NA, indicating that a correlation couldn’t be calculated between the number of votes and ratings.
4. Turkish Movies in the Top 1000 on IMDb
<- "https://m.imdb.com/search/title/?title_type=feature&groups=top_1000&country_of_origin=TR&count=250" <- read_html (url_vec_3)#title <- html_3 |> html_elements (".ipc-title__text" )<- html_text (title_names_3)<- tail (head (title_names_3,- 1 ),- 1 )<- str_split (title_names_3, " " , n= 2 )<- unlist (lapply (title_names_3, function (x) {x[2 ]}))<- title_names_3#year <- html_3 |> html_elements (".sc-43986a27-8.jHYIIK.dli-title-metadata-item:nth-child(1)" )<- html_text (year_3)<- as.numeric (year_3)<- year_3<- data.frame (title, year)kable (rbind (top1000_dataf), caption= "Turkish Movies in IMDB Top 1000" )
Turkish Movies in IMDB Top 1000
Yedinci Kogustaki Mucize
2019
Kis Uykusu
2014
Nefes: Vatan Sagolsun
2009
Ayla: The Daughter of War
2017
Babam ve Oglum
2005
Ahlat Agaci
2018
Bir Zamanlar Anadolu’da
2011
Eskiya
1996
G.O.R.A.
2004
Vizontele
2001
Her Sey Çok Güzel Olacak
1998
<- movie_data%>% inner_join (top1000_dataf, by = c ("title" , "year" ))kable (rbind (final_dataf), caption= "Turkish Movies in IMDB Top 1000" )
Turkish Movies in IMDB Top 1000
Ayla: The Daughter of War
2017
125
8.3
43001
Yedinci Kogustaki Mucize
2019
132
8.2
54193
Babam ve Oglum
2005
108
8.2
91051
Eskiya
1996
128
8.1
71705
Her Sey Çok Güzel Olacak
1998
107
8.1
27128
Kis Uykusu
2014
196
8.0
54660
Ahlat Agaci
2018
188
8.0
27029
Nefes: Vatan Sagolsun
2009
128
8.0
35029
G.O.R.A.
2004
127
8.0
66041
Vizontele
2001
110
8.0
38409
Bir Zamanlar Anadolu’da
2011
157
7.8
49379
<- arrange (final_dataf, desc (rating))kable (rbind (final_dataf), caption= "Turkish Movies in IMDB Top 1000 by Ranked" )
Turkish Movies in IMDB Top 1000 by Ranked
Ayla: The Daughter of War
2017
125
8.3
43001
Yedinci Kogustaki Mucize
2019
132
8.2
54193
Babam ve Oglum
2005
108
8.2
91051
Eskiya
1996
128
8.1
71705
Her Sey Çok Güzel Olacak
1998
107
8.1
27128
Kis Uykusu
2014
196
8.0
54660
Ahlat Agaci
2018
188
8.0
27029
Nefes: Vatan Sagolsun
2009
128
8.0
35029
G.O.R.A.
2004
127
8.0
66041
Vizontele
2001
110
8.0
38409
Bir Zamanlar Anadolu’da
2011
157
7.8
49379
