diff --git a/README.md b/README.md
index 46d65406..8aa520cd 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 ## Original Medium Post: [Link](https://medium.com/@nishantsahoo/which-movie-should-i-watch-5c83a3c0f5b1)
 
-**Top IMDb Movies as of:** 2024-10-30
+**Top IMDb Movies as of:** 2024-10-31
 
 **IMDb Top 50 Movies Page:** [Link](https://www.imdb.com/search/title/?title_type=feature&release_date=2024-01-01,2024-12-31)
 
diff --git a/data/top250/movies.csv b/data/top250/movies.csv
index fbb54f72..6c2b8b86 100644
--- a/data/top250/movies.csv
+++ b/data/top250/movies.csv
@@ -46,8 +46,8 @@ Rank, Movie Name, IMDb Rating, Movie Link
 "44", "Seppuku", "8.6", "https://www.imdb.com/title/tt0056058/"
 "45", "Casablanca", "8.5", "https://www.imdb.com/title/tt0034583/"
 "46", "The Usual Suspects", "8.5", "https://www.imdb.com/title/tt0114814/"
-"47", "Dune: Part Two", "8.5", "https://www.imdb.com/title/tt15239678/"
-"48", "Intouchables", "8.5", "https://www.imdb.com/title/tt1675434/"
+"47", "Intouchables", "8.5", "https://www.imdb.com/title/tt1675434/"
+"48", "Dune: Part Two", "8.5", "https://www.imdb.com/title/tt15239678/"
 "49", "Nuovo Cinema Paradiso", "8.5", "https://www.imdb.com/title/tt0095765/"
 "50", "Modern Times", "8.5", "https://www.imdb.com/title/tt0027977/"
 "51", "Alien", "8.5", "https://www.imdb.com/title/tt0078748/"
@@ -59,8 +59,8 @@ Rank, Movie Name, IMDb Rating, Movie Link
 "57", "Memento", "8.4", "https://www.imdb.com/title/tt0209144/"
 "58", "WALL·E", "8.4", "https://www.imdb.com/title/tt0910970/"
 "59", "Raiders of the Lost Ark", "8.4", "https://www.imdb.com/title/tt0082971/"
-"60", "Das Leben der Anderen", "8.4", "https://www.imdb.com/title/tt0405094/"
-"61", "12th Fail", "8.8", "https://www.imdb.com/title/tt23849204/"
+"60", "12th Fail", "8.8", "https://www.imdb.com/title/tt23849204/"
+"61", "Das Leben der Anderen", "8.4", "https://www.imdb.com/title/tt0405094/"
 "62", "Sunset Blvd.", "8.4", "https://www.imdb.com/title/tt0043014/"
 "63", "Avengers: Infinity War", "8.4", "https://www.imdb.com/title/tt4154756/"
 "64", "Paths of Glory", "8.4", "https://www.imdb.com/title/tt0050825/"
@@ -106,8 +106,8 @@ Rank, Movie Name, IMDb Rating, Movie Link
 "104", "Double Indemnity", "8.3", "https://www.imdb.com/title/tt0036775/"
 "105", "Citizen Kane", "8.3", "https://www.imdb.com/title/tt0033467/"
 "106", "M - Eine Stadt sucht einen Mörder", "8.3", "https://www.imdb.com/title/tt0022100/"
-"107", "Oppenheimer", "8.3", "https://www.imdb.com/title/tt15398776/"
-"108", "Vertigo", "8.3", "https://www.imdb.com/title/tt0052357/"
+"107", "Vertigo", "8.3", "https://www.imdb.com/title/tt0052357/"
+"108", "Oppenheimer", "8.3", "https://www.imdb.com/title/tt15398776/"
 "109", "Heat", "8.3", "https://www.imdb.com/title/tt0113277/"
 "110", "Full Metal Jacket", "8.2", "https://www.imdb.com/title/tt0093058/"
 "111", "Le fabuleux destin d'Amélie Poulain", "8.3", "https://www.imdb.com/title/tt0211915/"
@@ -204,8 +204,8 @@ Rank, Movie Name, IMDb Rating, Movie Link
 "202", "How to Train Your Dragon", "8.1", "https://www.imdb.com/title/tt0892769/"
 "203", "The General", "8.1", "https://www.imdb.com/title/tt0017925/"
 "204", "Sherlock Jr.", "8.2", "https://www.imdb.com/title/tt0015324/"
-"205", "On the Waterfront", "8.1", "https://www.imdb.com/title/tt0047296/"
-"206", "Mary and Max.", "8.1", "https://www.imdb.com/title/tt0978762/"
+"205", "Mary and Max.", "8.1", "https://www.imdb.com/title/tt0978762/"
+"206", "On the Waterfront", "8.1", "https://www.imdb.com/title/tt0047296/"
 "207", "Le salaire de la peur", "8.1", "https://www.imdb.com/title/tt0046268/"
 "208", "Ford v Ferrari", "8.1", "https://www.imdb.com/title/tt1950186/"
 "209", "Smultronstället", "8.1", "https://www.imdb.com/title/tt0050986/"
@@ -248,5 +248,5 @@ Rank, Movie Name, IMDb Rating, Movie Link
 "246", "Rebecca", "8.1", "https://www.imdb.com/title/tt0032976/"
 "247", "The Help", "8.1", "https://www.imdb.com/title/tt1454029/"
 "248", "Cool Hand Luke", "8.1", "https://www.imdb.com/title/tt0061512/"
-"249", "Koe no katachi", "8.1", "https://www.imdb.com/title/tt5323662/"
-"250", "It Happened One Night", "8.1", "https://www.imdb.com/title/tt0025316/"
+"249", "It Happened One Night", "8.1", "https://www.imdb.com/title/tt0025316/"
+"250", "Koe no katachi", "8.1", "https://www.imdb.com/title/tt5323662/"
diff --git a/data/top250/movies.json b/data/top250/movies.json
index 28dc6d17..25eeeac1 100644
--- a/data/top250/movies.json
+++ b/data/top250/movies.json
@@ -277,15 +277,15 @@
   },
   {
     "Rank": "47",
-    "Movie Name": "Dune: Part Two",
+    "Movie Name": "Intouchables",
     "IMDb Rating": "8.5",
-    "Movie Link": "https://www.imdb.com/title/tt15239678/"
+    "Movie Link": "https://www.imdb.com/title/tt1675434/"
   },
   {
     "Rank": "48",
-    "Movie Name": "Intouchables",
+    "Movie Name": "Dune: Part Two",
     "IMDb Rating": "8.5",
-    "Movie Link": "https://www.imdb.com/title/tt1675434/"
+    "Movie Link": "https://www.imdb.com/title/tt15239678/"
   },
   {
     "Rank": "49",
@@ -355,16 +355,16 @@
   },
   {
     "Rank": "60",
-    "Movie Name": "Das Leben der Anderen",
-    "IMDb Rating": "8.4",
-    "Movie Link": "https://www.imdb.com/title/tt0405094/"
-  },
-  {
-    "Rank": "61",
     "Movie Name": "12th Fail",
     "IMDb Rating": "8.8",
     "Movie Link": "https://www.imdb.com/title/tt23849204/"
   },
+  {
+    "Rank": "61",
+    "Movie Name": "Das Leben der Anderen",
+    "IMDb Rating": "8.4",
+    "Movie Link": "https://www.imdb.com/title/tt0405094/"
+  },
   {
     "Rank": "62",
     "Movie Name": "Sunset Blvd.",
@@ -637,15 +637,15 @@
   },
   {
     "Rank": "107",
-    "Movie Name": "Oppenheimer",
+    "Movie Name": "Vertigo",
     "IMDb Rating": "8.3",
-    "Movie Link": "https://www.imdb.com/title/tt15398776/"
+    "Movie Link": "https://www.imdb.com/title/tt0052357/"
   },
   {
     "Rank": "108",
-    "Movie Name": "Vertigo",
+    "Movie Name": "Oppenheimer",
     "IMDb Rating": "8.3",
-    "Movie Link": "https://www.imdb.com/title/tt0052357/"
+    "Movie Link": "https://www.imdb.com/title/tt15398776/"
   },
   {
     "Rank": "109",
@@ -1225,15 +1225,15 @@
   },
   {
     "Rank": "205",
-    "Movie Name": "On the Waterfront",
+    "Movie Name": "Mary and Max.",
     "IMDb Rating": "8.1",
-    "Movie Link": "https://www.imdb.com/title/tt0047296/"
+    "Movie Link": "https://www.imdb.com/title/tt0978762/"
   },
   {
     "Rank": "206",
-    "Movie Name": "Mary and Max.",
+    "Movie Name": "On the Waterfront",
     "IMDb Rating": "8.1",
-    "Movie Link": "https://www.imdb.com/title/tt0978762/"
+    "Movie Link": "https://www.imdb.com/title/tt0047296/"
   },
   {
     "Rank": "207",
@@ -1489,14 +1489,14 @@
   },
   {
     "Rank": "249",
-    "Movie Name": "Koe no katachi",
+    "Movie Name": "It Happened One Night",
     "IMDb Rating": "8.1",
-    "Movie Link": "https://www.imdb.com/title/tt5323662/"
+    "Movie Link": "https://www.imdb.com/title/tt0025316/"
   },
   {
     "Rank": "250",
-    "Movie Name": "It Happened One Night",
+    "Movie Name": "Koe no katachi",
     "IMDb Rating": "8.1",
-    "Movie Link": "https://www.imdb.com/title/tt0025316/"
+    "Movie Link": "https://www.imdb.com/title/tt5323662/"
   }
 ]
diff --git a/data/top250/shows.csv b/data/top250/shows.csv
index 44ae9cf4..20c95e72 100644
--- a/data/top250/shows.csv
+++ b/data/top250/shows.csv
@@ -156,19 +156,19 @@ Rank, Show Name, IMDb Rating, Show Link
 "154", "The Return of Sherlock Holmes", "8.7", "https://www.imdb.com/title/tt0090509/"
 "155", "The Offer", "8.6", "https://www.imdb.com/title/tt13111040/"
 "156", "Sarangeui bulsachak", "8.7", "https://www.imdb.com/title/tt10850932/"
-"157", "Scavengers Reign", "8.6", "https://www.imdb.com/title/tt21056886/"
-"158", "Gomorrah", "8.6", "https://www.imdb.com/title/tt2049116/"
+"157", "Gomorrah", "8.6", "https://www.imdb.com/title/tt2049116/"
+"158", "Scavengers Reign", "8.6", "https://www.imdb.com/title/tt21056886/"
 "159", "Hajime no Ippo", "8.8", "https://www.imdb.com/title/tt0481256/"
-"160", "Critical Role", "9.1", "https://www.imdb.com/title/tt4834232/"
-"161", "Yes Minister", "8.7", "https://www.imdb.com/title/tt0080306/"
+"160", "Yes Minister", "8.7", "https://www.imdb.com/title/tt0080306/"
+"161", "Critical Role", "9.1", "https://www.imdb.com/title/tt4834232/"
 "162", "Blackadder the Third", "8.6", "https://www.imdb.com/title/tt0092324/"
 "163", "Pose", "8.6", "https://www.imdb.com/title/tt7562112/"
 "164", "Mystery Science Theater 3000", "8.6", "https://www.imdb.com/title/tt0094517/"
 "165", "Anne", "8.6", "https://www.imdb.com/title/tt5421602/"
 "166", "Archer", "8.6", "https://www.imdb.com/title/tt1486217/"
 "167", "Greatest Events of WWII in Colour", "8.6", "https://www.imdb.com/title/tt9103932/"
-"168", "Dopesick", "8.6", "https://www.imdb.com/title/tt9174558/"
-"169", "Kimetsu no Yaiba", "8.6", "https://www.imdb.com/title/tt9335498/"
+"168", "Kimetsu no Yaiba", "8.6", "https://www.imdb.com/title/tt9335498/"
+"169", "Dopesick", "8.6", "https://www.imdb.com/title/tt9174558/"
 "170", "The Newsroom", "8.6", "https://www.imdb.com/title/tt1870479/"
 "171", "Yeh Meri Family", "9", "https://www.imdb.com/title/tt8595766/"
 "172", "Young Justice", "8.6", "https://www.imdb.com/title/tt1641384/"
@@ -243,8 +243,8 @@ Rank, Show Name, IMDb Rating, Show Link
 "241", "Avrupa Yakasi", "8.6", "https://www.imdb.com/title/tt0421291/"
 "242", "Wentworth", "8.6", "https://www.imdb.com/title/tt2433738/"
 "243", "Heartstopper", "8.5", "https://www.imdb.com/title/tt10638036/"
-"244", "Letterkenny", "8.6", "https://www.imdb.com/title/tt4647692/"
-"245", "Umbre", "8.7", "https://www.imdb.com/title/tt4269716/"
+"244", "Umbre", "8.7", "https://www.imdb.com/title/tt4269716/"
+"245", "Letterkenny", "8.6", "https://www.imdb.com/title/tt4647692/"
 "246", "Shigatsu wa kimi no uso", "8.5", "https://www.imdb.com/title/tt3895150/"
 "247", "Foyle's War", "8.6", "https://www.imdb.com/title/tt0310455/"
 "248", "Gintama", "8.7", "https://www.imdb.com/title/tt0988818/"
diff --git a/data/top250/shows.json b/data/top250/shows.json
index 22eb4901..93ee57b4 100644
--- a/data/top250/shows.json
+++ b/data/top250/shows.json
@@ -937,15 +937,15 @@
   },
   {
     "Rank": "157",
-    "Show Name": "Scavengers Reign",
+    "Show Name": "Gomorrah",
     "IMDb Rating": "8.6",
-    "Show Link": "https://www.imdb.com/title/tt21056886/"
+    "Show Link": "https://www.imdb.com/title/tt2049116/"
   },
   {
     "Rank": "158",
-    "Show Name": "Gomorrah",
+    "Show Name": "Scavengers Reign",
     "IMDb Rating": "8.6",
-    "Show Link": "https://www.imdb.com/title/tt2049116/"
+    "Show Link": "https://www.imdb.com/title/tt21056886/"
   },
   {
     "Rank": "159",
@@ -955,16 +955,16 @@
   },
   {
     "Rank": "160",
-    "Show Name": "Critical Role",
-    "IMDb Rating": "9.1",
-    "Show Link": "https://www.imdb.com/title/tt4834232/"
-  },
-  {
-    "Rank": "161",
     "Show Name": "Yes Minister",
     "IMDb Rating": "8.7",
     "Show Link": "https://www.imdb.com/title/tt0080306/"
   },
+  {
+    "Rank": "161",
+    "Show Name": "Critical Role",
+    "IMDb Rating": "9.1",
+    "Show Link": "https://www.imdb.com/title/tt4834232/"
+  },
   {
     "Rank": "162",
     "Show Name": "Blackadder the Third",
@@ -1003,15 +1003,15 @@
   },
   {
     "Rank": "168",
-    "Show Name": "Dopesick",
+    "Show Name": "Kimetsu no Yaiba",
     "IMDb Rating": "8.6",
-    "Show Link": "https://www.imdb.com/title/tt9174558/"
+    "Show Link": "https://www.imdb.com/title/tt9335498/"
   },
   {
     "Rank": "169",
-    "Show Name": "Kimetsu no Yaiba",
+    "Show Name": "Dopesick",
     "IMDb Rating": "8.6",
-    "Show Link": "https://www.imdb.com/title/tt9335498/"
+    "Show Link": "https://www.imdb.com/title/tt9174558/"
   },
   {
     "Rank": "170",
@@ -1459,16 +1459,16 @@
   },
   {
     "Rank": "244",
-    "Show Name": "Letterkenny",
-    "IMDb Rating": "8.6",
-    "Show Link": "https://www.imdb.com/title/tt4647692/"
-  },
-  {
-    "Rank": "245",
     "Show Name": "Umbre",
     "IMDb Rating": "8.7",
     "Show Link": "https://www.imdb.com/title/tt4269716/"
   },
+  {
+    "Rank": "245",
+    "Show Name": "Letterkenny",
+    "IMDb Rating": "8.6",
+    "Show Link": "https://www.imdb.com/title/tt4647692/"
+  },
   {
     "Rank": "246",
     "Show Name": "Shigatsu wa kimi no uso",
diff --git a/data/top50/movies.csv b/data/top50/movies.csv
index 916328f6..1c592c03 100644
--- a/data/top50/movies.csv
+++ b/data/top50/movies.csv
@@ -20,8 +20,8 @@ Rank, Movie Name, IMDb Rating, Link
 "18", "Transformers One", "7.7", "https://www.imdb.com/title/tt8864596/"
 "19", "The Shadow Strays", "6.5", "https://www.imdb.com/title/tt28349451/"
 "20", "Trap", "5.9", "https://www.imdb.com/title/tt26753003/"
-"21", "The Brutalist", "8.2", "https://www.imdb.com/title/tt8999762/"
-"22", "Outside", "5.1", "https://www.imdb.com/title/tt32643879/"
+"21", "The Brutalist", "8.1", "https://www.imdb.com/title/tt8999762/"
+"22", "Outside", "5", "https://www.imdb.com/title/tt32643879/"
 "23", "It's What's Inside", "6.6", "https://www.imdb.com/title/tt14577874/"
 "24", "Longlegs", "6.7", "https://www.imdb.com/title/tt23468450/"
 "25", "Speak No Evil", "6.9", "https://www.imdb.com/title/tt27534307/"
@@ -40,12 +40,12 @@ Rank, Movie Name, IMDb Rating, Link
 "38", "Inside Out 2", "7.6", "https://www.imdb.com/title/tt22022452/"
 "39", "Heretic", "7.2", "https://www.imdb.com/title/tt28015403/"
 "40", "Blink Twice", "6.5", "https://www.imdb.com/title/tt14858658/"
-"41", "Here", "6.2", "https://www.imdb.com/title/tt18272208/"
+"41", "Here", "5.7", "https://www.imdb.com/title/tt18272208/"
 "42", "Stree 2: Sarkate Ka Aatank", "7.1", "https://www.imdb.com/title/tt27510174/"
 "43", "Challengers", "7.1", "https://www.imdb.com/title/tt16426418/"
 "44", "Loups-Garous", "5.4", "https://www.imdb.com/title/tt29195603/"
 "45", "Twisters", "6.6", "https://www.imdb.com/title/tt12584954/"
-"46", "Martin", "2.8", "https://www.imdb.com/title/tt15334030/"
+"46", "Martin", "2.9", "https://www.imdb.com/title/tt15334030/"
 "47", "Napad", "6.3", "https://www.imdb.com/title/tt32245158/"
 "48", "Nosferatu", "0", "https://www.imdb.com/title/tt5040012/"
 "49", "Dune: Part Two", "8.5", "https://www.imdb.com/title/tt15239678/"
diff --git a/data/top50/movies.json b/data/top50/movies.json
index cc3b3983..998b5e81 100644
--- a/data/top50/movies.json
+++ b/data/top50/movies.json
@@ -122,13 +122,13 @@
   {
     "Rank": "21",
     "Movie Name": "The Brutalist",
-    "IMDb Rating": "8.2",
+    "IMDb Rating": "8.1",
     "Link": "https://www.imdb.com/title/tt8999762/"
   },
   {
     "Rank": "22",
     "Movie Name": "Outside",
-    "IMDb Rating": "5.1",
+    "IMDb Rating": "5",
     "Link": "https://www.imdb.com/title/tt32643879/"
   },
   {
@@ -242,7 +242,7 @@
   {
     "Rank": "41",
     "Movie Name": "Here",
-    "IMDb Rating": "6.2",
+    "IMDb Rating": "5.7",
     "Link": "https://www.imdb.com/title/tt18272208/"
   },
   {
@@ -272,7 +272,7 @@
   {
     "Rank": "46",
     "Movie Name": "Martin",
-    "IMDb Rating": "2.8",
+    "IMDb Rating": "2.9",
     "Link": "https://www.imdb.com/title/tt15334030/"
   },
   {
diff --git a/data/top50/shows.csv b/data/top50/shows.csv
index 92221b32..1250050b 100644
--- a/data/top50/shows.csv
+++ b/data/top50/shows.csv
@@ -27,7 +27,7 @@ Rank, Show Name, IMDb Rating, Link
 "25", "Dandadan", "8.6", "https://www.imdb.com/title/tt30217403/"
 "26", "Kaos", "7.5", "https://www.imdb.com/title/tt8550732/"
 "27", "Creature Commandos", "0", "https://www.imdb.com/title/tt26545355/"
-"28", "Before", "6.7", "https://www.imdb.com/title/tt13332622/"
+"28", "Before", "6.8", "https://www.imdb.com/title/tt13332622/"
 "29", "Cruel Intentions", "0", "https://www.imdb.com/title/tt15532306/"
 "30", "Beauty in Black", "4.8", "https://www.imdb.com/title/tt31260386/"
 "31", "Kidô senshi Gandamu: Fukushû no Requiem", "6.6", "https://www.imdb.com/title/tt30277745/"
@@ -39,7 +39,7 @@ Rank, Show Name, IMDb Rating, Link
 "37", "Presumed Innocent", "7.7", "https://www.imdb.com/title/tt17677860/"
 "38", "3 Body Problem", "7.5", "https://www.imdb.com/title/tt13016388/"
 "39", "Rescue: HI-Surf", "6.2", "https://www.imdb.com/title/tt27629382/"
-"40", "It's Florida, Man", "5.9", "https://www.imdb.com/title/tt33745056/"
+"40", "It's Florida, Man", "6", "https://www.imdb.com/title/tt33745056/"
 "41", "El Secreto del Río", "8.2", "https://www.imdb.com/title/tt30068040/"
 "42", "Citadel: Diana", "6", "https://www.imdb.com/title/tt22754212/"
 "43", "This Is the Zodiac Speaking", "7.3", "https://www.imdb.com/title/tt33480540/"
diff --git a/data/top50/shows.json b/data/top50/shows.json
index b9ea1731..938bbb9a 100644
--- a/data/top50/shows.json
+++ b/data/top50/shows.json
@@ -164,7 +164,7 @@
   {
     "Rank": "28",
     "Show Name": "Before",
-    "IMDb Rating": "6.7",
+    "IMDb Rating": "6.8",
     "Link": "https://www.imdb.com/title/tt13332622/"
   },
   {
@@ -236,7 +236,7 @@
   {
     "Rank": "40",
     "Show Name": "It's Florida, Man",
-    "IMDb Rating": "5.9",
+    "IMDb Rating": "6",
     "Link": "https://www.imdb.com/title/tt33745056/"
   },
   {