{"id":145934,"date":"2025-07-16T11:20:14","date_gmt":"2025-07-16T05:50:14","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=145934"},"modified":"2025-07-16T11:20:14","modified_gmt":"2025-07-16T05:50:14","slug":"movie-rating-explorer-in-seaborn","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/movie-rating-explorer-in-seaborn\/","title":{"rendered":"Seaborn Project &#8211; Movie Rating Explorer"},"content":{"rendered":"<h3>Program 1<\/h3>\n<p><a href=\"https:\/\/drive.google.com\/file\/d\/121Sx0ZdmN7DQfsaPACcDoCVcWNR39JQJ\/view?usp=sharing\" target=\"_blank\" rel=\"noopener\"><strong>Bollywood Movie Ratings Dataset<\/strong><\/a><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\"># Movie Ratings Explorer\r\n# The Movie Ratings Explorer project visualizes and analyzes Bollywood movie \r\n# ratings based on type, year, and audience votes. \r\n# It helps identify top-rated films, trends over time, \r\n# and how different movie types perform \r\n# using Seaborn and Matplotlib charts.\r\n\r\nimport pandas as pd\r\nimport seaborn as sns\r\nimport matplotlib.pyplot as plt\r\n\r\n# Load dataset\r\ndf = pd.read_csv(\"movie_ratings.csv\")\r\n\r\n\r\n# Bar plot: Average Rating by Type\r\nplt.figure(figsize=(8, 5))\r\nType_ratings = df.groupby('Type')['Rating'].mean().reset_index()\r\nsns.barplot(data=Type_ratings, x='Type', y='Rating', palette='coolwarm')\r\nplt.title(\"Average Movie Ratings by Type\")\r\nplt.xlabel(\"Type\")\r\nplt.ylabel(\"Average Rating\")\r\nplt.show()\r\n\r\n# Scatter plot: Rating vs Votes\r\nplt.figure(figsize=(8, 5))\r\nsns.scatterplot(data=df, x='Votes', y='Rating', hue='Type', size='Votes', sizes=(20, 200))\r\nplt.title(\"Movie Ratings vs. Number of Votes\")\r\nplt.xlabel(\"Votes\")\r\nplt.ylabel(\"Rating\")\r\nplt.show()\r\n\r\n#  Line plot: Year-wise Average Rating\r\nplt.figure(figsize=(8, 5))\r\nyearly_avg = df.groupby('Year')['Rating'].mean().reset_index()\r\nsns.lineplot(data=yearly_avg, x='Year', y='Rating', marker='o', color='purple')\r\nplt.title(\"Average Rating Over the Years\")\r\nplt.ylabel(\"Average Rating\")\r\nplt.xlabel(\"Year\")\r\nplt.show()\r\n\r\n# Box plot: Rating Distribution by Type\r\nplt.figure(figsize=(8, 5))\r\nsns.boxplot(data=df, x='Type', y='Rating', palette='Set2')\r\nplt.title(\"Distribution of Ratings by Type\")\r\nplt.xlabel(\"Type\")\r\nplt.ylabel(\"Rating\")\r\nplt.show()\r\n\r\n# Count Plot: Number of Movies by Type\r\nplt.figure(figsize=(8, 5))\r\nsns.countplot(data=df, x='Type', palette='pastel', order=df['Type'].value_counts().index)\r\nplt.title(\"Number of Movies by Type\")\r\nplt.xlabel(\"Movie Type\")\r\nplt.ylabel(\"Count\")\r\nplt.tight_layout()\r\nplt.show()\r\n\r\n# Bar Plot: Total Votes by Movie Type\r\n\r\nplt.figure(figsize=(8, 5))\r\ntype_votes = df.groupby('Type')['Votes'].sum().reset_index()\r\nsns.barplot(data=type_votes, x='Type', y='Votes', palette='flare')\r\nplt.title(\"Total Votes by Movie Type\")\r\nplt.xlabel(\"Movie Type\")\r\nplt.ylabel(\"Total Votes\")\r\nplt.tight_layout()\r\nplt.show()<\/pre>\n<p><span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:34,&quot;href&quot;:&quot;https:\\\/\\\/drive.google.com\\\/file\\\/d\\\/121Sx0ZdmN7DQfsaPACcDoCVcWNR39JQJ\\\/view?usp=sharing&quot;,&quot;archived_href&quot;:&quot;http:\\\/\\\/web-wp.archive.org\\\/web\\\/20251205110206\\\/https:\\\/\\\/drive.google.com\\\/file\\\/d\\\/121Sx0ZdmN7DQfsaPACcDoCVcWNR39JQJ\\\/view?usp=sharing&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-11 07:06:16&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-29 23:05:08&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-02-19 10:08:58&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-10 16:37:07&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-04-20 15:33:05&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-27 06:51:34&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-10 20:18:52&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-01 11:30:08&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-16 16:50:41&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-24 11:55:02&quot;,&quot;http_code&quot;:200}],&quot;broken&quot;:false,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-24 11:55:02&quot;,&quot;http_code&quot;:200},&quot;process&quot;:&quot;done&quot;}]\"><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Program 1 Bollywood Movie Ratings Dataset # Movie Ratings Explorer # The Movie Ratings Explorer project visualizes and analyzes Bollywood movie # ratings based on type, year, and audience votes. # It helps identify&#46;&#46;&#46;<\/p>\n","protected":false},"author":581,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[34903,34902,34906,34907,12666,34905,34904,33219,33220,34734],"class_list":["post-145934","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-movie-rating-explorer","tag-movie-rating-explorer-in-seaborn","tag-movie-rating-explorer-project","tag-movie-rating-explorer-using-seaborn","tag-seaborn","tag-seaborn-movie-rating-explorer","tag-seaborn-movie-rating-explorer-project","tag-seaborn-practical","tag-seaborn-program","tag-seaborn-project"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Seaborn Project - Movie Rating Explorer - DataFlair<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/movie-rating-explorer-in-seaborn\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Seaborn Project - Movie Rating Explorer - DataFlair\" \/>\n<meta property=\"og:description\" content=\"Program 1 Bollywood Movie Ratings Dataset # Movie Ratings Explorer # The Movie Ratings Explorer project visualizes and analyzes Bollywood movie # ratings based on type, year, and audience votes. # It helps identify&#046;&#046;&#046;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/movie-rating-explorer-in-seaborn\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-16T05:50:14+00:00\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Seaborn Project - Movie Rating Explorer - DataFlair","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/movie-rating-explorer-in-seaborn\/","og_locale":"en_US","og_type":"article","og_title":"Seaborn Project - Movie Rating Explorer - DataFlair","og_description":"Program 1 Bollywood Movie Ratings Dataset # 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