Upload 4 files

app.py

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+import gradio as gr
+import pickle
+import pandas as pd
+from sklearn.metrics.pairwise import cosine_similarity
+
+# Load model and dataset
+with open("recommender_model.pkl", "rb") as f:
+    model = pickle.load(f)
+
+posts_df = pd.read_csv("posts_cleaned.csv")  # your full dataset with post content
+post_embeddings = model["embeddings"]  # precomputed post embeddings
+vectorizer = model["vectorizer"]      # for transforming user input
+
+# Predict function
+def recommend_from_input(user_text):
+    user_vec = vectorizer.encode([user_text])
+    sims = cosine_similarity(user_vec, post_embeddings)[0]
+    top_idxs = sims.argsort()[-5:][::-1]
+    top_posts = posts_df.iloc[top_idxs]["post_text"].tolist()
+    return "\n\n".join(top_posts)
+
+# Gradio UI
+interface = gr.Interface(
+    fn=recommend_from_input,
+    inputs="text",
+    outputs="text",
+    title="AI Content Recommender",
+    description="Enter a sample interest or post to receive recommendations"
+)
+
+interface.launch()

posts_cleaned.csv

@@ -0,0 +1,301 @@
+post_id,user_id,topic,media_type,hashtags,post_text,timestamp,post_length
+post_1,user_46,Crypto,image,"blockchainlife,futureoftech",Check out this image related to Crypto! #crypto 📸,2025-06-26T20:48:42.560565,36
+post_2,user_95,Art,text,"dailyphoto,blockchainlife",Just learned something amazing about Art. #art,2025-04-07T22:41:05.799321,76
+post_3,user_8,News,image,"decentralized,dailyphoto",News in pictures — what do you think? #news,2025-02-03T12:02:03.273184,53
+post_4,user_37,News,text,"futureoftech,decentralized",Just learned something amazing about News. #news,2025-03-25T13:48:43.414751,68
+post_5,user_57,News,text,"futureoftech,decentralized",Just learned something amazing about News. #news,2025-04-20T06:48:29.806076,18
+post_6,user_80,Sports,image,"dailyphoto,blockchainlife",Sports in pictures — what do you think? #sports,2025-07-21T23:58:47.200333,22
+post_7,user_72,Web3,image,"decentralized,futureoftech",Check out this image related to Web3! #web3 📸,2025-02-18T05:50:17.508332,69
+post_8,user_92,Art,text,"futureoftech,blockchainlife",Thoughts on Art? #art,2025-07-04T15:16:34.395617,96
+post_9,user_93,Music,image,"dailyphoto,futureoftech",Check out this image related to Music! #music 📸,2025-05-09T21:23:54.992428,44
+post_10,user_19,Crypto,text,"dailyphoto,decentralized",Crypto is changing everything. #crypto,2025-07-22T20:57:10.000411,122
+post_11,user_88,News,text,"dailyphoto,blockchainlife",Just learned something amazing about News. #news,2025-04-16T23:36:19.082714,33
+post_12,user_71,Sports,text,"blockchainlife,futureoftech",Sports is changing everything. #sports,2025-07-11T05:40:00.951353,84
+post_13,user_34,News,image,"futureoftech,decentralized",Check out this image related to News! #news 📸,2025-06-19T06:14:03.558886,74
+post_14,user_98,News,text,"dailyphoto,decentralized",Big news in the world of News! #news,2025-05-04T05:50:09.310663,57
+post_15,user_23,Sports,text,"decentralized,dailyphoto",Sports is changing everything. #sports,2025-02-21T22:37:21.476397,35
+post_16,user_87,Web3,text,"blockchainlife,decentralized",Just learned something amazing about Web3. #web3,2025-04-19T08:50:04.542841,104
+post_17,user_36,Music,text,"blockchainlife,futureoftech",Thoughts on Music? #music,2025-04-28T14:59:29.367792,65
+post_18,user_93,Art,image,"blockchainlife,futureoftech",Captured this moment during a discussion on Art. #art,2025-01-24T18:31:37.577578,129
+post_19,user_18,Sports,image,"blockchainlife,dailyphoto",Check out this image related to Sports! #sports 📸,2025-04-07T03:12:58.811839,120
+post_20,user_56,Music,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Music. #music,2025-05-05T19:34:57.918091,32
+post_21,user_9,Art,text,"decentralized,dailyphoto",Just learned something amazing about Art. #art,2025-04-20T10:14:16.123798,78
+post_22,user_48,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-19T22:41:06.822306,48
+post_23,user_9,News,text,"dailyphoto,futureoftech",News is changing everything. #news,2025-06-30T08:28:57.893045,89
+post_24,user_27,Sports,text,"decentralized,blockchainlife",Just learned something amazing about Sports. #sports,2025-05-03T01:42:19.930954,60
+post_25,user_29,Sports,image,"decentralized,futureoftech",Visualizing Sports today. #sports #Inspo,2025-06-02T02:24:03.070322,27
+post_26,user_30,Web3,image,"blockchainlife,futureoftech",Web3 in pictures — what do you think? #web3,2025-05-19T07:59:42.418814,60
+post_27,user_50,Web3,image,"futureoftech,decentralized",Check out this image related to Web3! #web3 📸,2025-02-07T06:11:33.381913,61
+post_28,user_38,Web3,text,"decentralized,futureoftech",Exploring the future of Web3! #web3,2025-05-01T11:44:37.677287,34
+post_29,user_7,Sports,text,"dailyphoto,blockchainlife",Big news in the world of Sports! #sports,2025-04-29T07:39:15.349629,58
+post_30,user_79,Art,image,"dailyphoto,blockchainlife",Visualizing Art today. #art #Inspo,2025-03-24T04:41:10.396710,133
+post_31,user_11,Crypto,image,"futureoftech,decentralized",Crypto in pictures — what do you think? #crypto,2025-05-05T23:04:26.950937,34
+post_32,user_18,Art,image,"futureoftech,decentralized",Art in pictures — what do you think? #art,2025-05-22T02:32:33.187458,53
+post_33,user_51,News,image,"decentralized,blockchainlife",News in pictures — what do you think? #news,2025-06-06T00:15:29.547991,31
+post_34,user_22,News,text,"futureoftech,dailyphoto",Exploring the future of News! #news,2025-05-01T04:47:28.557942,31
+post_35,user_87,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-03-16T16:07:02.586918,86
+post_36,user_67,Music,image,"futureoftech,decentralized",Visualizing Music today. #music #Inspo,2025-04-14T19:33:11.956559,26
+post_37,user_33,News,image,"blockchainlife,futureoftech",News in pictures — what do you think? #news,2025-06-19T16:25:39.220160,59
+post_38,user_38,Music,text,"decentralized,futureoftech",Music is changing everything. #music,2025-07-07T15:47:45.116010,45
+post_39,user_92,Art,text,"dailyphoto,futureoftech",Art is changing everything. #art,2025-04-06T14:11:36.685613,91
+post_40,user_81,Art,image,"dailyphoto,decentralized",Check out this image related to Art! #art 📸,2025-05-18T07:45:09.897924,105
+post_41,user_19,Art,text,"blockchainlife,decentralized",Thoughts on Art? #art,2025-03-19T11:26:54.002862,66
+post_42,user_69,Music,text,"futureoftech,dailyphoto",Thoughts on Music? #music,2025-07-10T22:45:16.472039,45
+post_43,user_53,News,text,"futureoftech,decentralized",News is changing everything. #news,2025-02-08T03:49:28.960521,57
+post_44,user_17,Art,image,"blockchainlife,futureoftech",Visualizing Art today. #art #Inspo,2025-07-11T21:45:56.657882,114
+post_45,user_34,Sports,text,"decentralized,blockchainlife",Just learned something amazing about Sports. #sports,2025-07-28T08:37:43.803102,72
+post_46,user_27,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-07-03T18:21:22.798899,33
+post_47,user_74,Music,image,"decentralized,blockchainlife",Music in pictures — what do you think? #music,2025-02-26T09:28:25.443874,61
+post_48,user_22,News,image,"decentralized,futureoftech",News in pictures — what do you think? #news,2025-03-13T08:07:24.354151,81
+post_49,user_48,Music,text,"futureoftech,decentralized",Thoughts on Music? #music,2025-02-07T14:36:58.239418,74
+post_50,user_53,Music,image,"decentralized,dailyphoto",Music in pictures — what do you think? #music,2025-03-09T23:42:07.571893,40
+post_51,user_40,Crypto,image,"blockchainlife,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-06-26T14:44:28.175612,31
+post_52,user_51,News,text,"dailyphoto,blockchainlife",Big news in the world of News! #news,2025-01-31T10:40:33.030795,62
+post_53,user_50,Sports,image,"blockchainlife,decentralized",Captured this moment during a discussion on Sports. #sports,2025-06-27T12:28:22.984713,74
+post_54,user_8,Sports,image,"dailyphoto,decentralized",Check out this image related to Sports! #sports 📸,2025-06-07T05:36:42.856007,88
+post_55,user_63,AI,text,"blockchainlife,futureoftech",AI is changing everything. #ai,2025-03-16T16:30:24.346139,78
+post_56,user_3,News,text,"decentralized,futureoftech",Exploring the future of News! #news,2025-04-14T19:43:58.967162,54
+post_57,user_43,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-04-02T02:48:16.391250,31
+post_58,user_77,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-07-25T15:13:26.893820,58
+post_59,user_41,AI,image,"decentralized,dailyphoto",Check out this image related to AI! #ai 📸,2025-06-27T10:10:09.555034,55
+post_60,user_55,Music,image,"blockchainlife,decentralized",Captured this moment during a discussion on Music. #music,2025-04-10T04:42:37.366879,47
+post_61,user_89,Music,image,"decentralized,dailyphoto",Check out this image related to Music! #music 📸,2025-04-23T22:14:40.351162,67
+post_62,user_60,Art,text,"decentralized,dailyphoto",Exploring the future of Art! #art,2025-06-05T11:26:22.690750,56
+post_63,user_4,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-09T09:25:56.903837,52
+post_64,user_26,AI,text,"blockchainlife,futureoftech",Exploring the future of AI! #ai,2025-01-22T11:55:42.418903,52
+post_65,user_74,Crypto,image,"decentralized,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-02-09T23:27:04.214472,70
+post_66,user_66,Web3,image,"futureoftech,decentralized",Visualizing Web3 today. #web3 #Inspo,2025-04-19T17:51:20.413010,27
+post_67,user_69,Web3,image,"dailyphoto,futureoftech",Visualizing Web3 today. #web3 #Inspo,2025-04-13T03:46:54.084057,45
+post_68,user_60,AI,text,"decentralized,dailyphoto",Thoughts on AI? #ai,2025-02-26T10:37:00.125041,43
+post_69,user_34,Music,image,"dailyphoto,blockchainlife",Check out this image related to Music! #music 📸,2025-01-07T03:16:41.864738,54
+post_70,user_62,News,text,"futureoftech,dailyphoto",Big news in the world of News! #news,2025-05-07T13:29:00.468723,40
+post_71,user_32,News,text,"futureoftech,decentralized",News is changing everything. #news,2025-04-14T21:35:39.142960,32
+post_72,user_8,Sports,text,"decentralized,dailyphoto",Exploring the future of Sports! #sports,2025-04-13T20:55:13.989674,27
+post_73,user_16,Web3,image,"futureoftech,decentralized",Captured this moment during a discussion on Web3. #web3,2025-06-03T08:07:34.405593,64
+post_74,user_71,News,image,"blockchainlife,futureoftech",News in pictures — what do you think? #news,2025-07-27T12:41:03.935782,93
+post_75,user_32,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-03-13T19:40:19.736868,87
+post_76,user_94,Art,text,"dailyphoto,futureoftech",Big news in the world of Art! #art,2025-06-12T09:35:34.631838,41
+post_77,user_76,Music,image,"futureoftech,decentralized",Check out this image related to Music! #music 📸,2025-05-20T01:05:14.743222,77
+post_78,user_52,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-02-05T13:10:38.394304,75
+post_79,user_50,Art,image,"dailyphoto,blockchainlife",Check out this image related to Art! #art 📸,2025-01-26T15:59:55.560473,74
+post_80,user_47,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-01-30T03:51:02.004953,97
+post_81,user_89,Crypto,text,"futureoftech,blockchainlife",Crypto is changing everything. #crypto,2025-05-17T08:26:42.939433,51
+post_82,user_64,Music,text,"futureoftech,blockchainlife",Just learned something amazing about Music. #music,2025-06-15T13:48:39.873781,47
+post_83,user_62,Art,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Art. #art,2025-04-12T15:47:23.123789,32
+post_84,user_7,News,image,"decentralized,dailyphoto",Visualizing News today. #news #Inspo,2025-03-16T06:19:09.152757,114
+post_85,user_38,Music,text,"blockchainlife,dailyphoto",Just learned something amazing about Music. #music,2025-03-11T07:58:44.168986,43
+post_86,user_15,Music,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Music. #music,2025-01-25T03:08:41.234851,90
+post_87,user_45,Crypto,text,"dailyphoto,futureoftech",Crypto is changing everything. #crypto,2025-07-07T07:53:51.324406,94
+post_88,user_40,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-03-09T13:02:34.339629,36
+post_89,user_9,Crypto,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Crypto. #crypto,2025-07-12T07:51:41.306203,95
+post_90,user_85,Sports,text,"blockchainlife,decentralized",Sports is changing everything. #sports,2025-04-26T00:19:14.640635,28
+post_91,user_61,News,text,"blockchainlife,dailyphoto",News is changing everything. #news,2025-03-25T05:30:16.630416,45
+post_92,user_58,Crypto,image,"blockchainlife,decentralized",Check out this image related to Crypto! #crypto 📸,2025-05-22T13:03:27.995138,29
+post_93,user_100,News,text,"futureoftech,decentralized",Exploring the future of News! #news,2025-02-21T20:54:17.034367,33
+post_94,user_4,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-05-18T15:31:32.172679,78
+post_95,user_6,Art,text,"decentralized,dailyphoto",Thoughts on Art? #art,2025-03-29T23:58:16.856485,39
+post_96,user_83,News,image,"decentralized,blockchainlife",News in pictures — what do you think? #news,2025-05-24T08:42:09.004138,47
+post_97,user_54,Crypto,image,"blockchainlife,dailyphoto",Visualizing Crypto today. #crypto #Inspo,2025-04-15T08:46:22.119447,61
+post_98,user_19,Sports,image,"futureoftech,decentralized",Captured this moment during a discussion on Sports. #sports,2025-02-26T13:47:13.762119,19
+post_99,user_38,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-06-15T03:48:43.039489,34
+post_100,user_66,Crypto,image,"decentralized,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-01-14T02:48:09.932859,83
+post_101,user_10,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-05-25T19:34:11.229136,89
+post_102,user_17,Crypto,text,"futureoftech,dailyphoto",Just learned something amazing about Crypto. #crypto,2025-07-26T09:43:35.199258,44
+post_103,user_36,Music,image,"futureoftech,decentralized",Music in pictures — what do you think? #music,2025-01-31T02:03:00.362965,44
+post_104,user_94,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-05-09T15:41:40.330019,46
+post_105,user_26,AI,image,"blockchainlife,decentralized",Captured this moment during a discussion on AI. #ai,2025-06-25T04:30:29.182366,100
+post_106,user_77,AI,text,"futureoftech,blockchainlife",Exploring the future of AI! #ai,2025-01-23T21:44:53.739834,77
+post_107,user_49,Sports,image,"dailyphoto,futureoftech",Visualizing Sports today. #sports #Inspo,2025-06-22T13:26:50.763749,45
+post_108,user_88,Art,text,"futureoftech,blockchainlife",Big news in the world of Art! #art,2025-06-30T12:47:02.495098,82
+post_109,user_87,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-03-28T20:58:49.365895,47
+post_110,user_84,Web3,text,"decentralized,futureoftech",Thoughts on Web3? #web3,2025-02-16T05:53:24.779746,51
+post_111,user_59,Sports,text,"futureoftech,blockchainlife",Sports is changing everything. #sports,2025-01-04T08:34:34.608948,44
+post_112,user_91,Web3,image,"blockchainlife,futureoftech",Check out this image related to Web3! #web3 📸,2025-04-12T02:23:50.562876,79
+post_113,user_55,Sports,text,"decentralized,futureoftech",Thoughts on Sports? #sports,2025-07-02T15:00:02.348947,30
+post_114,user_49,Art,text,"futureoftech,blockchainlife",Big news in the world of Art! #art,2025-03-09T13:09:41.764755,46
+post_115,user_56,Crypto,image,"dailyphoto,futureoftech",Captured this moment during a discussion on Crypto. #crypto,2025-07-23T16:51:29.629245,77
+post_116,user_78,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-05-11T02:17:04.767725,60
+post_117,user_98,Art,image,"futureoftech,blockchainlife",Visualizing Art today. #art #Inspo,2025-02-06T13:36:06.625771,40
+post_118,user_65,Music,text,"blockchainlife,dailyphoto",Big news in the world of Music! #music,2025-01-17T19:51:13.551495,59
+post_119,user_14,Art,image,"decentralized,dailyphoto",Check out this image related to Art! #art 📸,2025-01-03T16:55:37.926813,43
+post_120,user_100,Web3,text,"decentralized,futureoftech",Just learned something amazing about Web3. #web3,2025-05-27T10:09:16.316923,46
+post_121,user_72,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-07-05T22:23:58.607074,64
+post_122,user_96,Art,image,"dailyphoto,blockchainlife",Visualizing Art today. #art #Inspo,2025-03-27T04:36:25.380822,70
+post_123,user_54,Crypto,text,"blockchainlife,futureoftech",Big news in the world of Crypto! #crypto,2025-03-19T00:46:48.470885,36
+post_124,user_61,Art,image,"futureoftech,decentralized",Art in pictures — what do you think? #art,2025-02-12T19:00:42.220898,46
+post_125,user_68,News,image,"decentralized,futureoftech",Check out this image related to News! #news 📸,2025-03-18T21:09:49.269454,47
+post_126,user_93,AI,text,"blockchainlife,dailyphoto",Thoughts on AI? #ai,2025-03-21T09:11:29.752729,55
+post_127,user_55,Sports,text,"futureoftech,decentralized",Thoughts on Sports? #sports,2025-02-22T04:45:48.800244,80
+post_128,user_50,Crypto,image,"dailyphoto,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-06-12T11:27:43.627529,75
+post_129,user_52,Crypto,text,"futureoftech,decentralized",Crypto is changing everything. #crypto,2025-04-21T21:21:21.843026,61
+post_130,user_97,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-07-16T13:03:25.368239,57
+post_131,user_88,Crypto,image,"blockchainlife,decentralized",Crypto in pictures — what do you think? #crypto,2025-03-14T06:05:56.911313,98
+post_132,user_69,Crypto,image,"decentralized,blockchainlife",Crypto in pictures — what do you think? #crypto,2025-05-24T09:40:46.257682,87
+post_133,user_12,Crypto,image,"blockchainlife,decentralized",Visualizing Crypto today. #crypto #Inspo,2025-05-18T04:26:07.110593,77
+post_134,user_21,News,text,"blockchainlife,decentralized",Thoughts on News? #news,2025-04-14T15:47:39.533530,83
+post_135,user_31,Music,text,"futureoftech,decentralized",Music is changing everything. #music,2025-05-16T05:37:36.286652,84
+post_136,user_1,Sports,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Sports. #sports,2025-04-03T03:57:10.810778,46
+post_137,user_76,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-02-18T18:13:59.960060,91
+post_138,user_25,News,image,"decentralized,blockchainlife",Check out this image related to News! #news 📸,2025-02-14T23:39:58.120578,82
+post_139,user_11,Art,image,"blockchainlife,decentralized",Art in pictures — what do you think? #art,2025-06-10T23:44:14.176284,56
+post_140,user_21,Sports,image,"decentralized,futureoftech",Sports in pictures — what do you think? #sports,2025-03-04T02:31:28.667404,31
+post_141,user_43,Music,text,"futureoftech,blockchainlife",Thoughts on Music? #music,2025-07-14T05:17:01.138880,120
+post_142,user_8,News,text,"blockchainlife,futureoftech",Thoughts on News? #news,2025-04-30T08:21:49.010137,74
+post_143,user_26,News,text,"decentralized,futureoftech",News is changing everything. #news,2025-07-08T23:18:35.166433,40
+post_144,user_25,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-01-17T20:31:36.016393,63
+post_145,user_94,Web3,text,"blockchainlife,decentralized",Web3 is changing everything. #web3,2025-02-28T18:43:58.022758,18
+post_146,user_25,Sports,image,"decentralized,dailyphoto",Visualizing Sports today. #sports #Inspo,2025-02-25T18:24:57.517821,51
+post_147,user_21,Music,text,"decentralized,blockchainlife",Just learned something amazing about Music. #music,2025-06-28T07:51:04.880570,96
+post_148,user_84,Web3,image,"decentralized,dailyphoto",Web3 in pictures — what do you think? #web3,2025-01-28T01:37:57.989240,55
+post_149,user_61,AI,text,"dailyphoto,blockchainlife",Thoughts on AI? #ai,2025-01-05T23:35:09.494054,110
+post_150,user_34,Art,image,"futureoftech,decentralized",Check out this image related to Art! #art 📸,2025-03-01T12:37:37.985144,79
+post_151,user_34,Music,text,"dailyphoto,futureoftech",Thoughts on Music? #music,2025-07-10T01:03:33.063838,104
+post_152,user_66,Sports,text,"blockchainlife,dailyphoto",Thoughts on Sports? #sports,2025-04-16T23:56:05.824998,48
+post_153,user_67,News,image,"blockchainlife,dailyphoto",Check out this image related to News! #news 📸,2025-07-26T20:10:03.902078,50
+post_154,user_58,Music,image,"blockchainlife,decentralized",Captured this moment during a discussion on Music. #music,2025-01-01T03:02:48.481067,71
+post_155,user_47,AI,image,"decentralized,futureoftech",Check out this image related to AI! #ai 📸,2025-07-08T20:37:23.273623,66
+post_156,user_19,Crypto,text,"blockchainlife,dailyphoto",Exploring the future of Crypto! #crypto,2025-06-12T05:30:02.035737,56
+post_157,user_30,News,image,"futureoftech,decentralized",Visualizing News today. #news #Inspo,2025-05-11T22:33:21.692581,68
+post_158,user_77,Music,text,"futureoftech,blockchainlife",Thoughts on Music? #music,2025-01-01T06:13:57.623868,72
+post_159,user_84,News,text,"blockchainlife,decentralized",Big news in the world of News! #news,2025-05-06T07:26:28.494867,85
+post_160,user_73,News,image,"futureoftech,decentralized",Captured this moment during a discussion on News. #news,2025-03-19T15:13:06.608760,25
+post_161,user_41,Crypto,text,"decentralized,blockchainlife",Thoughts on Crypto? #crypto,2025-05-17T17:15:26.987903,35
+post_162,user_54,Web3,image,"futureoftech,decentralized",Captured this moment during a discussion on Web3. #web3,2025-01-23T09:45:22.874837,36
+post_163,user_19,AI,text,"decentralized,futureoftech",Just learned something amazing about AI. #ai,2025-03-31T23:09:29.978321,43
+post_164,user_52,News,image,"blockchainlife,dailyphoto",Visualizing News today. #news #Inspo,2025-03-26T04:06:54.569502,65
+post_165,user_6,Web3,text,"futureoftech,dailyphoto",Web3 is changing everything. #web3,2025-07-02T20:50:12.048029,82
+post_166,user_87,Music,text,"dailyphoto,decentralized",Exploring the future of Music! #music,2025-01-26T04:45:03.293079,59
+post_167,user_64,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-02-06T07:48:23.794976,93
+post_168,user_33,Crypto,text,"blockchainlife,dailyphoto",Just learned something amazing about Crypto. #crypto,2025-01-13T19:56:29.875800,47
+post_169,user_38,AI,text,"dailyphoto,blockchainlife",Big news in the world of AI! #ai,2025-02-06T02:31:15.593024,72
+post_170,user_4,Crypto,text,"decentralized,futureoftech",Crypto is changing everything. #crypto,2025-02-20T19:51:02.560160,93
+post_171,user_68,Web3,text,"dailyphoto,decentralized",Exploring the future of Web3! #web3,2025-05-09T14:18:47.094491,38
+post_172,user_56,Sports,text,"futureoftech,blockchainlife",Just learned something amazing about Sports. #sports,2025-02-15T14:17:33.490588,102
+post_173,user_77,AI,image,"futureoftech,dailyphoto",AI in pictures — what do you think? #ai,2025-05-30T20:35:30.492749,66
+post_174,user_71,Sports,text,"dailyphoto,futureoftech",Exploring the future of Sports! #sports,2025-05-30T05:36:23.060133,35
+post_175,user_78,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-02-23T15:20:37.989071,58
+post_176,user_47,News,image,"dailyphoto,futureoftech",News in pictures — what do you think? #news,2025-06-08T01:30:13.768135,58
+post_177,user_59,Crypto,image,"dailyphoto,blockchainlife",Visualizing Crypto today. #crypto #Inspo,2025-01-26T07:01:05.023216,37
+post_178,user_87,Crypto,text,"futureoftech,blockchainlife",Crypto is changing everything. #crypto,2025-01-09T17:09:24.239722,43
+post_179,user_11,News,text,"dailyphoto,blockchainlife",Exploring the future of News! #news,2025-03-20T09:10:38.849734,33
+post_180,user_98,Art,text,"futureoftech,dailyphoto",Exploring the future of Art! #art,2025-04-20T17:55:14.729883,29
+post_181,user_27,Music,text,"decentralized,dailyphoto",Just learned something amazing about Music. #music,2025-01-05T08:41:23.258056,37
+post_182,user_54,Sports,image,"decentralized,futureoftech",Captured this moment during a discussion on Sports. #sports,2025-02-02T11:44:48.358135,95
+post_183,user_61,News,text,"dailyphoto,decentralized",Exploring the future of News! #news,2025-07-07T15:39:03.125923,48
+post_184,user_59,Web3,image,"dailyphoto,blockchainlife",Check out this image related to Web3! #web3 📸,2025-05-21T08:56:27.298138,94
+post_185,user_6,AI,image,"futureoftech,decentralized",Captured this moment during a discussion on AI. #ai,2025-05-01T07:57:54.232323,95
+post_186,user_97,AI,text,"dailyphoto,blockchainlife",Just learned something amazing about AI. #ai,2025-04-14T22:51:30.014870,26
+post_187,user_29,News,image,"futureoftech,dailyphoto",News in pictures — what do you think? #news,2025-05-15T16:59:42.298951,97
+post_188,user_72,Music,text,"decentralized,dailyphoto",Music is changing everything. #music,2025-07-18T11:00:06.228892,56
+post_189,user_18,Art,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Art. #art,2025-04-20T17:21:45.787851,61
+post_190,user_1,Sports,image,"futureoftech,dailyphoto",Visualizing Sports today. #sports #Inspo,2025-03-10T04:15:14.069910,36
+post_191,user_25,Web3,text,"blockchainlife,futureoftech",Exploring the future of Web3! #web3,2025-06-17T18:56:06.916459,73
+post_192,user_41,Music,text,"dailyphoto,futureoftech",Exploring the future of Music! #music,2025-05-15T03:49:25.544368,50
+post_193,user_29,Art,text,"blockchainlife,decentralized",Big news in the world of Art! #art,2025-07-09T04:49:00.765055,55
+post_194,user_67,Crypto,text,"decentralized,blockchainlife",Just learned something amazing about Crypto. #crypto,2025-04-15T10:28:54.587790,80
+post_195,user_96,Art,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Art. #art,2025-02-09T02:21:24.237422,85
+post_196,user_83,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-06-14T15:59:49.149703,71
+post_197,user_10,AI,text,"decentralized,futureoftech",Thoughts on AI? #ai,2025-04-19T22:51:24.745372,30
+post_198,user_57,News,image,"decentralized,dailyphoto",Captured this moment during a discussion on News. #news,2025-04-19T16:35:10.552762,45
+post_199,user_98,Web3,image,"blockchainlife,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-05-21T11:38:44.308968,142
+post_200,user_9,Crypto,text,"decentralized,blockchainlife",Big news in the world of Crypto! #crypto,2025-05-08T07:26:47.014572,108
+post_201,user_73,Sports,text,"decentralized,blockchainlife",Exploring the future of Sports! #sports,2025-01-20T09:34:52.688073,69
+post_202,user_92,Sports,text,"futureoftech,dailyphoto",Just learned something amazing about Sports. #sports,2025-03-31T11:43:09.045161,85
+post_203,user_26,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-06-15T08:01:36.778493,55
+post_204,user_56,Art,image,"decentralized,futureoftech",Captured this moment during a discussion on Art. #art,2025-06-15T04:01:40.151478,45
+post_205,user_64,Music,image,"futureoftech,dailyphoto",Visualizing Music today. #music #Inspo,2025-04-09T08:39:47.512302,87
+post_206,user_73,AI,text,"blockchainlife,futureoftech",Exploring the future of AI! #ai,2025-06-04T17:07:40.505533,43
+post_207,user_41,Music,text,"futureoftech,decentralized",Just learned something amazing about Music. #music,2025-07-10T04:48:24.852095,51
+post_208,user_94,News,image,"futureoftech,dailyphoto",Visualizing News today. #news #Inspo,2025-05-26T05:36:33.867872,137
+post_209,user_90,Music,image,"blockchainlife,decentralized",Check out this image related to Music! #music 📸,2025-04-04T15:44:00.581074,104
+post_210,user_80,News,text,"futureoftech,blockchainlife",Exploring the future of News! #news,2025-01-26T15:37:52.586437,88
+post_211,user_23,News,image,"dailyphoto,futureoftech",Check out this image related to News! #news 📸,2025-04-20T02:22:53.719732,79
+post_212,user_62,Crypto,image,"blockchainlife,futureoftech",Check out this image related to Crypto! #crypto 📸,2025-01-19T20:13:48.951092,43
+post_213,user_87,Music,image,"futureoftech,decentralized",Music in pictures — what do you think? #music,2025-07-25T12:31:36.036006,66
+post_214,user_98,News,image,"decentralized,futureoftech",Captured this moment during a discussion on News. #news,2025-03-27T11:25:52.063465,32
+post_215,user_59,News,image,"decentralized,futureoftech",Check out this image related to News! #news 📸,2025-06-12T16:22:43.428486,73
+post_216,user_43,Sports,text,"futureoftech,decentralized",Just learned something amazing about Sports. #sports,2025-07-01T14:44:09.284245,68
+post_217,user_3,Crypto,image,"decentralized,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-03-14T17:33:09.423399,37
+post_218,user_29,Web3,image,"blockchainlife,decentralized",Captured this moment during a discussion on Web3. #web3,2025-02-04T04:19:26.720788,51
+post_219,user_30,Music,image,"dailyphoto,blockchainlife",Music in pictures — what do you think? #music,2025-01-30T18:28:44.000277,124
+post_220,user_1,Music,text,"dailyphoto,futureoftech",Exploring the future of Music! #music,2025-04-30T10:29:37.103868,90
+post_221,user_39,Web3,image,"blockchainlife,futureoftech",Check out this image related to Web3! #web3 📸,2025-01-10T01:19:39.357368,57
+post_222,user_23,Crypto,text,"decentralized,dailyphoto",Exploring the future of Crypto! #crypto,2025-07-24T00:47:24.718689,38
+post_223,user_20,Crypto,image,"decentralized,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-02-25T23:30:45.318397,74
+post_224,user_62,Web3,image,"blockchainlife,decentralized",Web3 in pictures — what do you think? #web3,2025-01-25T07:21:23.814521,37
+post_225,user_47,Web3,text,"dailyphoto,blockchainlife",Exploring the future of Web3! #web3,2025-07-05T09:18:58.849439,41
+post_226,user_14,Art,text,"decentralized,dailyphoto",Just learned something amazing about Art. #art,2025-04-19T18:17:21.446592,66
+post_227,user_54,Music,image,"decentralized,futureoftech",Music in pictures — what do you think? #music,2025-07-05T12:05:07.578093,32
+post_228,user_62,Music,text,"blockchainlife,futureoftech",Music is changing everything. #music,2025-02-28T23:31:37.342195,49
+post_229,user_36,News,text,"dailyphoto,decentralized",Thoughts on News? #news,2025-01-08T09:54:15.487034,139
+post_230,user_9,Web3,text,"blockchainlife,decentralized",Thoughts on Web3? #web3,2025-03-05T15:51:24.995934,63
+post_231,user_47,AI,text,"dailyphoto,futureoftech",Exploring the future of AI! #ai,2025-05-06T12:23:21.322898,57
+post_232,user_7,AI,text,"dailyphoto,futureoftech",Just learned something amazing about AI. #ai,2025-02-04T06:24:02.049541,39
+post_233,user_17,Music,image,"futureoftech,blockchainlife",Visualizing Music today. #music #Inspo,2025-04-03T08:54:54.549137,52
+post_234,user_32,Art,image,"decentralized,futureoftech",Visualizing Art today. #art #Inspo,2025-04-21T04:56:42.721044,114
+post_235,user_65,Web3,text,"futureoftech,blockchainlife",Thoughts on Web3? #web3,2025-05-30T02:49:00.882918,50
+post_236,user_80,Sports,image,"blockchainlife,futureoftech",Captured this moment during a discussion on Sports. #sports,2025-06-26T21:03:04.535824,53
+post_237,user_39,Music,text,"dailyphoto,blockchainlife",Exploring the future of Music! #music,2025-01-06T23:36:51.763874,55
+post_238,user_41,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-07-05T10:33:51.525862,85
+post_239,user_54,Web3,text,"blockchainlife,dailyphoto",Just learned something amazing about Web3. #web3,2025-04-28T01:05:59.604300,104
+post_240,user_71,Music,image,"decentralized,blockchainlife",Check out this image related to Music! #music 📸,2025-05-11T06:29:32.242997,51
+post_241,user_48,AI,text,"decentralized,dailyphoto",Just learned something amazing about AI. #ai,2025-06-11T21:23:45.993191,64
+post_242,user_33,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-06-12T09:47:41.699875,35
+post_243,user_96,News,image,"futureoftech,dailyphoto",Visualizing News today. #news #Inspo,2025-01-14T06:41:24.438620,61
+post_244,user_69,Sports,image,"decentralized,futureoftech",Check out this image related to Sports! #sports 📸,2025-07-07T17:06:53.844908,116
+post_245,user_87,Web3,image,"futureoftech,dailyphoto",Web3 in pictures — what do you think? #web3,2025-01-29T20:26:13.805082,58
+post_246,user_73,Art,text,"decentralized,futureoftech",Art is changing everything. #art,2025-07-02T22:26:39.587841,44
+post_247,user_4,Web3,image,"dailyphoto,decentralized",Web3 in pictures — what do you think? #web3,2025-06-04T05:06:09.318843,97
+post_248,user_21,AI,image,"futureoftech,blockchainlife",AI in pictures — what do you think? #ai,2025-01-24T22:57:51.046047,46
+post_249,user_7,News,text,"futureoftech,dailyphoto",Exploring the future of News! #news,2025-05-19T20:28:48.228858,96
+post_250,user_91,Art,image,"blockchainlife,dailyphoto",Visualizing Art today. #art #Inspo,2025-02-01T05:25:48.507137,25
+post_251,user_44,AI,text,"blockchainlife,decentralized",AI is changing everything. #ai,2025-02-17T02:33:02.926829,90
+post_252,user_62,Web3,image,"decentralized,futureoftech",Web3 in pictures — what do you think? #web3,2025-07-02T06:23:57.573723,101
+post_253,user_99,Music,text,"blockchainlife,futureoftech",Music is changing everything. #music,2025-01-26T07:06:25.330444,68
+post_254,user_65,AI,text,"blockchainlife,decentralized",Exploring the future of AI! #ai,2025-06-19T01:27:09.337829,22
+post_255,user_79,Crypto,text,"futureoftech,dailyphoto",Thoughts on Crypto? #crypto,2025-02-24T13:58:26.738186,23
+post_256,user_30,Crypto,text,"dailyphoto,blockchainlife",Thoughts on Crypto? #crypto,2025-04-03T21:52:46.964595,66
+post_257,user_38,Web3,image,"dailyphoto,decentralized",Web3 in pictures — what do you think? #web3,2025-06-02T08:01:15.011482,68
+post_258,user_37,Web3,text,"futureoftech,dailyphoto",Exploring the future of Web3! #web3,2025-01-20T01:53:33.373218,73
+post_259,user_50,Music,text,"blockchainlife,dailyphoto",Big news in the world of Music! #music,2025-06-14T22:12:34.488263,77
+post_260,user_41,Music,text,"decentralized,blockchainlife",Exploring the future of Music! #music,2025-04-29T07:55:07.879938,83
+post_261,user_30,News,image,"dailyphoto,futureoftech",Visualizing News today. #news #Inspo,2025-06-18T09:35:33.785964,34
+post_262,user_29,News,text,"futureoftech,blockchainlife",News is changing everything. #news,2025-06-26T23:23:18.264897,60
+post_263,user_50,Crypto,text,"decentralized,blockchainlife",Big news in the world of Crypto! #crypto,2025-07-24T08:45:57.863005,49
+post_264,user_45,Music,text,"decentralized,dailyphoto",Exploring the future of Music! #music,2025-06-27T08:11:10.558487,22
+post_265,user_23,AI,image,"decentralized,dailyphoto",Visualizing AI today. #ai #Inspo,2025-04-25T05:59:45.404141,132
+post_266,user_7,AI,image,"dailyphoto,decentralized",Visualizing AI today. #ai #Inspo,2025-04-27T06:29:07.236845,86
+post_267,user_54,Web3,text,"dailyphoto,blockchainlife",Thoughts on Web3? #web3,2025-06-19T00:26:15.240510,24
+post_268,user_66,News,text,"blockchainlife,decentralized",Big news in the world of News! #news,2025-03-09T01:32:59.328074,59
+post_269,user_1,Crypto,text,"blockchainlife,decentralized",Big news in the world of Crypto! #crypto,2025-06-22T01:05:53.685732,117
+post_270,user_56,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-01-28T17:01:22.253350,49
+post_271,user_100,AI,text,"blockchainlife,futureoftech",Big news in the world of AI! #ai,2025-02-22T23:27:26.851530,92
+post_272,user_95,Sports,text,"decentralized,futureoftech",Exploring the future of Sports! #sports,2025-04-12T08:29:01.851862,55
+post_273,user_5,Music,image,"decentralized,blockchainlife",Music in pictures — what do you think? #music,2025-05-25T15:46:27.801608,58
+post_274,user_97,Music,image,"decentralized,dailyphoto",Visualizing Music today. #music #Inspo,2025-02-01T19:09:27.034884,66
+post_275,user_83,Web3,text,"futureoftech,decentralized",Just learned something amazing about Web3. #web3,2025-01-29T05:09:42.492255,69
+post_276,user_38,Sports,text,"decentralized,futureoftech",Sports is changing everything. #sports,2025-03-14T07:53:05.760982,85
+post_277,user_75,Art,image,"futureoftech,blockchainlife",Visualizing Art today. #art #Inspo,2025-07-27T05:17:42.577732,27
+post_278,user_95,Music,text,"dailyphoto,blockchainlife",Just learned something amazing about Music. #music,2025-02-23T03:19:31.094039,68
+post_279,user_47,Art,image,"futureoftech,blockchainlife",Captured this moment during a discussion on Art. #art,2025-06-02T01:44:06.786770,24
+post_280,user_62,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-13T08:34:01.521445,43
+post_281,user_7,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-03-31T13:56:29.815445,69
+post_282,user_41,Web3,image,"futureoftech,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-05-02T17:02:04.885193,43
+post_283,user_58,News,image,"futureoftech,decentralized",News in pictures — what do you think? #news,2025-01-03T05:22:12.560740,37
+post_284,user_88,Sports,image,"blockchainlife,decentralized",Captured this moment during a discussion on Sports. #sports,2025-03-27T06:51:45.372271,65
+post_285,user_84,Web3,text,"blockchainlife,dailyphoto",Web3 is changing everything. #web3,2025-07-06T03:25:11.564151,43
+post_286,user_97,Sports,image,"decentralized,dailyphoto",Sports in pictures — what do you think? #sports,2025-06-24T23:12:48.293266,84
+post_287,user_13,Web3,text,"blockchainlife,decentralized",Thoughts on Web3? #web3,2025-04-15T05:04:57.805566,61
+post_288,user_64,Sports,text,"decentralized,blockchainlife",Big news in the world of Sports! #sports,2025-03-05T22:07:15.170814,96
+post_289,user_67,AI,image,"dailyphoto,blockchainlife",Check out this image related to AI! #ai 📸,2025-03-30T16:42:46.327262,25
+post_290,user_29,News,image,"dailyphoto,futureoftech",Visualizing News today. #news #Inspo,2025-04-06T06:39:47.519603,94
+post_291,user_74,AI,image,"dailyphoto,decentralized",Check out this image related to AI! #ai 📸,2025-03-16T09:30:30.526449,38
+post_292,user_43,Art,text,"dailyphoto,blockchainlife",Just learned something amazing about Art. #art,2025-02-27T19:28:19.019955,57
+post_293,user_48,Sports,text,"futureoftech,dailyphoto",Just learned something amazing about Sports. #sports,2025-02-11T22:06:45.238210,57
+post_294,user_65,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-04-04T08:09:30.399530,56
+post_295,user_11,Web3,image,"decentralized,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-07-03T01:58:01.169460,45
+post_296,user_42,Web3,image,"blockchainlife,futureoftech",Visualizing Web3 today. #web3 #Inspo,2025-06-03T14:59:24.493589,47
+post_297,user_24,Crypto,image,"dailyphoto,blockchainlife",Check out this image related to Crypto! #crypto 📸,2025-07-08T14:03:54.713878,36
+post_298,user_27,Crypto,image,"dailyphoto,decentralized",Crypto in pictures — what do you think? #crypto,2025-05-05T02:48:24.972364,20
+post_299,user_76,Crypto,text,"dailyphoto,decentralized",Thoughts on Crypto? #crypto,2025-01-21T12:16:24.278555,54
+post_300,user_29,Music,text,"futureoftech,dailyphoto",Exploring the future of Music! #music,2025-01-23T14:11:51.503066,65

recommender_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bedfb23afc820deb23f817960223f0ed06107d922369880bc25dc775e3351d0c
+size 91896310

requirements.txt

@@ -0,0 +1,6 @@
+gradio
+pandas
+scikit-learn
+numpy
+sentence-transformers
+transformers