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NearestNeighbors(algorithm='brute', metric='cosine')
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unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n", "WARNING:huggingface_hub.utils._http:Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "modules.json: 0%| | 0.00/349 [00:00\n", "
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MovieCosineKNNBERTSVDKMeans
0Déjà Vu0.2400000.2400000.2114870.3303330.271667
1The Sea Inside0.2255450.2255450.2484980.2160590.227488
2The Masked Saint0.0992730.0992730.1373330.1668380.175136
3Private Benjamin0.1200000.1200000.0480000.1733330.266667
4Warrior0.2373330.2373330.2640000.2573330.090667
5Glee: The Concert Movie0.2260000.2260000.2593330.2800000.196667
6Night of the Living Dead0.2733330.2733330.2126670.2400000.273333
7Ordet0.1333330.1333330.2794870.2786670.133333
8Jingle All the Way0.3266620.3266620.4193500.3808740.227932
9Breakfast of Champions0.0434870.0434870.1851430.1876360.071282
10Gone with the Wind0.2462750.2462750.2096640.2036220.193031
11Harry Potter and the Goblet of Fire0.4366010.4366010.4366010.4366010.383268
12Dragonball Evolution0.1031750.1031750.1277490.2533330.120476
13Bad Santa0.2088660.2088660.2249550.2008660.180866
14Police Academy: Mission to Moscow0.1363080.1363080.1213330.1210700.194333
15Jimmy Neutron: Boy Genius0.2599390.2599390.1409580.2218410.194543
16The Hunt0.2938180.2938180.3385900.4169700.432121
17Hereafter0.2466670.2466670.1047620.1466670.140000
18The Ugly Truth0.4379270.4379270.1123810.4038880.318481
19The Intern0.1866670.1866670.1600000.2066670.313939
20The Haunting in Connecticut 2: Ghosts of Georgia0.2166670.2166670.1842220.2120000.256667
21Paranormal Activity 40.1603810.1603810.0453330.1466670.234667
22The Texas Chain Saw Massacre0.3339390.3339390.3673660.3066670.367273
23Psycho0.1755560.1755560.1774950.2000000.241778
24The Banger Sisters0.1567520.1567520.2145450.1948470.210598
25Moulin Rouge!0.2975200.2975200.1746670.3212340.294545
26Eddie the Eagle0.2309330.2309330.3120520.2552380.233853
27The Last Airbender0.0900000.0900000.1406060.2320000.137273
28House of D0.2800000.2800000.1672730.1400000.240000
29Conan the Barbarian0.3181540.3181540.2954270.3661540.366154
30The Fifth Element0.2122220.2122220.2984130.2570110.292444
31Saw VI0.1466670.1466670.0800000.1666670.173333
32Child's Play0.1600000.1600000.2333330.1866670.160000
33Rambo: First Blood Part II0.3068570.3068570.3075630.1316040.256190
34TMNT0.2148500.2148500.1334470.1422560.155839
35The SpongeBob SquarePants Movie0.1558790.1558790.2302220.3066670.076000
36The Square0.1000000.1000000.0693330.2333330.133333
37Raising Victor Vargas0.1533330.1533330.4266670.4228570.202667
38Man of the Year0.3190880.3190880.2936330.3532140.294386
39A Turtle's Tale: Sammy's Adventures0.0789160.0789160.1248890.1875560.079805
40The Bad Lieutenant: Port of Call - New Orleans0.2623550.2623550.2170700.3049740.250048
41The X Files0.1851430.1851430.2577680.2648890.221460
42Keeping Up with the Steins0.2106090.2106090.3102860.1871650.302609
43Life During Wartime0.4586670.4586670.3678790.3800000.229206
44The Blue Bird0.1302220.1302220.1120000.1493330.130222
45Quest for Fire0.2231860.2231860.2519190.1333330.233853
46Bottle Shock0.2588890.2588890.3155560.1413330.240000
47Dancer in the Dark0.1352730.1352730.1253330.2126060.115879
48Flatliners0.1321650.1321650.1753330.2323080.206022
49Blades of Glory0.2052210.2052210.2331000.1785550.191888
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MovieBest_Model
0Déjà VuSVD
1The Sea InsideBERT
2The Masked SaintKMeans
3Private BenjaminKMeans
4WarriorBERT
5Glee: The Concert MovieSVD
6Night of the Living DeadCosine
7OrdetBERT
8Jingle All the WayBERT
9Breakfast of ChampionsSVD
10Gone with the WindCosine
11Harry Potter and the Goblet of FireCosine
12Dragonball EvolutionSVD
13Bad SantaBERT
14Police Academy: Mission to MoscowKMeans
15Jimmy Neutron: Boy GeniusCosine
16The HuntKMeans
17HereafterCosine
18The Ugly TruthCosine
19The InternKMeans
20The Haunting in Connecticut 2: Ghosts of GeorgiaKMeans
21Paranormal Activity 4KMeans
22The Texas Chain Saw MassacreBERT
23PsychoKMeans
24The Banger SistersBERT
25Moulin Rouge!SVD
26Eddie the EagleBERT
27The Last AirbenderSVD
28House of DCosine
29Conan the BarbarianSVD
30The Fifth ElementBERT
31Saw VIKMeans
32Child's PlayBERT
33Rambo: First Blood Part IIBERT
34TMNTCosine
35The SpongeBob SquarePants MovieSVD
36The SquareSVD
37Raising Victor VargasBERT
38Man of the YearSVD
39A Turtle's Tale: Sammy's AdventuresSVD
40The Bad Lieutenant: Port of Call - New OrleansSVD
41The X FilesSVD
42Keeping Up with the SteinsBERT
43Life During WartimeCosine
44The Blue BirdSVD
45Quest for FireBERT
46Bottle ShockBERT
47Dancer in the DarkSVD
48FlatlinersSVD
49Blades of GloryBERT
\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"comparison_df[[\\\"Movie\\\", \\\"Best_Model\\\"]]\",\n \"rows\": 50,\n \"fields\": [\n {\n \"column\": \"Movie\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 50,\n \"samples\": [\n \"Bad Santa\",\n \"A Turtle's Tale: Sammy's Adventures\",\n \"The Fifth Element\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Best_Model\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"BERT\",\n \"Cosine\",\n \"SVD\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 14 } ] }, { "cell_type": "code", "source": [ "comparison_df[\"Best_Model\"].value_counts().plot(kind='bar')\n", "\n", "plt.title(\"Best Model Count\")\n", "plt.xlabel(\"Model\")\n", "plt.ylabel(\"Wins\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 512 }, "id": "GQRNv2StlpBG", "outputId": "6c580e72-27c5-434c-d74b-63aca70d8b61" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10,6))\n", "plt.style.use('seaborn-v0_8')\n", "for col in comparison_df.columns[1:-1]:\n", " plt.plot(comparison_df[col].values, marker='o', label=col)\n", "\n", "plt.title(\"Model Comparison Across Movies (Index-based)\")\n", "plt.xlabel(\"Movie Index\")\n", "plt.ylabel(\"Custom Similarity Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "plt.show()" ], "metadata": { "id": "Dpa8xScWmko3", "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "outputId": "8608357f-0045-43f5-80b6-5861bdc2febb" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10,6))\n", "\n", "for col in comparison_df.columns[1:-1]:\n", " plt.scatter(range(len(comparison_df)), comparison_df[col], label=col)\n", "\n", "plt.title(\"Model Comparison (Scatter Plot)\")\n", "plt.xlabel(\"Movie Index\")\n", "plt.ylabel(\"Custom Similarity Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "tTlqFzfB6g-O", "outputId": "1d4e251b-1cc9-4141-f1c9-49cc015ab6ca" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "comparison_df.drop([\"Movie\",\"Best_Model\"], axis=1).mean().plot(kind='bar')\n", "\n", "plt.title(\"Average Custom Similarity Score\")\n", "plt.ylabel(\"Score\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 492 }, "id": "guZm_b1nl041", "outputId": "1d724fb0-85f0-4bc9-f714-22fcde665dc5" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "- All models are evaluated using a unified custom similarity score\n", "- BERT captures semantic meaning but may ignore structured features\n", "- SVD performs consistently well across movies\n", "- Cosine and KNN give similar results due to same vector space\n", "- Custom similarity provides better real-world relevance" ], "metadata": { "id": "f0jr3ZrznBel" } }, { "cell_type": "code", "source": [], "metadata": { "id": "JoMqw4nd8hvm" }, "execution_count": null, "outputs": [] } ] }