Song_recommendations_with_Singer_Artists.ipynb

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  "metadata": {
    "colab": {
      "name": "Song recommendations with Singer/Artists.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNBmfhcuDhm8XbJfEViOBvK",
      "include_colab_link": true
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      "name": "python3",
      "display_name": "Python 3"
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    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sonichandni/Song-Recommendations/blob/master/Song_recommendations_with_Singer_Artists.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
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      "metadata": {
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        "colab_type": "code",
        "outputId": "6a205937-5211-4e4e-930a-93955c950d29",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "%tensorflow_version 2.x"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow 2.x selected.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pPief-NzmaMR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import random\n",
        "from tqdm import tqdm\n",
        "from gensim.models import Word2Vec \n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "import warnings;\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "npKOsaSomkAd",
        "colab_type": "code",
        "outputId": "957c5bb4-8cfe-4539-b854-495b12d9c7f1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 393
        }
      },
      "source": [
        "!wget https://raw.githubusercontent.com/sonichandni/Song-Recommendations/master/songs.csv\n",
        "df = pd.read_csv('songs.csv',  encoding = \"ISO-8859-1\")\n",
        "df.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-03-16 10:49:05--  https://raw.githubusercontent.com/sonichandni/Song-Recommendations/master/songs.csv\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 202933 (198K) [text/plain]\n",
            "Saving to: ‘songs.csv’\n",
            "\n",
            "\rsongs.csv             0%[                    ]       0  --.-KB/s               \rsongs.csv           100%[===================>] 198.18K  --.-KB/s    in 0.02s   \n",
            "\n",
            "2020-03-16 10:49:06 (7.78 MB/s) - ‘songs.csv’ saved [202933/202933]\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Song-Name</th>\n",
              "      <th>Singer/Artists</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Album/Movie</th>\n",
              "      <th>User-Rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Aankh Marey</td>\n",
              "      <td>Kumar Sanu, Mika Singh, Neha Kakkar</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Simmba</td>\n",
              "      <td>8.8/10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Coca Cola</td>\n",
              "      <td>Neha Kakkar, Tony Kakkar</td>\n",
              "      <td>BollywoodDanceRomantic</td>\n",
              "      <td>Luka Chuppi</td>\n",
              "      <td>9.0/10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Apna Time Aayega</td>\n",
              "      <td>Ranveer Singh</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Gully Boy</td>\n",
              "      <td>9.7/10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Mungda</td>\n",
              "      <td>Jyotica Tangri, Shaan, Subhro Ganguly</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Total Dhamaal</td>\n",
              "      <td>9.1/10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Tere Bin</td>\n",
              "      <td>Asees Kaur, Rahat Fateh Ali Khan, Tanishk Bagchi</td>\n",
              "      <td>BollywoodRomantic</td>\n",
              "      <td>Simmba</td>\n",
              "      <td>9.2/10</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Song-Name  ... User-Rating\n",
              "1       Aankh Marey  ...      8.8/10\n",
              "2         Coca Cola  ...      9.0/10\n",
              "3  Apna Time Aayega  ...      9.7/10\n",
              "4            Mungda  ...      9.1/10\n",
              "5          Tere Bin  ...      9.2/10\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oJ18kjpnnAFP",
        "colab_type": "code",
        "outputId": "ac224b89-8cc2-423a-bda2-ed6b75006e1f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "df.shape"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2420, 5)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2dcGkCcsnFoc",
        "colab_type": "code",
        "outputId": "4d74161f-281c-4281-d2a3-7b98e660590d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123
        }
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Song-Name          0\n",
              "Singer/Artists    10\n",
              "Genre              0\n",
              "Album/Movie        3\n",
              "User-Rating        0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ywb3ZcednIb5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df['SongCode'] = [\"SB\" + str(i) for i in range(df.shape[0])]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sM5v7kKSopQJ",
        "colab_type": "code",
        "outputId": "da0a6c09-2e11-4758-ec30-41c6ad4a420b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Song-Name</th>\n",
              "      <th>Singer/Artists</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Album/Movie</th>\n",
              "      <th>User-Rating</th>\n",
              "      <th>SongCode</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Aankh Marey</td>\n",
              "      <td>Kumar Sanu, Mika Singh, Neha Kakkar</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Simmba</td>\n",
              "      <td>8.8/10</td>\n",
              "      <td>SB0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Coca Cola</td>\n",
              "      <td>Neha Kakkar, Tony Kakkar</td>\n",
              "      <td>BollywoodDanceRomantic</td>\n",
              "      <td>Luka Chuppi</td>\n",
              "      <td>9.0/10</td>\n",
              "      <td>SB1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Apna Time Aayega</td>\n",
              "      <td>Ranveer Singh</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Gully Boy</td>\n",
              "      <td>9.7/10</td>\n",
              "      <td>SB2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Mungda</td>\n",
              "      <td>Jyotica Tangri, Shaan, Subhro Ganguly</td>\n",
              "      <td>BollywoodDance</td>\n",
              "      <td>Total Dhamaal</td>\n",
              "      <td>9.1/10</td>\n",
              "      <td>SB3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Tere Bin</td>\n",
              "      <td>Asees Kaur, Rahat Fateh Ali Khan, Tanishk Bagchi</td>\n",
              "      <td>BollywoodRomantic</td>\n",
              "      <td>Simmba</td>\n",
              "      <td>9.2/10</td>\n",
              "      <td>SB4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Song-Name  ... SongCode\n",
              "1       Aankh Marey  ...      SB0\n",
              "2         Coca Cola  ...      SB1\n",
              "3  Apna Time Aayega  ...      SB2\n",
              "4            Mungda  ...      SB3\n",
              "5          Tere Bin  ...      SB4\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BiITqiZpowYP",
        "colab_type": "code",
        "outputId": "d7d57587-0100-49e6-8521-2674879c7b81",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "songs = df[\"Singer/Artists\"].unique().tolist()\n",
        "len(songs)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1215"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DJjxrE71o4tC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# shuffle song ID's\n",
        "random.shuffle(songs)\n",
        "\n",
        "# extract 90% of song ID's\n",
        "song_train = [songs[i] for i in range(round(0.9*len(songs)))]\n",
        "\n",
        "# split data into train and validation set\n",
        "train_df = df[df['Singer/Artists'].isin(song_train)]\n",
        "validation_df = df[~df['Singer/Artists'].isin(song_train)]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gc7zCxkhpPyv",
        "colab_type": "code",
        "outputId": "ef21b5d4-6d49-4b0a-8c46-301535777a99",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# list to capture the Singer/Artists\n",
        "like_train = []\n",
        "\n",
        "# populate the list with the product codes\n",
        "for i in tqdm(song_train):\n",
        "    temp = train_df[train_df[\"Singer/Artists\"] == i][\"SongCode\"].tolist()\n",
        "    like_train.append(temp)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 1094/1094 [00:00<00:00, 1283.69it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RibMuIdWpg-3",
        "colab_type": "code",
        "outputId": "ae12953e-bd44-43bd-ebc3-8db5dbaa7401",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# list to capture the Singer/Artists\n",
        "like_val = []\n",
        "\n",
        "# populate the list with the song codes\n",
        "for i in tqdm(validation_df['Singer/Artists'].unique()):\n",
        "    temp = validation_df[validation_df[\"Singer/Artists\"] == i][\"SongCode\"].tolist()\n",
        "    like_val.append(temp)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 121/121 [00:00<00:00, 1427.86it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pAIFd-lWpjjJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# train word2vec model\n",
        "model = Word2Vec(window = 10, sg = 1, hs = 0,\n",
        "                 negative = 10, # for negative sampling\n",
        "                 alpha=0.03, min_alpha=0.0007,\n",
        "                 seed = 0, min_count=1)\n",
        "\n",
        "model.build_vocab(like_train, progress_per=200)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lHG2xC4_sBrR",
        "colab_type": "code",
        "outputId": "f756ade4-bc69-4118-b5c4-4a4c52fa86f5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.train(like_train, total_examples = model.corpus_count, \n",
        "            epochs=10, report_delay=1)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(21640, 21640)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jqn3PmvAU8F_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.init_sims(replace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2jhId_ZJU-QJ",
        "colab_type": "code",
        "outputId": "bc5d9912-562e-4358-97b3-d3f4556c1be8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(model)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Word2Vec(vocab=2164, size=100, alpha=0.03)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3lKwHzaHU_1L",
        "colab_type": "code",
        "outputId": "b623a4e7-94af-4d8c-bccf-497893e68c7b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# extract all vectors\n",
        "X = model[model.wv.vocab]\n",
        "\n",
        "X.shape"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2164, 100)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F7m8PujPVBk-",
        "colab_type": "code",
        "outputId": "ac638ec8-c8e2-4b34-ec7c-da2c9608326f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 554
        }
      },
      "source": [
        "import umap\n",
        "\n",
        "cluster_embedding = umap.UMAP(n_neighbors=30, min_dist=0.0,\n",
        "                              n_components=2, random_state=42).fit_transform(X)\n",
        "\n",
        "plt.figure(figsize=(10,9))\n",
        "plt.scatter(cluster_embedding[:, 0], cluster_embedding[:, 1], s=3, cmap='Spectral')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f39da3dff98>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
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TFy9F+YxnDu2OfhK6LT1D3e/Lc0mdLsphDuWM5SZ682GA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\ngYgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UW-yalAFVEac",
        "colab_type": "code",
        "outputId": "ef67a33a-a9b5-4ecc-950c-22fae9485023",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "sng = train_df[[\"SongCode\", \"Song-Name\"]]\n",
        "# sng\n",
        "# remove duplicates\n",
        "sng.drop_duplicates(inplace=True, subset='SongCode', keep=\"last\")\n",
        "\n",
        "# # create product-ID and Song-Name dictionary\n",
        "sng_dict = sng.groupby('SongCode')['Song-Name'].apply(list).to_dict()\n",
        "sng_dict"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'SB1': ['Coca Cola'],\n",
              " 'SB10': ['Swag Se Swagat'],\n",
              " 'SB100': ['Prem Ratan Dhan Payo'],\n",
              " 'SB1000': ['Sajna Mein Teri Tu Mera'],\n",
              " 'SB1001': ['Zindagi Do Pal Ki'],\n",
              " 'SB1002': ['Tauba Yeh Matwali Chaal'],\n",
              " 'SB1003': ['Main Hoon Hero Tera'],\n",
              " 'SB1004': ['Daata Tu'],\n",
              " 'SB1005': ['Ye Dosti Hum Nahi Todenge'],\n",
              " 'SB1006': ['Saathiya Nahi Jaana'],\n",
              " 'SB1007': ['Ishq Hua'],\n",
              " 'SB1008': ['Bloody Hell'],\n",
              " 'SB1009': ['Dil Se Re'],\n",
              " 'SB101': ['Mohabbat'],\n",
              " 'SB1010': ['Phatte Tak Nachna'],\n",
              " 'SB1011': ['Meer-E-Kaarwan'],\n",
              " 'SB1012': ['Ratta Maar'],\n",
              " 'SB1015': ['O Re Piya'],\n",
              " 'SB1016': ['Jhanjariya Meri Chanak'],\n",
              " 'SB1017': ['Pareshaan'],\n",
              " 'SB1018': ['Paisa Paisa'],\n",
              " 'SB1019': ['Mere Haath Mein'],\n",
              " 'SB1020': ['Do Lafzon Ki Hai Dil Ki Kahani'],\n",
              " 'SB1021': ['Ishq Sufiyana (Male)'],\n",
              " 'SB1022': ['Hum Hain Insaaf'],\n",
              " 'SB1023': ['Meri Maa'],\n",
              " 'SB1024': ['Zindagi Tujhse Kya Karen Shikvey'],\n",
              " 'SB1025': ['Dance Pe Chance'],\n",
              " 'SB1026': ['Tu Hi Hai'],\n",
              " 'SB1027': ['Gehra Ishq'],\n",
              " 'SB1028': ['Love Me Love Me'],\n",
              " 'SB1029': ['Saajna'],\n",
              " 'SB103': ['Mummy Kasam'],\n",
              " 'SB1030': ['Tere Ho Ke Rahenge'],\n",
              " 'SB1031': ['Sai Baba Bolo (Album Version)'],\n",
              " 'SB1032': ['Khudaya Ve Ishq Hai Kaisa'],\n",
              " 'SB1033': ['Pardesi Pardesi'],\n",
              " 'SB1034': ['Gulabi'],\n",
              " 'SB1035': ['Dus Bahane'],\n",
              " 'SB1036': ['Main Agar Kahoon'],\n",
              " 'SB1037': ['Main Aisa Kyun Hoon'],\n",
              " 'SB1038': ['Main Aisa Kyon Hoon'],\n",
              " 'SB1039': ['Mein Chali Mein Chali'],\n",
              " 'SB104': ['Nasha'],\n",
              " 'SB1041': ['Labon Ka Karobaar'],\n",
              " 'SB1042': ['Main Kya Karoon'],\n",
              " 'SB1043': ['Sawan Ka Mahina'],\n",
              " 'SB1044': ['Taang Uthake'],\n",
              " 'SB1045': ['Hamari Shaadi Mein'],\n",
              " 'SB1046': ['Ishq Risk'],\n",
              " 'SB1047': ['Dil Vich Lagya'],\n",
              " 'SB1048': ['Khalbali'],\n",
              " 'SB1049': ['Safarnama'],\n",
              " 'SB105': ['Bulleya'],\n",
              " 'SB1051': ['Tu Hi Meri Shab Hai'],\n",
              " 'SB1052': ['Koi Ladki Hai'],\n",
              " 'SB1053': ['Bheege Hont Tere'],\n",
              " 'SB1055': ['Is Mod Se Jaate Hain'],\n",
              " 'SB1056': ['Chamak Challo Chel Chabeli'],\n",
              " 'SB1057': ['Chandni O Meri Chandni'],\n",
              " 'SB1058': ['Mere Khwabon Mein'],\n",
              " 'SB1059': ['Rock N Roll Soniye'],\n",
              " 'SB106': ['Kar Gayi Chull'],\n",
              " 'SB1060': ['Keeda'],\n",
              " 'SB1061': ['Abhi Kuch Dino Se'],\n",
              " 'SB1063': ['Dil Ne Ye Kaha Hai Dil Se'],\n",
              " 'SB1064': ['Mohabbat Hai Kya Cheez'],\n",
              " 'SB1065': ['Soldier Soldier Meethi Baaten'],\n",
              " 'SB1066': ['Tum Bin'],\n",
              " 'SB1067': ['Tum Ho Mera Pyar'],\n",
              " 'SB1068': ['Dard Dilo Ke  (Reprise)'],\n",
              " 'SB1069': ['Shirdi Wale Sai Baba'],\n",
              " 'SB107': ['Musafir'],\n",
              " 'SB1070': ['Na Jane Kahan Se'],\n",
              " 'SB1072': ['Jee Karda'],\n",
              " 'SB1074': ['Aadat'],\n",
              " 'SB1076': ['Mera Rang De Basanti'],\n",
              " 'SB1077': ['Hum Tumhare Hain Sanam'],\n",
              " 'SB1078': ['Nain Phisal Gaye'],\n",
              " 'SB108': ['Binte Dil'],\n",
              " 'SB1080': ['Bipasha'],\n",
              " 'SB1081': ['Dhoom Tana'],\n",
              " 'SB1082': ['Tu Hi Mera'],\n",
              " 'SB1084': ['Moh Moh Ke Dhaage'],\n",
              " 'SB1085': ['ABCD Yaariyan'],\n",
              " 'SB1086': ['Hona Tha Pyar'],\n",
              " 'SB1087': ['ABCD'],\n",
              " 'SB1088': ['Kaise Mujhe'],\n",
              " 'SB1089': ['Whats Up'],\n",
              " 'SB109': ['Halka Halka'],\n",
              " 'SB1090': ['Dhaakad'],\n",
              " 'SB1091': ['Masakali'],\n",
              " 'SB1092': ['Tumhe Jo maine Dekha'],\n",
              " 'SB1093': ['Gal Ban Gayi (Remix)'],\n",
              " 'SB1094': ['Koyal Si Teri Boli'],\n",
              " 'SB1095': ['Tu Hi Na Jaane'],\n",
              " 'SB1096': ['Hum Lakh Chupaye'],\n",
              " 'SB1097': ['Ek Villain'],\n",
              " 'SB1098': ['Tujhe Dekhti Hai Nazar'],\n",
              " 'SB1099': ['Beedi'],\n",
              " 'SB11': ['Poster Lagwa Do'],\n",
              " 'SB110': ['Humsafar'],\n",
              " 'SB1101': ['Raasleela'],\n",
              " 'SB1102': ['Dum Maaro Dum'],\n",
              " 'SB1103': ['Kudiyan Sehar Diyan'],\n",
              " 'SB1104': ['Dhunki'],\n",
              " 'SB1105': ['Tera Deedar Hua'],\n",
              " 'SB1106': ['Salaam India'],\n",
              " 'SB1107': ['Hum Ko Maaloom Hain'],\n",
              " 'SB1108': ['Bodyguard'],\n",
              " 'SB1109': ['Pyaara Bhaiya Mera'],\n",
              " 'SB111': ['Chad Gayi Hai'],\n",
              " 'SB1110': ['Chahoon Bhi'],\n",
              " 'SB1111': ['Babul Pyare'],\n",
              " 'SB1112': ['Bade Miyan Chote Miyan'],\n",
              " 'SB1113': ['Albela Sajan'],\n",
              " 'SB1114': ['Nahin Saamne Tu'],\n",
              " 'SB1116': ['Gum Hai Kisi Ke Pyar Mein'],\n",
              " 'SB1117': ['Tu Mere Agal Bagal Hai'],\n",
              " 'SB1118': ['Aashiyan'],\n",
              " 'SB1119': ['Pyar Ka Anjaam'],\n",
              " 'SB112': ['Tum Mere Ho'],\n",
              " 'SB1120': ['Ay Hairathe'],\n",
              " 'SB1121': ['Phir Kya Hai Gham'],\n",
              " 'SB1122': ['Hip Hop Pammi'],\n",
              " 'SB1123': ['Jab Se Mere Naina'],\n",
              " 'SB1124': ['Race Saanson Ki'],\n",
              " 'SB1125': ['Tu Chale Toh'],\n",
              " 'SB1126': ['Chori Chori Chupke Chupke'],\n",
              " 'SB1127': ['Pairon Mein Bandhan Hai'],\n",
              " 'SB1128': ['Tum Par Hum Hai Atke Yaara'],\n",
              " 'SB1129': ['So Gaya Yeh Jahan'],\n",
              " 'SB113': ['Bole Chudiyan'],\n",
              " 'SB1130': ['Wo Ladki Jo Sabse'],\n",
              " 'SB1132': ['Aur Is Dil Mein'],\n",
              " 'SB1133': ['Mujhse Shaadi Karogi'],\n",
              " 'SB1134': ['Challa'],\n",
              " 'SB1135': ['Tu Hi Toh Meri Dost Hai'],\n",
              " 'SB1137': ['Kuch Din'],\n",
              " 'SB1138': ['Tu Na Ja Mere Badshah'],\n",
              " 'SB1139': ['Rani Tu Mein Raja ('],\n",
              " 'SB114': ['Sawarne Lage'],\n",
              " 'SB1140': ['Rani Tu Mein Raja ('],\n",
              " 'SB1141': ['Bholi Si Surat'],\n",
              " 'SB1142': ['Tere Naina'],\n",
              " 'SB1143': ['O Rangrez'],\n",
              " 'SB1144': ['Jise Dekh Mera Dil Dhadke'],\n",
              " 'SB1145': ['Tumko To Aana Hi Tha'],\n",
              " 'SB1147': ['Chor Bazari'],\n",
              " 'SB1148': ['Jaati Hoon Main'],\n",
              " 'SB1149': ['Saanson Ne'],\n",
              " 'SB115': ['Chalti Hai Kya 9 Se 12'],\n",
              " 'SB1150': ['Mr. Lova Lova'],\n",
              " 'SB1151': ['Ladka Yeh Kehta Hai'],\n",
              " 'SB1152': ['Tum Dil Ki Dhadkan Mein'],\n",
              " 'SB1153': ['Halla Re'],\n",
              " 'SB1154': ['Tu Bhoola Jise'],\n",
              " 'SB1155': ['Teri Yaad'],\n",
              " 'SB1156': ['Tum Saanson Mein'],\n",
              " 'SB1157': ['Yeh Jo Des Hai Tera'],\n",
              " 'SB1158': ['Jab Tak Hai Jaan'],\n",
              " 'SB1159': ['Teri Yaad Aati Hai'],\n",
              " 'SB116': ['Selfish'],\n",
              " 'SB1160': ['Jee Le Zaraa'],\n",
              " 'SB1161': ['Bekarar Karke Hume'],\n",
              " 'SB1162': ['Tumhari Nazar Kyon Khafa Ho Gayi'],\n",
              " 'SB1164': ['Soniye Ve \\x96 Dhak Dhak Dhak'],\n",
              " 'SB1165': ['Tere Bin'],\n",
              " 'SB1167': ['O Heeriye'],\n",
              " 'SB1168': ['O Heeriye'],\n",
              " 'SB1169': ['Hummein Tummein Jo Tha'],\n",
              " 'SB117': ['Oonchi Hai Building'],\n",
              " 'SB1170': ['Dil Chura Le'],\n",
              " 'SB1171': ['Kaun Hai Jo Sapnon Mein Aaya'],\n",
              " 'SB1172': ['Mar Jaawan Mit Jaawan'],\n",
              " 'SB1173': ['Mar Jaawan Mit Jaawan'],\n",
              " 'SB1174': ['Jhuki Jhuki Si Nazar'],\n",
              " 'SB1176': ['I Am A Disco Dancer'],\n",
              " 'SB1177': ['Sufi Salam'],\n",
              " 'SB1178': ['Ishq Samundar'],\n",
              " 'SB1179': ['Na Na Karte Pyar'],\n",
              " 'SB118': ['Shikwa Nahin Kisi Se'],\n",
              " 'SB1181': ['Katra Katra'],\n",
              " 'SB1182': ['Yaara O Yaara'],\n",
              " 'SB1183': ['Let\\x92s Celebrate'],\n",
              " 'SB1184': ['Alfazon Ki Tarah (Unplugged)'],\n",
              " 'SB1185': ['Jaane Dil Mein'],\n",
              " 'SB1186': ['Trippy'],\n",
              " 'SB1187': ['Dil Jaane Na'],\n",
              " 'SB1188': ['Da Da Dasse'],\n",
              " 'SB1189': ['O Re Kaharo'],\n",
              " 'SB119': ['Sanam Re'],\n",
              " 'SB1190': ['Ramaiya Vatsavaiya'],\n",
              " 'SB1191': ['Fashion Khatam Mujhpe'],\n",
              " 'SB1192': ['Kya Dekhte Ho Surat Tumhari'],\n",
              " 'SB1193': ['Kudiye Di Kurti'],\n",
              " 'SB1194': ['Beat Juunglee'],\n",
              " 'SB1195': ['Ya Rabba'],\n",
              " 'SB1196': ['Khwab Dekhe Sexy Lady'],\n",
              " 'SB1197': ['Ishqa'],\n",
              " 'SB1198': ['Aahun Aahun'],\n",
              " 'SB1199': ['Aahun Aahun'],\n",
              " 'SB12': ['Daaru Wargi'],\n",
              " 'SB120': ['Dekha Hai Pehli Baar'],\n",
              " 'SB1200': ['Dil Dance Maare'],\n",
              " 'SB1201': ['Kitni Baatein'],\n",
              " 'SB1202': ['Kitni Baatein'],\n",
              " 'SB1205': ['Chand Sitare'],\n",
              " 'SB1206': ['Bhanware Ne Khilaya Phool'],\n",
              " 'SB1207': ['O Piya O Piya'],\n",
              " 'SB1208': ['Dekha Tujhe Toh'],\n",
              " 'SB1209': ['Engine Ki Seeti'],\n",
              " 'SB121': ['Phir Bhi Tumko Chaahunga'],\n",
              " 'SB1210': ['Yeh Jawaani Hai Deewani (Mashup)'],\n",
              " 'SB1211': ['Main Heroine Hoon'],\n",
              " 'SB1212': ['Punjabi Mast'],\n",
              " 'SB1213': ['Mere Hathon Mein Nau Nau'],\n",
              " 'SB1215': ['Mere Bina'],\n",
              " 'SB1216': ['Ishq Chupta Nahi Chupane Se'],\n",
              " 'SB1217': ['Ishq Chupta Nahi'],\n",
              " 'SB1218': ['Tu Jahaan'],\n",
              " 'SB1219': ['Girls Like To Swing'],\n",
              " 'SB122': ['Suit Suit'],\n",
              " 'SB1220': ['Tu Kamaal Di Kudi'],\n",
              " 'SB1221': ['Tu Kamaal Di Kudi'],\n",
              " 'SB1222': ['Sapne Mein'],\n",
              " 'SB1223': ['Sadka'],\n",
              " 'SB1224': ['Dekho Dekho Jaanam'],\n",
              " 'SB1225': ['Chhan Ke Mohalla'],\n",
              " 'SB1226': ['Kaahe Chhed'],\n",
              " 'SB1227': ['Aate Jaate Jo Milta Hai'],\n",
              " 'SB1228': ['Uff Teri Adaa I Like You'],\n",
              " 'SB1229': ['Pant Mein Gun'],\n",
              " 'SB123': ['Nachange Saari Raat'],\n",
              " 'SB1230': ['Bachna Ae Haseeno'],\n",
              " 'SB1231': ['Ang Se Ang Lagana'],\n",
              " 'SB1232': ['Janib (Duet)'],\n",
              " 'SB1233': ['Seedha Saadha'],\n",
              " 'SB1234': ['Aaya Re'],\n",
              " 'SB1235': ['Koi Fariyaad'],\n",
              " 'SB1236': ['Rangreli'],\n",
              " 'SB1237': ['Loot Jayenge'],\n",
              " 'SB1238': ['Pyar Kiya To Darna Kya'],\n",
              " 'SB1239': ['Hum To Bhai Jaise Hain'],\n",
              " 'SB124': ['Ishq Di Baajiyan'],\n",
              " 'SB1240': ['Jatt Jaguar'],\n",
              " 'SB1241': ['Yaad Aa Raha Ha'],\n",
              " 'SB1242': ['Glamorous Ankhiyaan'],\n",
              " 'SB1243': ['Kitni Mohabbat Kis Ko'],\n",
              " 'SB1244': ['Tera Mera Rishta Purana'],\n",
              " 'SB1245': ['Bin Tere'],\n",
              " 'SB1246': ['Tere Dil Ka Rishta'],\n",
              " 'SB1247': ['Om Mangalam'],\n",
              " 'SB1248': ['Chhupana Bhi Nahin Aata'],\n",
              " 'SB1249': ['Hum Pyar Karne Wale'],\n",
              " 'SB125': ['Hard Hard'],\n",
              " 'SB1250': ['Khwabon Khwabon'],\n",
              " 'SB1252': ['Yeh Hawa Yeh Bata'],\n",
              " 'SB1253': ['Khulke Dulke'],\n",
              " 'SB1254': ['Musu Musu'],\n",
              " 'SB1255': ['Sajh Dhaj Ke'],\n",
              " 'SB1256': ['Dhiktana \\x96 2'],\n",
              " 'SB1257': ['Pinky'],\n",
              " 'SB1258': ['Mujhe Kitna Pyar Hai Tumse'],\n",
              " 'SB1259': ['The Disco Song (Remix)'],\n",
              " 'SB126': ['Udi Udi Jaye'],\n",
              " 'SB1260': ['Yeh Ishq Hai Gunah'],\n",
              " 'SB1261': ['Kabhi Shaam Dhale'],\n",
              " 'SB1262': ['In Lamhon Ke Daaman Mein'],\n",
              " 'SB1263': ['Agar Main Kahoon'],\n",
              " 'SB1264': ['Kaddu Katega'],\n",
              " 'SB1265': ['Ishaqzaade'],\n",
              " 'SB1266': ['Race 2 (Mashup)'],\n",
              " 'SB1267': ['Allah Ke Bande'],\n",
              " 'SB1268': ['Aisa Jadoo'],\n",
              " 'SB1269': ['Saanson Ki Mala'],\n",
              " 'SB127': ['Nazar Na Lag Jaaye'],\n",
              " 'SB1270': ['Mar Jayian'],\n",
              " 'SB1271': ['Prabhu Ji'],\n",
              " 'SB1272': ['Baby Doll (Remix)'],\n",
              " 'SB1273': ['Aa Tayar Hoja'],\n",
              " 'SB1274': ['Humko Pyaar Hua'],\n",
              " 'SB1275': ['Jugni Peeke Tight Hai'],\n",
              " 'SB1276': ['Mere Rang Mein Rangne Wali'],\n",
              " 'SB1277': ['Toh Phir Aao'],\n",
              " 'SB1278': ['Ajnabi Mujhko Itna Bata'],\n",
              " 'SB1279': ['Dil Dhadakne Do'],\n",
              " 'SB128': ['Nachle Na'],\n",
              " 'SB1281': ['Dhat Teri Ki'],\n",
              " 'SB1282': ['Der Se Aana Jaldi Jaana'],\n",
              " 'SB1283': ['Jazba'],\n",
              " 'SB1284': ['Is This Love \\x96 Kahin Na Laage'],\n",
              " 'SB1285': ['Bol Radha Bol'],\n",
              " 'SB1286': ['Tu Hi Khwahish'],\n",
              " 'SB1287': ['Chak De India'],\n",
              " 'SB1289': ['Nanga Punga Dost'],\n",
              " 'SB129': ['Hatt Ja Tau'],\n",
              " 'SB1290': ['Tanhayee'],\n",
              " 'SB1291': ['Beat It Bijuriya'],\n",
              " 'SB1293': ['Most Wanted Munda'],\n",
              " 'SB1294': ['Mehram'],\n",
              " 'SB1295': ['Naina'],\n",
              " 'SB1296': ['Sab Kuchh Bhula Diya'],\n",
              " 'SB1298': ['Do Me A Favour Let\\x92s Play Holi'],\n",
              " 'SB13': ['Dilbar'],\n",
              " 'SB130': ['Chittiyaan Kalaiyaan'],\n",
              " 'SB1300': ['Kahin Door Jab Din Dhal Jaye'],\n",
              " 'SB1301': ['Gilehriyaan'],\n",
              " 'SB1302': ['Tanha Tanha Yahan Pe Jeena'],\n",
              " 'SB1303': ['Khwahishein'],\n",
              " 'SB1304': ['Zindagi Kaisi Hai Paheli'],\n",
              " 'SB1306': ['Saawli Saloni Teri'],\n",
              " 'SB1307': ['Soniye'],\n",
              " 'SB1308': ['Koi Yeh Kaise Bataye'],\n",
              " 'SB1309': ['Dekho Nashe Mein'],\n",
              " 'SB131': ['La La La (Baazaar)'],\n",
              " 'SB1311': ['Ho Sarkay Leo Khattiya Jada Lage'],\n",
              " 'SB1312': ['Nadiya Chale Chale Re Dhara'],\n",
              " 'SB1314': ['Jiya Jale'],\n",
              " 'SB1315': ['Manva Likes To Fly'],\n",
              " 'SB1316': ['Aashayein'],\n",
              " 'SB1317': ['Aur Kya'],\n",
              " 'SB1318': ['Aisa Kyoon Hota Hai'],\n",
              " 'SB1319': ['Aaja Shaam Hone Aayi'],\n",
              " 'SB132': ['Tujhse Kahan Judaa Hoon Main'],\n",
              " 'SB1320': ['Cocktail Mashup'],\n",
              " 'SB1321': ['Teri Mehfil Mein Kismat Azmakar'],\n",
              " 'SB1322': ['Pandey Jee Seeti'],\n",
              " 'SB1323': ['Ye Jawaani Teri'],\n",
              " 'SB1324': ['Ghar Aaja Pardesi'],\n",
              " 'SB1325': ['Kitaben Bahut Si'],\n",
              " 'SB1327': ['Namak Paare'],\n",
              " 'SB1328': ['Nazdeekiyan'],\n",
              " 'SB133': ['Hua Hain Aaj Pehli Baar'],\n",
              " 'SB1330': ['Pyar Dilon Ka Mela Hai'],\n",
              " 'SB1331': ['Aap Ki Ankhon Mein Kuch'],\n",
              " 'SB1332': ['Haawa Haawa'],\n",
              " 'SB1333': ['Baatein Ye Kabhi Na (Female)'],\n",
              " 'SB1334': ['Lakh Lakh'],\n",
              " 'SB1335': ['Yari Hai Imaan Mera'],\n",
              " 'SB1336': ['O Mere Sanam'],\n",
              " 'SB1338': ['Koi Kahe Kehta Rahe'],\n",
              " 'SB1339': ['Mere Khayalon Ki Malika'],\n",
              " 'SB134': ['Jay-Jaykara'],\n",
              " 'SB1340': ['Krazzy 4'],\n",
              " 'SB1341': ['Sun Zara'],\n",
              " 'SB1342': ['Zinda Rehti Hain Mohabbatein'],\n",
              " 'SB1343': ['Titliyan'],\n",
              " 'SB1344': ['Jeete Hain Chal'],\n",
              " 'SB1345': ['Hum Tum'],\n",
              " 'SB1346': ['Yun Hi Chala Chal'],\n",
              " 'SB1347': ['Dooriyan'],\n",
              " 'SB1348': ['Yeh Hum Aa Gaye Hain Kahaan'],\n",
              " 'SB135': ['Tu Hi Hai'],\n",
              " 'SB1351': ['Joganiyan'],\n",
              " 'SB1352': ['Huzur Is Kadar'],\n",
              " 'SB1353': ['Aye Zindagi Gale Lagaa Le'],\n",
              " 'SB1354': ['Surmayee Ankhiyon Mein'],\n",
              " 'SB1355': ['Meri Ada Bhi'],\n",
              " 'SB1356': ['Waada Raha Sanam'],\n",
              " 'SB1357': ['Tumse Hi Tumse'],\n",
              " 'SB1358': ['Gori Ka Sajan, Sajan Ki Gori'],\n",
              " 'SB1359': ['Falak Dekhun'],\n",
              " 'SB136': ['Hawa Hawa'],\n",
              " 'SB1360': ['Shikdum'],\n",
              " 'SB1361': ['Bezubaan'],\n",
              " 'SB1362': ['Mere Bina Tu (Duet Version)'],\n",
              " 'SB1363': ['Alisha'],\n",
              " 'SB1364': ['Aaj Kal Yaad Kuch Aur Rehta Nahin'],\n",
              " 'SB1365': ['Dil Kho Gaya'],\n",
              " 'SB1366': ['Sun Soniye'],\n",
              " 'SB1367': ['Baadal'],\n",
              " 'SB1368': ['Ae Mere Humsafar'],\n",
              " 'SB1369': ['Idhar Chala Mein Udhar Chala'],\n",
              " 'SB1370': ['Kise Dhoondta Hai Pagal Sapare'],\n",
              " 'SB1371': ['Mere Dushman Mere Bhai'],\n",
              " 'SB1372': ['Aye Meri Zohra Jabeen'],\n",
              " 'SB1373': ['Aye Dil Laaya Hai Bahaar'],\n",
              " 'SB1374': ['Bad Baby'],\n",
              " 'SB1375': ['Dil Kyun Yeh Mera'],\n",
              " 'SB1376': ['Tum Se Milke'],\n",
              " 'SB1377': ['Dhup Chik'],\n",
              " 'SB1378': ['Aadha Ishq'],\n",
              " 'SB1379': ['Pink Lips (Remix)'],\n",
              " 'SB138': ['Deewani Mastani'],\n",
              " 'SB1380': ['Paathshaala'],\n",
              " 'SB1381': ['Ala Barfi'],\n",
              " 'SB1383': ['Churiyan Kanak Gayee'],\n",
              " 'SB1384': ['Kapoor & Sons (Mashup)'],\n",
              " 'SB1385': ['Mujhse Dosti Karoge'],\n",
              " 'SB1386': ['Hum To Dil Se Haare'],\n",
              " 'SB1387': ['Soniye'],\n",
              " 'SB1388': ['Albela Sajan'],\n",
              " 'SB1389': ['Ehsan Tera Hoga Mujh Par'],\n",
              " 'SB139': ['O Meri Laila'],\n",
              " 'SB1390': ['Rola Pe Gaya'],\n",
              " 'SB1391': ['Bande Mein Tha Dum\\x85 Vande Mataram'],\n",
              " 'SB1392': ['Jawani Janeman'],\n",
              " 'SB1393': ['Yahi Hota Pyaar'],\n",
              " 'SB1394': ['Jawani Janeman'],\n",
              " 'SB1395': ['Aa Aa E Ooh Ooh Ooh Mera Dil Na Todo'],\n",
              " 'SB1396': ['Main To Raste Se Ja Raha Tha'],\n",
              " 'SB1397': ['Awaarapan Banjarapan'],\n",
              " 'SB1398': ['Yeh Raat Aur Yeh Doori'],\n",
              " 'SB1399': ['Mere Dil Jigar Se Guzree Hai'],\n",
              " 'SB14': ['Proper Patola'],\n",
              " 'SB140': ['Lo Safar'],\n",
              " 'SB1401': ['Saawali Si Raat'],\n",
              " 'SB1402': ['Aaankhein Milayenge Darr Se'],\n",
              " 'SB1403': ['Ishq Vishq'],\n",
              " 'SB1404': ['Hoshwalon Ko Khabar Kya'],\n",
              " 'SB1405': ['Ghoomar'],\n",
              " 'SB1406': ['Dil Mere'],\n",
              " 'SB1409': ['Chalak Chalak'],\n",
              " 'SB141': ['Chalte Chalte'],\n",
              " 'SB1410': ['Subah Subah'],\n",
              " 'SB1411': ['Pyar Kar'],\n",
              " 'SB1412': ['O Jaana Na Jaana'],\n",
              " 'SB1413': ['Mhare Hiwra Main Nache Mor'],\n",
              " 'SB1414': ['Raitaa Phail Gayaa'],\n",
              " 'SB1415': ['Tere Bina'],\n",
              " 'SB1416': ['Sava Dollar (Lavni)'],\n",
              " 'SB1417': ['Baba Meri Yeh Jawani'],\n",
              " 'SB142': ['Party Chale On'],\n",
              " 'SB1420': ['Chak De'],\n",
              " 'SB1423': ['Dum Dum Diga Diga'],\n",
              " 'SB1424': ['Aankhon Ne Tumhari'],\n",
              " 'SB1425': ['Janam Janam'],\n",
              " 'SB1426': ['Tanha Tanha'],\n",
              " 'SB1427': ['Heer'],\n",
              " 'SB1428': ['Wat Wat Wat'],\n",
              " 'SB1429': ['Tanha Tanha Ghum Ke Dhunde Dil'],\n",
              " 'SB143': ['Sweety Tera Drama'],\n",
              " 'SB1430': ['Pyar Ki Raahen'],\n",
              " 'SB1431': ['Aap Ki Khatir'],\n",
              " 'SB1432': ['Saat Rang Mein Khel Rahi Hain'],\n",
              " 'SB1433': ['Jaadoo Jaadoo'],\n",
              " 'SB1434': ['Yaadon Mein'],\n",
              " 'SB1435': ['Dil Deewana Bin Sajna Ke'],\n",
              " 'SB1436': ['Chori Chori Chupke Chupke'],\n",
              " 'SB1437': ['Behene De'],\n",
              " 'SB1438': ['O Re Kanchi'],\n",
              " 'SB1439': ['Rasiya'],\n",
              " 'SB144': ['Ek Dil Ek Jaan'],\n",
              " 'SB1440': ['Meri Zindagi Ek Pyaas'],\n",
              " 'SB1441': ['Tum Jo Aaye'],\n",
              " 'SB1442': ['Laal Ishq'],\n",
              " 'SB1443': ['Tujhe Jeevan Ki Dor Se'],\n",
              " 'SB1444': ['Aao Bachho Tumhe Dikhaye'],\n",
              " 'SB1445': ['Mujhse Mohabbat Ka'],\n",
              " 'SB1446': ['Mujhe Pyaar Hua'],\n",
              " 'SB1447': ['Satarangi Re'],\n",
              " 'SB1448': ['Mann Ki Lagan'],\n",
              " 'SB1449': ['Dil Na Jaane Kyun'],\n",
              " 'SB145': ['Ae Watan'],\n",
              " 'SB1450': ['Usne Bola Kem Che'],\n",
              " 'SB1451': ['Sajna Ve Sajna'],\n",
              " 'SB1452': ['Mera Yaar'],\n",
              " 'SB1453': ['Jiyein Kyun'],\n",
              " 'SB1455': ['Dum Duma Dum'],\n",
              " 'SB1457': ['Aai Pappi \\x96 Tu Hai Meri Soniye'],\n",
              " 'SB1458': ['Where\\x92s the Party Tonight'],\n",
              " 'SB146': ['Sunn Le Zara'],\n",
              " 'SB1460': ['Boi Boi'],\n",
              " 'SB1462': ['Teri Pyari Pyari Soorat Ko'],\n",
              " 'SB1463': ['Bas Ek Kinng'],\n",
              " 'SB1464': ['Jeena Yahan Marna Yahan'],\n",
              " 'SB1465': ['Banarasiya'],\n",
              " 'SB1466': ['What\\x92s Going On?'],\n",
              " 'SB1467': ['Aye Watan Aye Watan'],\n",
              " 'SB1468': ['Dulhan Hum Le Jayenge'],\n",
              " 'SB1469': ['Aa Bhi Ja Sanam'],\n",
              " 'SB1471': ['Mar Jaava'],\n",
              " 'SB1472': ['Koi Jaye To Le Aaye'],\n",
              " 'SB1473': ['Tumhi Dekho Naa'],\n",
              " 'SB1474': ['Sau Dard'],\n",
              " 'SB1476': ['Chandan Sa Badan'],\n",
              " 'SB1477': ['Kyun (Duet)'],\n",
              " 'SB1479': ['Jis Gali Mein Tera Ghar'],\n",
              " 'SB148': ['Jiyo Re Baahubali'],\n",
              " 'SB1480': ['Kurbaan Hua'],\n",
              " 'SB1481': ['Nagada Nagada'],\n",
              " 'SB1482': ['Main Tujhse Pyaar Nahin Karta'],\n",
              " 'SB1483': ['Ishq Tera'],\n",
              " 'SB1484': ['Oh Jaaniya'],\n",
              " 'SB1485': ['Jab Kisiki Taraf Dil'],\n",
              " 'SB1487': ['Jiya Lage Na'],\n",
              " 'SB1488': ['Paas Woh Aane Lage'],\n",
              " 'SB1489': ['Jaane Tere Shehar Ka'],\n",
              " 'SB149': ['Soniye Dil Nayi'],\n",
              " 'SB1490': ['Pee Paa Pee Paa'],\n",
              " 'SB1491': ['Ada'],\n",
              " 'SB1492': ['Chupke Chupke Ghoor Na Mujhko'],\n",
              " 'SB1495': ['Aap Ki Kashish'],\n",
              " 'SB1497': ['Hudd Hudd Dabangg'],\n",
              " 'SB1498': ['Bhool Bhulaiyaa'],\n",
              " 'SB1499': ['Tere Mast Mast Do Nain'],\n",
              " 'SB15': ['Doori'],\n",
              " 'SB150': ['Mundiyan'],\n",
              " 'SB1500': ['Jai Ho Tiltle Song'],\n",
              " 'SB1502': ['Zinda'],\n",
              " 'SB1503': ['Shukran Allah'],\n",
              " 'SB1507': ['Honeymoon Ki Raat'],\n",
              " 'SB1509': ['Yeh Jo Halki Halki Khumariya'],\n",
              " 'SB151': ['Chitthi Aai Hai'],\n",
              " 'SB1510': ['Aye Khuda'],\n",
              " 'SB1511': ['Main Hoon Na'],\n",
              " 'SB1512': ['Hum To Tere Aashiq Hain'],\n",
              " 'SB1513': ['Jugnu Ki Payal'],\n",
              " 'SB1514': ['Woh Ladki Bahut Yaad Aati'],\n",
              " 'SB1515': ['Jai Mata Di'],\n",
              " 'SB1516': ['Mera Piya Ghar Aaya'],\n",
              " 'SB1517': ['Khushiyon Ka Din Aaya Hai'],\n",
              " 'SB1518': ['Sooraj Ki Baahon Mein'],\n",
              " 'SB152': ['Hawayein'],\n",
              " 'SB1520': ['Rabba Main Toh Mar Gaya Oye'],\n",
              " 'SB1521': ['Theher Ja (Remix)'],\n",
              " 'SB1522': ['Jiya Maine Jiya'],\n",
              " 'SB1523': ['Kuch To Hua Hai'],\n",
              " 'SB1524': ['Angelina'],\n",
              " 'SB1525': ['Dhoom Again'],\n",
              " 'SB1526': ['Dhinka Chika (Remix)'],\n",
              " 'SB1528': ['Thoda Thoda Pyar'],\n",
              " 'SB153': ['Channa Mereya'],\n",
              " 'SB1530': ['Gela Gela Gela'],\n",
              " 'SB1531': ['Ik Tu Hi Tu Hi'],\n",
              " 'SB1532': ['Sultan (Mashup)'],\n",
              " 'SB1533': ['Kitni Hasrat Hain Humein'],\n",
              " 'SB1534': ['Aa Jaana Aa Jaana'],\n",
              " 'SB1535': ['Har Dil Jo Pyar Karega'],\n",
              " 'SB1536': ['Har Dil Jo Pyar Karega'],\n",
              " 'SB1538': ['Kate Nahin Kat Te'],\n",
              " 'SB1539': ['Tu'],\n",
              " 'SB154': ['Lag Ja Gale'],\n",
              " 'SB1540': ['Mujhse Huee Bas Yeh'],\n",
              " 'SB1542': ['Tandoori Nights'],\n",
              " 'SB1543': ['Kya Raaz Hai'],\n",
              " 'SB1544': ['Tum Toh Dhokabaaz Ho'],\n",
              " 'SB1545': ['Lucky Boy'],\n",
              " 'SB1546': ['Aye Manya'],\n",
              " 'SB1547': ['Ladki Hai Ya Shola'],\n",
              " 'SB1548': ['Yeh Mera Dil Yaar Ka Diwana'],\n",
              " 'SB1549': ['Babuji Zara Dheere Chalo'],\n",
              " 'SB155': ['Sleepy Sleepy Akiyaan'],\n",
              " 'SB1551': ['Ek Duje Ke Vaaste'],\n",
              " 'SB1552': ['Hey Ya I See You Walking'],\n",
              " 'SB1553': ['More Haji Piya'],\n",
              " 'SB1554': ['Tere Mere Beech Mein'],\n",
              " 'SB1555': ['Ye Ladki Nahin Banaras Ka Paan'],\n",
              " 'SB1556': ['Kai Baar Yun Bhi Dekha Hai'],\n",
              " 'SB1557': ['Pakeezah'],\n",
              " 'SB1558': ['Dam Bhar Jo Udhar Munh Phere'],\n",
              " 'SB1559': ['Bade Armanon Se'],\n",
              " 'SB1560': ['Challa Chaap Chunariya'],\n",
              " 'SB1561': ['Chal Akela Chal Akela'],\n",
              " 'SB1564': ['Dil Ye Dancer Ho Gaya'],\n",
              " 'SB1565': ['Mor Bani Thanghat Kare'],\n",
              " 'SB1566': ['Gore Gore Se'],\n",
              " 'SB1567': ['Sanam Teri Kasam (Reprise)'],\n",
              " 'SB1568': ['School Ke Din'],\n",
              " 'SB1569': ['Yeh Mera Prem Patra'],\n",
              " 'SB157': ['Naina Da Kya Kasoor'],\n",
              " 'SB1570': ['Jiska Koi Nahin'],\n",
              " 'SB1573': ['Aaj Ibaadat'],\n",
              " 'SB1574': ['Peepal Ke Patwa'],\n",
              " 'SB1575': ['Pukarta Chala Hoon Main'],\n",
              " 'SB1576': ['Meri Bindiya Teri Nindiya'],\n",
              " 'SB1577': ['Ranga Re'],\n",
              " 'SB1578': ['Kaun Kisi Ko Baandh Saka'],\n",
              " 'SB1579': ['Dekhiye Aji Jaaneman'],\n",
              " 'SB1580': ['Jis Desh Mein Ganga Rehta Hai'],\n",
              " 'SB1581': ['Kambal Ke Neeche'],\n",
              " 'SB1582': ['Maine Tere Liye'],\n",
              " 'SB1583': ['Teri Zulfon Se Judai To'],\n",
              " 'SB1584': ['Salamat Rahe Dostana Hamara'],\n",
              " 'SB1585': ['Humne Ghar Choda Hai'],\n",
              " 'SB1586': ['Teri Bindiya Re'],\n",
              " 'SB1587': ['Barbaad Raat'],\n",
              " 'SB1588': ['Ghoonghat Ki Aadh Se'],\n",
              " 'SB1589': ['Chaska'],\n",
              " 'SB159': ['Agar Tum Saath Ho'],\n",
              " 'SB1590': ['Megha Re Megha Re'],\n",
              " 'SB1591': ['Move Your Body Now'],\n",
              " 'SB1592': ['Humen Kash Tumse Mohabbat'],\n",
              " 'SB1593': ['Manmarziyan'],\n",
              " 'SB1594': ['Bismillah'],\n",
              " 'SB1595': ['Mohabbat Ke'],\n",
              " 'SB1596': ['Fatal Attraction'],\n",
              " 'SB1597': ['Khol De Baahein'],\n",
              " 'SB1598': ['Pehla Pehla Pyar'],\n",
              " 'SB1599': ['Bhaage Re Mann'],\n",
              " 'SB16': ['Dil Diyan Gallan'],\n",
              " 'SB160': ['Tum Se'],\n",
              " 'SB1600': ['Yeh Tera Ghar Yeh Mera Ghar'],\n",
              " 'SB1601': ['Hai Re Hai Re'],\n",
              " 'SB1602': ['Hum Laye Hain Toofan Se Kashti Nikal Ke'],\n",
              " 'SB1603': ['Meri Aawargi'],\n",
              " 'SB1604': ['Ghum Shuda'],\n",
              " 'SB1605': ['Ghar'],\n",
              " 'SB1606': ['Tera Rastaa Chodun Na'],\n",
              " 'SB1607': ['Neela Aasman So Gaya'],\n",
              " 'SB1608': ['Mera Yaar Mila De'],\n",
              " 'SB1609': ['Sakhiya'],\n",
              " 'SB161': ['Kem Cho'],\n",
              " 'SB1610': ['Dil Tadap Tadap Ke Kah Raha'],\n",
              " 'SB1611': ['Kaise Piya Se'],\n",
              " 'SB1612': ['Aaj Din Chadheya'],\n",
              " 'SB1613': ['Jai Ho'],\n",
              " 'SB1614': ['Kiss Me Baby \\x96 Title Song'],\n",
              " 'SB1615': ['Kehkasha Tu Meri'],\n",
              " 'SB1616': ['Raat Ke Dhai Baje'],\n",
              " 'SB1617': ['Rama Re'],\n",
              " 'SB1618': ['Hairat'],\n",
              " 'SB1619': ['Hairat'],\n",
              " 'SB162': ['Aaj Se Teri'],\n",
              " 'SB1620': ['Dukki Tikki'],\n",
              " 'SB1621': ['Ajib Dastan Hai Yeh'],\n",
              " 'SB1622': ['Shikayatein'],\n",
              " 'SB1623': ['Genda Phool'],\n",
              " 'SB1624': ['Laagi Laagi'],\n",
              " 'SB1627': ['Saajna (Unplugged)'],\n",
              " 'SB1628': ['Jannatein Kahan'],\n",
              " 'SB1629': ['Meri Zindagi Mein Ajnabee'],\n",
              " 'SB163': ['Maana Ke Hum Yaar Nahin'],\n",
              " 'SB1630': ['Mere Watan Mein Maine'],\n",
              " 'SB1631': ['Namak'],\n",
              " 'SB1632': ['Tinka Tinka'],\n",
              " 'SB1633': ['Main Chali'],\n",
              " 'SB1634': ['Suhana Safar Aur Yeh Mausam'],\n",
              " 'SB1635': ['Pal Pal\\x85 Har Pal'],\n",
              " 'SB1636': ['Khoya Khoya Chand Khula Aasman'],\n",
              " 'SB1639': ['Jalebi Bai'],\n",
              " 'SB164': ['Nain Na Jodeen'],\n",
              " 'SB1640': ['Desi Look (Remix)'],\n",
              " 'SB1641': ['Meri Shaadi Karvado'],\n",
              " 'SB1642': ['Nazrein Milaana Nazrein Churaana'],\n",
              " 'SB1643': ['Kabhi Main Kahon Kabhi Tu Kahe'],\n",
              " 'SB1644': ['Mangalayam'],\n",
              " 'SB1645': ['Naina Mile'],\n",
              " 'SB1646': ['Phir Wahi'],\n",
              " 'SB1647': ['Kahin Deep Jale Kahin Dil'],\n",
              " 'SB1648': ['I Feel Good'],\n",
              " 'SB1649': ['Mere Bhaiyaa Mere Chanda'],\n",
              " 'SB165': ['Wajah Tum Ho'],\n",
              " 'SB1650': ['Taiyabali Pyar Ka Dushman'],\n",
              " 'SB1652': ['Muskaanein Jhooti Hai'],\n",
              " 'SB1653': ['Main Naa Bhoolunga I'],\n",
              " 'SB1654': ['Allah Hafiz'],\n",
              " 'SB1655': ['20-20'],\n",
              " 'SB1656': ['Des Mere Des'],\n",
              " 'SB1657': ['Besharmi Ki Height (Remix)'],\n",
              " 'SB1658': ['Moh Moh Ke Dhaage (Female)'],\n",
              " 'SB1659': ['Kharaa Kharaa'],\n",
              " 'SB1660': ['De Di Azadi Hamen Bina'],\n",
              " 'SB1661': ['Tum Ladki Ho'],\n",
              " 'SB1662': ['Katiya Karun'],\n",
              " 'SB1663': ['Lakhon Hain Nigahon Mein'],\n",
              " 'SB1665': ['Jaadu Tone Waaliyan'],\n",
              " 'SB1666': ['Junooniyat'],\n",
              " 'SB1668': ['Chhote Chhote Peg (Remix)'],\n",
              " 'SB1669': ['Mehfil Mein Bar Bar'],\n",
              " 'SB167': ['Ik Vaari Aa'],\n",
              " 'SB1671': ['Dil Mera Churaya Kyun'],\n",
              " 'SB1672': ['Ooee Baba'],\n",
              " 'SB1674': ['Fitoori'],\n",
              " 'SB1675': ['Small Town Girl'],\n",
              " 'SB1676': ['Do Pal'],\n",
              " 'SB1677': ['Har Ek Friend Kamina Hota Hai'],\n",
              " 'SB1679': ['Lamha Lamha'],\n",
              " 'SB1680': ['Raat Baaqi Baat Baaqi'],\n",
              " 'SB1681': ['Raat Baaqi Baat Baaqi'],\n",
              " 'SB1682': ['Aankhon Mein Neendein'],\n",
              " 'SB1683': ['Tumsa Nahin Dekha'],\n",
              " 'SB1684': ['Hey Ooi Amma Ooi Amma'],\n",
              " 'SB1685': ['Jaage Hain'],\n",
              " 'SB1686': ['Koi Jab Tumhara Hriday Tod De'],\n",
              " 'SB1687': ['Mashallah (Remix)'],\n",
              " 'SB1688': ['Mere Khwabon Mein Jo Aaye'],\n",
              " 'SB1689': ['Chali Kahani'],\n",
              " 'SB169': ['Mehbooba'],\n",
              " 'SB1691': ['Dum Dum'],\n",
              " 'SB1693': ['Kya Tujhe Ab Ye Dil Bataye'],\n",
              " 'SB1694': ['Rabba Meray Haal Da Mehram Tu'],\n",
              " 'SB1695': ['Woh Lamhe Woh Baatein'],\n",
              " 'SB1696': ['Chot Dil Pe Lagi'],\n",
              " 'SB1698': ['Pyaar Ki Ek Kahani'],\n",
              " 'SB1699': ['Tip Tip Barsa Pani'],\n",
              " 'SB17': ['Husn Parcham'],\n",
              " 'SB170': ['Hamari Adhuri Kahani'],\n",
              " 'SB1700': ['Tujhko Mera Pyar Pukare'],\n",
              " 'SB1701': ['Talli'],\n",
              " 'SB1702': ['Tonight'],\n",
              " 'SB1703': ['Ayaashi'],\n",
              " 'SB1705': ['Saawan Ke Jhoolon Ne'],\n",
              " 'SB1706': ['Pyar Ho (Redux)'],\n",
              " 'SB1707': ['Neela Dupatta'],\n",
              " 'SB1708': ['Aap Yun Hi Agar Humse Milte Rahe'],\n",
              " 'SB1709': ['Dil Jo Na Keh Saka'],\n",
              " 'SB171': ['Tere Sang Yaara'],\n",
              " 'SB1710': ['Aankhon Ki Gustakhiyan Maaf Ho'],\n",
              " 'SB1711': ['Meher Hai Rab Di'],\n",
              " 'SB1712': ['Tere Ghar Ke Samne'],\n",
              " 'SB1713': ['Inteha Ho Gayi Intezaar Ki'],\n",
              " 'SB1714': ['Dil Ka Koi Tukda'],\n",
              " 'SB1715': ['Dhadkane Saansein Jawani'],\n",
              " 'SB1716': ['Dil Tera Diwana'],\n",
              " 'SB1717': ['Ek Lo Ek Muft'],\n",
              " 'SB1718': ['Maine Pyar Kiya'],\n",
              " 'SB1719': ['Chaar Dina Ki'],\n",
              " 'SB172': ['Radha'],\n",
              " 'SB1720': ['Piya Tu Ab To Aaja'],\n",
              " 'SB1721': ['Tu Meri (Remix)'],\n",
              " 'SB1722': ['Kitne Bhi Tu Karle Sitam'],\n",
              " 'SB1723': ['Jab Mila Tu'],\n",
              " 'SB1724': ['O Mere Majhi Mere Sajan Hai'],\n",
              " 'SB1726': ['Mujhe Raat Din Bas'],\n",
              " 'SB1727': ['Main Nai Jaana Pardes'],\n",
              " 'SB1728': ['Chikini Chameli (Remix)'],\n",
              " 'SB1729': ['Jane Na Nazar Pehchane Jigar'],\n",
              " 'SB173': ['Kamli'],\n",
              " 'SB1730': ['Tu Mohabbat Hai'],\n",
              " 'SB1731': ['O Re Khuda'],\n",
              " 'SB1732': ['Sar Se Sarke'],\n",
              " 'SB1733': ['Humko Tumse Ho Gaya Hai Pyar'],\n",
              " 'SB1734': ['Dhik Ta Na Na \\x96 Duet'],\n",
              " 'SB1735': ['Jaane Kahan Mera Jigar Gaya Ji'],\n",
              " 'SB1736': ['Chaar Shanivaar'],\n",
              " 'SB1737': ['Dancing Jodi'],\n",
              " 'SB1738': ['Tera Bemar Mera Dil'],\n",
              " 'SB1739': ['Ishq Ki Galee'],\n",
              " 'SB1740': ['Piya Piya O Piya'],\n",
              " 'SB1741': ['Tune Bechain Itna Ziada Kiya'],\n",
              " 'SB1742': ['Rozaana'],\n",
              " 'SB1743': ['Baawra'],\n",
              " 'SB1744': ['O Humdum Suniyo Re'],\n",
              " 'SB1747': ['Jadugar Ka Jadoo'],\n",
              " 'SB1748': ['Pyar Chahiye Mujhe Jine Ke Liye'],\n",
              " 'SB1749': ['Assalaam Vaalekum'],\n",
              " 'SB175': ['Lae Dooba'],\n",
              " 'SB1750': ['Yeh Desh Hai Veer Jawanon Kaa'],\n",
              " 'SB1751': ['Kismat Se Tum Hum Ko Mile'],\n",
              " 'SB1752': ['Hip Hip Huraah'],\n",
              " 'SB1753': ['Ankahee'],\n",
              " 'SB1754': ['Foolishq'],\n",
              " 'SB1755': ['Foolishq'],\n",
              " 'SB1756': ['Dil Diwana'],\n",
              " 'SB1757': ['Guest In London'],\n",
              " 'SB1758': ['Love You Till The End'],\n",
              " 'SB1759': ['Mera Yaar Bana Hai Dulha'],\n",
              " 'SB176': ['Abhi Toh Party Shuru Hui Hai'],\n",
              " 'SB1760': ['Jab Tak Hai Jaan Mashup'],\n",
              " 'SB1761': ['Pump It (The Workout Song)'],\n",
              " 'SB1762': ['Pyar Nahin Karna'],\n",
              " 'SB1763': ['Bichdann'],\n",
              " 'SB1764': ['Raghupati Raghav'],\n",
              " 'SB1765': ['Show Me Your Jalwa'],\n",
              " 'SB1766': ['Fevicol Se (Remix)'],\n",
              " 'SB1767': ['Ay Sakhi'],\n",
              " 'SB1768': ['Kahin Karti Hogi Woh Mera Intezar'],\n",
              " 'SB1769': ['Khamakhaa'],\n",
              " 'SB177': ['Hello Hello'],\n",
              " 'SB1770': ['Jhoot Nahin Bolna'],\n",
              " 'SB1771': ['Ik Junoon'],\n",
              " 'SB1774': ['Pak Chik Pak'],\n",
              " 'SB1776': ['Baawre'],\n",
              " 'SB1777': ['Chhalka Chhalka Re'],\n",
              " 'SB1778': ['Kya Mujhe Pyar Hai'],\n",
              " 'SB1779': ['Mere Khwabon Mein Tu'],\n",
              " 'SB178': ['Bola Har Har Har'],\n",
              " 'SB1780': ['Lets Rock Soniye'],\n",
              " 'SB1781': ['Khaana Khaake'],\n",
              " 'SB1782': ['Tumse Jo Dekhte Hi Pyar Hua'],\n",
              " 'SB1783': ['Roja Jaaneman'],\n",
              " 'SB1784': ['Udte Badal Se Poochho'],\n",
              " 'SB1785': ['Meri Wafayen Yaad Karoge'],\n",
              " 'SB1786': ['Phool Maangu Na Bahaar Maangu'],\n",
              " 'SB1787': ['Jaaneman Jaane Jaan'],\n",
              " 'SB1788': ['Dil Samander'],\n",
              " 'SB179': ['Bolo Har Har Har'],\n",
              " 'SB1790': ['Bahut Pyar Karte Hai (Male Version)'],\n",
              " 'SB1791': ['Baari Barsi'],\n",
              " 'SB1792': ['Jahan Mil Jayen Chaar Yaar'],\n",
              " 'SB1793': ['Saajan Aayo Re'],\n",
              " 'SB1794': ['Fukraa'],\n",
              " 'SB1796': ['Is Pal'],\n",
              " 'SB1797': ['Senorita (Remix)'],\n",
              " 'SB1798': ['Aa Zara'],\n",
              " 'SB1799': ['Naina Lad Jaihen'],\n",
              " 'SB18': ['Bom Diggy Diggy'],\n",
              " 'SB180': ['Tera Mera Rishta'],\n",
              " 'SB1800': ['Dil Kya Kare'],\n",
              " 'SB1801': ['Chupke Se'],\n",
              " 'SB1802': ['Dard Ka Pata'],\n",
              " 'SB1803': ['Aaj Na Chhodenge'],\n",
              " 'SB1804': ['Mere Sang'],\n",
              " 'SB1805': ['Jab Se Hum Tere'],\n",
              " 'SB1806': ['Allah Hi Reham'],\n",
              " 'SB1807': ['Ajnabi Shehar'],\n",
              " 'SB1808': ['Auva Auva Koi Yahan Nache'],\n",
              " 'SB1809': ['Roy Mashup'],\n",
              " 'SB181': ['Gal Ban Gayi'],\n",
              " 'SB1810': ['Mujse Shaadi Karogi'],\n",
              " 'SB1811': ['Mohe Panghat Pe'],\n",
              " 'SB1813': ['Chura Lo Dil Mera'],\n",
              " 'SB1814': ['Tere Bina Tere Bina'],\n",
              " 'SB1815': ['Pyaar Tune Kya Kiya'],\n",
              " 'SB1816': ['Der Na Ho Jaye Kahin'],\n",
              " 'SB1817': ['Mujhko Neend Aa Rahi Hai'],\n",
              " 'SB1818': ['Samajh Kar Chand Jis Ko'],\n",
              " 'SB1819': ['Labon Ko'],\n",
              " 'SB182': ['Bol Do Na Zara'],\n",
              " 'SB1820': ['Rehna Tu'],\n",
              " 'SB1821': ['Hass Nache Le'],\n",
              " 'SB1822': ['Dhai Akhar'],\n",
              " 'SB1823': ['Chennai Express Mashup'],\n",
              " 'SB1824': ['Aaja Aaja Re Tujhko'],\n",
              " 'SB1825': ['Keh Do Ke Tum'],\n",
              " 'SB1826': ['Ang Lag Ja Balma'],\n",
              " 'SB1827': ['Tanhaiyan'],\n",
              " 'SB1828': ['Dil Dil Deewana'],\n",
              " 'SB1829': ['Tere Mohalle'],\n",
              " 'SB183': ['Lakk Mera Hit'],\n",
              " 'SB1830': ['Mera Dil Ab Tera Ho Sajna'],\n",
              " 'SB1831': ['Pyaar Yeh Jaane Kaise'],\n",
              " 'SB1833': ['Aaj Din Chadheya'],\n",
              " 'SB1834': ['Na Jaa'],\n",
              " 'SB1835': ['Mai Ri Mai'],\n",
              " 'SB1836': ['Jiske Liye Sabko Chhoda'],\n",
              " 'SB1838': ['Desi Beat'],\n",
              " 'SB1839': ['Lamha Lamha'],\n",
              " 'SB184': ['Sexy Baliye'],\n",
              " 'SB1840': ['Kaisi Yeh Judai Hain'],\n",
              " 'SB1841': ['Chaudhvin Ka Chand'],\n",
              " 'SB1842': ['Jeth Ki Dophar Mein'],\n",
              " 'SB1843': ['Jingle Jingle'],\n",
              " 'SB1844': ['Gadbad Ho Gayee'],\n",
              " 'SB1845': ['Hamare Gaon Koi'],\n",
              " 'SB1846': ['Blue (Theme)'],\n",
              " 'SB1847': ['Main Kya Hoon'],\n",
              " 'SB1848': ['Chand Si Mehbooba Ho Meri'],\n",
              " 'SB1849': ['Dagariyo Chalo'],\n",
              " 'SB185': ['Main Jahaan Rahoon'],\n",
              " 'SB1850': ['Daaru Band Kal Se'],\n",
              " 'SB1851': ['Adhoore Tum Adhoore Hum'],\n",
              " 'SB1852': ['Hai Rama'],\n",
              " 'SB1853': ['Madhuban Mein Radhika Nache Re'],\n",
              " 'SB1854': ['Main khiladi Tu Anari'],\n",
              " 'SB1855': ['Main Pal Do Pal Ka Shayar'],\n",
              " 'SB1856': ['Aashiyana'],\n",
              " 'SB1857': ['Mehbooba Mehbooba'],\n",
              " 'SB1858': ['Mehbooba Mehbooba'],\n",
              " 'SB1859': ['Lapak Jhapak'],\n",
              " 'SB186': ['Hasi Ban Gaye'],\n",
              " 'SB1860': ['Koi Mil Gaya'],\n",
              " 'SB1861': ['Senorita'],\n",
              " 'SB1862': ['Ek Onkaar'],\n",
              " 'SB1863': ['Twinkle Twinkle'],\n",
              " 'SB1864': ['Chupke Se Sun'],\n",
              " 'SB1865': ['Pal Bhar Ke Liye'],\n",
              " 'SB1866': ['The Dirty Mashup'],\n",
              " 'SB1867': ['Tu Koi Aur Hai'],\n",
              " 'SB1868': ['Love Ka The End'],\n",
              " 'SB1869': ['Mene Lagan Lagi'],\n",
              " 'SB187': ['Nachde Ne Saare'],\n",
              " 'SB1870': ['Teri Kasam Main Hoon'],\n",
              " 'SB1871': ['Chahe Zubaan'],\n",
              " 'SB1872': ['Mujhe Tu Jo Mila'],\n",
              " 'SB1873': ['Tu Roop Ki Rani Main Choron Ka Raja'],\n",
              " 'SB1875': ['Harry Is Not Bhramchari'],\n",
              " 'SB1876': ['Din Sara Guzara Tore Angana'],\n",
              " 'SB1877': ['Desi Romance'],\n",
              " 'SB1878': ['Do Hanson Ka Joda'],\n",
              " 'SB188': ['Manma Emotion Jaage'],\n",
              " 'SB1880': ['Taki Oh Taki'],\n",
              " 'SB1882': ['Pinjra Tod Ke'],\n",
              " 'SB1883': ['Mere Buddy'],\n",
              " 'SB1884': ['Chugliyaan'],\n",
              " 'SB1885': ['Mohe Chedo Na'],\n",
              " 'SB1886': ['Ishq Vishq Pyaar Vyaar'],\n",
              " 'SB1887': ['Jeeye To Jeeye Kaise (Duet Version)'],\n",
              " 'SB1888': ['O Mehbooba'],\n",
              " 'SB189': ['Happy Happy'],\n",
              " 'SB1890': ['Pehli Baar Mile Hain'],\n",
              " 'SB1891': ['Main Hoon No 1 Gawaiya'],\n",
              " 'SB1892': ['Tu'],\n",
              " 'SB1893': ['Rab Ka Shukrana'],\n",
              " 'SB1894': ['Ek But Banaoonga'],\n",
              " 'SB1895': ['Muskurane (Unplugged)'],\n",
              " 'SB1897': ['Full Jhol'],\n",
              " 'SB1898': ['O Saathi Re'],\n",
              " 'SB1899': ['Awara Hoon'],\n",
              " 'SB19': ['Issaqbaazi'],\n",
              " 'SB1900': ['Tere Pyar Mein Dil Deewana'],\n",
              " 'SB1901': ['Sunny Sunny (Remix)'],\n",
              " 'SB1902': ['In Panchion Ko Dekh Kar'],\n",
              " 'SB1903': ['Lovely (Remix)'],\n",
              " 'SB1904': ['Mere Mehboob Tujhe'],\n",
              " 'SB1905': ['Naam Mera Premkali'],\n",
              " 'SB1906': ['Humka Peeni Hai Peeni'],\n",
              " 'SB1907': ['Humka Peeni Hai'],\n",
              " 'SB1908': ['Bye Bye Miss Good Night'],\n",
              " 'SB1909': ['Bana Ke Kyon Bigada Re'],\n",
              " 'SB191': ['Theher Ja'],\n",
              " 'SB1910': ['Mausam Hai Bada Qatil'],\n",
              " 'SB1912': ['Ek Duje Ke Vaaste'],\n",
              " 'SB1913': ['Yeh Joker'],\n",
              " 'SB1914': ['Ae Mohabbat Zindabad'],\n",
              " 'SB1915': ['Daiyya Maiyya'],\n",
              " 'SB1916': ['Yaad Mein Teri'],\n",
              " 'SB1917': ['Hum To Dil Chahen Tumhara'],\n",
              " 'SB1918': ['Tumsa Koi Pyaara'],\n",
              " 'SB1919': ['Diwani Tum Jawanon Ki'],\n",
              " 'SB192': ['Boond Boond'],\n",
              " 'SB1920': ['Vadiya'],\n",
              " 'SB1921': ['Sukh Karta (Ganpati Aarti)'],\n",
              " 'SB1922': ['O Sathiya'],\n",
              " 'SB1923': ['Chuee Muee'],\n",
              " 'SB1924': ['Flip Your Collar Back'],\n",
              " 'SB1925': ['In Kadmon Ke Neeche'],\n",
              " 'SB1926': ['Mahek Bhi'],\n",
              " 'SB1927': ['Dance Basanti (Remix)'],\n",
              " 'SB1928': ['Do Dilon Ke'],\n",
              " 'SB1929': ['Mere Angne Mein'],\n",
              " 'SB193': ['Adhura Lafz'],\n",
              " 'SB1930': ['Raat Ko Neend Aati Nahi'],\n",
              " 'SB1931': ['Saiyyan'],\n",
              " 'SB1932': ['Mere Ghulam Tera'],\n",
              " 'SB1934': ['Sharma Ke Ye Kyon Sab Pardanashi'],\n",
              " 'SB1935': ['Pyar Ko Ho Jane Do'],\n",
              " 'SB1938': ['Main Hoon Deewana Tera'],\n",
              " 'SB1939': ['Kaun Hai Woh'],\n",
              " 'SB194': ['Trippy Trippy'],\n",
              " 'SB1940': ['Raju Chacha'],\n",
              " 'SB1941': ['Ankhon Se Tune Yeh Kya'],\n",
              " 'SB1942': ['Tik Tuk'],\n",
              " 'SB1943': ['Yunhi Kat Jaayega'],\n",
              " 'SB1944': ['Ali Maula'],\n",
              " 'SB1945': ['Yaara Yaara'],\n",
              " 'SB1946': ['Kahin Se Aayi Rani \\x96 Kahin Se Aaya Raja'],\n",
              " 'SB1947': ['Khuda Nigheban Ho'],\n",
              " 'SB1948': ['Dhoop Ke Makaan Sa'],\n",
              " 'SB1949': ['Chheda Mera Dil Ne Tarana'],\n",
              " 'SB195': ['Tukur Tukur'],\n",
              " 'SB1950': ['Beliya'],\n",
              " 'SB1951': ['Mahi'],\n",
              " 'SB1952': ['Aisa Deewana'],\n",
              " 'SB1953': ['Har Har Gange'],\n",
              " 'SB1955': ['Saawan Mein Lag Gayi Aag'],\n",
              " 'SB1956': ['Dhoom Dhaam'],\n",
              " 'SB1957': ['Aayi Re Aayi Re Khushi'],\n",
              " 'SB1958': ['Mera Jahan'],\n",
              " 'SB1959': ['Let It Be'],\n",
              " 'SB196': ['Teri Khair Mangdi'],\n",
              " 'SB1960': ['Dua'],\n",
              " 'SB1961': ['Badlapur'],\n",
              " 'SB1962': ['Jab Chaye Tera Jadoo'],\n",
              " 'SB1963': ['Gulon Mein Rang Bhare'],\n",
              " 'SB1964': ['Main Hi Main Hoon'],\n",
              " 'SB1965': ['Yaad Teri Yaad'],\n",
              " 'SB1966': ['Shabe Firaq'],\n",
              " 'SB1967': ['Andaz Mera Mastana'],\n",
              " 'SB1968': ['Pyaar Kar'],\n",
              " 'SB1969': ['Right Now (Remix)'],\n",
              " 'SB197': ['Pinga'],\n",
              " 'SB1970': ['Aao Na'],\n",
              " 'SB1971': ['Tere Pyar Mein Dildar'],\n",
              " 'SB1972': ['Hai Isi Men Pyar Ki Abroo'],\n",
              " 'SB1973': ['Jhelum'],\n",
              " 'SB1974': ['Yaad Aayee'],\n",
              " 'SB1975': ['Yaari Yaari'],\n",
              " 'SB1976': ['Hai Jaana Hai Jaana'],\n",
              " 'SB1977': ['F.U.N. Fun Funaa'],\n",
              " 'SB1978': ['Muh Meetha Kara De'],\n",
              " 'SB198': ['Haanikaarak'],\n",
              " 'SB1980': ['Mera Karma Tu'],\n",
              " 'SB1981': ['Jumme Kie Raat Hai (Remix)'],\n",
              " 'SB1982': ['Poore Chand'],\n",
              " 'SB1983': ['Janeman Ek Nazar Dekh Le'],\n",
              " 'SB1984': ['O Maa Tujhe Salaam'],\n",
              " 'SB1986': ['Aaja Mahiya'],\n",
              " 'SB1987': ['O Haseena Zulfonwale Jane Jahan'],\n",
              " 'SB1988': ['Mora Gora Ang Laile'],\n",
              " 'SB1989': ['Rangreza'],\n",
              " 'SB199': ['Tere Thumke Sapna Chaudhary'],\n",
              " 'SB1990': ['Sunny Sunny (Remix)'],\n",
              " 'SB1991': ['Koshampa'],\n",
              " 'SB1992': ['Sweety'],\n",
              " 'SB1993': ['Sheher Mein'],\n",
              " 'SB1994': ['Mujhpe Har Haseena'],\n",
              " 'SB1995': ['Mitra'],\n",
              " 'SB1996': ['Insaaf Ki Dagar Pe Bachchon Dikhaao Chal Ke'],\n",
              " 'SB1997': ['Tu Hi Tu'],\n",
              " 'SB1998': ['No. 1 Punjabi'],\n",
              " 'SB1999': ['Jeeley Yeh Lamhe'],\n",
              " 'SB2': ['Apna Time Aayega'],\n",
              " 'SB20': ['Mere Naam Tu'],\n",
              " 'SB200': ['Badnaamiyan'],\n",
              " 'SB2001': ['Alvida'],\n",
              " 'SB2002': ['Bachalo Bachalo'],\n",
              " 'SB2003': ['Tujhpe Fida'],\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qHzbvGH2VGgB",
        "colab_type": "code",
        "outputId": "d3f8490f-b91c-4b66-eeea-9f4a1925bcc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# test the dictionary\n",
        "sng_dict['SB1']"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Coca Cola']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ueW0v5_NVIJy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def similar_songs(v, n = 6):\n",
        "    \n",
        "    # extract most similar song for the input vector\n",
        "    ms = model.similar_by_vector(v, topn= n+1)[1:]\n",
        "    \n",
        "    # extract name and similarity score of the similar song\n",
        "    new_ms = []\n",
        "    for j in ms:\n",
        "        pair = (sng_dict[j[0]][0], j[1])\n",
        "        new_ms.append(pair)\n",
        "        \n",
        "    return new_ms    "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ztjWr42SVK4b",
        "colab_type": "code",
        "outputId": "682a1b7f-3710-4014-ed4a-5ad6146e607e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123
        }
      },
      "source": [
        "similar_songs(model['SB1'])"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('Ishq Risk', 0.46254196763038635),\n",
              " ('Aap Ka Aana Dil Dhadkana', 0.45787009596824646),\n",
              " ('Tumsa Nahin Dekha', 0.4415229558944702),\n",
              " ('Naina', 0.43524202704429626),\n",
              " ('Dil Jaane Jigar Tujhpe Nisar Kiya Hai', 0.42863205075263977),\n",
              " ('Mein Chali Mein Chali', 0.42630237340927124)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    }
  ]
}