Raga_Identification.ipynb

{
  "metadata": {
    "kernelspec": {
      "language": "python",
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.10.13",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "kaggle": {
      "accelerator": "none",
      "dataSources": [
        {
          "sourceId": 2029267,
          "sourceType": "datasetVersion",
          "datasetId": 815421
        }
      ],
      "dockerImageVersionId": 30646,
      "isInternetEnabled": true,
      "language": "python",
      "sourceType": "notebook",
      "isGpuEnabled": false
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat_minor": 0,
  "nbformat": 4,
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Use relevant features for Raga Identification**"
      ],
      "metadata": {
        "id": "RizZDEYr8yjR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Importing Libraries and downloading data"
      ],
      "metadata": {
        "id": "q6ch09h689S7"
      }
    },
    {
      "source": [
        "import os\n",
        "import sys\n",
        "from tempfile import NamedTemporaryFile\n",
        "from urllib.request import urlopen\n",
        "from urllib.parse import unquote, urlparse\n",
        "from urllib.error import HTTPError\n",
        "from zipfile import ZipFile\n",
        "import tarfile\n",
        "import shutil\n",
        "\n",
        "CHUNK_SIZE = 40960\n",
        "DATA_SOURCE_MAPPING = 'indian-music-raga:https%3A%2F%2Fstorage.googleapis.com%2Fkaggle-data-sets%2F815421%2F2029267%2Fbundle%2Farchive.zip%3FX-Goog-Algorithm%3DGOOG4-RSA-SHA256%26X-Goog-Credential%3Dgcp-kaggle-com%2540kaggle-161607.iam.gserviceaccount.com%252F20240204%252Fauto%252Fstorage%252Fgoog4_request%26X-Goog-Date%3D20240204T215410Z%26X-Goog-Expires%3D259200%26X-Goog-SignedHeaders%3Dhost%26X-Goog-Signature%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'\n",
        "\n",
        "KAGGLE_INPUT_PATH='/kaggle/input'\n",
        "KAGGLE_WORKING_PATH='/kaggle/working'\n",
        "KAGGLE_SYMLINK='kaggle'\n",
        "\n",
        "!umount /kaggle/input/ 2> /dev/null\n",
        "shutil.rmtree('/kaggle/input', ignore_errors=True)\n",
        "os.makedirs(KAGGLE_INPUT_PATH, 0o777, exist_ok=True)\n",
        "os.makedirs(KAGGLE_WORKING_PATH, 0o777, exist_ok=True)\n",
        "\n",
        "try:\n",
        "  os.symlink(KAGGLE_INPUT_PATH, os.path.join(\"..\", 'input'), target_is_directory=True)\n",
        "except FileExistsError:\n",
        "  pass\n",
        "try:\n",
        "  os.symlink(KAGGLE_WORKING_PATH, os.path.join(\"..\", 'working'), target_is_directory=True)\n",
        "except FileExistsError:\n",
        "  pass\n",
        "\n",
        "for data_source_mapping in DATA_SOURCE_MAPPING.split(','):\n",
        "    directory, download_url_encoded = data_source_mapping.split(':')\n",
        "    download_url = unquote(download_url_encoded)\n",
        "    filename = urlparse(download_url).path\n",
        "    destination_path = os.path.join(KAGGLE_INPUT_PATH, directory)\n",
        "    try:\n",
        "        with urlopen(download_url) as fileres, NamedTemporaryFile() as tfile:\n",
        "            total_length = fileres.headers['content-length']\n",
        "            print(f'Downloading {directory}, {total_length} bytes compressed')\n",
        "            dl = 0\n",
        "            data = fileres.read(CHUNK_SIZE)\n",
        "            while len(data) > 0:\n",
        "                dl += len(data)\n",
        "                tfile.write(data)\n",
        "                done = int(50 * dl / int(total_length))\n",
        "                sys.stdout.write(f\"\\r[{'=' * done}{' ' * (50-done)}] {dl} bytes downloaded\")\n",
        "                sys.stdout.flush()\n",
        "                data = fileres.read(CHUNK_SIZE)\n",
        "            if filename.endswith('.zip'):\n",
        "              with ZipFile(tfile) as zfile:\n",
        "                zfile.extractall(destination_path)\n",
        "            else:\n",
        "              with tarfile.open(tfile.name) as tarfile:\n",
        "                tarfile.extractall(destination_path)\n",
        "            print(f'\\nDownloaded and uncompressed: {directory}')\n",
        "    except HTTPError as e:\n",
        "        print(f'Failed to load (likely expired) {download_url} to path {destination_path}')\n",
        "        continue\n",
        "    except OSError as e:\n",
        "        print(f'Failed to load {download_url} to path {destination_path}')\n",
        "        continue\n",
        "\n",
        "print('Data source import complete.')\n"
      ],
      "metadata": {
        "id": "GSqJGyZmbnUs",
        "outputId": "9bec0999-a7ca-4295-e5fb-ad034866a313",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "cell_type": "code",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading indian-music-raga, 1000941901 bytes compressed\n",
            "[==================================================] 1000941901 bytes downloaded\n",
            "Downloaded and uncompressed: indian-music-raga\n",
            "Data source import complete.\n"
          ]
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import os\n",
        "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
        "    for filename in filenames:\n",
        "        print(os.path.join(dirname, filename))"
      ],
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "execution": {
          "iopub.status.busy": "2024-02-03T16:24:17.668716Z",
          "iopub.execute_input": "2024-02-03T16:24:17.670006Z",
          "iopub.status.idle": "2024-02-03T16:24:18.923964Z",
          "shell.execute_reply.started": "2024-02-03T16:24:17.669958Z",
          "shell.execute_reply": "2024-02-03T16:24:18.922685Z"
        },
        "trusted": true,
        "id": "618o7w2ibnUt",
        "outputId": "4e8db3c5-34dd-48bf-c18f-777b394e19c7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/kaggle/input/indian-music-raga/asavari27.wav\n",
            "/kaggle/input/indian-music-raga/yaman02.wav\n",
            "/kaggle/input/indian-music-raga/Bhairavi03.wav\n",
            "/kaggle/input/indian-music-raga/yaman24.wav\n",
            "/kaggle/input/indian-music-raga/DKanada04.wav\n",
            "/kaggle/input/indian-music-raga/yaman04.wav\n",
            "/kaggle/input/indian-music-raga/malkauns05.wav\n",
            "/kaggle/input/indian-music-raga/bhoopali21.wav\n",
            "/kaggle/input/indian-music-raga/bageshree31.wav\n",
            "/kaggle/input/indian-music-raga/darbari26.wav\n",
            "/kaggle/input/indian-music-raga/yaman01.wav\n",
            "/kaggle/input/indian-music-raga/bhairavi30.wav\n",
            "/kaggle/input/indian-music-raga/bhairavi27.wav\n",
            "/kaggle/input/indian-music-raga/sarang05.wav\n",
            "/kaggle/input/indian-music-raga/bhoop05.wav\n",
            "/kaggle/input/indian-music-raga/sarang01.wav\n",
            "/kaggle/input/indian-music-raga/yaman03.wav\n",
            "/kaggle/input/indian-music-raga/bhairavi31.wav\n",
            "/kaggle/input/indian-music-raga/asavari05.wav\n",
            "/kaggle/input/indian-music-raga/DKanada05.wav\n",
            "/kaggle/input/indian-music-raga/malkauns02.wav\n",
            "/kaggle/input/indian-music-raga/asavari29.wav\n",
            "/kaggle/input/indian-music-raga/malkauns29.wav\n",
            "/kaggle/input/indian-music-raga/yaman26.wav\n",
            "/kaggle/input/indian-music-raga/bhoop02.wav\n",
            "/kaggle/input/indian-music-raga/yaman27.wav\n",
            "/kaggle/input/indian-music-raga/malkauns03.wav\n",
            "/kaggle/input/indian-music-raga/asavari26.wav\n",
            "/kaggle/input/indian-music-raga/yaman23.wav\n",
            "/kaggle/input/indian-music-raga/bageshree03.wav\n",
            "/kaggle/input/indian-music-raga/bhoopali24.wav\n",
            "/kaggle/input/indian-music-raga/DKanada01.wav\n",
            "/kaggle/input/indian-music-raga/bhoop01.wav\n",
            "/kaggle/input/indian-music-raga/sarang18.wav\n",
            "/kaggle/input/indian-music-raga/asavari28.wav\n",
            "/kaggle/input/indian-music-raga/bageshree25.wav\n",
            "/kaggle/input/indian-music-raga/sarang03.wav\n",
            "/kaggle/input/indian-music-raga/darbari28.wav\n",
            "/kaggle/input/indian-music-raga/bageshree05.wav\n",
            "/kaggle/input/indian-music-raga/malkauns01.wav\n",
            "/kaggle/input/indian-music-raga/DKanada03.wav\n",
            "/kaggle/input/indian-music-raga/sarang19.wav\n",
            "/kaggle/input/indian-music-raga/sarang16.wav\n",
            "/kaggle/input/indian-music-raga/asavari25.wav\n",
            "/kaggle/input/indian-music-raga/bageshree27.wav\n",
            "/kaggle/input/indian-music-raga/Bhairavi01.wav\n",
            "/kaggle/input/indian-music-raga/bageshree02.wav\n",
            "/kaggle/input/indian-music-raga/bageshree28.wav\n",
            "/kaggle/input/indian-music-raga/sarang17.wav\n",
            "/kaggle/input/indian-music-raga/yaman25.wav\n",
            "/kaggle/input/indian-music-raga/malkauns26.wav\n",
            "/kaggle/input/indian-music-raga/bhairavi28.wav\n",
            "/kaggle/input/indian-music-raga/sarang20.wav\n",
            "/kaggle/input/indian-music-raga/bhoop04.wav\n",
            "/kaggle/input/indian-music-raga/malkauns28.wav\n",
            "/kaggle/input/indian-music-raga/Bhairavi05.wav\n",
            "/kaggle/input/indian-music-raga/Bhairavi02.wav\n",
            "/kaggle/input/indian-music-raga/asavari02.wav\n",
            "/kaggle/input/indian-music-raga/malkauns04.wav\n",
            "/kaggle/input/indian-music-raga/malkauns27.wav\n",
            "/kaggle/input/indian-music-raga/asavari01.wav\n",
            "/kaggle/input/indian-music-raga/sarang04.wav\n",
            "/kaggle/input/indian-music-raga/bageshree24.wav\n",
            "/kaggle/input/indian-music-raga/yaman05.wav\n",
            "/kaggle/input/indian-music-raga/bhairavi29.wav\n",
            "/kaggle/input/indian-music-raga/bageshree29.wav\n",
            "/kaggle/input/indian-music-raga/sarang02.wav\n",
            "/kaggle/input/indian-music-raga/darbari30.wav\n",
            "/kaggle/input/indian-music-raga/darbari29.wav\n",
            "/kaggle/input/indian-music-raga/Bhairavi04.wav\n",
            "/kaggle/input/indian-music-raga/malkauns25.wav\n",
            "/kaggle/input/indian-music-raga/bhoopali25.wav\n",
            "/kaggle/input/indian-music-raga/asavari03.wav\n",
            "/kaggle/input/indian-music-raga/bageshree04.wav\n",
            "/kaggle/input/indian-music-raga/asavari04.wav\n",
            "/kaggle/input/indian-music-raga/bageshree01.wav\n",
            "/kaggle/input/indian-music-raga/bhoopali23.wav\n",
            "/kaggle/input/indian-music-raga/darbari27.wav\n",
            "/kaggle/input/indian-music-raga/bhoop03.wav\n",
            "/kaggle/input/indian-music-raga/bageshree30.wav\n",
            "/kaggle/input/indian-music-raga/bhoopali22.wav\n",
            "/kaggle/input/indian-music-raga/DKanada02.wav\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import LabelEncoder"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T16:29:04.779519Z",
          "iopub.execute_input": "2024-02-03T16:29:04.780064Z",
          "iopub.status.idle": "2024-02-03T16:29:05.622142Z",
          "shell.execute_reply.started": "2024-02-03T16:29:04.780037Z",
          "shell.execute_reply": "2024-02-03T16:29:05.620949Z"
        },
        "trusted": true,
        "id": "ULeExBS_bnUt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "le=LabelEncoder()\n",
        "list=[]\n",
        "audio_files=[\"/kaggle/input/indian-music-raga/malkauns04.wav\",\"/kaggle/input/indian-music-raga/yaman02.wav\", \"/kaggle/input/indian-music-raga/malkauns26.wav\", \"/kaggle/input/indian-music-raga/asavari25.wav\", \"/kaggle/input/indian-music-raga/bageshree04.wav\", \"/kaggle/input/indian-music-raga/sarang04.wav\", \"/kaggle/input/indian-music-raga/sarang16.wav\", \"/kaggle/input/indian-music-raga/bageshree29.wav\", \"/kaggle/input/indian-music-raga/bhairavi29.wav\", \"/kaggle/input/indian-music-raga/bhoop03.wav\", \"/kaggle/input/indian-music-raga/asavari26.wav\", \"/kaggle/input/indian-music-raga/Bhairavi01.wav\", \"/kaggle/input/indian-music-raga/yaman01.wav\", \"/kaggle/input/indian-music-raga/bhairavi30.wav\", \"/kaggle/input/indian-music-raga/yaman03.wav\", \"/kaggle/input/indian-music-raga/bhoop02.wav\", \"/kaggle/input/indian-music-raga/yaman27.wav\", \"/kaggle/input/indian-music-raga/bhairavi27.wav\", \"/kaggle/input/indian-music-raga/sarang05.wav\", \"/kaggle/input/indian-music-raga/yaman24.wav\", \"/kaggle/input/indian-music-raga/bhoopali24.wav\", \"/kaggle/input/indian-music-raga/DKanada01.wav\", \"/kaggle/input/indian-music-raga/bhoop04.wav\", \"/kaggle/input/indian-music-raga/bageshree27.wav\", \"/kaggle/input/indian-music-raga/asavari29.wav\", \"/kaggle/input/indian-music-raga/asavari28.wav\", \"/kaggle/input/indian-music-raga/darbari30.wav\", \"/kaggle/input/indian-music-raga/malkauns03.wav\", \"/kaggle/input/indian-music-raga/asavari03.wav\", \"/kaggle/input/indian-music-raga/sarang20.wav\", \"/kaggle/input/indian-music-raga/sarang02.wav\", \"/kaggle/input/indian-music-raga/darbari27.wav\", \"/kaggle/input/indian-music-raga/bageshree28.wav\", \"/kaggle/input/indian-music-raga/malkauns27.wav\", \"/kaggle/input/indian-music-raga/bhoopali22.wav\", \"/kaggle/input/indian-music-raga/malkauns28.wav\", \"/kaggle/input/indian-music-raga/DKanada05.wav\", \"/kaggle/input/indian-music-raga/Bhairavi04.wav\", \"/kaggle/input/indian-music-raga/yaman05.wav\", \"/kaggle/input/indian-music-raga/yaman23.wav\", \"/kaggle/input/indian-music-raga/yaman25.wav\", \"/kaggle/input/indian-music-raga/asavari02.wav\", \"/kaggle/input/indian-music-raga/bhoop01.wav\", \"/kaggle/input/indian-music-raga/bhoopali25.wav\", \"/kaggle/input/indian-music-raga/malkauns02.wav\", \"/kaggle/input/indian-music-raga/bhairavi28.wav\", \"/kaggle/input/indian-music-raga/yaman04.wav\", \"/kaggle/input/indian-music-raga/bageshree31.wav\", \"/kaggle/input/indian-music-raga/malkauns01.wav\", \"/kaggle/input/indian-music-raga/bageshree25.wav\", \"/kaggle/input/indian-music-raga/sarang18.wav\", \"/kaggle/input/indian-music-raga/asavari01.wav\", \"/kaggle/input/indian-music-raga/asavari04.wav\", \"/kaggle/input/indian-music-raga/bhoopali21.wav\", \"/kaggle/input/indian-music-raga/DKanada04.wav\", \"/kaggle/input/indian-music-raga/Bhairavi03.wav\", \"/kaggle/input/indian-music-raga/bageshree24.wav\", \"/kaggle/input/indian-music-raga/bhairavi31.wav\", \"/kaggle/input/indian-music-raga/malkauns29.wav\", \"/kaggle/input/indian-music-raga/bageshree05.wav\", \"/kaggle/input/indian-music-raga/bageshree01.wav\", \"/kaggle/input/indian-music-raga/bhoop05.wav\", \"/kaggle/input/indian-music-raga/bageshree30.wav\", \"/kaggle/input/indian-music-raga/darbari28.wav\", \"/kaggle/input/indian-music-raga/asavari05.wav\", \"/kaggle/input/indian-music-raga/sarang03.wav\", \"/kaggle/input/indian-music-raga/asavari27.wav\", \"/kaggle/input/indian-music-raga/malkauns25.wav\", \"/kaggle/input/indian-music-raga/Bhairavi05.wav\", \"/kaggle/input/indian-music-raga/sarang01.wav\", \"/kaggle/input/indian-music-raga/bhoopali23.wav\", \"/kaggle/input/indian-music-raga/sarang19.wav\", \"/kaggle/input/indian-music-raga/darbari26.wav\", \"/kaggle/input/indian-music-raga/Bhairavi02.wav\", \"/kaggle/input/indian-music-raga/malkauns05.wav\", \"/kaggle/input/indian-music-raga/bageshree02.wav\", \"/kaggle/input/indian-music-raga/sarang17.wav\", \"/kaggle/input/indian-music-raga/bageshree03.wav\", \"/kaggle/input/indian-music-raga/DKanada02.wav\", \"/kaggle/input/indian-music-raga/DKanada03.wav\", \"/kaggle/input/indian-music-raga/yaman26.wav\", \"/kaggle/input/indian-music-raga/darbari29.wav\"]\n",
        "list=le.fit_transform(audio_files)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T16:29:14.253976Z",
          "iopub.execute_input": "2024-02-03T16:29:14.254399Z",
          "iopub.status.idle": "2024-02-03T16:29:14.267035Z",
          "shell.execute_reply.started": "2024-02-03T16:29:14.254349Z",
          "shell.execute_reply": "2024-02-03T16:29:14.265797Z"
        },
        "trusted": true,
        "id": "NElnPjl_bnUt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import audioread\n",
        "import logging\n",
        "import os\n",
        "import random\n",
        "import time\n",
        "import warnings\n",
        "import librosa\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import soundfile as sf\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch.utils.data as data\n",
        "from contextlib import contextmanager\n",
        "from pathlib import Path\n",
        "from typing import Optional\n",
        "from fastprogress import progress_bar\n",
        "from sklearn.metrics import f1_score\n",
        "from torchvision import models"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T16:53:58.296777Z",
          "iopub.execute_input": "2024-02-03T16:53:58.297182Z",
          "iopub.status.idle": "2024-02-03T16:54:04.73393Z",
          "shell.execute_reply.started": "2024-02-03T16:53:58.297155Z",
          "shell.execute_reply": "2024-02-03T16:54:04.732639Z"
        },
        "trusted": true,
        "id": "JHw567MYbnUu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "unique_names=[\"DKanada\", \"Asavari\", \"Bagehsree\", \"Bhairavi\", \"Bhoop\", \"Bhoopali\", \"Darbari\", \"Alkauns\", \"Sarang\", \"Yaman\"]"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:37.23205Z",
          "iopub.execute_input": "2024-02-03T17:11:37.232512Z",
          "iopub.status.idle": "2024-02-03T17:11:37.237986Z",
          "shell.execute_reply.started": "2024-02-03T17:11:37.232482Z",
          "shell.execute_reply": "2024-02-03T17:11:37.236907Z"
        },
        "trusted": true,
        "id": "rR6ZTEDobnUu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "label_encoder = LabelEncoder()\n",
        "encoded_labels = label_encoder.fit_transform(unique_names)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:40.188665Z",
          "iopub.execute_input": "2024-02-03T17:11:40.189445Z",
          "iopub.status.idle": "2024-02-03T17:11:40.195147Z",
          "shell.execute_reply.started": "2024-02-03T17:11:40.189396Z",
          "shell.execute_reply": "2024-02-03T17:11:40.193979Z"
        },
        "trusted": true,
        "id": "9AfPhRBmbnUu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "RAGA_CODE= dict(zip(unique_names,encoded_labels))"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:41.483901Z",
          "iopub.execute_input": "2024-02-03T17:11:41.485067Z",
          "iopub.status.idle": "2024-02-03T17:11:41.49005Z",
          "shell.execute_reply.started": "2024-02-03T17:11:41.485023Z",
          "shell.execute_reply": "2024-02-03T17:11:41.489276Z"
        },
        "trusted": true,
        "id": "_xzalavKbnUu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "INV_RAGA_CODE={v: k for k, v in RAGA_CODE.items()}"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:42.036979Z",
          "iopub.execute_input": "2024-02-03T17:11:42.038041Z",
          "iopub.status.idle": "2024-02-03T17:11:42.043038Z",
          "shell.execute_reply.started": "2024-02-03T17:11:42.037972Z",
          "shell.execute_reply": "2024-02-03T17:11:42.041879Z"
        },
        "trusted": true,
        "id": "fuJeu-WXbnUv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data Processing"
      ],
      "metadata": {
        "id": "lCs-MmVu9rox"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import librosa\n",
        "import librosa.display\n",
        "import IPython.display as ipd\n",
        "import numpy as np\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout, Activation\n",
        "from keras.optimizers import Adam\n",
        "from keras.utils import to_categorical\n",
        "from sklearn.preprocessing import LabelEncoder"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:43.754342Z",
          "iopub.execute_input": "2024-02-03T17:11:43.754729Z",
          "iopub.status.idle": "2024-02-03T17:11:43.762758Z",
          "shell.execute_reply.started": "2024-02-03T17:11:43.754702Z",
          "shell.execute_reply": "2024-02-03T17:11:43.761457Z"
        },
        "trusted": true,
        "id": "vJfNchyMbnUv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def features_extractor(file):\n",
        "  audio, sample_rate = librosa.load(file)\n",
        "  mfccs = librosa.feature.mfcc(y=audio, sr=sample_rate,n_mfcc= 40);\n",
        "  mfccs_scaled_features = np.mean(mfccs.T, axis=0)\n",
        "\n",
        "  return mfccs_scaled_features"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:44.82558Z",
          "iopub.execute_input": "2024-02-03T17:11:44.825988Z",
          "iopub.status.idle": "2024-02-03T17:11:44.831241Z",
          "shell.execute_reply.started": "2024-02-03T17:11:44.825957Z",
          "shell.execute_reply": "2024-02-03T17:11:44.830311Z"
        },
        "trusted": true,
        "id": "VuoiFSLJbnUv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "features_list=[]\n",
        "for i in audio_files:\n",
        "    label=(str(i[32:-6])).title()\n",
        "    features_list.append([features_extractor(i),label])"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:11:48.383128Z",
          "iopub.execute_input": "2024-02-03T17:11:48.383942Z",
          "iopub.status.idle": "2024-02-03T17:12:16.586029Z",
          "shell.execute_reply.started": "2024-02-03T17:11:48.383906Z",
          "shell.execute_reply": "2024-02-03T17:12:16.584685Z"
        },
        "trusted": true,
        "id": "8sXmDVOBbnUv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "features_list"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:12:16.588463Z",
          "iopub.execute_input": "2024-02-03T17:12:16.588905Z",
          "iopub.status.idle": "2024-02-03T17:12:16.664756Z",
          "shell.execute_reply.started": "2024-02-03T17:12:16.58887Z",
          "shell.execute_reply": "2024-02-03T17:12:16.663601Z"
        },
        "trusted": true,
        "id": "i7pNGYFGbnUv",
        "outputId": "95259191-723e-4744-9e5c-8c1d46214f9b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[array([-2.0158595e+02,  1.5732413e+02, -5.0954742e+01, -1.3381189e+00,\n",
              "         -5.2214656e+00,  2.5660619e-02, -3.2708450e+01, -9.7979002e+00,\n",
              "         -1.1511979e+01, -4.1105757e+00,  5.1720381e-01, -7.0761361e+00,\n",
              "          3.4661005e+00,  6.6538920e+00,  3.4325621e+00,  8.0415831e+00,\n",
              "          4.9906049e+00,  3.3219998e+00, -3.8186667e+00, -4.7322288e+00,\n",
              "         -5.0301986e+00, -1.4267447e+00, -1.1028236e+00, -8.1978855e+00,\n",
              "          1.2108908e+00, -1.2918089e-01, -1.6260991e+00,  6.3336554e+00,\n",
              "          3.2547584e+00, -5.0702224e+00,  3.5343361e-01,  7.1537533e+00,\n",
              "         -8.1036747e-01, -1.6583667e+00,  3.2938311e-01, -3.8622882e+00,\n",
              "         -3.3482179e-02, -1.3010518e-01, -1.6659706e+00,  6.3095016e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-2.35489426e+02,  1.87521408e+02, -5.87848816e+01, -2.58163071e+01,\n",
              "          1.21863079e+01, -6.51940012e+00, -2.24739475e+01, -8.36923027e+00,\n",
              "         -7.53815937e+00,  3.58125281e+00,  2.48213005e+00, -3.22271395e+00,\n",
              "          7.82184982e+00,  6.21083736e+00,  4.30848885e+00,  2.95459485e+00,\n",
              "         -2.49653459e+00,  3.72983664e-01,  2.09055930e-01, -2.65810990e+00,\n",
              "         -4.45420504e+00, -3.11340785e+00, -6.35054207e+00, -2.05183172e+00,\n",
              "          3.16751099e+00, -7.43184042e+00, -3.20955205e+00,  8.59901309e-01,\n",
              "         -2.67146754e+00, -1.03539266e-01,  3.91593719e+00,  8.38559055e+00,\n",
              "          5.87619352e+00,  2.09448767e+00, -1.36501893e-01,  1.38511682e+00,\n",
              "         -3.58495021e+00, -3.36591341e-02,  5.66138887e+00,  4.02336264e+00],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.4085541e+02,  7.3094574e+01, -5.8470564e+00,  2.8104563e+01,\n",
              "         -8.2834139e+00,  1.7625052e+00,  4.0459652e+00, -8.4848166e-01,\n",
              "          5.2699333e-01,  5.0897536e+00, -5.0781174e+00, -1.5979583e+00,\n",
              "         -9.9363995e+00,  7.1459670e+00, -1.1719549e+01, -2.9292529e+00,\n",
              "         -1.9576592e+00,  9.2019005e+00,  1.5081364e+01,  2.0443222e+01,\n",
              "          1.5713442e+01,  7.9473438e+00,  1.2401335e+00,  2.5543187e+00,\n",
              "          1.7670068e+00,  8.0586672e+00, -4.6211061e+00, -2.2225949e-01,\n",
              "          6.2201983e-01, -2.5420740e-01, -1.3903803e+00, -3.7643404e+00,\n",
              "         -9.8479853e+00, -3.0093932e+00, -1.9768175e+00,  3.3754959e+00,\n",
              "          1.3357557e+00,  7.8185601e+00,  7.0441580e+00,  3.5947437e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-2.9742203e+02,  5.8901947e+01, -9.9813900e+00,  3.3196007e+01,\n",
              "         -1.1051299e+01,  8.7124090e+00,  2.1229446e+00, -9.6541822e-01,\n",
              "          2.1982520e+00,  6.8739624e+00, -4.4236140e+00, -5.2863445e+00,\n",
              "         -1.0938737e+01,  6.6528869e+00, -8.9977236e+00,  1.8448454e-01,\n",
              "         -2.2751918e+00,  4.0407920e+00,  5.0393162e+00,  7.6008520e+00,\n",
              "          3.7751186e-01,  7.6979816e-02,  1.8802319e+00,  2.3376732e+00,\n",
              "          5.7525301e+00,  9.7546329e+00, -1.3050404e+00,  6.0587163e+00,\n",
              "          2.1559260e+00,  4.1874866e+00,  5.7246699e+00,  4.6481109e+00,\n",
              "          4.1518077e-02,  3.6031594e+00,  1.1086154e+00,  2.9521227e+00,\n",
              "          1.4153748e+00,  2.5807390e+00, -1.5546583e-01,  1.0709479e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-213.21152   ,  163.44122   ,  -45.60164   ,  -18.607985  ,\n",
              "          -15.92673   ,    1.614281  ,  -17.298532  ,   -8.308084  ,\n",
              "          -10.664027  ,    0.45800295,    6.8382854 ,   -6.8810368 ,\n",
              "            5.6014814 ,    6.856248  ,    1.3799887 ,    4.841011  ,\n",
              "            6.706252  ,    2.5444424 ,   -3.4438953 ,   -4.7207785 ,\n",
              "           -5.549186  ,   -0.968853  ,   -4.954685  ,   -8.604895  ,\n",
              "           -0.4799742 ,    0.5021405 ,   -3.4081812 ,    3.826389  ,\n",
              "            1.3468964 ,   -6.6888824 ,    0.6220124 ,    7.8230543 ,\n",
              "            1.1071466 ,    1.4084904 ,    0.8481121 ,   -2.5462143 ,\n",
              "            0.5256219 ,   -1.3828193 ,   -4.043413  ,    3.8882332 ],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-224.45493   ,  171.0072    ,  -32.517273  ,  -19.878483  ,\n",
              "           -1.847708  ,   -0.93719757,  -24.453299  ,   -9.764166  ,\n",
              "           -9.447243  ,    4.9796977 ,   -1.0967295 ,   -8.120585  ,\n",
              "            0.83483535,    2.9499073 ,    1.5550356 ,    4.585639  ,\n",
              "           -5.521421  ,    3.2413719 ,   -3.6058922 ,   -3.991361  ,\n",
              "           -0.72774166,   -2.7670097 ,   -7.675569  ,    0.6980909 ,\n",
              "            3.15023   ,   -4.8677697 ,   -3.059102  ,   -2.6839774 ,\n",
              "           -5.2305007 ,   -0.55786   ,    3.9356523 ,    6.09347   ,\n",
              "            5.6793585 ,    3.1843507 ,   -1.2843902 ,   -0.38567695,\n",
              "           -3.856796  ,   -3.982329  ,   -1.5427809 ,    0.28373757],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.1867633e+02,  5.7207775e+01, -6.7035689e+00,  2.4338497e+01,\n",
              "         -8.9996719e+00,  8.5386858e+00,  4.9480057e+00, -3.6350317e+00,\n",
              "          2.5914683e+00,  9.9234791e+00, -1.1794643e+00, -4.9003263e+00,\n",
              "         -1.1681710e+01,  6.4641299e+00,  9.3897098e-01,  8.0946198e+00,\n",
              "          8.9754744e+00,  7.5484066e+00, -2.5011918e-01,  2.1819673e+00,\n",
              "         -3.1120837e+00,  4.1099110e+00,  7.4592352e+00,  5.7313948e+00,\n",
              "          2.7171591e-01,  4.8268795e+00, -6.6239247e+00,  4.1775827e+00,\n",
              "          1.0954216e+00,  3.0369914e+00,  1.1510348e+01,  1.0833610e+01,\n",
              "          9.5539618e+00,  7.8115377e+00, -2.7605722e+00,  1.6929138e+00,\n",
              "         -5.9837198e+00, -2.4573555e+00, -9.9976480e-01,  1.6444434e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.0651221e+02,  5.8706375e+01, -1.1974256e+01,  4.0821369e+01,\n",
              "         -9.6279688e+00,  8.3423185e+00, -1.9582673e+00,  1.5332863e+00,\n",
              "          1.7283811e-01,  7.3357353e+00, -1.7683728e+00, -5.3977427e+00,\n",
              "         -7.1116233e+00,  8.6360817e+00, -8.1277180e+00, -2.6084225e+00,\n",
              "         -4.2772159e-01,  2.3216376e-01,  4.3799076e+00,  1.0478061e+01,\n",
              "          6.4540672e+00,  7.9555449e+00,  4.9883986e+00,  5.1107821e+00,\n",
              "         -2.2960973e+00,  4.7689939e+00, -5.9126997e+00,  2.8142395e+00,\n",
              "          5.5457764e+00,  1.3571323e+00,  1.9684809e+00,  1.6855035e+00,\n",
              "         -1.2635329e+00,  6.1181464e+00,  3.1266909e+00,  2.9875879e+00,\n",
              "          2.3925239e-01,  6.7160902e+00,  1.9513729e+00,  2.3906004e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-2.9553186e+02,  5.3276772e+01, -1.3070413e+01,  4.7408833e+01,\n",
              "         -6.2770395e+00, -3.1739209e+00,  3.5551577e+00,  3.6491768e+00,\n",
              "          1.1271061e-01,  4.9016767e+00, -3.7717042e+00, -5.8395920e+00,\n",
              "         -8.2236805e+00,  4.8867035e+00, -5.9419637e+00, -1.4406239e+00,\n",
              "          1.5529174e+00,  1.1197368e+00,  5.3260845e-01,  3.8507464e+00,\n",
              "         -4.5839629e+00,  9.2289127e-02,  3.7051659e+00,  8.1240931e+00,\n",
              "          7.8409290e+00,  1.4281577e+01, -7.2626218e-02,  6.0478864e+00,\n",
              "          2.3679967e+00,  1.8815008e+00,  5.9033370e+00,  4.0304828e+00,\n",
              "          1.2608851e+00,  3.5657096e+00,  9.2367113e-01,  5.7864075e+00,\n",
              "         -9.9680543e-01,  3.1277485e+00, -2.2351687e+00,  2.7692115e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.07041199e+02,  1.65344101e+02, -3.50912933e+01, -3.75381827e-01,\n",
              "         -2.70713329e+00, -3.52393508e-01, -2.01705208e+01, -9.02373505e+00,\n",
              "         -2.21188011e+01, -2.69196010e+00,  4.11685991e+00, -4.33532143e+00,\n",
              "          2.13662338e+00,  6.25585938e+00,  6.11194277e+00,  7.47810030e+00,\n",
              "         -7.24744129e+00,  3.15682173e+00, -1.52096093e+00, -3.35791349e+00,\n",
              "         -2.46690917e+00, -5.24869061e+00, -8.14930153e+00,  3.40926498e-01,\n",
              "          4.39572096e+00, -5.88839865e+00, -5.83537388e+00, -1.61509037e+00,\n",
              "         -3.80055881e+00,  6.95417449e-03,  2.54589558e+00, -1.16985254e-01,\n",
              "         -9.38837886e-01,  1.57567993e-01, -2.28585407e-01, -3.28865170e+00,\n",
              "         -4.13968229e+00, -3.54257345e+00,  6.80813134e-01,  4.37307835e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoop'],\n",
              " [array([-5.0527515e+02,  7.4131355e+01, -2.4652026e+00,  3.2586754e+01,\n",
              "         -1.4299287e+00,  1.1470281e+01, -4.7985401e-02,  3.7810779e+00,\n",
              "          5.7249670e+00,  1.0188365e+01, -1.0018536e+00, -6.9287090e+00,\n",
              "         -1.7992249e+00,  7.1490765e+00, -8.7509880e+00,  4.5448747e+00,\n",
              "          2.1075902e+00,  8.2898245e+00,  8.2579126e+00,  9.5320597e+00,\n",
              "          3.2265558e+00,  3.6228611e+00,  1.2486635e-01,  3.6264136e+00,\n",
              "          3.4330356e+00,  8.7379026e+00,  1.7718022e+00,  4.2646985e+00,\n",
              "          3.8659019e+00,  2.0437140e+00,  6.2637696e+00,  4.4678555e+00,\n",
              "          4.7429678e-01,  4.3478084e+00, -6.2275451e-01,  5.3830099e+00,\n",
              "         -7.6080936e-01,  4.8718629e+00,  1.7790056e+00,  3.3590150e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-1.08064240e+02,  1.54717194e+02, -3.74673729e+01, -1.07418859e+00,\n",
              "         -4.63118172e+00,  8.10901928e+00, -1.01556940e+01,  3.44143963e+00,\n",
              "         -1.73606186e+01,  6.84628153e+00,  5.69145298e+00, -1.54747982e+01,\n",
              "         -6.37757540e+00,  1.41152823e+00, -4.15663242e+00, -5.85225880e-01,\n",
              "         -1.23900759e+00, -6.85925961e+00, -1.26016655e+01, -2.09635901e+00,\n",
              "          5.94623148e-01, -9.19280499e-02, -7.54395103e+00, -5.45656300e+00,\n",
              "          1.73805028e-01, -5.29887962e+00, -3.11224961e+00, -4.31160164e+00,\n",
              "         -6.75840712e+00, -4.06137037e+00, -3.53012800e+00, -4.44705248e+00,\n",
              "         -3.60030389e+00,  3.71419370e-01, -4.04821539e+00, -2.21899724e+00,\n",
              "         -2.71665788e+00, -3.11578989e+00, -3.42917013e+00, -9.97700930e-01],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.6200766e+02,  1.7307710e+02, -4.5602718e+01, -1.4729859e+01,\n",
              "          6.9550610e+00, -2.7236152e+00, -2.4958471e+01, -7.7486625e+00,\n",
              "         -1.3918725e+00,  7.2244682e+00,  3.8760908e+00, -2.2186756e+00,\n",
              "          8.8295517e+00,  9.0577221e+00,  6.0585012e+00,  5.1594124e+00,\n",
              "         -2.0116534e+00,  2.0738258e+00, -3.4160841e+00, -4.5742512e+00,\n",
              "         -3.3837631e+00, -3.6869388e+00, -4.0548182e+00,  8.7938714e-01,\n",
              "          5.5694866e+00, -6.1001754e+00, -2.9973598e+00,  1.9202191e+00,\n",
              "         -1.2243358e+00,  2.0349228e-01,  4.1671557e+00,  8.3797140e+00,\n",
              "          5.2479095e+00,  1.2086674e-01, -6.2031233e-01,  2.9805007e+00,\n",
              "         -3.9411955e+00, -1.2367804e+00,  5.2484617e+00,  4.9802856e+00],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.0913300e+02,  5.7597168e+01, -1.0053303e+01,  4.5392250e+01,\n",
              "         -2.3067431e+00, -3.1384485e+00,  4.6069388e+00,  3.3002748e+00,\n",
              "         -2.6130256e-01,  6.6346684e+00, -3.5655396e+00, -5.7616796e+00,\n",
              "         -7.4096599e+00,  5.6539936e+00, -4.9407110e+00, -9.9026078e-01,\n",
              "          3.4933677e-01, -4.3637040e-01, -1.8083477e+00,  2.3355219e+00,\n",
              "         -4.9862123e+00,  7.6377881e-01,  5.0165706e+00,  9.1229877e+00,\n",
              "          8.2251968e+00,  1.4514256e+01, -5.7121688e-01,  6.7621069e+00,\n",
              "          3.0110795e+00,  2.7399080e+00,  7.4199715e+00,  3.3852053e+00,\n",
              "          1.2826389e+00,  3.9656994e+00,  2.6818445e-01,  5.5270696e+00,\n",
              "         -1.3779519e+00,  1.9477268e+00, -2.4968414e+00,  1.8927650e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-232.88164   ,  181.09706   ,  -64.46329   ,  -32.33379   ,\n",
              "           11.929039  ,   -4.7594404 ,  -21.092066  ,   -9.698452  ,\n",
              "           -6.209744  ,    5.5496616 ,    3.5910943 ,   -3.2679164 ,\n",
              "            4.986901  ,    4.0376873 ,    3.2677906 ,    1.2207415 ,\n",
              "           -2.979829  ,    0.28317243,   -2.0139713 ,   -2.7100594 ,\n",
              "           -0.9659287 ,   -2.5943162 ,   -5.2900615 ,    0.23339052,\n",
              "            3.3438892 ,   -4.5855913 ,   -2.1004326 ,    2.0672956 ,\n",
              "           -1.3867188 ,   -1.3139107 ,    3.2210486 ,    7.1671658 ,\n",
              "            5.351958  ,    2.75617   ,   -0.35511506,    0.29173654,\n",
              "           -4.4269633 ,   -1.7783478 ,    4.9830866 ,    3.9046173 ],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.3295590e+02,  1.3837978e+02, -2.8679243e+01, -1.6795750e+01,\n",
              "         -2.5912621e+00,  1.4671836e+00, -2.1890425e+01, -3.0692506e-01,\n",
              "         -1.7779234e+01,  1.0029842e-01,  1.1264997e+01, -5.3860974e+00,\n",
              "          3.1182870e-01,  5.4109230e+00, -8.4421128e-01, -1.7233152e+00,\n",
              "         -9.1629515e+00,  7.9665148e-01, -9.5307121e+00, -5.5618172e+00,\n",
              "         -1.2997462e+00, -4.5406146e+00, -5.5177302e+00, -8.9057291e-01,\n",
              "          3.0775056e+00, -1.2108356e+00, -1.6359339e+00, -6.4038295e-01,\n",
              "         -2.3697450e+00, -2.6831136e+00,  1.5890390e+00, -1.8230847e+00,\n",
              "         -1.5958552e+00,  3.7461045e-01, -2.6625037e+00, -2.0610399e+00,\n",
              "         -3.4087855e-01,  3.1481585e-01,  3.3027830e+00,  4.9824462e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoop'],\n",
              " [array([-2.9337762e+02,  5.7678905e+01, -6.2522039e+00,  4.9338314e+01,\n",
              "         -7.2858658e+00, -1.3998768e-01,  1.8383288e+00, -3.3777568e-01,\n",
              "         -1.9004003e+00,  8.4131298e+00, -1.3804784e+00, -5.0958281e+00,\n",
              "         -1.0055963e+01,  5.8225722e+00, -7.3425484e+00, -3.5127923e+00,\n",
              "         -1.2580330e+00,  2.0499590e-01, -1.8973193e+00,  6.6666713e+00,\n",
              "         -6.0157766e+00,  4.7886354e-01, -1.8743907e+00, -1.9616956e+00,\n",
              "          4.4521346e+00,  1.3224610e+01,  5.1544781e+00,  1.6109179e+01,\n",
              "          5.7887850e+00,  4.0062170e+00,  7.8389535e+00,  4.1660914e+00,\n",
              "          5.9283381e+00,  3.6628344e+00, -1.2521125e+00,  3.2075193e+00,\n",
              "         -1.1035612e+00,  5.2278190e+00,  4.2596677e-01,  1.6663164e+00],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.0189032e+02,  5.9064137e+01, -1.5363579e+01,  4.7298065e+01,\n",
              "         -5.1035619e+00, -2.5947344e+00,  4.3658423e+00,  1.3954718e+00,\n",
              "          6.9084489e-01,  7.2271967e+00, -5.0806603e+00, -6.1992912e+00,\n",
              "         -8.3322926e+00,  5.9144816e+00, -6.0475712e+00, -5.4118448e-01,\n",
              "          1.3982265e-01, -1.0897603e+00, -1.2915884e+00,  2.2180215e-01,\n",
              "         -5.1019812e+00,  6.3786858e-01,  6.0302677e+00,  1.0729022e+01,\n",
              "          9.2434759e+00,  1.3327424e+01, -1.2851658e+00,  6.0758181e+00,\n",
              "          3.5733106e+00,  2.8810081e+00,  7.1065912e+00,  3.2347922e+00,\n",
              "          1.0976501e+00,  4.3881292e+00,  1.2928746e+00,  5.2527552e+00,\n",
              "         -1.3907421e+00,  2.4120352e+00, -2.7045918e+00,  1.2994385e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.0404869e+02,  1.6937744e+02, -3.8896561e+01,  6.3925400e+00,\n",
              "          8.6412781e-01,  2.3852465e+00, -1.8914238e+01, -9.0666065e+00,\n",
              "         -1.6479830e+01,  2.5098193e+00, -4.3737941e+00, -5.2411342e+00,\n",
              "          2.0056274e+00,  1.9785689e+00,  2.1093850e+00,  1.0766418e+01,\n",
              "         -3.1743147e+00,  6.3021111e+00,  7.8493088e-02, -1.7847278e+00,\n",
              "         -4.6570870e-01, -4.3600354e+00, -6.7951536e+00,  1.6553764e+00,\n",
              "          1.0207376e+00, -5.1903663e+00, -6.6841569e+00, -1.3088050e+00,\n",
              "         -5.2259812e+00,  2.2351553e+00,  4.4290366e+00,  5.9214578e+00,\n",
              "          4.5516367e+00,  6.1807108e-01, -1.3666351e+00,  1.8386081e+00,\n",
              "         -4.3689871e+00, -3.5643950e+00, -5.6860083e-01, -4.1716692e-01],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-2.79967285e+02,  5.21061363e+01, -1.03328161e+01,  4.80924263e+01,\n",
              "         -8.79276562e+00,  6.76824033e-01,  9.87675115e-02,  1.46075237e+00,\n",
              "         -2.37765980e+00,  7.88962603e+00, -1.44065106e+00, -6.05422592e+00,\n",
              "         -9.80787754e+00,  6.57790995e+00, -6.99507189e+00, -3.25138307e+00,\n",
              "         -6.21034265e-01,  2.92469835e+00, -4.90174800e-01,  5.05186272e+00,\n",
              "         -5.95921707e+00, -1.18092574e-01,  1.21428227e+00,  4.16919088e+00,\n",
              "          9.24353313e+00,  1.69263000e+01,  3.03404260e+00,  1.10389032e+01,\n",
              "          4.91800356e+00,  3.12548137e+00,  9.05932140e+00,  3.05923343e+00,\n",
              "          2.75019932e+00,  2.40229917e+00, -2.24087834e+00,  5.83362865e+00,\n",
              "          8.56958508e-01,  5.06219912e+00, -1.90107763e+00, -9.16631043e-01],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.1514368e+02,  6.6071999e+01, -4.7878861e+00,  3.2005299e+01,\n",
              "         -4.3385477e+00,  1.0635778e+01,  2.1985468e-01, -2.5442328e+00,\n",
              "         -1.9781685e-01,  1.4185815e+01,  3.4465489e-01, -4.4429555e+00,\n",
              "         -6.6109200e+00,  9.5984526e+00, -2.3005471e+00, -3.7275045e+00,\n",
              "          1.1367226e+00, -1.6282675e+00, -6.1723512e-01,  5.6052356e+00,\n",
              "         -2.7387068e+00,  2.7791328e+00,  1.3433673e+00,  1.5338280e+00,\n",
              "         -6.2377602e-01,  7.7762537e+00, -2.2700036e+00,  9.1425524e+00,\n",
              "          2.5033698e+00,  1.6090862e-01, -5.3381610e-01,  1.4076343e+00,\n",
              "          5.7811370e+00,  7.8943052e+00,  4.8389993e+00,  7.7732058e+00,\n",
              "          1.3921100e-02,  1.4774264e+00, -3.7810214e+00,  1.7241760e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoopali'],\n",
              " [array([-9.8179420e+01,  1.5851721e+02, -5.5662529e+01, -5.7998706e-02,\n",
              "         -5.2727156e+00, -9.7956429e+00, -2.3727880e+01, -1.1772315e+01,\n",
              "         -2.6168760e+01, -2.8411314e+00, -2.1365433e+00, -1.0177410e+01,\n",
              "          8.7371130e+00,  8.6693323e-01, -3.0958321e+00,  2.1912580e+00,\n",
              "         -5.7158346e+00,  1.9533179e+00, -1.0883438e+01, -7.9124508e+00,\n",
              "          3.5246247e-01, -4.3788791e+00, -1.3212653e+01, -4.1143665e+00,\n",
              "         -3.9618665e-01, -6.0753627e+00, -5.6238542e+00, -6.0136547e+00,\n",
              "         -1.3863891e+00, -2.5860937e+00, -2.4211781e+00,  3.3959084e+00,\n",
              "          4.9900918e+00,  1.1131310e+00, -2.4689410e+00,  2.3488474e+00,\n",
              "         -2.7277706e+00, -1.7935790e-01,  1.1838663e+00,  9.9975872e-01],\n",
              "        dtype=float32),\n",
              "  'Dkanada'],\n",
              " [array([-2.29104813e+02,  1.69886398e+02, -3.67372093e+01, -1.31974304e+00,\n",
              "         -3.32257056e+00,  1.36419868e+00, -1.86110382e+01, -7.12331200e+00,\n",
              "         -2.15039597e+01,  3.68929982e-01,  4.21308279e+00, -6.99854898e+00,\n",
              "          3.23636889e+00,  6.77290344e+00,  6.88041162e+00,  7.74361467e+00,\n",
              "         -6.41846037e+00,  3.80563974e+00, -2.66596413e+00, -2.78797126e+00,\n",
              "         -2.28790164e+00, -2.22743106e+00, -4.13530445e+00, -3.18065739e+00,\n",
              "          1.82177534e-03, -6.85829306e+00, -3.91884732e+00, -6.49308622e-01,\n",
              "         -5.13288641e+00, -3.00920963e+00,  2.74263334e+00,  1.79149652e+00,\n",
              "          2.53336644e+00, -2.63977975e-01, -1.07760715e+00, -8.35857540e-02,\n",
              "         -4.14074993e+00, -2.32114816e+00, -1.18543126e-01,  2.49123883e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoop'],\n",
              " [array([-3.21292664e+02,  6.96275864e+01, -9.36543465e+00,  4.00318642e+01,\n",
              "         -8.82440853e+00,  5.49176121e+00,  2.42580438e+00, -8.57248008e-02,\n",
              "          1.22740376e+00,  7.41798496e+00, -1.29424632e+00, -4.67114973e+00,\n",
              "         -5.84222221e+00,  5.67356920e+00, -9.33210468e+00, -1.75377643e+00,\n",
              "         -2.71095014e+00,  1.77021813e+00,  2.98618698e+00,  1.10741005e+01,\n",
              "          6.15194702e+00,  7.91063833e+00,  4.41766644e+00,  1.64367151e+00,\n",
              "         -4.09727430e+00,  2.45448112e+00, -6.35297966e+00,  3.85150647e+00,\n",
              "          6.84381294e+00,  5.16012788e-01,  4.10380316e+00,  2.20045853e+00,\n",
              "          1.77915478e+00,  6.92079687e+00,  1.80737674e+00,  3.05860591e+00,\n",
              "          9.75716889e-01,  7.45642042e+00,  1.52611434e+00,  1.56854522e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-3.2898999e+02,  6.9123314e+01, -4.8859501e+00,  3.2812500e+01,\n",
              "         -3.8819051e+00,  8.7508287e+00,  1.5172162e+00,  1.4965843e-01,\n",
              "          1.6198581e+00,  1.1109229e+01, -3.1954613e+00, -6.2133965e+00,\n",
              "         -5.3293028e+00,  4.4360304e+00, -7.3479595e+00, -3.1209757e+00,\n",
              "         -2.6900158e+00,  7.4014717e-01,  6.8313110e-01,  8.7158384e+00,\n",
              "          3.5449147e-01,  2.8081493e+00,  1.2833513e+00,  2.1139214e+00,\n",
              "          1.5447580e+00,  1.0125718e+01,  1.2858891e+00,  8.4893265e+00,\n",
              "          3.6440220e+00,  8.2834852e-01,  5.9600558e+00,  4.3495679e+00,\n",
              "          2.8641024e+00,  4.6814871e+00, -3.9474300e-01,  5.0950599e+00,\n",
              "         -3.7603220e-01,  2.9098439e+00, -3.8334951e-01,  3.6711335e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-3.2898993e+02,  6.9123466e+01, -4.8859882e+00,  3.2812450e+01,\n",
              "         -3.8820543e+00,  8.7508001e+00,  1.5173224e+00,  1.4950182e-01,\n",
              "          1.6202532e+00,  1.1108798e+01, -3.1951904e+00, -6.2137165e+00,\n",
              "         -5.3289571e+00,  4.4357700e+00, -7.3480678e+00, -3.1209373e+00,\n",
              "         -2.6899395e+00,  7.4031669e-01,  6.8304431e-01,  8.7158232e+00,\n",
              "          3.5435426e-01,  2.8082271e+00,  1.2833210e+00,  2.1139574e+00,\n",
              "          1.5445504e+00,  1.0125897e+01,  1.2858393e+00,  8.4895239e+00,\n",
              "          3.6438127e+00,  8.2879561e-01,  5.9595957e+00,  4.3498731e+00,\n",
              "          2.8636849e+00,  4.6821451e+00, -3.9513901e-01,  5.0953193e+00,\n",
              "         -3.7642863e-01,  2.9099686e+00, -3.8354832e-01,  3.6713481e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-3.00684540e+02,  6.09022560e+01, -7.31032658e+00,  2.85195656e+01,\n",
              "         -8.26805019e+00,  7.15729141e+00,  3.25784206e+00, -1.67325771e+00,\n",
              "          8.89068305e-01,  1.24463825e+01,  7.03366637e-01, -5.39416981e+00,\n",
              "         -7.73509073e+00,  5.37347364e+00, -5.96610785e+00, -6.74317896e-01,\n",
              "         -4.22237206e+00,  2.10119438e+00,  2.42317581e+00,  1.18686123e+01,\n",
              "          3.48199177e+00,  5.74288082e+00,  5.21849632e+00,  1.68486047e+00,\n",
              "          5.16330624e+00,  7.65640593e+00, -3.12722850e+00,  3.25299358e+00,\n",
              "         -1.43427753e+00,  1.22319221e+00,  6.27720881e+00, -1.37812531e+00,\n",
              "          1.57449216e-01,  1.72565174e+00, -2.21468115e+00,  6.87605047e+00,\n",
              "          1.29921091e+00,  7.38314390e+00,  4.41579056e+00,  5.50895739e+00],\n",
              "        dtype=float32),\n",
              "  'Darbari'],\n",
              " [array([-1.9962756e+02,  1.5992374e+02, -4.8576710e+01, -1.0103763e+01,\n",
              "         -1.3310195e+00, -5.8325658e+00, -3.4192398e+01, -7.6249819e+00,\n",
              "         -9.3093834e+00, -2.0603774e+00, -1.8727061e-01, -3.9869373e+00,\n",
              "          1.7401841e+00,  6.8703494e+00,  4.1292191e+00,  7.4205351e+00,\n",
              "          3.8138926e+00,  6.8333111e+00, -1.7284961e+00, -5.0065989e+00,\n",
              "         -4.3215370e+00, -1.4411176e+00, -4.1192617e+00, -9.3737144e+00,\n",
              "          8.3883691e-01, -2.4561288e+00, -3.6965117e-01,  7.1791067e+00,\n",
              "          2.3321407e+00, -5.9527073e+00, -5.7432085e-01,  6.0785227e+00,\n",
              "         -2.0179224e+00, -1.4269921e+00, -1.3779758e+00, -3.3309617e+00,\n",
              "          6.5189469e-01,  1.0950691e+00, -8.4060639e-01,  6.1486712e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-153.04445   ,  160.78078   ,  -56.40703   ,  -13.586543  ,\n",
              "          -24.516611  ,   -6.650308  ,  -20.030415  ,   -9.596585  ,\n",
              "          -25.439169  ,  -13.792628  ,    9.19914   ,  -21.47065   ,\n",
              "          -19.218071  ,  -13.093786  ,   -0.67438823,  -12.192365  ,\n",
              "          -20.340576  ,   -7.601945  ,  -16.27387   ,  -13.08661   ,\n",
              "           -6.612525  ,  -11.260828  ,   -8.960317  ,    2.515134  ,\n",
              "            1.235689  ,   -7.071557  ,   -8.490596  ,   -6.0438733 ,\n",
              "           -4.8325434 ,   -2.3074129 ,    3.0702467 ,    2.0254364 ,\n",
              "            0.5145443 ,   -0.913901  ,   -0.9862803 ,   -0.2967087 ,\n",
              "           -1.3684801 ,    0.7920561 ,    3.0878713 ,    3.7147481 ],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-3.16128571e+02,  5.61585464e+01, -5.85907269e+00,  2.57182159e+01,\n",
              "         -9.26389408e+00,  1.03115635e+01,  5.40838575e+00, -3.19707543e-01,\n",
              "          2.44234610e+00,  1.03732100e+01,  8.85842204e-01, -5.06267977e+00,\n",
              "         -1.15398293e+01,  7.46099949e+00,  2.97271085e+00,  1.00115957e+01,\n",
              "          7.01989079e+00,  7.93881655e+00, -9.06532183e-02,  4.32463932e+00,\n",
              "         -1.50838888e+00,  3.49747252e+00,  8.07212162e+00,  6.32504463e+00,\n",
              "         -3.39879543e-01,  4.40120602e+00, -6.19028091e+00,  3.51226449e+00,\n",
              "          3.03601670e+00,  3.20146871e+00,  1.16986990e+01,  1.04376764e+01,\n",
              "          9.12938690e+00,  8.55663395e+00, -2.96244764e+00,  2.07212734e+00,\n",
              "         -5.73497486e+00, -1.59877264e+00, -9.76179004e-01,  3.34503174e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-2.3861836e+02,  1.8061246e+02, -3.8693359e+01, -2.2958460e+01,\n",
              "          2.5869098e+00, -5.6045771e+00, -2.2849035e+01, -7.1538243e+00,\n",
              "         -7.6684656e+00,  4.0251508e+00,  1.2901598e+00, -7.3218589e+00,\n",
              "          8.9581829e-01,  2.4844763e+00,  2.4082565e+00,  4.5031104e+00,\n",
              "         -4.4159417e+00,  2.2405493e+00, -2.1500876e+00, -6.1632471e+00,\n",
              "          4.2514357e-01, -3.1037905e+00, -6.7080350e+00,  6.3297957e-01,\n",
              "          3.7945044e+00, -4.2499876e+00, -3.6761642e+00, -2.1375108e+00,\n",
              "         -4.0110979e+00, -1.8912266e-01,  4.5806389e+00,  6.2767186e+00,\n",
              "          6.3329124e+00,  2.8086023e+00, -5.5185336e-01, -5.6608353e-02,\n",
              "         -3.0571141e+00, -3.7538593e+00, -1.5586348e+00, -6.0645241e-02],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.0682114e+02,  6.0075699e+01, -7.8163486e+00,  2.6126717e+01,\n",
              "         -5.8380699e+00,  7.6140513e+00,  2.0553420e+00, -1.1789045e+00,\n",
              "          7.0586048e-02,  1.2985147e+01,  1.4486222e-01, -6.1857629e+00,\n",
              "         -8.8061008e+00,  7.0975699e+00, -4.2408319e+00, -2.3201907e+00,\n",
              "         -4.6262231e+00,  9.1888011e-01,  2.8631678e+00,  1.0739267e+01,\n",
              "          2.1735861e+00,  5.1730680e+00,  5.2033672e+00,  2.0020459e+00,\n",
              "          4.5306816e+00,  8.4885635e+00, -1.1247650e+00,  3.6997116e+00,\n",
              "         -5.2917492e-01,  2.6139361e-01,  4.4243469e+00, -6.9704242e-02,\n",
              "         -6.1024737e-01,  6.5767300e-01, -2.8872077e+00,  6.0027533e+00,\n",
              "          6.7251456e-01,  8.5963202e+00,  3.4932816e+00,  6.6495075e+00],\n",
              "        dtype=float32),\n",
              "  'Darbari'],\n",
              " [array([-3.3241779e+02,  7.0255608e+01, -6.4924979e+00,  3.8715340e+01,\n",
              "         -6.3502831e+00,  6.4060287e+00,  1.5514683e+00,  1.6427954e+00,\n",
              "          6.4348292e-01,  7.8088794e+00, -1.1911899e+00, -5.8832431e+00,\n",
              "         -4.5128169e+00,  6.0523443e+00, -9.3968410e+00, -4.7962099e-01,\n",
              "         -3.6016378e+00,  1.1920569e+00,  4.1674795e+00,  9.3727016e+00,\n",
              "          6.5244203e+00,  7.8019919e+00,  3.2900357e+00,  3.3347213e+00,\n",
              "         -3.0757918e+00,  3.9987075e+00, -5.0475492e+00,  3.3357375e+00,\n",
              "          5.6330042e+00, -1.7580254e-01,  3.7624023e+00,  1.3546275e+00,\n",
              "          1.6196152e+00,  6.0002847e+00,  2.0229108e+00,  4.4143119e+00,\n",
              "          9.5998305e-01,  7.1209950e+00,  2.1159515e+00,  3.0054240e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-3.2530563e+02,  7.2839462e+01, -1.0287330e+01,  2.5704613e+01,\n",
              "         -8.7521067e+00,  4.9323645e+00,  3.4715621e+00, -4.0902510e-01,\n",
              "         -4.2677790e-01,  8.1910477e+00, -3.1851864e+00, -3.8097589e+00,\n",
              "         -9.2099800e+00,  6.6390953e+00, -1.3236010e+01, -1.4493301e+00,\n",
              "         -1.6656903e+00,  4.1834216e+00,  1.1633128e+01,  1.4854264e+01,\n",
              "          1.0432984e+01,  6.7194467e+00,  3.3449485e+00,  5.1609268e+00,\n",
              "          4.4859552e+00,  1.0444882e+01, -5.3385777e+00,  2.6330876e-01,\n",
              "          2.2732441e+00,  3.1773474e+00,  1.4669126e+00, -4.6396184e+00,\n",
              "         -1.0619306e+01, -2.6956439e+00, -8.3277649e-01,  3.7989268e+00,\n",
              "          6.7465490e-01,  6.4972801e+00,  4.5075526e+00,  2.1435831e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-3.05733124e+02,  6.21829834e+01, -8.71017456e+00,  3.03759670e+01,\n",
              "         -6.84127378e+00,  1.04349232e+01,  5.48405707e-01, -3.26776934e+00,\n",
              "         -3.77744529e-03,  1.49696245e+01, -8.68552208e-01, -6.00090885e+00,\n",
              "         -6.63306904e+00,  9.04602146e+00, -1.96637392e+00, -1.83703578e+00,\n",
              "          8.00227702e-01,  1.23125541e+00,  3.62218976e+00,  6.72160053e+00,\n",
              "         -1.95192838e+00,  2.68266368e+00,  1.86625755e+00,  2.68505573e+00,\n",
              "          2.81847382e+00,  8.37740993e+00, -5.84154463e+00,  6.04029751e+00,\n",
              "          1.33481133e+00,  6.21333551e+00,  9.56641769e+00,  5.21284723e+00,\n",
              "          4.23042727e+00,  1.90667593e+00, -2.12115574e+00,  2.98990226e+00,\n",
              "          1.76657629e+00,  7.14867306e+00,  2.06571078e+00, -5.60089946e-02],\n",
              "        dtype=float32),\n",
              "  'Bhoopali'],\n",
              " [array([-3.1656699e+02,  8.5087593e+01, -1.1111762e+01,  2.8309124e+01,\n",
              "          2.2367842e+00,  1.1254485e+01,  5.1427736e+00, -6.0549423e-02,\n",
              "          2.3381251e-01,  1.1768795e+01, -1.4302684e+00, -6.5510831e+00,\n",
              "         -3.9054050e+00,  8.6225739e+00, -4.9247494e+00,  1.5269393e+00,\n",
              "         -2.4360001e+00, -5.5503092e+00, -2.7406554e+00, -1.0907261e+00,\n",
              "          6.5880674e-01,  9.4496508e+00,  1.6340317e+01,  1.9287348e+01,\n",
              "          8.9289265e+00,  9.9135818e+00, -5.9744124e+00,  1.9311137e+00,\n",
              "          7.1786466e+00,  6.3335438e+00,  2.0581968e+00, -3.4306471e+00,\n",
              "         -5.0312924e+00,  3.6801350e+00,  2.5474131e+00,  7.1289033e-01,\n",
              "         -5.6435189e+00, -1.5313358e+00, -1.9178385e+00, -3.3186957e-01],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-1.0854707e+02,  1.5620320e+02, -5.0843121e+01,  6.0988741e+00,\n",
              "         -1.1575644e+00, -1.2922857e+01, -2.5225901e+01, -1.2004025e+01,\n",
              "         -2.4342682e+01, -1.9836123e+00, -1.2930472e+00, -6.6171384e+00,\n",
              "          1.0600472e+01, -1.0081080e+00, -3.8771598e+00,  1.8199093e+00,\n",
              "         -3.2455151e+00,  1.9538131e+00, -1.0225830e+01, -6.6822133e+00,\n",
              "          1.5538964e-01, -4.4972992e+00, -9.5967426e+00,  1.4095536e+00,\n",
              "          3.7929480e+00, -1.0088451e+01, -1.1472686e+01, -7.7575154e+00,\n",
              "         -5.2606044e+00, -2.0941505e+00, -2.5829089e+00,  1.8215586e+00,\n",
              "          1.2617668e+00,  2.6196566e+00, -1.2198584e+00,  4.6428094e+00,\n",
              "         -1.4104251e+00, -1.7489532e+00,  1.7189758e+00, -1.9042468e-01],\n",
              "        dtype=float32),\n",
              "  'Dkanada'],\n",
              " [array([-111.852806  ,  152.58675   ,  -40.848248  ,   -0.28452167,\n",
              "           -1.7873772 ,    6.3018126 ,  -16.626905  ,    1.1746649 ,\n",
              "          -17.039673  ,    5.8899317 ,    4.005303  ,  -15.345044  ,\n",
              "           -1.6095737 ,    1.4225274 ,   -5.0824194 ,   -1.691486  ,\n",
              "           -0.55214924,   -8.30152   ,  -11.109854  ,   -3.2789133 ,\n",
              "           -2.9772952 ,    0.23680657,   -7.661821  ,   -5.5424557 ,\n",
              "            2.9768345 ,   -1.1421794 ,   -2.7253075 ,   -5.045653  ,\n",
              "          -10.248561  ,   -2.9157128 ,   -1.2855678 ,   -5.1934347 ,\n",
              "           -2.9760873 ,    0.28556585,   -4.289947  ,   -4.2432003 ,\n",
              "           -2.2417781 ,   -1.9160367 ,   -3.4627411 ,   -3.6850185 ],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.7191431e+02,  1.6935435e+02, -3.9737156e+01, -3.5446213e+01,\n",
              "          4.9214540e+00,  3.3135996e+00, -7.6829424e+00, -3.2124527e+00,\n",
              "          6.7039287e-01,  7.8728471e+00,  3.3803334e+00,  1.8080555e-01,\n",
              "          3.2946730e+00,  1.7367706e-01,  4.1673889e+00,  5.6615567e-01,\n",
              "         -4.8815274e+00,  3.9955083e-01, -7.7671905e+00, -8.2186069e+00,\n",
              "          1.2175992e-02, -9.2524391e-01, -3.8995306e+00,  3.6839871e+00,\n",
              "          6.3395944e+00, -3.5956507e+00, -3.9559610e+00, -4.2725477e+00,\n",
              "         -5.2771502e+00, -8.9458013e-01,  1.7180517e+00,  5.0126519e+00,\n",
              "          7.7545371e+00,  4.6701446e+00, -4.8152161e-01, -1.3852988e-01,\n",
              "         -2.5329902e+00, -4.2589366e-01,  6.9955959e+00,  5.6529822e+00],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-2.84942322e+02,  5.20797958e+01, -8.42945385e+00,  4.73876266e+01,\n",
              "         -9.14035797e+00,  7.30173230e-01,  9.19344544e-01,  1.82353222e+00,\n",
              "         -2.06289887e+00,  7.24379396e+00, -5.36268711e-01, -5.70968580e+00,\n",
              "         -9.84402561e+00,  5.78168201e+00, -6.47387409e+00, -2.68962812e+00,\n",
              "         -2.64575809e-01,  3.28633690e+00, -3.54363918e-01,  4.96940470e+00,\n",
              "         -6.11752987e+00, -5.92148423e-01,  1.79140103e+00,  4.68439484e+00,\n",
              "          9.58557320e+00,  1.67051849e+01,  2.34788299e+00,  1.10300045e+01,\n",
              "          5.39359951e+00,  2.87505674e+00,  8.75140285e+00,  2.56837177e+00,\n",
              "          2.60994530e+00,  2.75304174e+00, -1.34986091e+00,  6.36013603e+00,\n",
              "          1.55937600e+00,  4.45300531e+00, -3.23013067e+00, -9.25921679e-01],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-282.9733    ,   54.454556  ,   -9.027343  ,   47.74774   ,\n",
              "           -8.977093  ,    2.1281238 ,    1.6903803 ,    0.6940684 ,\n",
              "           -1.5105329 ,    7.234807  ,   -1.0825605 ,   -5.3127003 ,\n",
              "          -10.146961  ,    6.329461  ,   -7.394278  ,   -2.7142975 ,\n",
              "           -1.261536  ,    2.106616  ,   -0.7798629 ,    4.5283475 ,\n",
              "           -5.875614  ,    0.64024025,    1.1711366 ,    3.863299  ,\n",
              "            8.701238  ,   14.677466  ,    2.27042   ,   10.979549  ,\n",
              "            4.2607465 ,    3.6386533 ,    9.22016   ,    2.5452793 ,\n",
              "            1.9254286 ,    1.9147685 ,   -2.1953547 ,    5.219284  ,\n",
              "            0.7307575 ,    4.409026  ,   -2.698734  ,   -0.28823623],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-153.04445   ,  160.78076   ,  -56.407013  ,  -13.586548  ,\n",
              "          -24.516602  ,   -6.6503253 ,  -20.030382  ,   -9.596622  ,\n",
              "          -25.439125  ,  -13.792664  ,    9.199186  ,  -21.470676  ,\n",
              "          -19.218052  ,  -13.093801  ,   -0.67436624,  -12.192391  ,\n",
              "          -20.340557  ,   -7.6019726 ,  -16.273842  ,  -13.086612  ,\n",
              "           -6.6125402 ,  -11.260805  ,   -8.960342  ,    2.5151608 ,\n",
              "            1.2356588 ,   -7.0715227 ,   -8.490621  ,   -6.0438523 ,\n",
              "           -4.8325706 ,   -2.3073795 ,    3.070209  ,    2.025462  ,\n",
              "            0.5145271 ,   -0.91389734,   -0.9862831 ,   -0.29671174,\n",
              "           -1.3684497 ,    0.79201365,    3.087904  ,    3.7147665 ],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-3.9875906e+02,  1.6609106e+02, -5.2579758e+01, -2.0483984e+01,\n",
              "          2.5603201e+00, -9.6971483e+00, -1.3130644e+01, -8.8880482e+00,\n",
              "         -2.6674724e+00,  2.5571907e+00,  9.5092106e-01, -5.5792179e+00,\n",
              "          4.3480668e+00,  9.1064653e+00,  3.8201525e+00,  1.8335246e+00,\n",
              "         -4.3485224e-01,  3.4549687e+00, -6.7745894e-01, -4.3613462e+00,\n",
              "          1.4022769e+00, -3.9950621e-01, -5.7809105e+00, -3.0972451e-01,\n",
              "          3.8618214e+00, -5.4130263e+00, -5.5716238e+00, -3.1496146e+00,\n",
              "         -7.2793336e+00, -2.8517168e+00,  3.6744440e-01,  3.2364490e+00,\n",
              "          6.1754985e+00,  1.0252169e+00,  4.7212353e-01,  2.4705591e+00,\n",
              "         -3.2492602e+00, -1.2500685e+00,  4.7429719e+00,  3.4457691e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoop'],\n",
              " [array([-3.0949637e+02,  6.9884613e+01, -6.3524208e+00,  3.2754589e+01,\n",
              "         -5.3665247e+00,  9.1295385e+00,  2.3771687e+00, -4.5330429e+00,\n",
              "          2.3305469e+00,  1.2245031e+01, -1.5463825e+00, -3.1860332e+00,\n",
              "         -5.8001232e+00,  9.5301199e+00, -3.3910105e-01, -2.2642040e+00,\n",
              "          1.0882812e+00, -3.2200532e+00, -4.0178747e+00,  7.4511290e+00,\n",
              "         -3.6475606e+00,  3.7328539e+00,  3.1384265e+00,  6.6900927e-01,\n",
              "          4.6775144e-02,  4.9240227e+00, -3.3471851e+00,  7.4333367e+00,\n",
              "          6.0514936e+00,  4.2199426e+00, -1.0558460e+00,  4.5590881e-02,\n",
              "          6.6890121e-01,  6.6489000e+00,  3.0723457e+00,  7.2179065e+00,\n",
              "          3.0536125e+00,  6.7624574e+00,  9.1562405e-02, -2.0142133e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoopali'],\n",
              " [array([-1.9727484e+02,  1.5613925e+02, -4.4896687e+01, -9.6301069e+00,\n",
              "         -6.5301285e+00, -4.8610210e-02, -3.2698357e+01, -5.1374469e+00,\n",
              "         -1.1473993e+01, -5.4192376e+00, -1.9373436e+00, -4.4647222e+00,\n",
              "          3.8849056e+00,  6.9522290e+00,  3.8800015e+00,  4.9306979e+00,\n",
              "          3.5642781e+00,  3.2271655e+00, -2.9542186e+00, -5.0757318e+00,\n",
              "         -3.0923858e+00, -1.3071121e+00, -2.3125372e+00, -8.8233128e+00,\n",
              "         -2.8946093e-01, -1.4401815e+00, -3.1979887e+00,  5.8312302e+00,\n",
              "          1.9004735e+00, -5.4853001e+00,  4.4632325e-01,  6.0771241e+00,\n",
              "         -1.8034732e+00, -9.8172599e-01, -8.8467246e-01, -4.6281743e+00,\n",
              "         -1.3705028e+00, -3.0189696e-01, -7.3821932e-01,  7.7875824e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-3.0326346e+02,  5.6317879e+01, -1.4054402e+01,  4.6777554e+01,\n",
              "         -4.8608851e+00, -3.4290950e+00,  2.7482047e+00,  4.1146975e+00,\n",
              "         -1.8803032e-01,  5.7165427e+00, -3.7104146e+00, -6.7155280e+00,\n",
              "         -8.2737637e+00,  5.9071875e+00, -6.8538604e+00,  8.1486732e-01,\n",
              "          8.2413095e-01,  1.7183464e+00,  1.4271618e+00,  1.7366983e+00,\n",
              "         -3.8851609e+00,  8.0502503e-02,  3.7558875e+00,  1.0019985e+01,\n",
              "          7.9293175e+00,  1.3417087e+01, -6.3131833e-01,  4.6321640e+00,\n",
              "          3.5509646e+00,  2.3902183e+00,  6.1511483e+00,  4.0239158e+00,\n",
              "          5.9140253e-01,  4.3049674e+00,  1.7998741e+00,  6.1366577e+00,\n",
              "         -7.5947338e-01,  2.5490382e+00, -2.7671659e+00,  1.9186771e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.8535873e+02,  1.7241345e+02, -3.2816311e+01, -3.5543243e+01,\n",
              "          4.5222025e+00,  3.9065905e+00, -7.7912798e+00, -2.8373077e+00,\n",
              "         -1.2617764e+00,  8.0897465e+00,  4.6973333e+00, -8.6410201e-01,\n",
              "          2.6763611e+00,  1.1762161e+00,  4.9425464e+00, -1.0257307e+00,\n",
              "         -6.0132608e+00, -8.9009070e-01, -7.7267079e+00, -8.0436983e+00,\n",
              "         -7.5072491e-01,  1.3738269e-01, -3.1537781e+00,  3.0121317e+00,\n",
              "          5.7757001e+00, -2.5642149e+00, -2.0265377e+00, -6.0497227e+00,\n",
              "         -6.6914697e+00, -1.5536231e+00,  1.7509307e+00,  6.1770229e+00,\n",
              "          6.5261712e+00,  3.5248249e+00, -1.6736089e-01,  2.0250540e+00,\n",
              "         -2.7188733e+00, -2.6073515e+00,  4.6943345e+00,  2.5798228e+00],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-2.9192590e+02,  6.0007874e+01, -1.7169521e+01,  4.2805965e+01,\n",
              "         -7.5171347e+00,  2.2336171e+00, -1.0825763e+00, -9.3716210e-01,\n",
              "          1.1131506e+00,  1.0429795e+01, -3.0746202e+00, -4.7110691e+00,\n",
              "         -6.1572666e+00,  6.3704906e+00, -3.5149195e+00, -5.9853859e+00,\n",
              "         -1.6039078e-01, -3.5883026e+00, -2.8088810e-02,  6.3475742e+00,\n",
              "          5.7130489e+00,  9.6428699e+00,  8.1982880e+00,  8.7298059e+00,\n",
              "         -1.5515521e+00,  6.7230062e+00, -5.7231417e+00,  7.4506712e-01,\n",
              "          1.7818791e+00,  3.3525789e-01,  2.6640244e+00,  5.0003300e+00,\n",
              "         -1.7847465e+00,  3.1063945e+00,  1.8400396e+00,  3.3654165e+00,\n",
              "          3.3529535e-01,  3.2451785e+00,  2.1516833e+00,  7.7316322e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-2.1016469e+02,  1.6664398e+02, -4.3462906e+01, -1.3884114e+01,\n",
              "         -6.9684587e+00, -5.0442257e+00, -2.4247915e+01, -4.9918885e+00,\n",
              "         -9.2500381e+00, -4.3706331e+00,  8.3983755e-01, -6.1413364e+00,\n",
              "          5.1267314e+00,  6.6214128e+00,  4.0277295e+00,  5.7932940e+00,\n",
              "          3.0603046e+00,  1.2283257e+00, -2.7896283e+00, -2.5978475e+00,\n",
              "         -2.6638951e+00, -1.7143613e+00, -5.2894421e+00, -7.5588083e+00,\n",
              "          6.4870024e-01,  1.6282684e-01, -2.2663858e+00,  3.1816497e+00,\n",
              "          1.4275143e+00, -5.2543597e+00,  1.8262234e+00,  7.1444035e+00,\n",
              "         -2.8553183e+00, -2.6474481e+00, -7.4704313e-01, -2.1768389e+00,\n",
              "         -9.5463574e-02,  1.2595996e-01, -2.2576170e+00,  6.8505669e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-164.01997   ,  107.0937    ,  -68.94583   ,   12.792235  ,\n",
              "          -32.52778   ,  -11.861975  ,  -23.073217  ,  -13.805243  ,\n",
              "          -14.461043  ,  -28.201904  ,  -20.077509  ,  -13.30593   ,\n",
              "           -2.9488873 ,  -16.412584  ,   -8.901781  ,  -10.85607   ,\n",
              "           -9.31979   ,   -8.132234  ,  -15.3008585 ,   -8.923051  ,\n",
              "           -5.706889  ,   -3.909528  ,   -4.8348603 ,    1.4832487 ,\n",
              "            0.4862088 ,   -0.32163605,    5.133492  ,   -0.19458227,\n",
              "           -5.964631  ,    0.8837502 ,    4.0435777 ,   -8.367842  ,\n",
              "           -6.477086  ,   -0.59369814,   -5.3057075 ,   -3.997742  ,\n",
              "            2.6267352 ,    5.3831    ,   -2.7736762 ,   -6.654489  ],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-3.0810483e+02,  5.6602764e+01, -6.7597413e+00,  2.5076296e+01,\n",
              "         -1.1582755e+01,  9.6637163e+00,  5.4350748e+00, -1.4205540e+00,\n",
              "          1.6572635e+00,  8.9927177e+00, -4.2451498e-01, -6.7800627e+00,\n",
              "         -1.0174545e+01,  7.0840507e+00,  6.4442061e-02,  8.5635338e+00,\n",
              "          8.4251852e+00,  9.1031713e+00, -6.7399877e-01,  2.6496475e+00,\n",
              "         -3.4284029e+00,  3.5645084e+00,  7.2388911e+00,  6.7203002e+00,\n",
              "          2.7787203e-01,  5.5290666e+00, -6.4525719e+00,  2.6458271e+00,\n",
              "          2.6852918e+00,  9.0589327e-01,  1.3765498e+01,  1.1885004e+01,\n",
              "          1.1517545e+01,  9.1959095e+00, -3.3205752e+00,  2.7745609e+00,\n",
              "         -7.2732573e+00, -1.6981003e+00, -2.4767280e+00,  3.0482173e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-92.34655  , 161.61327  , -73.48248  ,   4.8910017, -47.139194 ,\n",
              "          -6.7291865, -31.945726 , -27.507864 , -31.878706 , -24.219002 ,\n",
              "          -6.775172 , -21.239538 ,  -3.20851  , -14.992587 ,   0.682496 ,\n",
              "          -8.473909 , -21.500202 ,  -9.9012   , -18.66158  , -16.09844  ,\n",
              "         -11.904521 , -13.500144 , -16.688702 ,  -4.4719896,   1.5181869,\n",
              "          -8.0492935,  -7.832939 ,  -3.3333561,  -2.9252336,  -1.6286981,\n",
              "          -1.6260434,  -1.5198164,   2.5135458,  -1.7779706,  -1.3033806,\n",
              "           1.9867923,  -7.3332577,  -4.1735225,   4.0908904,   6.1521044],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-1.56833435e+02,  1.61871155e+02, -5.16298676e+01, -1.06047583e+01,\n",
              "         -2.78181896e+01, -1.25322895e+01, -2.28654423e+01, -1.48915138e+01,\n",
              "         -2.65202274e+01, -1.52662745e+01,  4.49887848e+00, -2.05574284e+01,\n",
              "         -1.07260399e+01, -7.16957474e+00,  6.66250736e-02, -5.70502853e+00,\n",
              "         -1.48042603e+01, -4.29904270e+00, -1.41833420e+01, -1.06239929e+01,\n",
              "         -8.52543163e+00, -1.52238550e+01, -7.84165192e+00, -1.93306029e+00,\n",
              "          2.38818908e+00, -3.38547921e+00, -7.62804985e+00,  5.09540915e-01,\n",
              "         -3.82819223e+00, -5.09486008e+00,  1.01764524e+00,  7.80044854e-01,\n",
              "          3.61727953e-01, -2.75489044e+00, -2.22512627e+00,  5.28228223e-01,\n",
              "         -3.04645449e-01,  5.29663026e-01,  2.54692411e+00,  4.77692223e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-2.9036191e+02,  6.9848907e+01, -6.3815489e+00,  3.1536617e+01,\n",
              "         -1.3345932e+00,  9.6982584e+00,  3.3711508e-01, -4.1284966e+00,\n",
              "          1.3738893e-01,  1.2432745e+01, -1.8302335e+00, -4.1487260e+00,\n",
              "         -7.1881771e+00,  9.7357922e+00, -2.5916314e+00, -1.4497437e+00,\n",
              "         -2.5053598e-02, -4.6569872e-01, -1.4147496e+00,  5.4310336e+00,\n",
              "          8.4872735e-01,  3.1081343e+00,  3.9830563e+00,  1.7672237e+00,\n",
              "         -1.2441797e+00,  3.5918179e+00, -5.3224497e+00,  8.8232174e+00,\n",
              "          4.4993129e+00,  6.2797594e+00, -1.2087405e+00, -6.9159478e-01,\n",
              "          2.1699591e+00,  5.7289243e+00,  6.2649550e+00,  5.8163776e+00,\n",
              "          3.7342491e+00,  5.2496386e+00, -6.4366311e-01, -7.0312762e-01],\n",
              "        dtype=float32),\n",
              "  'Bhoopali'],\n",
              " [array([-1.1084287e+02,  1.5392088e+02, -5.5985218e+01,  5.1563540e+00,\n",
              "         -2.8245215e+00, -1.5325784e+01, -2.4450657e+01, -1.0101407e+01,\n",
              "         -2.7192348e+01, -2.4032707e+00, -2.1779602e+00, -7.5764813e+00,\n",
              "          9.2913628e+00, -8.4715360e-01, -4.7242160e+00,  1.9215006e+00,\n",
              "         -3.2599788e+00,  1.7516570e+00, -1.0307133e+01, -6.6059246e+00,\n",
              "          5.5533630e-01, -4.5123172e+00, -1.3310677e+01,  7.1488428e-01,\n",
              "          3.3094800e+00, -8.8416624e+00, -1.1843576e+01, -6.7815232e+00,\n",
              "         -2.6699486e+00, -2.0810368e+00, -1.9019537e+00, -8.4237158e-01,\n",
              "         -1.1926978e+00,  2.8199923e+00, -3.3806119e+00,  4.0279112e+00,\n",
              "         -2.1256378e+00, -1.5565760e-02,  2.1176641e+00,  4.3705004e-01],\n",
              "        dtype=float32),\n",
              "  'Dkanada'],\n",
              " [array([-8.5030014e+01,  1.4935291e+02, -4.6506954e+01,  1.8331522e+00,\n",
              "         -7.7018018e+00,  1.3379824e+01, -1.5086566e+01, -5.2746129e-01,\n",
              "         -1.4002547e+01,  4.2384901e+00,  7.5440425e-01, -1.4820338e+01,\n",
              "         -5.8231254e+00,  2.9222326e+00, -2.2588670e+00, -2.3956690e+00,\n",
              "         -3.9683177e+00, -3.7766774e+00, -1.1619933e+01, -5.1330585e+00,\n",
              "          7.1479040e-01,  6.6069543e-02, -6.0428138e+00, -5.7898932e+00,\n",
              "         -1.4264520e+00, -1.3186481e+00, -3.2936540e+00, -4.9114108e+00,\n",
              "         -7.4322438e+00, -3.9293563e+00, -3.3841519e+00, -5.0641823e+00,\n",
              "         -3.7314744e+00,  1.3813059e-01, -4.7838230e+00, -5.2144217e+00,\n",
              "         -2.1862669e+00, -3.0153759e+00, -5.2148008e+00, -2.3867478e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-1.4887315e+02,  9.5202721e+01, -7.7493279e+01,  2.2741108e+01,\n",
              "         -4.0043243e+01, -1.0348072e+01, -2.5030018e+01, -7.8060822e+00,\n",
              "         -1.6173140e+01, -2.5345173e+01, -1.9869036e+01, -2.1296045e+01,\n",
              "         -8.8414421e+00, -1.6638411e+01, -3.4630611e+00, -1.5151336e+01,\n",
              "         -8.6679230e+00, -1.0428559e+01, -1.9164347e+01, -1.0222380e+01,\n",
              "         -4.3026175e+00,  2.7129664e+00, -5.0285697e+00,  2.2352967e+00,\n",
              "          5.0896621e+00,  1.5463792e+00,  3.9987257e+00,  3.6014128e+00,\n",
              "         -2.8362465e+00, -2.0066431e+00, -1.0308430e-01, -1.0395778e+01,\n",
              "         -6.0760417e+00, -2.6807945e+00, -6.1459050e+00, -3.8251364e+00,\n",
              "          3.4024613e+00,  5.0261011e+00, -1.8268075e+00, -5.9677372e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-2.9250571e+02,  4.3780567e+01, -1.6754089e+01,  4.7642200e+01,\n",
              "         -8.1597214e+00, -1.9616936e-01,  1.5910789e+00,  3.8244288e+00,\n",
              "         -1.9318976e+00,  6.7784839e+00, -1.7021992e+00, -7.0688510e+00,\n",
              "         -6.9692860e+00,  8.6119814e+00, -4.0018368e+00,  1.7396502e-01,\n",
              "         -2.3268619e+00, -2.6130662e+00,  4.1821092e-02,  5.3172770e+00,\n",
              "          3.7602069e+00,  1.2069419e+01,  8.6806326e+00,  8.2141857e+00,\n",
              "         -5.5454518e-03,  5.5679331e+00, -1.3535144e+00,  8.6641760e+00,\n",
              "          5.8770370e+00,  6.1041421e-01,  2.8361633e+00,  4.8375349e+00,\n",
              "          3.5261655e+00,  3.4195704e+00, -4.0968513e+00, -1.3363408e-01,\n",
              "         -4.2533708e+00,  5.3561240e-02, -6.2571816e+00,  2.0381067e+00],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-4.9659045e+02,  7.5197815e+01, -5.9652925e+00,  3.7213593e+01,\n",
              "         -1.2675552e+00,  5.7503476e+00, -1.0559962e+00,  4.3109260e+00,\n",
              "          2.9087442e-01,  8.4753857e+00,  1.5368741e+00, -7.4377956e+00,\n",
              "         -3.2271061e+00,  1.0601817e+01, -6.2338920e+00,  3.1214240e+00,\n",
              "         -3.7591507e+00, -2.6584289e+00, -9.3908254e-03,  7.1578503e+00,\n",
              "          7.3413501e+00,  1.3021779e+01,  9.3595781e+00,  8.6542444e+00,\n",
              "         -2.1494227e-02,  5.4764099e+00, -2.5042322e+00,  7.7683368e+00,\n",
              "          5.3985667e+00, -6.9699097e-01,  2.1288659e-01,  5.0230918e+00,\n",
              "          5.5716805e+00,  8.3907566e+00, -2.0903902e+00,  8.1122559e-01,\n",
              "         -1.8185318e+00,  2.7249796e+00, -2.1228950e+00,  4.7953323e-01],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-1.9499284e+02,  1.3276698e+02, -4.8539112e+01,  2.5664613e+00,\n",
              "          1.3568277e+00,  2.0254438e+00, -5.3727918e+00,  3.6884422e+00,\n",
              "         -3.1718483e+00,  6.5093856e+00,  3.0913723e+00, -7.3888141e-01,\n",
              "          2.6823061e+00,  2.7496712e+00, -3.6483657e+00,  3.3910573e+00,\n",
              "         -6.2560058e+00,  5.7514129e+00, -3.7692463e+00, -5.0784364e+00,\n",
              "         -1.5289836e+00,  5.6825513e-01, -2.6470661e+00,  2.3994843e-02,\n",
              "          1.0213758e+00,  9.6168214e-01, -6.7418442e+00,  1.3603854e+00,\n",
              "         -1.9465147e+00, -5.2878881e+00, -3.6618635e-01,  3.2602026e+00,\n",
              "          8.6175317e-01, -1.8192101e+00, -1.4285271e-01,  2.7468717e-01,\n",
              "          2.8930390e+00,  2.4943024e-01, -1.6866821e+00,  6.0578232e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-2.5146275e+02,  1.3407295e+02, -1.6463657e+01, -5.0548439e+00,\n",
              "         -1.4777761e+01, -3.4768479e+00, -1.1746418e+01, -3.6513739e+00,\n",
              "         -1.9503540e+01, -9.8902931e+00,  3.8394313e+00,  5.6084448e-01,\n",
              "          3.3896437e+00,  7.0922976e+00, -2.8226895e+00,  9.1417971e+00,\n",
              "          3.7583559e+00,  3.6706798e+00, -2.4351931e+00, -3.2500603e+00,\n",
              "         -9.7004852e+00, -1.9406135e+00, -6.0186505e+00, -6.3743172e+00,\n",
              "         -1.7169665e-01,  1.6679157e+00, -4.5236330e+00,  6.1888795e+00,\n",
              "          1.6284463e+00, -6.2393675e+00, -1.8162979e+00,  7.4394979e+00,\n",
              "         -3.5284493e+00, -3.4768805e-01, -6.7464954e-01, -3.1964104e+00,\n",
              "         -3.6047752e+00, -1.5198753e+00, -5.3151908e+00,  6.2899256e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-2.2851811e+02,  1.6911301e+02, -3.6602497e+01,  1.5224952e+00,\n",
              "         -2.2872496e+00,  2.5825410e+00, -1.7091597e+01, -7.4362721e+00,\n",
              "         -2.3781713e+01,  2.4109306e+00,  5.3413367e+00, -8.2280674e+00,\n",
              "          2.8148682e+00,  8.2880249e+00,  5.2588100e+00,  2.0633800e+00,\n",
              "         -5.8932314e+00,  7.6117992e+00, -2.2187531e+00, -1.8258885e+00,\n",
              "          6.1431164e-01, -1.8459450e-03, -2.5181053e+00, -3.3389928e+00,\n",
              "         -2.5245464e+00, -9.0334320e+00, -7.7537723e+00, -4.1879661e-02,\n",
              "         -5.4118962e+00, -6.5150335e-03,  3.5740981e+00,  1.3396432e+00,\n",
              "          4.3083467e+00, -8.2143271e-01, -3.1418848e-01, -1.0662606e-01,\n",
              "         -6.2059760e+00, -6.1321416e+00,  1.1785263e+00,  2.4200408e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoop'],\n",
              " [array([-291.0039    ,   60.776695  ,  -18.869131  ,   39.5469    ,\n",
              "           -6.703089  ,    3.5529969 ,   -0.40513828,    0.43357033,\n",
              "            0.29940012,    9.5607815 ,   -2.9868178 ,   -4.980636  ,\n",
              "           -6.6919227 ,    7.407674  ,   -4.1936355 ,   -5.4687114 ,\n",
              "            0.838274  ,   -2.0177794 ,    1.1746625 ,    8.577003  ,\n",
              "            5.9742208 ,    8.886152  ,    7.590887  ,    7.1750813 ,\n",
              "           -2.2682571 ,    6.4231405 ,   -5.6173997 ,    0.7258938 ,\n",
              "            3.154151  ,    1.4977213 ,    1.8882588 ,    3.8605783 ,\n",
              "           -1.558918  ,    3.0404582 ,    2.956537  ,    3.5757573 ,\n",
              "           -0.6853912 ,    5.3376536 ,    3.054824  ,    7.226666  ],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-3.0271707e+02,  6.1831112e+01, -4.3480811e+00,  2.9881432e+01,\n",
              "         -8.4246397e+00,  7.0641799e+00,  4.5955892e+00, -4.6736890e-01,\n",
              "         -3.9097235e-01,  1.0941909e+01,  6.7213230e-02, -4.1059318e+00,\n",
              "         -9.5945749e+00,  5.4106531e+00, -5.5117559e+00, -1.8652928e+00,\n",
              "         -4.5120525e+00,  1.0566616e+00,  1.2381985e+00,  1.0068144e+01,\n",
              "          3.7604189e+00,  6.4633288e+00,  3.8457129e+00,  1.3022144e+00,\n",
              "          3.0936046e+00,  7.3007512e+00, -3.0066805e+00,  3.0175488e+00,\n",
              "         -2.1811616e+00,  4.5808294e-01,  5.6840792e+00, -1.9585067e-02,\n",
              "          1.8374792e-01,  2.5782651e-01, -3.2178855e+00,  6.8861814e+00,\n",
              "          7.3685277e-01,  8.7495699e+00,  4.2560935e+00,  5.9483790e+00],\n",
              "        dtype=float32),\n",
              "  'Darbari'],\n",
              " [array([-92.82449   , 165.90968   , -73.25821   ,   9.804608  ,\n",
              "         -33.362453  ,  -8.960693  , -35.16941   , -31.653711  ,\n",
              "         -30.26782   , -18.539564  ,  -7.1916137 , -29.170296  ,\n",
              "          -3.4967566 , -13.980033  ,  -6.5538726 ,  -9.316321  ,\n",
              "         -13.879272  ,  -3.3216975 , -16.674215  , -16.488216  ,\n",
              "         -16.884747  , -10.255014  , -12.097071  ,  -4.7907743 ,\n",
              "           0.22617348, -10.997059  ,  -7.707452  ,  -5.3205156 ,\n",
              "          -4.995634  ,  -1.8699502 ,   1.8515344 ,  -1.097314  ,\n",
              "           1.077698  ,   0.68087906,  -1.7858081 ,  -0.61767364,\n",
              "          -3.77447   ,   1.9808512 ,   0.87069476,   0.6606749 ],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-2.0850920e+02,  1.6126566e+02, -3.8309303e+01,  1.1863509e+01,\n",
              "          6.4780421e+00, -5.6140327e-01, -1.4469546e+01,  1.2332393e+00,\n",
              "         -1.5775587e+01,  3.8800406e+00,  2.2387717e+00, -5.4441996e+00,\n",
              "         -3.9859650e+00,  4.1939888e+00,  4.0146766e+00,  1.2121279e+01,\n",
              "         -2.4526248e+00,  6.7820587e+00, -2.2586067e+00, -4.8036222e+00,\n",
              "         -1.9107603e+00, -2.5469341e+00, -6.7168388e+00,  2.4875510e+00,\n",
              "          2.4410980e+00, -2.7637832e+00, -7.4116435e+00, -6.6869617e+00,\n",
              "         -2.8998828e+00,  3.6964371e+00,  7.9445257e+00,  5.6860986e+00,\n",
              "          3.8561125e+00,  1.0285927e+00, -6.7771271e-02,  6.8654215e-01,\n",
              "         -3.0716791e+00, -3.6334412e+00, -6.8002298e-02,  2.4767480e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.2715176e+02,  6.9259346e+01, -4.7580876e+00,  3.2621811e+01,\n",
              "         -4.2480850e+00,  8.5738659e+00,  6.5264386e-01, -1.7288001e-01,\n",
              "          2.3896458e+00,  1.0702943e+01, -3.6746604e+00, -6.7574124e+00,\n",
              "         -5.4148059e+00,  5.2943063e+00, -7.7409596e+00, -2.4277072e+00,\n",
              "         -2.0383959e+00,  1.4005257e+00,  1.0085225e+00,  8.4294853e+00,\n",
              "         -9.4256657e-01,  2.9121866e+00,  8.8669425e-01,  1.4866024e+00,\n",
              "          2.4128654e+00,  1.0276208e+01,  1.0087206e+00,  8.3753157e+00,\n",
              "          4.0467210e+00,  1.3452520e+00,  6.9493217e+00,  3.8289597e+00,\n",
              "          3.2688479e+00,  4.6015496e+00, -2.2062428e-01,  4.7251067e+00,\n",
              "         -4.7503287e-01,  4.0335445e+00, -4.1403958e-01,  2.5035195e+00],\n",
              "        dtype=float32),\n",
              "  'Asavari'],\n",
              " [array([-2.9076685e+02,  8.6614655e+01, -1.6489059e+01,  3.3202271e+01,\n",
              "          2.7793334e+00,  1.4163829e+01,  4.7472830e+00, -4.5021030e-01,\n",
              "          2.2468364e+00,  1.3848593e+01,  2.0466049e+00, -5.5082207e+00,\n",
              "         -2.2323916e+00,  9.7769661e+00, -2.8928003e+00,  5.5588837e+00,\n",
              "         -3.5125597e+00, -3.1662841e+00, -3.1597888e+00, -3.6173556e+00,\n",
              "         -5.6099439e-01,  6.4111300e+00,  1.0913793e+01,  1.6183226e+01,\n",
              "          8.2290497e+00,  1.4197695e+01, -2.6970775e+00,  4.2966814e+00,\n",
              "          7.2517438e+00,  4.6921220e+00,  6.5510659e+00,  2.7561519e-02,\n",
              "         -2.7547922e+00,  5.1312976e+00,  4.0995460e+00,  5.2735052e+00,\n",
              "         -1.8814919e+00, -1.4077863e+00, -4.2601013e+00,  9.6915460e-01],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-109.85678   ,  151.02933   ,  -38.895462  ,    2.0321865 ,\n",
              "           -1.8152128 ,    4.694056  ,  -14.95661   ,    3.9153128 ,\n",
              "          -18.545828  ,    6.6382937 ,    4.8366003 ,  -14.799729  ,\n",
              "           -1.3822675 ,    1.5211105 ,   -5.1597347 ,   -3.4844189 ,\n",
              "           -3.0499399 ,   -7.9337087 ,   -9.693435  ,   -2.656403  ,\n",
              "           -3.1513865 ,   -0.41740566,   -6.109247  ,   -5.303851  ,\n",
              "            0.8148968 ,   -2.1120253 ,   -2.7199202 ,   -4.4479766 ,\n",
              "           -9.682827  ,   -4.9985538 ,   -2.2146544 ,   -5.5925603 ,\n",
              "           -3.3402863 ,    1.0966662 ,   -3.1667216 ,   -3.4072134 ,\n",
              "           -3.3947093 ,   -3.2200754 ,   -3.4730299 ,   -1.2488182 ],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.3361226e+02,  1.7013794e+02, -2.9653494e+01, -2.2117714e+01,\n",
              "          1.1418937e+00, -2.3717265e+00, -2.6270712e+01, -8.3259602e+00,\n",
              "         -7.4740348e+00,  2.4257088e+00, -2.3646873e-01, -7.4278507e+00,\n",
              "          2.3541105e+00,  3.9860432e+00,  1.7589031e+00,  3.3442121e+00,\n",
              "         -4.2027307e+00,  1.3670611e+00, -3.5659149e+00, -5.2276807e+00,\n",
              "         -4.6358928e-01, -3.4795835e+00, -4.6397500e+00,  1.8158564e-02,\n",
              "          4.2514238e+00, -3.9182484e+00, -4.1042118e+00, -1.2143494e+00,\n",
              "         -5.2956462e+00, -1.4498795e+00,  4.2594957e+00,  6.2492833e+00,\n",
              "          5.6726117e+00,  3.8462641e+00, -7.0820600e-02, -1.5636510e-01,\n",
              "         -3.4841523e+00, -5.0950298e+00, -2.8373659e+00,  6.9562012e-01],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.0591220e+02,  6.5284798e+01, -5.8676658e+00,  3.0953199e+01,\n",
              "         -5.0906353e+00,  9.4062643e+00, -2.3189549e-01, -3.2430856e+00,\n",
              "         -9.2430693e-01,  1.4697536e+01, -9.8583418e-01, -4.8264437e+00,\n",
              "         -5.5991387e+00,  9.1881218e+00, -2.9736545e+00, -2.3790154e+00,\n",
              "         -3.4148169e-01, -1.6618764e+00,  7.3899901e-01,  5.5747042e+00,\n",
              "         -2.0659885e+00,  3.2946734e+00,  1.8477744e+00,  1.3361198e+00,\n",
              "          1.0565254e-01,  7.9723306e+00, -2.4570324e+00,  8.9998693e+00,\n",
              "          1.1051701e+00,  1.8757257e-01,  1.6950673e+00,  3.9244890e+00,\n",
              "          7.3531227e+00,  7.9388061e+00,  3.9688182e+00,  5.2144275e+00,\n",
              "         -1.4368100e+00,  2.6541653e-01, -2.4534178e+00,  5.3031344e+00],\n",
              "        dtype=float32),\n",
              "  'Bhoopali'],\n",
              " [array([-3.1970743e+02,  5.7533939e+01, -7.5628672e+00,  2.5536430e+01,\n",
              "         -8.5684929e+00,  6.8380833e+00,  6.6579785e+00, -1.3828907e+00,\n",
              "          1.6207030e+00,  9.6194534e+00, -3.1356149e+00, -6.1374469e+00,\n",
              "         -8.8267546e+00,  5.2074852e+00, -5.2515596e-01,  8.1690845e+00,\n",
              "          8.1574917e+00,  8.2164173e+00,  2.5921044e-01,  1.3109474e+00,\n",
              "         -2.2056360e+00,  3.2619102e+00,  8.8659744e+00,  5.8443246e+00,\n",
              "         -2.9292336e-01,  3.4268699e+00, -5.4888673e+00,  2.8268130e+00,\n",
              "          2.6784594e+00,  1.3329192e+00,  1.0358296e+01,  1.0609602e+01,\n",
              "          8.9398003e+00,  7.7475233e+00, -2.5770686e+00,  9.0196532e-01,\n",
              "         -5.0896029e+00, -3.5412939e+00, -6.1272150e-01,  1.7720217e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-3.0647153e+02,  5.9037289e+01, -8.8192015e+00,  2.8033167e+01,\n",
              "         -6.8487334e+00,  7.4016643e+00,  1.6644247e+00, -2.6646135e+00,\n",
              "          2.3298995e+00,  1.1547880e+01,  2.2183251e-01, -7.6370559e+00,\n",
              "         -9.8554163e+00,  8.3492374e+00, -5.0850186e+00, -2.7497401e+00,\n",
              "         -4.3986406e+00,  1.0869538e+00,  3.5254343e+00,  1.2029492e+01,\n",
              "          1.9435378e+00,  5.7010765e+00,  4.2933593e+00,  2.0521839e+00,\n",
              "          3.4840257e+00,  7.1125555e+00, -1.7344489e+00,  2.0260165e+00,\n",
              "         -9.2549568e-01,  1.5764005e+00,  4.9803700e+00,  2.1393719e-01,\n",
              "         -4.0288055e-01, -1.2484014e-01, -1.9251673e+00,  5.3691130e+00,\n",
              "          7.8342998e-01,  1.0483416e+01,  5.3059921e+00,  5.0570011e+00],\n",
              "        dtype=float32),\n",
              "  'Darbari'],\n",
              " [array([-107.237     ,  152.78625   ,  -37.50039   ,    1.2569845 ,\n",
              "           -1.827018  ,    7.216667  ,  -14.1963    ,    3.4263263 ,\n",
              "          -17.519165  ,    7.611157  ,    5.612312  ,  -15.556949  ,\n",
              "           -5.617715  ,    0.6788402 ,   -4.386974  ,   -2.8630226 ,\n",
              "           -1.0415256 ,   -6.254958  ,  -12.406102  ,   -4.7262144 ,\n",
              "           -2.336097  ,    2.032573  ,   -5.1630855 ,   -6.4929757 ,\n",
              "            0.15756568,   -4.1854653 ,   -2.8311322 ,   -3.437717  ,\n",
              "           -9.35027   ,   -3.585317  ,   -3.1341836 ,   -5.1205325 ,\n",
              "           -3.8531778 ,    0.34158093,   -4.865641  ,   -5.3385553 ,\n",
              "           -2.4016788 ,   -2.4383671 ,   -4.4745927 ,   -2.0107024 ],\n",
              "        dtype=float32),\n",
              "  'Bhairavi'],\n",
              " [array([-2.2079167e+02,  1.8249915e+02, -5.0431843e+01, -2.4938166e+01,\n",
              "          4.3689117e+00, -1.4628181e+01, -1.8599264e+01, -8.6678514e+00,\n",
              "         -1.3430167e+01, -5.7799339e-01,  2.4865675e+00, -6.4979339e+00,\n",
              "          4.0550413e+00,  6.0046387e+00,  3.3888776e+00,  3.3448584e+00,\n",
              "          5.1003070e+00,  3.6493697e+00, -2.0434952e+00, -4.8763723e+00,\n",
              "         -4.3718791e+00,  1.1703042e+00, -5.0224657e+00, -8.5210752e+00,\n",
              "          6.4825423e-02, -1.0609335e+00, -8.3299965e-01,  6.0959964e+00,\n",
              "          1.6679415e+00, -7.3688388e+00,  1.5187918e+00,  8.2409687e+00,\n",
              "         -2.6552520e+00, -1.2863698e+00, -1.5848453e+00, -3.2447569e+00,\n",
              "          3.3612999e-01,  4.1444701e-01, -2.3680502e-01,  5.7238722e+00],\n",
              "        dtype=float32),\n",
              "  'Malkauns'],\n",
              " [array([-246.02487   ,  131.57031   ,  -36.12218   ,   -0.37939298,\n",
              "          -10.465199  ,   -1.2437636 ,  -12.292179  ,   -7.0414605 ,\n",
              "          -14.992411  ,   -1.3934731 ,    5.5714154 ,   -7.6061454 ,\n",
              "            4.961807  ,    6.3511715 ,   -1.3440793 ,    3.9360006 ,\n",
              "            5.264921  ,    3.5773103 ,   -6.146694  ,   -3.0666873 ,\n",
              "           -5.207315  ,    1.6306636 ,   -5.7867365 ,   -8.185908  ,\n",
              "           -1.1750982 ,    1.4294484 ,   -3.7072392 ,    6.6561475 ,\n",
              "            1.7071632 ,   -6.8329105 ,   -1.072164  ,    6.6421514 ,\n",
              "           -3.3887095 ,    0.50546217,    0.7617085 ,   -0.60889363,\n",
              "           -0.7998556 ,   -2.0705323 ,   -6.321373  ,    5.2766814 ],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-3.1941312e+02,  5.9777573e+01, -7.5670366e+00,  2.2532505e+01,\n",
              "         -6.0871406e+00,  9.8209791e+00,  8.8822567e-01, -8.2967520e-02,\n",
              "          1.7031745e+00,  8.5741444e+00, -1.4233547e-01, -8.5642815e+00,\n",
              "         -1.1132047e+01,  1.0161531e+01, -2.9760163e+00,  8.8632374e+00,\n",
              "          7.9108820e+00,  9.3091030e+00,  1.7750722e+00,  8.2361722e-01,\n",
              "         -4.7819366e+00,  2.5553060e+00,  7.6776614e+00,  6.8409958e+00,\n",
              "         -1.0013067e+00,  4.3385043e+00, -4.8433528e+00,  2.5284989e+00,\n",
              "          1.7435968e+00,  1.2667254e+00,  1.0805231e+01,  1.1818462e+01,\n",
              "          1.0151109e+01,  8.4731407e+00, -1.9732239e+00,  2.0332570e+00,\n",
              "         -6.0318999e+00, -2.6254640e+00, -2.4371848e+00,  3.1010273e+00],\n",
              "        dtype=float32),\n",
              "  'Sarang'],\n",
              " [array([-2.2685567e+02,  1.7986696e+02, -5.3380894e+01, -1.3677739e+01,\n",
              "         -1.6559922e+00, -1.1508286e+01, -1.4452574e+01, -7.8919635e+00,\n",
              "         -6.9800310e+00, -1.4488339e+00,  5.0071555e-01, -6.1553607e+00,\n",
              "          8.6577511e+00,  1.0330534e+01,  1.7249249e+00,  2.4643037e+00,\n",
              "          5.9083471e+00,  3.7626866e-01, -2.9747601e+00, -7.2104490e-01,\n",
              "         -6.5470777e+00, -3.5555367e+00, -6.4283690e+00, -9.6778994e+00,\n",
              "          1.0481570e+00,  1.3094690e-01, -2.6749358e+00,  3.9101007e+00,\n",
              "          3.7548649e+00, -6.6808023e+00, -4.6362657e-02,  9.0205507e+00,\n",
              "         -2.3953328e+00, -1.2462220e+00, -1.0075189e+00, -3.1623309e+00,\n",
              "          6.5948135e-01, -1.3990448e+00, -2.2897811e+00,  5.3553610e+00],\n",
              "        dtype=float32),\n",
              "  'Bageshree'],\n",
              " [array([-1.03712463e+02,  1.56222015e+02, -5.14629097e+01,  6.57402277e+00,\n",
              "         -1.51713848e+00, -1.31424904e+01, -2.43022079e+01, -1.04764099e+01,\n",
              "         -2.49914989e+01, -3.22993040e-01, -4.16563421e-01, -8.85461521e+00,\n",
              "          5.87993956e+00,  1.72118080e+00, -3.73468971e+00,  3.00607651e-01,\n",
              "         -6.00499916e+00,  1.55908847e+00, -9.73730278e+00, -8.98606491e+00,\n",
              "          6.10663176e-01, -6.39879084e+00, -8.74359417e+00,  1.06284305e-01,\n",
              "          4.36123991e+00, -7.24974775e+00, -9.99103165e+00, -6.54742575e+00,\n",
              "         -2.68015981e+00, -1.77237773e+00, -3.37242305e-01,  2.00866556e+00,\n",
              "          1.67480719e+00,  2.24825978e+00, -4.46892768e-01,  4.34225178e+00,\n",
              "         -1.62220716e+00, -7.28257835e-01,  1.52095306e+00,  9.07719731e-02],\n",
              "        dtype=float32),\n",
              "  'Dkanada'],\n",
              " [array([-103.38984   ,  151.75317   ,  -55.035812  ,    5.058327  ,\n",
              "           -2.9927483 ,  -14.888875  ,  -24.637133  ,   -9.200649  ,\n",
              "          -26.501688  ,   -3.3521836 ,   -0.27874464,   -7.9726186 ,\n",
              "            8.969994  ,   -1.4854199 ,   -5.168956  ,   -0.23703247,\n",
              "           -3.3313205 ,    0.9867287 ,  -11.310706  ,   -5.5159993 ,\n",
              "            1.9981253 ,   -3.372678  ,  -11.052578  ,    1.6778903 ,\n",
              "            2.502923  ,  -11.862311  ,  -11.298394  ,   -7.8837714 ,\n",
              "           -5.6130705 ,   -4.2664747 ,   -1.2172258 ,    2.6334286 ,\n",
              "            1.7310692 ,    3.868801  ,   -1.8129344 ,    2.9265783 ,\n",
              "           -1.4048748 ,   -0.6095123 ,    2.3825603 ,   -1.1891892 ],\n",
              "        dtype=float32),\n",
              "  'Dkanada'],\n",
              " [array([-2.8861914e+02,  5.3191147e+01, -8.6978445e+00,  4.7273109e+01,\n",
              "         -9.1320267e+00,  1.5434653e+00,  2.1944230e+00,  7.1158445e-01,\n",
              "         -7.8662401e-01,  7.1218038e+00, -1.3215245e+00, -5.5441847e+00,\n",
              "         -1.0058494e+01,  6.7334652e+00, -7.0935826e+00, -2.0469084e+00,\n",
              "         -1.6047542e-01,  2.3040679e+00,  4.0958247e-01,  5.0360174e+00,\n",
              "         -7.3878322e+00,  4.8406646e-01,  1.3830277e+00,  4.6073165e+00,\n",
              "          1.0758260e+01,  1.4810826e+01,  2.1883438e+00,  1.1925383e+01,\n",
              "          2.6256757e+00,  4.8182144e+00,  9.3949499e+00,  1.6864903e+00,\n",
              "          3.7755151e+00,  1.7422146e+00, -1.3394831e+00,  5.9339767e+00,\n",
              "          4.9886170e-01,  4.7579122e+00, -3.9575772e+00, -8.8820487e-01],\n",
              "        dtype=float32),\n",
              "  'Yaman'],\n",
              " [array([-3.0068073e+02,  5.8821068e+01, -7.0707383e+00,  2.9265112e+01,\n",
              "         -6.4033651e+00,  6.3554273e+00,  2.6063414e+00, -1.0666159e-01,\n",
              "         -1.0486379e+00,  1.1351005e+01,  1.0679165e+00, -7.1343613e+00,\n",
              "         -7.2506213e+00,  6.9715056e+00, -6.3662543e+00, -1.4040940e+00,\n",
              "         -5.0277529e+00,  1.5378214e+00,  2.5126040e+00,  9.4536705e+00,\n",
              "          3.9960971e+00,  6.7506189e+00,  4.9506912e+00,  4.7418194e+00,\n",
              "          3.8593609e+00,  7.3538427e+00, -1.4970644e+00,  2.3110151e+00,\n",
              "         -1.8741716e+00,  2.9989034e-01,  4.5295730e+00,  1.8229346e-01,\n",
              "          7.2261763e-01,  5.6105542e-01, -1.9069130e+00,  5.9923429e+00,\n",
              "          7.4517101e-01,  7.5900798e+00,  4.1510959e+00,  6.3393383e+00],\n",
              "        dtype=float32),\n",
              "  'Darbari']]"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "features_df=pd.DataFrame(features_list,columns=['feature','class'])\n",
        "features_df.head()"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:12:32.378363Z",
          "iopub.execute_input": "2024-02-03T17:12:32.379001Z",
          "iopub.status.idle": "2024-02-03T17:12:32.391812Z",
          "shell.execute_reply.started": "2024-02-03T17:12:32.378964Z",
          "shell.execute_reply": "2024-02-03T17:12:32.390774Z"
        },
        "trusted": true,
        "id": "e05xvvC6bnUw",
        "outputId": "afcdcddb-74b0-47ed-d0a6-01181408c25e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                             feature      class\n",
              "0  [-201.58595, 157.32413, -50.954742, -1.3381189...   Malkauns\n",
              "1  [-235.48943, 187.52141, -58.78488, -25.816307,...      Yaman\n",
              "2  [-340.8554, 73.094574, -5.8470564, 28.104563, ...   Malkauns\n",
              "3  [-297.42203, 58.901947, -9.98139, 33.196007, -...    Asavari\n",
              "4  [-213.21152, 163.44122, -45.60164, -18.607985,...  Bageshree"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f022cf23-5510-4599-96fe-4beab319e521\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\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>feature</th>\n",
              "      <th>class</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>[-201.58595, 157.32413, -50.954742, -1.3381189...</td>\n",
              "      <td>Malkauns</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>[-235.48943, 187.52141, -58.78488, -25.816307,...</td>\n",
              "      <td>Yaman</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>[-340.8554, 73.094574, -5.8470564, 28.104563, ...</td>\n",
              "      <td>Malkauns</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>[-297.42203, 58.901947, -9.98139, 33.196007, -...</td>\n",
              "      <td>Asavari</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>[-213.21152, 163.44122, -45.60164, -18.607985,...</td>\n",
              "      <td>Bageshree</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f022cf23-5510-4599-96fe-4beab319e521')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-f022cf23-5510-4599-96fe-4beab319e521 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f022cf23-5510-4599-96fe-4beab319e521');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e6255778-4ce1-4e86-b278-7931f927efa5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e6255778-4ce1-4e86-b278-7931f927efa5')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e6255778-4ce1-4e86-b278-7931f927efa5 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X=np.array(features_df['feature'].tolist())\n",
        "y=np.array(features_df['class'].tolist())\n",
        "le=LabelEncoder()\n",
        "ti=le.fit_transform(y)\n",
        "y=to_categorical(ti)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:12:33.343714Z",
          "iopub.execute_input": "2024-02-03T17:12:33.344118Z",
          "iopub.status.idle": "2024-02-03T17:12:33.352126Z",
          "shell.execute_reply.started": "2024-02-03T17:12:33.344087Z",
          "shell.execute_reply": "2024-02-03T17:12:33.351178Z"
        },
        "trusted": true,
        "id": "OWzERRfMbnUw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "originallabels=le.classes_\n",
        "print(\"Original labels: \", originallabels)\n",
        "print(\"Encoded labels: \", np.unique(ti))"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:18:06.685201Z",
          "iopub.execute_input": "2024-02-03T17:18:06.686275Z",
          "iopub.status.idle": "2024-02-03T17:18:06.692808Z",
          "shell.execute_reply.started": "2024-02-03T17:18:06.686234Z",
          "shell.execute_reply": "2024-02-03T17:18:06.691593Z"
        },
        "trusted": true,
        "id": "6T5Tm9OcbnUw",
        "outputId": "e84457bc-f0f1-45c6-8f84-beeee9806c1a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original labels:  ['Asavari' 'Bageshree' 'Bhairavi' 'Bhoop' 'Bhoopali' 'Darbari' 'Dkanada'\n",
            " 'Malkauns' 'Sarang' 'Yaman']\n",
            "Encoded labels:  [0 1 2 3 4 5 6 7 8 9]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Training Data"
      ],
      "metadata": {
        "id": "7yxjf5wd9g2O"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.2,random_state=48)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:13:18.589877Z",
          "iopub.execute_input": "2024-02-03T17:13:18.590249Z",
          "iopub.status.idle": "2024-02-03T17:13:18.596142Z",
          "shell.execute_reply.started": "2024-02-03T17:13:18.590222Z",
          "shell.execute_reply": "2024-02-03T17:13:18.595063Z"
        },
        "trusted": true,
        "id": "hdzLmGVpbnUw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"{y_test.shape}\")\n",
        "print(f\"{y_train.shape}\")"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:19:19.558563Z",
          "iopub.execute_input": "2024-02-03T17:19:19.55968Z",
          "iopub.status.idle": "2024-02-03T17:19:19.564315Z",
          "shell.execute_reply.started": "2024-02-03T17:19:19.559645Z",
          "shell.execute_reply": "2024-02-03T17:19:19.563533Z"
        },
        "trusted": true,
        "id": "jMEzLQj0bnUw",
        "outputId": "4c6376ba-2709-4ac2-8c71-c274bc2d7e35",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(17, 10)\n",
            "(65, 10)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:19:21.535285Z",
          "iopub.execute_input": "2024-02-03T17:19:21.535871Z",
          "iopub.status.idle": "2024-02-03T17:19:21.539879Z",
          "shell.execute_reply.started": "2024-02-03T17:19:21.535842Z",
          "shell.execute_reply": "2024-02-03T17:19:21.53885Z"
        },
        "trusted": true,
        "id": "nKypHBYObnUw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train_flat = np.array([x.flatten() for x in X_train])\n",
        "X_test_flat = np.array([x.flatten() for x in X_test])"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:19:22.559872Z",
          "iopub.execute_input": "2024-02-03T17:19:22.560249Z",
          "iopub.status.idle": "2024-02-03T17:19:22.566342Z",
          "shell.execute_reply.started": "2024-02-03T17:19:22.560221Z",
          "shell.execute_reply": "2024-02-03T17:19:22.565207Z"
        },
        "trusted": true,
        "id": "40V4f-HqbnUx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(X_train_flat)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:19:24.146472Z",
          "iopub.execute_input": "2024-02-03T17:19:24.146886Z",
          "iopub.status.idle": "2024-02-03T17:19:24.153263Z",
          "shell.execute_reply.started": "2024-02-03T17:19:24.146856Z",
          "shell.execute_reply": "2024-02-03T17:19:24.152068Z"
        },
        "trusted": true,
        "id": "8exVW9cQbnUx",
        "outputId": "7f183724-947d-4b69-8b21-241b1ff81218",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[-2.3548943e+02  1.8752141e+02 -5.8784882e+01 ... -3.3659134e-02\n",
            "   5.6613889e+00  4.0233626e+00]\n",
            " [-3.0949637e+02  6.9884613e+01 -6.3524208e+00 ...  6.7624574e+00\n",
            "   9.1562405e-02 -2.0142133e+00]\n",
            " [-2.7996729e+02  5.2106136e+01 -1.0332816e+01 ...  5.0621991e+00\n",
            "  -1.9010776e+00 -9.1663104e-01]\n",
            " ...\n",
            " [-1.0985678e+02  1.5102933e+02 -3.8895462e+01 ... -3.2200754e+00\n",
            "  -3.4730299e+00 -1.2488182e+00]\n",
            " [-9.2346550e+01  1.6161327e+02 -7.3482483e+01 ... -4.1735225e+00\n",
            "   4.0908904e+00  6.1521044e+00]\n",
            " [-2.0158595e+02  1.5732413e+02 -5.0954742e+01 ... -1.3010518e-01\n",
            "  -1.6659706e+00  6.3095016e+00]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras import layers, models"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:19:27.297424Z",
          "iopub.execute_input": "2024-02-03T17:19:27.297841Z",
          "iopub.status.idle": "2024-02-03T17:19:27.303592Z",
          "shell.execute_reply.started": "2024-02-03T17:19:27.297813Z",
          "shell.execute_reply": "2024-02-03T17:19:27.302456Z"
        },
        "trusted": true,
        "id": "i5UK6rMpbnUx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model3 = models.Sequential()\n",
        "model3.add(layers.Conv1D(32, kernel_size=5, activation='relu', input_shape=(X_train_flat.shape[1], 1)))\n",
        "model3.add(layers.MaxPooling1D(pool_size=1))\n",
        "model3.add(layers.Conv1D(64, kernel_size=5, activation='relu'))\n",
        "model3.add(layers.MaxPooling1D(pool_size=1))\n",
        "model3.add(layers.Flatten())\n",
        "model3.add(layers.Dense(128, activation='relu'))\n",
        "model3.add(layers.Dropout(0.5))\n",
        "model3.add(layers.Dense(10, activation='softmax'))\n",
        "model3.compile(optimizer='adam',\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:21:21.690796Z",
          "iopub.execute_input": "2024-02-03T17:21:21.691488Z",
          "iopub.status.idle": "2024-02-03T17:21:21.790874Z",
          "shell.execute_reply.started": "2024-02-03T17:21:21.691444Z",
          "shell.execute_reply": "2024-02-03T17:21:21.789723Z"
        },
        "trusted": true,
        "id": "w43dW6StbnUx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model3.compile(optimizer='adam',\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:21:22.339152Z",
          "iopub.execute_input": "2024-02-03T17:21:22.339566Z",
          "iopub.status.idle": "2024-02-03T17:21:22.351485Z",
          "shell.execute_reply.started": "2024-02-03T17:21:22.339535Z",
          "shell.execute_reply": "2024-02-03T17:21:22.350398Z"
        },
        "trusted": true,
        "id": "znna2OeybnUx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train_reshaped = X_train_flat.reshape((X_train_flat.shape[0], X_train_flat.shape[1], 1))\n",
        "X_test_reshaped = X_test_flat.reshape((X_test_flat.shape[0], X_test_flat.shape[1], 1))"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:21:22.926867Z",
          "iopub.execute_input": "2024-02-03T17:21:22.927465Z",
          "iopub.status.idle": "2024-02-03T17:21:22.932487Z",
          "shell.execute_reply.started": "2024-02-03T17:21:22.927435Z",
          "shell.execute_reply": "2024-02-03T17:21:22.931429Z"
        },
        "trusted": true,
        "id": "LDqNgSsObnUx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(X_train_reshaped)\n",
        "len(y_train)\n"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:21:24.357444Z",
          "iopub.execute_input": "2024-02-03T17:21:24.357821Z",
          "iopub.status.idle": "2024-02-03T17:21:24.363993Z",
          "shell.execute_reply.started": "2024-02-03T17:21:24.357794Z",
          "shell.execute_reply": "2024-02-03T17:21:24.362774Z"
        },
        "trusted": true,
        "id": "rV-pAsI6bnUx",
        "outputId": "dc26a632-ec93-41f1-cf0a-e033f1e68a68",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "65"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model3.fit(X_train_reshaped, y_train, epochs=35, batch_size=4, validation_data=(X_test_reshaped, y_test))"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:22:56.264772Z",
          "iopub.execute_input": "2024-02-03T17:22:56.265814Z",
          "iopub.status.idle": "2024-02-03T17:23:00.755692Z",
          "shell.execute_reply.started": "2024-02-03T17:22:56.265768Z",
          "shell.execute_reply": "2024-02-03T17:23:00.754363Z"
        },
        "trusted": true,
        "id": "AeYbDIX0bnUy",
        "outputId": "6dbf931d-652b-45fb-d1dd-200efb11c724",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/35\n",
            "17/17 [==============================] - 2s 27ms/step - loss: 3.8927 - accuracy: 0.0923 - val_loss: 1.8909 - val_accuracy: 0.2353\n",
            "Epoch 2/35\n",
            "17/17 [==============================] - 0s 11ms/step - loss: 1.9867 - accuracy: 0.2615 - val_loss: 1.9532 - val_accuracy: 0.4118\n",
            "Epoch 3/35\n",
            "17/17 [==============================] - 0s 9ms/step - loss: 1.6190 - accuracy: 0.4462 - val_loss: 1.4814 - val_accuracy: 0.5294\n",
            "Epoch 4/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 1.3337 - accuracy: 0.6154 - val_loss: 1.2369 - val_accuracy: 0.4706\n",
            "Epoch 5/35\n",
            "17/17 [==============================] - 0s 9ms/step - loss: 0.9904 - accuracy: 0.6769 - val_loss: 1.0495 - val_accuracy: 0.5882\n",
            "Epoch 6/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.9649 - accuracy: 0.6769 - val_loss: 1.1104 - val_accuracy: 0.6471\n",
            "Epoch 7/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.8649 - accuracy: 0.7077 - val_loss: 0.9785 - val_accuracy: 0.7059\n",
            "Epoch 8/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.5898 - accuracy: 0.7846 - val_loss: 0.6117 - val_accuracy: 0.7647\n",
            "Epoch 9/35\n",
            "17/17 [==============================] - 0s 9ms/step - loss: 0.6519 - accuracy: 0.8000 - val_loss: 0.6593 - val_accuracy: 0.7647\n",
            "Epoch 10/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.4533 - accuracy: 0.8615 - val_loss: 0.5309 - val_accuracy: 0.8824\n",
            "Epoch 11/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.4172 - accuracy: 0.8615 - val_loss: 0.4970 - val_accuracy: 0.7647\n",
            "Epoch 12/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.3174 - accuracy: 0.9231 - val_loss: 0.3514 - val_accuracy: 0.8824\n",
            "Epoch 13/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.3816 - accuracy: 0.8769 - val_loss: 0.5853 - val_accuracy: 0.7647\n",
            "Epoch 14/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.2704 - accuracy: 0.9077 - val_loss: 0.4151 - val_accuracy: 0.7647\n",
            "Epoch 15/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.3523 - accuracy: 0.8923 - val_loss: 0.3796 - val_accuracy: 0.8824\n",
            "Epoch 16/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.2494 - accuracy: 0.9692 - val_loss: 0.3936 - val_accuracy: 0.8235\n",
            "Epoch 17/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.3438 - accuracy: 0.8615 - val_loss: 0.3778 - val_accuracy: 0.8824\n",
            "Epoch 18/35\n",
            "17/17 [==============================] - 0s 7ms/step - loss: 0.5709 - accuracy: 0.7846 - val_loss: 0.3125 - val_accuracy: 0.9412\n",
            "Epoch 19/35\n",
            "17/17 [==============================] - 0s 9ms/step - loss: 0.2096 - accuracy: 0.9385 - val_loss: 0.3180 - val_accuracy: 0.9412\n",
            "Epoch 20/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.2187 - accuracy: 0.9231 - val_loss: 0.2127 - val_accuracy: 0.9412\n",
            "Epoch 21/35\n",
            "17/17 [==============================] - 0s 9ms/step - loss: 0.2599 - accuracy: 0.9231 - val_loss: 0.3091 - val_accuracy: 0.8235\n",
            "Epoch 22/35\n",
            "17/17 [==============================] - 0s 10ms/step - loss: 0.3253 - accuracy: 0.8923 - val_loss: 0.3247 - val_accuracy: 0.8824\n",
            "Epoch 23/35\n",
            "17/17 [==============================] - 0s 15ms/step - loss: 0.2361 - accuracy: 0.9692 - val_loss: 0.5116 - val_accuracy: 0.7647\n",
            "Epoch 24/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.1602 - accuracy: 0.9385 - val_loss: 0.3067 - val_accuracy: 0.8235\n",
            "Epoch 25/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.1777 - accuracy: 0.9538 - val_loss: 0.3913 - val_accuracy: 0.7647\n",
            "Epoch 26/35\n",
            "17/17 [==============================] - 0s 11ms/step - loss: 0.1619 - accuracy: 0.9077 - val_loss: 0.3319 - val_accuracy: 0.8824\n",
            "Epoch 27/35\n",
            "17/17 [==============================] - 0s 11ms/step - loss: 0.0607 - accuracy: 1.0000 - val_loss: 0.3200 - val_accuracy: 0.8824\n",
            "Epoch 28/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.1105 - accuracy: 0.9538 - val_loss: 0.3374 - val_accuracy: 0.8235\n",
            "Epoch 29/35\n",
            "17/17 [==============================] - 0s 11ms/step - loss: 0.0657 - accuracy: 0.9692 - val_loss: 0.3511 - val_accuracy: 0.8235\n",
            "Epoch 30/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.0699 - accuracy: 0.9846 - val_loss: 0.3114 - val_accuracy: 0.8824\n",
            "Epoch 31/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.0886 - accuracy: 0.9846 - val_loss: 0.2436 - val_accuracy: 0.8824\n",
            "Epoch 32/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.1040 - accuracy: 0.9692 - val_loss: 0.3602 - val_accuracy: 0.8824\n",
            "Epoch 33/35\n",
            "17/17 [==============================] - 0s 11ms/step - loss: 0.0665 - accuracy: 0.9846 - val_loss: 0.3091 - val_accuracy: 0.8824\n",
            "Epoch 34/35\n",
            "17/17 [==============================] - 0s 12ms/step - loss: 0.0728 - accuracy: 0.9692 - val_loss: 0.1666 - val_accuracy: 0.8824\n",
            "Epoch 35/35\n",
            "17/17 [==============================] - 0s 8ms/step - loss: 0.0788 - accuracy: 0.9692 - val_loss: 0.2836 - val_accuracy: 0.8235\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.History at 0x7b15642a61d0>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "accuracy = model3.evaluate(X_test_reshaped, y_test)[1]\n",
        "print(f\"Accuracy on the test set: {accuracy*100:.2f}%\")"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-02-03T17:23:01.798147Z",
          "iopub.execute_input": "2024-02-03T17:23:01.798562Z",
          "iopub.status.idle": "2024-02-03T17:23:01.892882Z",
          "shell.execute_reply.started": "2024-02-03T17:23:01.798531Z",
          "shell.execute_reply": "2024-02-03T17:23:01.891652Z"
        },
        "trusted": true,
        "id": "ZqDh88f8bnUy",
        "outputId": "52f09ab2-0a4f-4826-963a-79cbb3978340",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 30ms/step - loss: 0.2836 - accuracy: 0.8235\n",
            "Accuracy on the test set: 82.35%\n"
          ]
        }
      ]
    }
  ]
}