{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a1eb83b4",
   "metadata": {},
   "source": [
    "# Condensation (data analysis and visulaization)¶\n",
    "\n",
    "This tutorial demonstrates how to visualize the selected AE spectrum and process the entire dataset for use in unsupervised machine learning. The unsupervised learning will then classify the dataset based on two different vapor qualities. For this tutorial you will need to download and unzip data and keep in the same working directory. More information about the dataset is available in the README file."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eed15554-3967-4598-b20a-ea2a6e5673b4",
   "metadata": {},
   "source": [
    "Read a csv from a folder (Gnpfh10_0_Gw25_x0_60_dirVD_p18_9/AE/inlet) in the dataset to visulize the AE hits and Spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7ebf076d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jyoti/Condensation/Gnpfh10_0_Gw25_x0_60_dirVD_p18_9/AE/inlet\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Link the folder to this ipynb\n",
    "%cd Gnpfh10_0_Gw25_x0_60_dirVD_p18_9/AE/inlet\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Read the CSV file into a DataFrame for visualization\n",
    "\n",
    "df = pd.read_csv(\"inlet_15_1_1000_59301378.csv\", skiprows=12)\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(df.iloc[:, 0])\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"AE hits\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft\n",
    "\n",
    "# Read data, skipping first 12 rows as those are description of the file\n",
    "df = pd.read_csv(\"inlet_15_1_1000_59301378.csv\", skiprows=12)\n",
    "\n",
    "# Extract first column as 1D numpy array\n",
    "waveform = df.iloc[:, 0].values\n",
    "\n",
    "ae_fs = 1e6  # Sampling frequency in Hz\n",
    "N = len(waveform)\n",
    "\n",
    "# Compute FFT magnitude (first half)\n",
    "P = np.abs(fft(waveform))[:N//2]\n",
    "\n",
    "# Convert magnitude to decibels (add small epsilon to avoid log(0))\n",
    "P_db = 10 * np.log10(P + np.finfo(np.float32).eps)\n",
    "\n",
    "# Normalize (zero mean, unit std)\n",
    "P_norm = (P_db - np.mean(P_db)) / np.std(P_db)\n",
    "\n",
    "# Frequency axis (in kHz)\n",
    "freqs = np.linspace(0, ae_fs/2, num=N//2) / 1000\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(freqs, P_norm)\n",
    "#plt.title(\"Normalized FFT Spectrum of First Column\")\n",
    "plt.xlabel(\"Frequency (kHz)\")\n",
    "plt.ylabel(\"FFT Power (dB)\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e5e3bba",
   "metadata": {},
   "source": [
    "Read data form x0=0.60, visualize selected AE Spectrum and Process the whole dataset to be used in unsupervised machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f156aa97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jyoti/Condensation/Gnpfh10_0_Gw25_x0_60_dirVD_p18_9/AE/inlet\n",
      "Combined DataFrame shape: (7167, 4934)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FFT result DataFrame shape: (3583, 4835)\n"
     ]
    }
   ],
   "source": [
    "#Link the folder to this ipynb\n",
    "%cd ../../../Gnpfh10_0_Gw25_x0_60_dirVD_p18_9/AE/inlet\n",
    "\n",
    "import pandas as pd\n",
    "import glob\n",
    "import os\n",
    "\n",
    "# Path to the directory containing the CSV files\n",
    "folder_path = \".\"\n",
    "\n",
    "# Get list of all CSV files in the folder\n",
    "csv_files = glob.glob(os.path.join(folder_path, \"*.csv\"))\n",
    "\n",
    "# List to store individual DataFrames\n",
    "dfs = []\n",
    "\n",
    "# Read each CSV, skip 12 rows, and append to list\n",
    "for file in csv_files:\n",
    "    df = pd.read_csv(file, skiprows=12)\n",
    "    dfs.append(df)\n",
    "\n",
    "# Concatenate all DataFrames column-wise (axis=1)\n",
    "combined_df = pd.concat(dfs, axis=1)\n",
    "\n",
    "# Show the shape of the final DataFrame\n",
    "print(\"Combined DataFrame shape:\", combined_df.shape)\n",
    "\n",
    "df=combined_df\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.fftpack import fft\n",
    "\n",
    "# Sampling frequency (Hz)\n",
    "ae_fs = 1e6  \n",
    "\n",
    "# Function to compute normalized FFT\n",
    "def compute_normalized_fft(signal, fs):\n",
    "    N = len(signal)\n",
    "    P = np.abs(fft(signal))[:N//2]\n",
    "    P_db = 10 * np.log10(P + np.finfo(np.float32).eps)  # Avoid log(0)\n",
    "    P_norm = (P_db - np.mean(P_db)) / np.std(P_db)\n",
    "    freqs = np.linspace(0, fs/2, num=N//2) / 1000  # in kHz\n",
    "    return freqs, P_norm\n",
    "\n",
    "# Plot FFTs for every 100th column\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "for col_index in range(99, df.shape[1], 100):\n",
    "    signal = df.iloc[:, col_index].values\n",
    "    freqs, P_norm = compute_normalized_fft(signal, ae_fs)\n",
    "    plt.plot(freqs, P_norm, label=f'Col {col_index+1}')\n",
    "\n",
    "#plt.title(\"Normalized FFT of Every 100th Column\")\n",
    "plt.xlabel(\"Frequency (kHz)\")\n",
    "plt.ylabel(\"FFT Power (dB)\")\n",
    "plt.legend(loc=\"upper right\", fontsize=\"small\", ncol=2)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# List to store P_norm arrays\n",
    "pnorm_list = []\n",
    "\n",
    "# Corresponding column labels\n",
    "column_labels = []\n",
    "\n",
    "# Loop through every 100th column\n",
    "for col_index in range(99, df.shape[1], 1):\n",
    "    signal = df.iloc[:, col_index].values\n",
    "    freqs, P_norm = compute_normalized_fft(signal, ae_fs)\n",
    "    pnorm_list.append(P_norm)\n",
    "    column_labels.append(f'Col_{col_index+1}')\n",
    "\n",
    "# Convert list of arrays to DataFrame (transpose so each column is one FFT result)\n",
    "pnorm_df0= pd.DataFrame(np.array(pnorm_list).T, columns=column_labels)\n",
    "\n",
    "# Optional: show the shape of the FFT result DataFrame\n",
    "print(\"FFT result DataFrame shape:\", pnorm_df0.shape)\n",
    "pnorm_df0.to_csv(\"../../../df0.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90b0d277",
   "metadata": {},
   "source": [
    "Read data form x0=1.15, visualize selected AE Spectrum and process the whole dataset to be used in unsupervised machine learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ef3c5872",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jyoti/Condensation/Gnpfh10_0_Gw25_x1_15_dirVD_p18_9/AE/inlet\n",
      "Combined DataFrame shape: (7167, 4882)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FFT result DataFrame shape: (3583, 4783)\n"
     ]
    }
   ],
   "source": [
    "%cd ../../../Gnpfh10_0_Gw25_x1_15_dirVD_p18_9/AE/inlet\n",
    "\n",
    "import pandas as pd\n",
    "import glob\n",
    "import os\n",
    "\n",
    "# Path to the directory containing the CSV files\n",
    "folder_path = \".\"\n",
    "\n",
    "# Get list of all CSV files in the folder\n",
    "csv_files = glob.glob(os.path.join(folder_path, \"*.csv\"))\n",
    "\n",
    "# List to store individual DataFrames\n",
    "dfs = []\n",
    "\n",
    "# Read each CSV, skip 12 rows, and append to list\n",
    "for file in csv_files:\n",
    "    df = pd.read_csv(file, skiprows=12)\n",
    "    dfs.append(df)\n",
    "\n",
    "# Concatenate all DataFrames column-wise (axis=1)\n",
    "combined_df = pd.concat(dfs, axis=1)\n",
    "\n",
    "# Show the shape of the final DataFrame\n",
    "print(\"Combined DataFrame shape:\", combined_df.shape)\n",
    "\n",
    "\n",
    "\n",
    "df=combined_df\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.fftpack import fft\n",
    "\n",
    "# Sampling frequency (Hz)\n",
    "ae_fs = 1e6  \n",
    "\n",
    "# Function to compute normalized FFT\n",
    "def compute_normalized_fft(signal, fs):\n",
    "    N = len(signal)\n",
    "    P = np.abs(fft(signal))[:N//2]\n",
    "    P_db = 10 * np.log10(P + np.finfo(np.float32).eps)  # Avoid log(0)\n",
    "    P_norm = (P_db - np.mean(P_db)) / np.std(P_db)\n",
    "    freqs = np.linspace(0, fs/2, num=N//2) / 1000  # in kHz\n",
    "    return freqs, P_norm\n",
    "\n",
    "# Plot FFTs for every 100th column\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "for col_index in range(99, df.shape[1], 100):\n",
    "    signal = df.iloc[:, col_index].values\n",
    "    freqs, P_norm = compute_normalized_fft(signal, ae_fs)\n",
    "    plt.plot(freqs, P_norm, label=f'Col {col_index+1}')\n",
    "\n",
    "#plt.title(\"Normalized FFT of Every 100th Column\")\n",
    "plt.xlabel(\"Frequency (kHz)\")\n",
    "plt.ylabel(\"FFT Power (dB)\")\n",
    "plt.legend(loc=\"upper right\", fontsize=\"small\", ncol=2)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# List to store P_norm arrays\n",
    "pnorm_list = []\n",
    "\n",
    "# Corresponding column labels\n",
    "column_labels = []\n",
    "\n",
    "# Loop through every 100th column\n",
    "for col_index in range(99, df.shape[1], 1):\n",
    "    signal = df.iloc[:, col_index].values\n",
    "    freqs, P_norm = compute_normalized_fft(signal, ae_fs)\n",
    "    pnorm_list.append(P_norm)\n",
    "    column_labels.append(f'Col_{col_index+1}')\n",
    "\n",
    "# Convert list of arrays to DataFrame (transpose so each column is one FFT result)\n",
    "pnorm_df_1= pd.DataFrame(np.array(pnorm_list).T, columns=column_labels)\n",
    "\n",
    "# Optional: show the shape of the FFT result DataFrame\n",
    "print(\"FFT result DataFrame shape:\", pnorm_df_1.shape)\n",
    "pnorm_df_1.to_csv(\"../../../df1.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c25d78c",
   "metadata": {},
   "source": [
    "Apply unsupervised machine learning to cluster data with two different inlet quality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e3563879",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jyoti/anaconda3/envs/py38/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/home/jyoti/anaconda3/envs/py38/lib/python3.8/site-packages/numba/np/ufunc/parallel.py:371: NumbaWarning: The TBB threading layer requires TBB version 2021 update 6 or later i.e., TBB_INTERFACE_VERSION >= 12060. Found TBB_INTERFACE_VERSION = 12050. The TBB threading layer is disabled.\n",
      "  warnings.warn(problem)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adjusted Rand Score : 1.0000\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import adjusted_rand_score\n",
    "import umap.umap_ as umap\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "os.chdir('../../../')\n",
    "\n",
    "# Replace 'filename.csv' with your actual file name or path\n",
    "df0 = pd.read_csv(\"df0.csv\")\n",
    "df1 = pd.read_csv(\"df1.csv\")\n",
    "df1 = df1.dropna(axis=1)\n",
    "df0 = df0.dropna(axis=1)\n",
    "\n",
    "df0 = df0.T\n",
    "df1 = df1.T\n",
    "\n",
    "df0['c'] = 0\n",
    "df1['c'] = 1\n",
    "\n",
    "# Assuming df0 and df1 are preloaded DataFrames with same columns\n",
    "df_combined = pd.concat([df0, df1], ignore_index=True)\n",
    "\n",
    "# Separate features (all but last column) and true labels (last column)\n",
    "X = df_combined.iloc[:, :-1]\n",
    "y_true = df_combined.iloc[:, -1].values\n",
    "\n",
    "# PCA reduction to 25 components\n",
    "pca = PCA(n_components=25)\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# UMAP reduction to 4 components\n",
    "umap_model = umap.UMAP(n_components=4, min_dist=0)\n",
    "X_umap = umap_model.fit_transform(X_pca)\n",
    "\n",
    "# KMeans clustering with 2 clusters\n",
    "kmeans = KMeans(n_clusters=2, random_state=0, n_init=\"auto\")\n",
    "y_pred = kmeans.fit_predict(X_umap)\n",
    "\n",
    "# Compute Adjusted Rand Score comparing true and predicted labels\n",
    "ars = adjusted_rand_score(y_true, y_pred)\n",
    "print(f\"Adjusted Rand Score : {ars:.4f}\")\n",
    "\n",
    "# Optional: Plot UMAP result colored by predicted cluster\n",
    "plt.scatter(X_umap[:, 0], X_umap[:, 1], c=y_pred, s=10)\n",
    "#plt.title(\"UMAP projection colored by KMeans clusters\")\n",
    "plt.xlabel(\"UMAP Dimension 1\")\n",
    "plt.ylabel(\"UMAP Dimension 2\")\n",
    "#plt.colorbar(label='Cluster')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e040087",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7686408c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bab29135",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (py38)",
   "language": "python",
   "name": "my_env_name"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
