{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparison of Data Distribution Before and After Adding Noise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "## filter out all warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import scanpy as sc\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Combination1_id = 4     ## 1, 2, 3, 4\n",
    "\n",
    "adata_RNA = sc.read_h5ad(f'../../../Data/Noise_Combination_{Combination1_id}/Combination{Combination1_id}_RNA.h5ad')\n",
    "adata_ADT = sc.read_h5ad(f'../../../Data/Noise_Combination_{Combination1_id}/Combination{Combination1_id}_Protein.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ploting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "RNA_DATA = [adata_RNA.X, adata_RNA.obsm['level_1'], adata_RNA.obsm['level_2'], adata_RNA.obsm['level_3']]\n",
    "ADT_DATA = [adata_ADT.X, adata_ADT.obsm['level_1'], adata_ADT.obsm['level_2'], adata_ADT.obsm['level_3']]\n",
    "\n",
    "fontsize = 30\n",
    "\n",
    "for level_id in range(4):\n",
    "    RNA = RNA_DATA[level_id]\n",
    "    protein = ADT_DATA[level_id]\n",
    "    RNA = np.average(RNA, axis=1)\n",
    "    protein = np.average(protein, axis=1)\n",
    "\n",
    "    plt.figure(figsize=(7, 14))\n",
    "\n",
    "    # RNA\n",
    "    ax1 = plt.subplot(2, 1, 1)\n",
    "    hist = plt.hist(RNA, bins=20, color='#fc9e4f', alpha=1)\n",
    "    plt.title('')\n",
    "    plt.xlabel('Average RNA expression', fontsize=fontsize, fontname='Arial')\n",
    "    plt.ylabel('Frequency', fontsize=fontsize, fontname='Arial')\n",
    "    plt.tick_params(axis='both', labelsize=fontsize)\n",
    "    ticks = np.arange(-0.5, 1.31, 0.6)\n",
    "    plt.xticks(ticks)\n",
    "    ax1.grid(True)\n",
    "    ax1.spines['top'].set_linewidth(1.5)\n",
    "    ax1.spines['right'].set_linewidth(1.5)\n",
    "    ax1.spines['bottom'].set_linewidth(1.5)\n",
    "    ax1.spines['left'].set_linewidth(1.5)\n",
    "\n",
    "    # Protein\n",
    "    ax2 = plt.subplot(2, 1, 2)\n",
    "    plt.hist(protein, bins=40, color='#07beb8', alpha=1)\n",
    "    plt.title('')\n",
    "    plt.xlabel('Average protein expression', fontsize=fontsize, fontname='Arial')\n",
    "    plt.ylabel('Frequency', fontsize=fontsize, fontname='Arial')\n",
    "    ticks = np.arange(-1, 7.1, 2)\n",
    "    plt.xticks(ticks)\n",
    "    plt.tick_params(axis='both', labelsize=fontsize)\n",
    "    ax2.grid(True)\n",
    "    ax2.spines['top'].set_linewidth(1.5)\n",
    "    ax2.spines['right'].set_linewidth(1.5)\n",
    "    ax2.spines['bottom'].set_linewidth(1.5)\n",
    "    ax2.spines['left'].set_linewidth(1.5)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.subplots_adjust(hspace=0.3)\n",
    "\n",
    "    plt.savefig(f'Combination{Combination1_id}/Noise_Level_{level_id}.png', dpi=500)\n",
    "    plt.savefig(f'Combination{Combination1_id}/Noise_Level_{level_id}.eps')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving the Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scanpy as sc\n",
    "\n",
    "with pd.ExcelWriter('Histogram_Frequency_Data.xlsx', engine='openpyxl') as writer:\n",
    "    for combo_id in range(1, 5):  # Combination 1-4\n",
    "        # Loading data\n",
    "        adata_RNA = sc.read_h5ad(f'../../../Data/Noise_Combination_{combo_id}/Combination{combo_id}_RNA.h5ad')\n",
    "        adata_ADT = sc.read_h5ad(f'../../../Data/Noise_Combination_{combo_id}/Combination{combo_id}_Protein.h5ad')\n",
    "        \n",
    "        RNA_DATA = [adata_RNA.X, adata_RNA.obsm['level_1'], adata_RNA.obsm['level_2'], adata_RNA.obsm['level_3']]\n",
    "        ADT_DATA = [adata_ADT.X, adata_ADT.obsm['level_1'], adata_ADT.obsm['level_2'], adata_ADT.obsm['level_3']]\n",
    "\n",
    "        combo_data = []\n",
    "\n",
    "        for level_id in range(4):\n",
    "            RNA = np.average(RNA_DATA[level_id], axis=1)\n",
    "            protein = np.average(ADT_DATA[level_id], axis=1)\n",
    "\n",
    "            rna_counts, rna_bins = np.histogram(RNA, bins=20)\n",
    "            protein_counts, protein_bins = np.histogram(protein, bins=40)\n",
    "\n",
    "            for i in range(len(rna_counts)):\n",
    "                combo_data.append({\n",
    "                    'Noise_Level': level_id,\n",
    "                    'DataType': 'RNA',\n",
    "                    'Bin_Index': i + 1,\n",
    "                    'Bin_Start': rna_bins[i],\n",
    "                    'Bin_End': rna_bins[i+1],\n",
    "                    'Bin_Center': (rna_bins[i] + rna_bins[i+1]) / 2,\n",
    "                    'Frequency': rna_counts[i],\n",
    "                    'Bin_Width': rna_bins[i+1] - rna_bins[i]\n",
    "                })\n",
    "            \n",
    "            for i in range(len(protein_counts)):\n",
    "                combo_data.append({\n",
    "                    'Noise_Level': level_id,\n",
    "                    'DataType': 'Protein',\n",
    "                    'Bin_Index': i + 1,\n",
    "                    'Bin_Start': protein_bins[i],\n",
    "                    'Bin_End': protein_bins[i+1],\n",
    "                    'Bin_Center': (protein_bins[i] + protein_bins[i+1]) / 2,\n",
    "                    'Frequency': protein_counts[i],\n",
    "                    'Bin_Width': protein_bins[i+1] - protein_bins[i]\n",
    "                })\n",
    "        \n",
    "        # Save\n",
    "        df = pd.DataFrame(combo_data)\n",
    "        df.to_excel(writer, sheet_name=f'Combination_{combo_id}', index=False)"
   ]
  }
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