13. Histogram Specification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 13. Histogram Specification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "from collections import Counter\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def histogram_equalization(data, L):\n",
    "    \n",
    "    total_sum= np.sum(data[:, 1])\n",
    "    cdf= 0\n",
    "    table= []\n",
    "    for row in data:\n",
    "        pdf= row[1]/total_sum\n",
    "        cdf+= pdf\n",
    "        r= list(row)\n",
    "        r.extend([pdf, cdf, round(cdf*(L-1), 0)])\n",
    "        table.append(r)\n",
    "    table= np.array(table)\n",
    "    \n",
    "    df= pd.DataFrame(table, columns= ['Gray Levels', 'No. of pixels', 'PDF', 'CDF', '(L-1)*CDF'])\n",
    "    \n",
    "    new_data= [0 for i in range(L)]\n",
    "    for i in range(len(data)):\n",
    "        new_data[int(table[i,4])]+= data[i, 1]\n",
    "    \n",
    "    hist_data=[]\n",
    "    for i in range(L):\n",
    "        hist_data.append([i, new_data[i]])\n",
    "    hist_data= np.array(hist_data)\n",
    "    \n",
    "    return df, hist_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def histogram_specification(data, c1, c2):\n",
    "    D= []\n",
    "    for i in range(len(c1)):\n",
    "        for j in range(len(c2)):\n",
    "            if c2[j]>= c1[i]:\n",
    "                D.append(data[j, 0])\n",
    "                break\n",
    "    df= pd.DataFrame(np.array([data[:, 0], c1, c2, D]).T, columns= ['c0', 'c1', 'c2', 'D'])\n",
    "    \n",
    "    new_data= [0 for i in range(len(c1))]\n",
    "    for i in range(len(data)):\n",
    "        new_data[int(D[i])]+= data[i, 1]\n",
    "    \n",
    "    hist_data=[]\n",
    "    for i in range(len(c1)):\n",
    "        hist_data.append([i, new_data[i]])\n",
    "    hist_data= np.array(hist_data)\n",
    "    \n",
    "    return df, hist_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ip_data= []\n",
    "# n= int(input(\"Enter no. of gray levels: \"))\n",
    "# for i in range(n):\n",
    "#     gray_lvl, nos= map(int, input('Enter gray level and no. of pixel: ').split())\n",
    "#     ip_data.append([gray_lvl, nos])\n",
    "# ip_data= np.array(ip_data)\n",
    "\n",
    "n= 8\n",
    "ip_data= np.array([[0, 8],\n",
    " [1, 10],\n",
    " [2, 10],\n",
    " [3, 2],\n",
    " [4, 12],\n",
    " [5, 16],\n",
    " [6, 4],\n",
    " [7, 2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# des_data= []\n",
    "# for i in range(n):\n",
    "#     gray_lvl, nos= map(int, input('Enter gray level and no. of pixel: ').split())\n",
    "#     des_data.append([gray_lvl, nos])\n",
    "# des_data= np.array(des_data)\n",
    "\n",
    "n= 8\n",
    "des_data= np.array([[0, 0],\n",
    " [1, 0],\n",
    " [2, 0],\n",
    " [3, 0],\n",
    " [4, 20],\n",
    " [5, 20],\n",
    " [6, 16],\n",
    " [7, 8]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_df, ip_hist_data= histogram_equalization(ip_data, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(ip_data[:, 0], ip_data[:, 1], width= 0.1)\n",
    "plt.title('Original Histogram')\n",
    "plt.xlabel('Gray Levels')\n",
    "plt.ylabel('No. of pixels')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.15625</td>\n",
       "      <td>0.28125</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.15625</td>\n",
       "      <td>0.43750</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.46875</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.18750</td>\n",
       "      <td>0.65625</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.25000</td>\n",
       "      <td>0.90625</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.06250</td>\n",
       "      <td>0.96875</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gray Levels  No. of pixels      PDF      CDF  (L-1)*CDF\n",
       "0          0.0            8.0  0.12500  0.12500        1.0\n",
       "1          1.0           10.0  0.15625  0.28125        2.0\n",
       "2          2.0           10.0  0.15625  0.43750        3.0\n",
       "3          3.0            2.0  0.03125  0.46875        3.0\n",
       "4          4.0           12.0  0.18750  0.65625        5.0\n",
       "5          5.0           16.0  0.25000  0.90625        6.0\n",
       "6          6.0            4.0  0.06250  0.96875        7.0\n",
       "7          7.0            2.0  0.03125  1.00000        7.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip_df.head(n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(ip_hist_data[:, 0], ip_hist_data[:, 1], width= 0.1)\n",
    "plt.title('Equalized Histogram')\n",
    "plt.xlabel('Gray Levels')\n",
    "plt.ylabel('No. of pixels')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "des_df, des_hist_data= histogram_equalization(des_data, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(des_data[:, 0], des_data[:, 1], width= 0.1)\n",
    "plt.title('Original Desired Histogram')\n",
    "plt.xlabel('Gray Levels')\n",
    "plt.ylabel('No. of pixels')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gray Levels  No. of pixels     PDF     CDF  (L-1)*CDF\n",
       "0          0.0            0.0  0.0000  0.0000        0.0\n",
       "1          1.0            0.0  0.0000  0.0000        0.0\n",
       "2          2.0            0.0  0.0000  0.0000        0.0\n",
       "3          3.0            0.0  0.0000  0.0000        0.0\n",
       "4          4.0           20.0  0.3125  0.3125        2.0\n",
       "5          5.0           20.0  0.3125  0.6250        4.0\n",
       "6          6.0           16.0  0.2500  0.8750        6.0\n",
       "7          7.0            8.0  0.1250  1.0000        7.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "des_df.head(n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(des_hist_data[:, 0], des_hist_data[:, 1], width= 0.1)\n",
    "plt.title('Desired Equalized Histogram')\n",
    "plt.xlabel('Gray Levels')\n",
    "plt.ylabel('No. of pixels')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp_df, sp_hist_data= histogram_specification(ip_data, ip_df.loc[:, '(L-1)*CDF'], des_df.loc[:, '(L-1)*CDF'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>c0</th>\n",
       "      <th>c1</th>\n",
       "      <th>c2</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    c0   c1   c2    D\n",
       "0  0.0  1.0  0.0  4.0\n",
       "1  1.0  2.0  0.0  4.0\n",
       "2  2.0  3.0  0.0  5.0\n",
       "3  3.0  3.0  0.0  5.0\n",
       "4  4.0  5.0  2.0  6.0\n",
       "5  5.0  6.0  4.0  6.0\n",
       "6  6.0  7.0  6.0  7.0\n",
       "7  7.0  7.0  7.0  7.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_df.head(n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  0],\n",
       "       [ 1,  0],\n",
       "       [ 2,  0],\n",
       "       [ 3,  0],\n",
       "       [ 4, 18],\n",
       "       [ 5, 12],\n",
       "       [ 6, 28],\n",
       "       [ 7,  6]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_hist_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(sp_hist_data[:, 0], sp_hist_data[:, 1], width= 0.1)\n",
    "plt.title('Specified Histogram')\n",
    "plt.xlabel('Gray Levels')\n",
    "plt.ylabel('No. of pixels')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def img2data(img, L):\n",
    "    count= dict(Counter(img.ravel()))\n",
    "    data_img= []\n",
    "    for i in range(L):\n",
    "        try:\n",
    "            data_img.append([i, count[i]])\n",
    "        except:\n",
    "            data_img.append([i, 0])\n",
    "    data_img= np.array(data_img)\n",
    "    return data_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter image name: ./Images/day.png\n",
      "Enter desired image: ./Images/night.png\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((480, 640, 3), (480, 640, 3))"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip1= input('Enter image name: ')\n",
    "ip2= input('Enter desired image: ')\n",
    "\n",
    "ip_img= cv2.imread(ip1)\n",
    "des_img= cv2.imread(ip2)\n",
    "ip_img= cv2.cvtColor(ip_img,cv2.COLOR_BGR2RGB)\n",
    "des_img= cv2.cvtColor(des_img,cv2.COLOR_BGR2RGB)\n",
    "ip_img.shape, des_img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "n= 256\n",
    "ip_img0= ip_img[:, :, 0]\n",
    "ip_img1= ip_img[:, :, 1]\n",
    "ip_img2= ip_img[:, :, 2]\n",
    "\n",
    "des_img0= des_img[:, :, 0]\n",
    "des_img1= des_img[:, :, 1]\n",
    "des_img2= des_img[:, :, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_data0= img2data(ip_img0, 256)\n",
    "ip_data1= img2data(ip_img1, 256)\n",
    "ip_data2= img2data(ip_img2, 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "des_data0= img2data(des_img0, 256)\n",
    "des_data1= img2data(des_img1, 256)\n",
    "des_data2= img2data(des_img2, 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "ip_df0, ip_hist_data0= histogram_equalization(ip_data0, n)\n",
    "ip_df1, ip_hist_data1= histogram_equalization(ip_data1, n)\n",
    "ip_df2, ip_hist_data2= histogram_equalization(ip_data2, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 4))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Original Histogram Red\", fontsize= fsize)\n",
    "ax[0].bar(ip_data0[:, 0], ip_data0[:, 1], width= 0.1, color='red')\n",
    "\n",
    "ax[1].set_title(\"Original Histogram Green\", fontsize= fsize)\n",
    "ax[1].bar(ip_data1[:, 0], ip_data1[:, 1], width= 0.1, color='green')\n",
    "\n",
    "ax[2].set_title(\"Original Histogram BLue\", fontsize= fsize)\n",
    "ax[2].bar(ip_data2[:, 0], ip_data2[:, 1], width= 0.1, color='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>18876.0</td>\n",
       "      <td>0.061445</td>\n",
       "      <td>0.061445</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4586.0</td>\n",
       "      <td>0.014928</td>\n",
       "      <td>0.076374</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2458.0</td>\n",
       "      <td>0.008001</td>\n",
       "      <td>0.084375</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2350.0</td>\n",
       "      <td>0.007650</td>\n",
       "      <td>0.092025</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2088.0</td>\n",
       "      <td>0.006797</td>\n",
       "      <td>0.098822</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1745.0</td>\n",
       "      <td>0.005680</td>\n",
       "      <td>0.104502</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1607.0</td>\n",
       "      <td>0.005231</td>\n",
       "      <td>0.109733</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1631.0</td>\n",
       "      <td>0.005309</td>\n",
       "      <td>0.115042</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1440.0</td>\n",
       "      <td>0.004687</td>\n",
       "      <td>0.119730</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1338.0</td>\n",
       "      <td>0.004355</td>\n",
       "      <td>0.124085</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0        18876.0  0.061445  0.061445       16.0\n",
       "1          1.0         4586.0  0.014928  0.076374       19.0\n",
       "2          2.0         2458.0  0.008001  0.084375       22.0\n",
       "3          3.0         2350.0  0.007650  0.092025       23.0\n",
       "4          4.0         2088.0  0.006797  0.098822       25.0\n",
       "5          5.0         1745.0  0.005680  0.104502       27.0\n",
       "6          6.0         1607.0  0.005231  0.109733       28.0\n",
       "7          7.0         1631.0  0.005309  0.115042       29.0\n",
       "8          8.0         1440.0  0.004687  0.119730       31.0\n",
       "9          9.0         1338.0  0.004355  0.124085       32.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip_df0.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Gray Levels</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>15700.0</td>\n",
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       "      <td>0.051107</td>\n",
       "      <td>13.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>0.014557</td>\n",
       "      <td>0.065664</td>\n",
       "      <td>17.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3000.0</td>\n",
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       "      <td>0.075430</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>2309.0</td>\n",
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       "      <td>0.082946</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1982.0</td>\n",
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       "      <td>0.089398</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>1766.0</td>\n",
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       "      <td>0.095146</td>\n",
       "      <td>24.0</td>\n",
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       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1689.0</td>\n",
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       "      <td>0.100645</td>\n",
       "      <td>26.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
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       "      <td>0.105814</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
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       "      <td>0.110615</td>\n",
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       "      <th>9</th>\n",
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       "      <td>0.004723</td>\n",
       "      <td>0.115339</td>\n",
       "      <td>29.0</td>\n",
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       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0        15700.0  0.051107  0.051107       13.0\n",
       "1          1.0         4472.0  0.014557  0.065664       17.0\n",
       "2          2.0         3000.0  0.009766  0.075430       19.0\n",
       "3          3.0         2309.0  0.007516  0.082946       21.0\n",
       "4          4.0         1982.0  0.006452  0.089398       23.0\n",
       "5          5.0         1766.0  0.005749  0.095146       24.0\n",
       "6          6.0         1689.0  0.005498  0.100645       26.0\n",
       "7          7.0         1588.0  0.005169  0.105814       27.0\n",
       "8          8.0         1475.0  0.004801  0.110615       28.0\n",
       "9          9.0         1451.0  0.004723  0.115339       29.0"
      ]
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     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ip_df1.head(10)"
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  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
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       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>31877.0</td>\n",
       "      <td>0.103766</td>\n",
       "      <td>0.103766</td>\n",
       "      <td>26.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4449.0</td>\n",
       "      <td>0.014482</td>\n",
       "      <td>0.118249</td>\n",
       "      <td>30.0</td>\n",
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       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4469.0</td>\n",
       "      <td>0.014548</td>\n",
       "      <td>0.132796</td>\n",
       "      <td>34.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3116.0</td>\n",
       "      <td>0.010143</td>\n",
       "      <td>0.142939</td>\n",
       "      <td>36.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3061.0</td>\n",
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       "      <td>0.152904</td>\n",
       "      <td>39.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>2587.0</td>\n",
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       "      <td>0.161325</td>\n",
       "      <td>41.0</td>\n",
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       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2293.0</td>\n",
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       "      <td>0.168789</td>\n",
       "      <td>43.0</td>\n",
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       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2062.0</td>\n",
       "      <td>0.006712</td>\n",
       "      <td>0.175501</td>\n",
       "      <td>45.0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1936.0</td>\n",
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       "      <td>0.181803</td>\n",
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       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1815.0</td>\n",
       "      <td>0.005908</td>\n",
       "      <td>0.187712</td>\n",
       "      <td>48.0</td>\n",
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       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0        31877.0  0.103766  0.103766       26.0\n",
       "1          1.0         4449.0  0.014482  0.118249       30.0\n",
       "2          2.0         4469.0  0.014548  0.132796       34.0\n",
       "3          3.0         3116.0  0.010143  0.142939       36.0\n",
       "4          4.0         3061.0  0.009964  0.152904       39.0\n",
       "5          5.0         2587.0  0.008421  0.161325       41.0\n",
       "6          6.0         2293.0  0.007464  0.168789       43.0\n",
       "7          7.0         2062.0  0.006712  0.175501       45.0\n",
       "8          8.0         1936.0  0.006302  0.181803       46.0\n",
       "9          9.0         1815.0  0.005908  0.187712       48.0"
      ]
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     "execution_count": 27,
     "metadata": {},
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    }
   ],
   "source": [
    "ip_df2.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 4))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Equalized Histogram Red\", fontsize= fsize)\n",
    "ax[0].bar(ip_hist_data0[:, 0], ip_hist_data0[:, 1], width= 0.1, color='red')\n",
    "\n",
    "ax[1].set_title(\"Equalized Histogram Green\", fontsize= fsize)\n",
    "ax[1].bar(ip_hist_data1[:, 0], ip_hist_data1[:, 1], width= 0.1, color='green')\n",
    "\n",
    "ax[2].set_title(\"Equalized Histogram BLue\", fontsize= fsize)\n",
    "ax[2].bar(ip_hist_data2[:, 0], ip_hist_data2[:, 1], width= 0.1, color='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "des_df0, des_hist_data0= histogram_equalization(des_data0, n)\n",
    "des_df1, des_hist_data1= histogram_equalization(des_data1, n)\n",
    "des_df2, des_hist_data2= histogram_equalization(des_data2, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 4))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Original Desired Histogram Red\", fontsize= fsize)\n",
    "ax[0].bar(des_data0[:, 0], des_data0[:, 1], width= 0.1, color='red')\n",
    "\n",
    "ax[1].set_title(\"Original Desired Histogram Green\", fontsize= fsize)\n",
    "ax[1].bar(des_data1[:, 0], des_data1[:, 1], width= 0.1, color='green')\n",
    "\n",
    "ax[2].set_title(\"Original Desired Histogram BLue\", fontsize= fsize)\n",
    "ax[2].bar(des_data2[:, 0], des_data2[:, 1], width= 0.1, color='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>106414.0</td>\n",
       "      <td>0.346400</td>\n",
       "      <td>0.346400</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>18344.0</td>\n",
       "      <td>0.059714</td>\n",
       "      <td>0.406113</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>7814.0</td>\n",
       "      <td>0.025436</td>\n",
       "      <td>0.431549</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5529.0</td>\n",
       "      <td>0.017998</td>\n",
       "      <td>0.449548</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3807.0</td>\n",
       "      <td>0.012393</td>\n",
       "      <td>0.461940</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2963.0</td>\n",
       "      <td>0.009645</td>\n",
       "      <td>0.471585</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2577.0</td>\n",
       "      <td>0.008389</td>\n",
       "      <td>0.479974</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2336.0</td>\n",
       "      <td>0.007604</td>\n",
       "      <td>0.487578</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>2076.0</td>\n",
       "      <td>0.006758</td>\n",
       "      <td>0.494336</td>\n",
       "      <td>126.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>2032.0</td>\n",
       "      <td>0.006615</td>\n",
       "      <td>0.500951</td>\n",
       "      <td>128.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0       106414.0  0.346400  0.346400       88.0\n",
       "1          1.0        18344.0  0.059714  0.406113      104.0\n",
       "2          2.0         7814.0  0.025436  0.431549      110.0\n",
       "3          3.0         5529.0  0.017998  0.449548      115.0\n",
       "4          4.0         3807.0  0.012393  0.461940      118.0\n",
       "5          5.0         2963.0  0.009645  0.471585      120.0\n",
       "6          6.0         2577.0  0.008389  0.479974      122.0\n",
       "7          7.0         2336.0  0.007604  0.487578      124.0\n",
       "8          8.0         2076.0  0.006758  0.494336      126.0\n",
       "9          9.0         2032.0  0.006615  0.500951      128.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "des_df0.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
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       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
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       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>92262.0</td>\n",
       "      <td>0.300332</td>\n",
       "      <td>0.300332</td>\n",
       "      <td>77.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>15365.0</td>\n",
       "      <td>0.050016</td>\n",
       "      <td>0.350348</td>\n",
       "      <td>89.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>5918.0</td>\n",
       "      <td>0.019264</td>\n",
       "      <td>0.369613</td>\n",
       "      <td>94.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3774.0</td>\n",
       "      <td>0.012285</td>\n",
       "      <td>0.381898</td>\n",
       "      <td>97.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2934.0</td>\n",
       "      <td>0.009551</td>\n",
       "      <td>0.391449</td>\n",
       "      <td>100.0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2615.0</td>\n",
       "      <td>0.008512</td>\n",
       "      <td>0.399961</td>\n",
       "      <td>102.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2256.0</td>\n",
       "      <td>0.007344</td>\n",
       "      <td>0.407305</td>\n",
       "      <td>104.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2077.0</td>\n",
       "      <td>0.006761</td>\n",
       "      <td>0.414066</td>\n",
       "      <td>106.0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1917.0</td>\n",
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       "      <td>0.420306</td>\n",
       "      <td>107.0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1901.0</td>\n",
       "      <td>0.006188</td>\n",
       "      <td>0.426494</td>\n",
       "      <td>109.0</td>\n",
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      "text/plain": [
       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0        92262.0  0.300332  0.300332       77.0\n",
       "1          1.0        15365.0  0.050016  0.350348       89.0\n",
       "2          2.0         5918.0  0.019264  0.369613       94.0\n",
       "3          3.0         3774.0  0.012285  0.381898       97.0\n",
       "4          4.0         2934.0  0.009551  0.391449      100.0\n",
       "5          5.0         2615.0  0.008512  0.399961      102.0\n",
       "6          6.0         2256.0  0.007344  0.407305      104.0\n",
       "7          7.0         2077.0  0.006761  0.414066      106.0\n",
       "8          8.0         1917.0  0.006240  0.420306      107.0\n",
       "9          9.0         1901.0  0.006188  0.426494      109.0"
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     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "des_df1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gray Levels</th>\n",
       "      <th>No. of pixels</th>\n",
       "      <th>PDF</th>\n",
       "      <th>CDF</th>\n",
       "      <th>(L-1)*CDF</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>71014.0</td>\n",
       "      <td>0.231165</td>\n",
       "      <td>0.231165</td>\n",
       "      <td>59.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2859.0</td>\n",
       "      <td>0.009307</td>\n",
       "      <td>0.240472</td>\n",
       "      <td>61.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>13902.0</td>\n",
       "      <td>0.045254</td>\n",
       "      <td>0.285726</td>\n",
       "      <td>73.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3124.0</td>\n",
       "      <td>0.010169</td>\n",
       "      <td>0.295895</td>\n",
       "      <td>75.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6103.0</td>\n",
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       "      <td>0.315762</td>\n",
       "      <td>81.0</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>4618.0</td>\n",
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       "      <td>0.330794</td>\n",
       "      <td>84.0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2424.0</td>\n",
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       "      <td>0.338685</td>\n",
       "      <td>86.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2189.0</td>\n",
       "      <td>0.007126</td>\n",
       "      <td>0.345811</td>\n",
       "      <td>88.0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1824.0</td>\n",
       "      <td>0.005938</td>\n",
       "      <td>0.351748</td>\n",
       "      <td>90.0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1626.0</td>\n",
       "      <td>0.005293</td>\n",
       "      <td>0.357041</td>\n",
       "      <td>91.0</td>\n",
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      "text/plain": [
       "   Gray Levels  No. of pixels       PDF       CDF  (L-1)*CDF\n",
       "0          0.0        71014.0  0.231165  0.231165       59.0\n",
       "1          1.0         2859.0  0.009307  0.240472       61.0\n",
       "2          2.0        13902.0  0.045254  0.285726       73.0\n",
       "3          3.0         3124.0  0.010169  0.295895       75.0\n",
       "4          4.0         6103.0  0.019867  0.315762       81.0\n",
       "5          5.0         4618.0  0.015033  0.330794       84.0\n",
       "6          6.0         2424.0  0.007891  0.338685       86.0\n",
       "7          7.0         2189.0  0.007126  0.345811       88.0\n",
       "8          8.0         1824.0  0.005938  0.351748       90.0\n",
       "9          9.0         1626.0  0.005293  0.357041       91.0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "des_df2.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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36O59/CO6++xuBU6tqpmPqJIkzY/9rCQNL/voEeOtH5IkSZIkaWj4eFJJkiRJkjQ0xu7Wj6c97Wl17LHHLnU1JOlxbrjhhr+vqpVLXY8DwX5Y0rCyL5akpbW3/fDYJSqOPfZYduzwViNJw6U9n3xZsB+WNKzsiyVpae1tP+ytH5IkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSZI0NExUSJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZLmKckzk3y2N309yeuTHJFke5Kd7fXwVj5JLkgykeTGJCf09rWxld+ZZGMv/oIkN7VtLkiSpWirJB0oJiokSZKkeaqq26vqeVX1POAFwMPAXwPnAFdX1Rrg6rYMcCqwpk2bgAsBkhwBnAu8EDgROHc6udHKbOptt/4ANE2SloyJCkmSJGlxnAT8XVV9GdgAbGnxLcDpbX4DcGl1rgUOS3I0cAqwvap2VdX9wHZgfVt3aFV9sqoKuLS3L0kaSyYqJEmSpMVxBvCBNn9UVd0D0F6PbPFVwF29bSZbbE/xyQHx3STZlGRHkh1TU1MLbIokLR0TFZIkSdICJTkY+GXgL+cqOiBW84jvHqy6qKrWVtXalStXzlENSRpeJiokSZKkhTsV+HRV3duW7223bdBe72vxSeCY3nargbvniK8eEJeksWWiQpIkSVq4V/KD2z4AtgLTT+7YCFzZi5/Znv6xDniw3RqyDTg5yeFtEM2TgW1t3UNJ1rWnfZzZ25ckjaUVS10BSZIkaZQleRLwi8C/7oXfAVye5CzgTuAVLX4VcBowQfeEkFcDVNWuJG8Frm/l3lJVu9r8a4BLgEOAj7RJksaWiQpJkiRpAarqYeCpM2Jfo3sKyMyyBZw9y342A5sHxHcAz1mUykrSCJjz1o8km5Pcl+TmXuyIJNuT7Gyvh7d4klyQZCLJjUlO6G2zsZXfmWRjL/6CJDe1bS5ol7TN+h6SJEmSJGl87c0YFZcA62fEzgGurqo1wNVtGbpBhNa0aRNwIXRJB+Bc4IXAicC5vcTDha3s9Hbr53gPSZIkSZI0puZMVFTVJ4BdM8IbgC1tfgtwei9+aXWuBQ5roxyfAmyvql1VdT+wHVjf1h1aVZ9sl8FdOmNfg95DkiRJkiSNqfk+9eOoNgIx7fXIFl8F3NUrN9lie4pPDojv6T12k2RTkh1JdkxNTc2zSZIkSZIkaakt9uNJMyBW84jvk6q6qKrWVtXalStX7uvmkiRJkiRpSMw3UXFvu22D9npfi08Cx/TKrQbuniO+ekB8T+8hSZIkSZLG1HwTFVuB6Sd3bASu7MXPbE//WAc82G7b2AacnOTwNojmycC2tu6hJOva0z7OnLGvQe8hSZIkSZLG1Iq5CiT5APAS4GlJJume3vEO4PIkZwF3Aq9oxa8CTgMmgIeBVwNU1a4kbwWub+XeUlXTA3S+hu7JIocAH2kTe3gPSZIkSZI0puZMVFTVK2dZddKAsgWcPct+NgObB8R3AM8ZEP/aoPeQJEmSJEnja7EH05QkSZIkSZo3ExWSJEmSJGlomKiQJEmSJElDw0SFJEmSJEkaGiYqJEmSJEnS0DBRIUmSJEmShoaJCkkacUnekOSWJDcn+UCSH05yXJLrkuxM8sEkB7eyT2zLE239sb39vLnFb09ySi++vsUmkpxz4FsoSZKk5cREhSSNsCSrgH8DrK2q5wAHAWcA7wTOr6o1wP3AWW2Ts4D7q+oZwPmtHEmOb9s9G1gPvDfJQUkOAt4DnAocD7yylZUkSZL2CxMVkjT6VgCHJFkBPAm4B3gpcEVbvwU4vc1vaMu09SclSYtfVlXfqaovAhPAiW2aqKo7quoR4LJWVpIkSdovTFRI0girqq8A7wLupEtQPAjcADxQVY+2YpPAqja/CrirbftoK//UfnzGNrPFHyfJpiQ7kuyYmppanMZJkiRpWTJRIUkjLMnhdFc4HAf8GPBkuts0ZqrpTWZZt6/xxweqLqqqtVW1duXKlXtTdUmSJGkgExWSNNp+AfhiVU1V1XeBDwE/AxzWbgUBWA3c3eYngWMA2vqnALv68RnbzBaXJDVJDktyRZLPJ7ktyU8nOSLJ9jao8faWWCadC9oAxTcmOaG3n42t/M4kG3vxFyS5qW1zQbtlT5LGlokKSRptdwLrkjyp/XA9CbgV+Djw8lZmI3Blm9/almnrP1ZV1eJntKeCHAesAT4FXA+saU8ROZhuwM2tB6BdkjRK/gT4aFX9FPBc4DbgHODqNqjx1W0Zuqve1rRpE3AhQJIjgHOBF9KND3TudHKjldnU2279AWiTJC0ZExWSNMKq6jq6QTE/DdxE169fBLwJ+J0kE3RjUFzcNrkYeGqL/w7th3NV3QJcTpfk+ChwdlU91saxeC2wje6H9+WtrCQJSHIo8GJaP1tVj1TVAzx+8OKZgxpfWp1r6a6AOxo4BdheVbuq6n5gO7C+rTu0qj7ZEsuX9vYlSWNpxdxFJEnDrKrOpfsrXN8ddH+Rm1n228ArZtnP24G3D4hfBVy18JpK0lh6OjAF/FmS59INaPw64Kiqugegqu5JcmQrv6+DF69q8zPju0myie7KC378x398Ya2SpCXkFRWSJEnS/K0ATgAurKrnA9/kB7d5DLJfBjUGBzaWND5MVEiSJEnzNwlMtlvxoLsd7wTg3nbbBu31vl75fRm8eLLNz4xL0tgyUSFJkiTNU1V9FbgryTNbaHpQ4/7gxTMHNT6zPf1jHfBgu0VkG3ByksPbIJonA9vauoeSrGuDJp/Z25ckjSXHqJAkSZIW5reB97enI90BvJruD4KXJzmL7glN0+MDXQWcBkwAD7eyVNWuJG+le9oSwFuqalebfw1wCXAI8JE2SdLYMlEhSZIkLUBVfRZYO2DVSQPKFnD2LPvZDGweEN8BPGeB1ZSkkeGtH5IkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSZI0NExUSJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUNjQYmKJG9IckuSm5N8IMkPJzkuyXVJdib5YJKDW9kntuWJtv7Y3n7e3OK3JzmlF1/fYhNJzllIXSVJkiRJ0vCbd6IiySrg3wBrq+o5wEHAGcA7gfOrag1wP3BW2+Qs4P6qegZwfitHkuPbds8G1gPvTXJQkoOA9wCnAscDr2xlJUmSJEnSmFrorR8rgEOSrACeBNwDvBS4oq3fApze5je0Zdr6k5KkxS+rqu9U1ReBCeDENk1U1R1V9QhwWSsrSZIkSZLG1LwTFVX1FeBdwJ10CYoHgRuAB6rq0VZsEljV5lcBd7VtH23ln9qPz9hmtvhukmxKsiPJjqmpqfk2SZIkSZIkLbGF3PpxON0VDscBPwY8me42jZlqepNZ1u1rfPdg1UVVtbaq1q5cuXKuqkuSJEmSpCG1kFs/fgH4YlVNVdV3gQ8BPwMc1m4FAVgN3N3mJ4FjANr6pwC7+vEZ28wWlyRJkiRJY2ohiYo7gXVJntTGmjgJuBX4OPDyVmYjcGWb39qWaes/VlXV4me0p4IcB6wBPgVcD6xpTxE5mG7Aza0LqK8kSZIkSRpyK+YuMlhVXZfkCuDTwKPAZ4CLgP8OXJbkbS12cdvkYuDPk0zQXUlxRtvPLUkup0tyPAqcXVWPASR5LbCN7okim6vqlvnWV5IkSZIkDb95JyoAqupc4NwZ4Tvontgxs+y3gVfMsp+3A28fEL8KuGohdZQkSZIkSaNjoY8nlSRJkiRJWjQmKiRJkqQFSPKlJDcl+WySHS12RJLtSXa218NbPEkuSDKR5MYkJ/T2s7GV35lkYy/+grb/ibbtoKfjSdLYMFEhSZIkLdzPV9XzqmptWz4HuLqq1gBXt2WAU+kGj18DbAIuhC6xQXdL9QvpbqM+dzq50cps6m23fv83R5KWjokKSZIkafFtALa0+S3A6b34pdW5FjgsydHAKcD2qtpVVfcD24H1bd2hVfXJ9sS8S3v7kqSxZKJCkiRJWpgC/keSG5JsarGjquoegPZ6ZIuvAu7qbTvZYnuKTw6I7ybJpiQ7kuyYmppaYJMkaeks6KkfkiRJknhRVd2d5Ehge5LP76HsoPElah7x3YNVFwEXAaxdu3ZgGUkaBV5RIUmSJC1AVd3dXu8D/ppujIl7220btNf7WvFJ4Jje5quBu+eIrx4Ql6SxZaJCkiRJmqckT07yo9PzwMnAzcBWYPrJHRuBK9v8VuDM9vSPdcCD7daQbcDJSQ5vg2ieDGxr6x5Ksq497ePM3r4kaSx564ckSZI0f0cBf92eGLoC+Iuq+miS64HLk5wF3Am8opW/CjgNmAAeBl4NUFW7krwVuL6Ve0tV7WrzrwEuAQ4BPtImSRpbJiokSZKkeaqqO4DnDoh/DThpQLyAs2fZ12Zg84D4DuA5C66sJI0Ib/2QJEmSJElDw0SFJEmSJEkaGiYqJGnEJTksyRVJPp/ktiQ/neSIJNuT7Gyvh7eySXJBkokkNyY5obefja38ziQbe/EXJLmpbXNBG8xNkiRJ2i9MVEjS6PsT4KNV9VN090nfBpwDXF1Va4Cr2zLAqcCaNm0CLgRIcgRwLvBCusfqnTud3GhlNvW2W38A2iRJkqRlykSFJI2wJIcCLwYuBqiqR6rqAWADsKUV2wKc3uY3AJdW51rgsCRHA6cA26tqV1XdD2wH1rd1h1bVJ9sAcJf29iVJkiQtOhMVkjTang5MAX+W5DNJ3pfkycBRVXUPQHs9spVfBdzV236yxfYUnxwQf5wkm5LsSLJjampqcVomSZKkZclEhSSNthXACcCFVfV84Jv84DaPQQaNL1HziD8+UHVRVa2tqrUrV66cu9aSJEnSLExUSNJomwQmq+q6tnwFXeLi3nbbBu31vl75Y3rbrwbuniO+ekBckiRJ2i9MVEjSCKuqrwJ3JXlmC50E3ApsBaaf3LERuLLNbwXObE//WAc82G4N2QacnOTwNojmycC2tu6hJOva0z7O7O1LkiRJWnQrlroCkqQF+23g/UkOBu4AXk2XiL48yVnAncArWtmrgNOACeDhVpaq2pXkrcD1rdxbqmpXm38NcAlwCPCRNkmSJEn7hYkKSRpxVfVZYO2AVScNKFvA2bPsZzOweUB8B/CcBVZTkiRJ2ive+iFJkiRJkoaGiQpJkiRJkjQ0TFRIkiRJkqShYaJCkiRJkiQNDRMVkiRJkiRpaJiokCRJkiRJQ8NEhSRJkiRJGhomKiRJkiRJ0tAwUSFJkiRJkobGghIVSQ5LckWSzye5LclPJzkiyfYkO9vr4a1sklyQZCLJjUlO6O1nYyu/M8nGXvwFSW5q21yQJAupryRJkrQ/JDkoyWeSfLgtH5fkuvb79oNJDm7xJ7blibb+2N4+3tzityc5pRdf32ITSc450G2TpANtoVdU/Anw0ar6KeC5wG3AOcDVVbUGuLotA5wKrGnTJuBCgCRHAOcCLwROBM6dTm60Mpt6261fYH0lSZKk/eF1dL+Fp70TOL/9Jr4fOKvFzwLur6pnAOe3ciQ5HjgDeDbdb973tuTHQcB76H5LHw+8spWVpLE170RFkkOBFwMXA1TVI1X1ALAB2NKKbQFOb/MbgEurcy1wWJKjgVOA7VW1q6ruB7YD69u6Q6vqk1VVwKW9fUmSJElDIclq4JeA97XlAC8FrmhFZv4mnv6tfAVwUiu/Abisqr5TVV8EJuj+iHciMFFVd1TVI8Blrawkja2FXFHxdGAK+LN2mdv7kjwZOKqq7gFor0e28quAu3rbT7bYnuKTA+K7SbIpyY4kO6amphbQJEmSJGmf/THwRuB7bfmpwANV9Whb7v+O/f5v37b+wVZ+X38r78bfxJLGxUISFSuAE4ALq+r5wDf5wW0egwwaX6LmEd89WHVRVa2tqrUrV67cc60lSZKkRZLkZcB9VXVDPzygaM2xzt/EktQsJFExCUxW1XVt+Qq6xMW97bYN2ut9vfLH9LZfDdw9R3z1gLgkSZI0LF4E/HKSL9HdlvFSuissDkuyopXp/479/m/ftv4pwC72/beyJI2h5Ap4AAAVSklEQVSteScqquqrwF1JntlCJwG3AluB6Sd3bASubPNbgTPb0z/WAQ+2W0O2AScnObwNonkysK2teyjJunbf3pm9fUmSJElLrqreXFWrq+pYusEwP1ZVvwZ8HHh5KzbzN/H0b+WXt/LV4me0p4IcRzeQ/KeA64E17SkiB7f32HoAmiZJS2bF3EX26LeB97dO8w7g1XTJj8uTnAXcCbyilb0KOI1uYKCHW1mqaleSt9J1wgBvqapdbf41wCXAIcBH2iRJkiQNuzcBlyV5G/AZ2gD07fXPk0zQXUlxBkBV3ZLkcro//D0KnF1VjwEkeS3dH/cOAjZX1S0HtCWSdIClS+COj7Vr19aOHTuWuhqS9DhJbqiqtUtdjwPBfljSsLIvlqSltbf98ELGqJAkSZIkSVpUJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSZI0NExUSJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSZI0NExUSJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSWMgyUFJPpPkw235uCTXJdmZ5INJDm7xJ7blibb+2N4+3tzityc5pRdf32ITSc450G2TJEnS8mKiQpLGw+uA23rL7wTOr6o1wP3AWS1+FnB/VT0DOL+VI8nxwBnAs4H1wHtb8uMg4D3AqcDxwCtbWUmSJGm/MFEhSSMuyWrgl4D3teUALwWuaEW2AKe3+Q1tmbb+pFZ+A3BZVX2nqr4ITAAntmmiqu6oqkeAy1pZSRKQ5IeTfCrJ55LckuQPW9wr2yRpnkxUSNLo+2PgjcD32vJTgQeq6tG2PAmsavOrgLsA2voHW/nvx2dsM1v8cZJsSrIjyY6pqanFaJMkjYrvAC+tqucCzwPWJ1mHV7ZJ0ryZqJCkEZbkZcB9VXVDPzygaM2xbl/jjw9UXVRVa6tq7cqVK+eotSSNj+p8oy0+oU2FV7ZJ0ryZqJCk0fYi4JeTfInux+tL6a6wOCzJilZmNXB3m58EjgFo658C7OrHZ2wzW1yS1LQrHz4L3AdsB/6OA3xlW6uHV7dJGgsmKiRphFXVm6tqdVUdS3fJ8Meq6teAjwMvb8U2Ale2+a1tmbb+Y1VVLX5Gu3f6OGAN8CngemBNu9f64PYeWw9A0yRpZFTVY1X1PLpk7onAswYVa6/75cq2Vg+vbpM0FlbMXUSSNILeBFyW5G3AZ4CLW/xi4M+TTNBdSXEGQFXdkuRy4FbgUeDsqnoMIMlrgW3AQcDmqrrlgLZEkkZEVT2Q5BpgHe3KtnbVxKAr2yb38so29hCXpLFkokKSxkRVXQNc0+bvoPur3swy3wZeMcv2bwfePiB+FXDVIlZVksZGkpXAd1uS4hDgF+gGyJy+su0yBl/Z9kl6V7Yl2Qr8RZJ3Az/GD65sC+3KNuArdAnmXz1Q7ZOkpWCiQpIkSZq/o4Et7ekcPwRcXlUfTnIrXtkmSfNiokKSJEmap6q6EXj+gLhXtknSPDmYpiRJkiRJGhoLTlS0xzF9JsmH2/JxSa5LsjPJB9so8bSR5D+YZKKtP7a3jze3+O1JTunF17fYRJJzFlpXSZIkSZI03BbjiorXAbf1lt8JnF9Va4D7gbNa/Czg/qp6BnB+K0eS4+nuzXs2sB54b0t+HAS8BzgVOB54ZSsrSZIkSZLG1IISFUlWA78EvK8tB3gpcEUrsgU4vc1vaMu09Se18huAy6rqO1X1RWCC7n6+E4GJqrqjqh6hGzF5w0LqK0mSJEmShttCr6j4Y+CNwPfa8lOBB9rzoqF7HvSqNr8KuAugrX+wlf9+fMY2s8V3k2RTkh1JdkxNTS2wSZIkSZIkaanMO1GR5GXAfVV1Qz88oGjNsW5f47sHqy6qqrVVtXblypV7qLUkSZIkSRpmC3k86YuAX05yGvDDwKF0V1gclmRFu2piNXB3Kz8JHANMJlkBPIXu2dHT8Wn9bWaLS5IkSZKkMTTvKyqq6s1VtbqqjqUbDPNjVfVrwMeBl7diG4Er2/zWtkxb/7GqqhY/oz0V5DhgDfAp4HpgTXuKyMHtPbbOt76SJEmSJGn4LeSKitm8CbgsyduAzwAXt/jFwJ8nmaC7kuIMgKq6JcnlwK3Ao8DZVfUYQJLXAtuAg4DNVXXLfqivJEmSJEkaEouSqKiqa4Br2vwddE/smFnm28ArZtn+7cDbB8SvAq5ajDpKkiRJkqTht9CnfkiSJEmSJC0aExWSJEmSJGlomKiQJEmSJElDw0SFJEmSJEkaGiYqJEmSJEnS0DBRIUmSJEmShoaJCkmSJEmSNDRMVEiSJEmSpKFhokKSJEmSJA0NExWSJEmSJGlomKiQJEmS5inJMUk+nuS2JLckeV2LH5Fke5Kd7fXwFk+SC5JMJLkxyQm9fW1s5Xcm2diLvyDJTW2bC5LkwLdUkg4cExWSJEnS/D0K/G5VPQtYB5yd5HjgHODqqloDXN2WAU4F1rRpE3AhdIkN4FzghcCJwLnTyY1WZlNvu/UHoF2StGRMVEiSJEnzVFX3VNWn2/xDwG3AKmADsKUV2wKc3uY3AJdW51rgsCRHA6cA26tqV1XdD2wH1rd1h1bVJ6uqgEt7+5KksWSiQpIkSVoESY4Fng9cBxxVVfdAl8wAjmzFVgF39TabbLE9xScHxAe9/6YkO5LsmJqaWmhzJGnJmKiQJEmSFijJjwB/Bby+qr6+p6IDYjWP+O7Bqouqam1VrV25cuVcVZakoWWiQpIkSVqAJE+gS1K8v6o+1ML3tts2aK/3tfgkcExv89XA3XPEVw+IS9LYMlEhSZIkzVN7AsfFwG1V9e7eqq3A9JM7NgJX9uJntqd/rAMebLeGbANOTnJ4G0TzZGBbW/dQknXtvc7s7UuSxtKKpa6AJEmSNMJeBPw6cFOSz7bYvwPeAVye5CzgTuAVbd1VwGnABPAw8GqAqtqV5K3A9a3cW6pqV5t/DXAJcAjwkTZJ0tgyUSFJkiTNU1X9LYPHkQA4aUD5As6eZV+bgc0D4juA5yygmpI0Urz1Q5IkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSSMsyTFJPp7ktiS3JHldix+RZHuSne318BZPkguSTCS5MckJvX1tbOV3JtnYi78gyU1tmwuSzDa6vSRJkrRgJiokabQ9CvxuVT0LWAecneR44Bzg6qpaA1zdlgFOBda0aRNwIXSJDeBc4IXAicC508mNVmZTb7v1B6BdkiRJWqZMVEjSCKuqe6rq023+IeA2YBWwAdjSim0BTm/zG4BLq3MtcFiSo4FTgO1Vtauq7ge2A+vbukOr6pNVVcClvX1JkiRJi85EhSSNiSTHAs8HrgOOqqp7oEtmAEe2YquAu3qbTbbYnuKTA+Iz33tTkh1JdkxNTS1GcyRJkrRMmaiQpDGQ5EeAvwJeX1Vf31PRAbGaR/zxgaqLqmptVa1duXLl3lRZkiRJGshEhSSNuCRPoEtSvL+qPtTC97bbNmiv97X4JHBMb/PVwN1zxFcPiEuSJEn7xbwTFY40L0lLr/WLFwO3VdW7e6u2AtP96Ubgyl78zNYnrwMebLeGbANOTnJ467dPBra1dQ8lWdfe68zeviRJkqRFt5ArKhxpXpKW3ouAXwdemuSzbToNeAfwi0l2Ar/YlgGuAu4AJoA/BX4LoKp2AW8Frm/TW1oM4DXA+9o2fwd85EA0TJIkScvTivlu2P7KNj1Q20NJ+iPNv6QV2wJcA7yJ3kjzwLVJpkeafwltpHmAJNMjzV9DG2m+xadHmvcHsiQ1VfW3DB5HAuCkAeULOHuWfW0GNg+I7wCes4BqSpIkSXttUcaoWMqR5tv7O9q8JEmSJEljYMGJiqUeaR4cbV6SJEmSpHGxoESFI81LkiRJkqTFtJCnfjjSvCRJkiRJWlQLuaLCkeYlSRph+UOf+i1JkobPQp764UjzkiRJkiRpUS3KUz8kSZKk5SrJ5iT3Jbm5FzsiyfYkO9vr4S2eJBckmUhyY5ITettsbOV3JtnYi78gyU1tmwvabdGSNLZMVEiSJEkLcwmwfkbsHODqqloDXN2WAU4F1rRpE3AhdIkN4FzghcCJwLnTyY1WZlNvu5nvJUljxUSFJEmStABV9Qlg14zwBmBLm98CnN6LX1qda4HD2pPyTgG2V9Wuqrof2A6sb+sOrapPtlupL+3tS5LGkokKSZIkafEd1Z5iR3s9ssVXAXf1yk222J7ikwPikjS2TFRIkiRJB86g8SVqHvHdd5xsSrIjyY6pqakFVFGSlpaJCkmSJGnx3dtu26C93tfik8AxvXKrgbvniK8eEN9NVV1UVWurau3KlSsXpRGStBRMVEiSJEmLbysw/eSOjcCVvfiZ7ekf64AH260h24CTkxzeBtE8GdjW1j2UZF172seZvX1J0lhasdQVkCRJkkZZkg8ALwGelmSS7ukd7wAuT3IWcCfwilb8KuA0YAJ4GHg1QFXtSvJW4PpW7i1VNT1A52vonixyCPCRNknS2DJRIUmSJC1AVb1yllUnDShbwNmz7GczsHlAfAfwnIXUUZJGibd+SJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSZI0NExUSJIkSZKkoWGiQpIkSZIkDQ0TFZIkSZIkaWiYqJAkSZIkSUPDRIUkSZIkSRoaJiokSZIkSdLQMFEhSZIkSZKGhokKSZIkSctestQ1kDTNRIWWH/8VkiRJkoaWP9dlokKSJEmStCDLKbmwnNq6VExUSJIkSdKQ8z/HWk5MVEiSpLGXP1z8X/j7Y5+LZZjrJknSXExUSAuRDHd6e5jrJmksLfZ/kJfTf7iXU1slLa1h/wm73Cz2+RiH8zv0iYok65PcnmQiyTlLXR9pvxqHXmVf7I9eWfuFfbG0vOUPs6iJlMXe33JgP7y8+RNHy81QJyqSHAS8BzgVOB54ZZLjl7ZW0ohZbunZYa/fCLIvlqSlZT8sabkZ6kQFcCIwUVV3VNUjwGXAhiWukyQtN/bFkrS07IclLSsrlroCc1gF3NVbngReOLNQkk3Aprb4jSS37+P7PA34+3nVcHjZpj1Z7L+6z29/s7dnOOo3n/3N7xwNb3sX83v0E4u0n6UwZ1+8CP0wjF+/NRLtyXn79H3Zqzbt4z7ntFj7m2U/CzpPQ9jW77dnseu2P/a5l/uzL/Y38ULsU5uG/cLMVr9FO09D8hNsYHtG5FzMZl7naEjOxyAHvB8e9kTFoENbuwWqLgIumvebJDuqau18tx9Gtmn4jVt7YPzaNG7tWYA5++KF9sMwfsd73NoDtmkUjFt7YDzbNA/+Jp4n2zT8xq09MH5tWor2DPutH5PAMb3l1cDdS1QXSVqu7IslaWnZD0taVoY9UXE9sCbJcUkOBs4Ati5xnSRpubEvlqSlZT8saVkZ6ls/qurRJK8FtgEHAZur6pb98FYLulx5SNmm4Tdu7YHxa9O4tWde7IvnbdzaA7ZpFIxbe2A827RP7IcXxDYNv3FrD4xfmw54e1K12+1tkiRJkiRJS2LYb/2QJEmSJEnLiIkKSZIkSZI0NJZ9oiLJ+iS3J5lIcs5S12c+knwpyU1JPptkR4sdkWR7kp3t9fClrueeJNmc5L4kN/diA9uQzgXtnN2Y5ISlq/nsZmnTeUm+0s7VZ5Oc1lv35tam25OcsjS1nl2SY5J8PMltSW5J8roWH9nztIc2jex5GkXj0A+DffGQfsfHqh+G8euL7YeHxzj0xfbDw/X9njZuffG49cMwpH1xVS3biW4wor8Dng4cDHwOOH6p6zWPdnwJeNqM2H8Czmnz5wDvXOp6ztGGFwMnADfP1QbgNOAjdM8UXwdct9T134c2nQf83oCyx7fP3xOB49rn8qClbsOMOh4NnNDmfxT4Qqv3yJ6nPbRpZM/TqE3j0g+3ttgXD0Eb9qI9I/39Hre+2H54OKZx6Yvth4fr+z1Hm0b2Oz5u/fAcbVqy87Tcr6g4EZioqjuq6hHgMmDDEtdpsWwAtrT5LcDpS1iXOVXVJ4BdM8KztWEDcGl1rgUOS3L0ganp3pulTbPZAFxWVd+pqi8CE3Sfz6FRVfdU1afb/EPAbcAqRvg87aFNsxn68zSCxrkfBvviJTVu/TCMX19sPzw0xrkvth9eYuPWF49bPwzD2Rcv90TFKuCu3vIkez4hw6qA/5HkhiSbWuyoqroHug8ecOSS1W7+ZmvDqJ+317bLvjb3Lj8cqTYlORZ4PnAdY3KeZrQJxuA8jYhxOqb2xaNz7sbi+z1ufbH98JIal+NqPzxa523kv+Pj1g/D8PTFyz1RkQGxUXxe64uq6gTgVODsJC9e6grtZ6N83i4EfhJ4HnAP8J9bfGTalORHgL8CXl9VX99T0QGxUWnTyJ+nETJOx9S+eDTO3Vh8v8etL7YfXnLjclzth0fnvI38d3zc+mEYrr54uScqJoFjesurgbuXqC7zVlV3t9f7gL+mu+zm3ulLitrrfUtXw3mbrQ0je96q6t6qeqyqvgf8KT+4RGok2pTkCXSd1/ur6kMtPNLnaVCbRv08jZixOab2xaNx7sbh+z1ufbH98FAYi+NqPzw6523Uv+Pj1g/D8PXFyz1RcT2wJslxSQ4GzgC2LnGd9kmSJyf50el54GTgZrp2bGzFNgJXLk0NF2S2NmwFzmwj6K4DHpy+zGrYzbgf7Z/SnSvo2nRGkicmOQ5YA3zqQNdvT5IEuBi4rare3Vs1sudptjaN8nkaQSPfD4N98bB+xwcZ9e/3uPXF9sNDY+T7Yvvh4ft+78kof8fHrR+GIe2LawhGGV3KiW4U1i/QjVT6+0tdn3nU/+l0I65+Drhlug3AU4GrgZ3t9Yilrusc7fgA3eVE36XL0J01WxvoLjV6TztnNwFrl7r++9CmP291vrF9wY/ulf/91qbbgVOXuv4D2vOzdJd03Qh8tk2njfJ52kObRvY8jeI06v1wa4N98XB+x8eqH251HKu+2H54eKZR74vth4fv+z1Hm0b2Oz5u/fAcbVqy85T2JpIkSZIkSUtuud/6IUmSJEmShoiJCkmSJEmSNDRMVEiSJEmSpKFhokKSJEmSJA0NExWSJEmSJGlomKiQJEmSJElDw0SFJEmSJEkaGv8/FeDrW0FzR98AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 4))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Equalized Desired Histogram Red\", fontsize= fsize)\n",
    "ax[0].bar(des_hist_data0[:, 0], des_hist_data0[:, 1], width= 0.1, color='red')\n",
    "\n",
    "ax[1].set_title(\"Equalized Desired Histogram Green\", fontsize= fsize)\n",
    "ax[1].bar(des_hist_data1[:, 0], des_hist_data1[:, 1], width= 0.1, color='green')\n",
    "\n",
    "ax[2].set_title(\"Equalized Desired Histogram Blue\", fontsize= fsize)\n",
    "ax[2].bar(des_hist_data2[:, 0], des_hist_data2[:, 1], width= 0.1, color='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp_df0, sp_hist_data0= histogram_specification(ip_data0, ip_df0.loc[:, '(L-1)*CDF'], des_df0.loc[:, '(L-1)*CDF'])\n",
    "sp_df1, sp_hist_data1= histogram_specification(ip_data1, ip_df1.loc[:, '(L-1)*CDF'], des_df1.loc[:, '(L-1)*CDF'])\n",
    "sp_df2, sp_hist_data2= histogram_specification(ip_data2, ip_df2.loc[:, '(L-1)*CDF'], des_df2.loc[:, '(L-1)*CDF'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>c0</th>\n",
       "      <th>c1</th>\n",
       "      <th>c2</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "    c0    c1     c2    D\n",
       "0  0.0  16.0   88.0  0.0\n",
       "1  1.0  19.0  104.0  0.0\n",
       "2  2.0  22.0  110.0  0.0\n",
       "3  3.0  23.0  115.0  0.0\n",
       "4  4.0  25.0  118.0  0.0\n",
       "5  5.0  27.0  120.0  0.0\n",
       "6  6.0  28.0  122.0  0.0\n",
       "7  7.0  29.0  124.0  0.0\n",
       "8  8.0  31.0  126.0  0.0\n",
       "9  9.0  32.0  128.0  0.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_df0.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
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       "    c0    c1     c2    D\n",
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       "2  2.0  19.0   94.0  0.0\n",
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       "4  4.0  23.0  100.0  0.0\n",
       "5  5.0  24.0  102.0  0.0\n",
       "6  6.0  26.0  104.0  0.0\n",
       "7  7.0  27.0  106.0  0.0\n",
       "8  8.0  28.0  107.0  0.0\n",
       "9  9.0  29.0  109.0  0.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_df1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    c0    c1    c2    D\n",
       "0  0.0  26.0  59.0  0.0\n",
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       "5  5.0  41.0  84.0  0.0\n",
       "6  6.0  43.0  86.0  0.0\n",
       "7  7.0  45.0  88.0  0.0\n",
       "8  8.0  46.0  90.0  0.0\n",
       "9  9.0  48.0  91.0  0.0"
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     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_df2.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 4))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Equalized spired Histogram Red\", fontsize= fsize)\n",
    "ax[0].bar(sp_hist_data0[:, 0], sp_hist_data0[:, 1], width= 0.1, color='red')\n",
    "\n",
    "ax[1].set_title(\"Equalized spired Histogram Green\", fontsize= fsize)\n",
    "ax[1].bar(sp_hist_data1[:, 0], sp_hist_data1[:, 1], width= 0.1, color='green')\n",
    "\n",
    "ax[2].set_title(\"Equalized spired Histogram BLue\", fontsize= fsize)\n",
    "ax[2].bar(sp_hist_data2[:, 0], sp_hist_data2[:, 1], width= 0.1, color='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data2img(img, df):\n",
    "    new_img= img.copy()\n",
    "    for i in range(df.shape[0]):\n",
    "        new_img[img==i]= df.loc[i, 'D']\n",
    "    return new_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_img0= data2img(ip_img0, sp_df0)\n",
    "new_img1= data2img(ip_img1, sp_df1)\n",
    "new_img2= data2img(ip_img2, sp_df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_img= np.array([new_img0.T, new_img1.T, new_img2.T]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(480, 640, 3)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax= plt.subplots(ncols= 3, figsize= (18, 6))\n",
    "fsize= 14\n",
    "\n",
    "ax[0].set_title(\"Original Image\", fontsize= fsize)\n",
    "ax[0].imshow(ip_img)\n",
    "\n",
    "ax[1].set_title(\"Desired Image\", fontsize= fsize)\n",
    "ax[1].imshow(des_img)\n",
    "\n",
    "ax[2].set_title(\"After histogram specification\", fontsize= fsize)\n",
    "ax[2].imshow(new_img)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}