{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f7f852c",
   "metadata": {},
   "source": [
    "# Plant Disease Dataset Analysis Notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b53d416",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-v0_8-muted')\n",
    "\n",
    "DATA_DIR = \"data\"\n",
    "TRAIN_DIR = os.path.join(DATA_DIR, \"train\")\n",
    "VAL_DIR = os.path.join(DATA_DIR, \"val\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cd836a0",
   "metadata": {},
   "source": [
    "### Parse dataset structure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "aa1d6a78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train size: 7783\n",
      "Val size: 390\n"
     ]
    }
   ],
   "source": [
    "plants = [\n",
    "    \"apple\",\n",
    "    \"banana\",\n",
    "    \"bean\",\n",
    "    \"bell pepper\",\n",
    "    \"blueberry\",\n",
    "    \"basil\",\n",
    "    \"broccoli\",\n",
    "    \"cabbage\",\n",
    "    \"cauliflower\",\n",
    "    \"celery\",\n",
    "    \"cherry\",\n",
    "    \"citrus\",\n",
    "    \"coffee\",\n",
    "    \"corn\",\n",
    "    \"cucumber\",\n",
    "    \"garlic\",\n",
    "    \"ginger\",\n",
    "    \"grape\",\n",
    "    \"lettuce\",\n",
    "    \"maple\",\n",
    "    \"peach\",\n",
    "    \"plum\",\n",
    "    \"potato\",\n",
    "    \"raspberry\",\n",
    "    \"rice\",\n",
    "    \"soybean\",\n",
    "    \"squash\",\n",
    "    \"strawberry\",\n",
    "    \"tobacco\",\n",
    "    \"tomato\",\n",
    "    \"wheat\",\n",
    "    \"zucchini\",\n",
    "]\n",
    "plants.sort(key=len, reverse=True)\n",
    "\n",
    "\n",
    "def parse_dataset(root_dir):\n",
    "    records = []\n",
    "    images = []\n",
    "    for class_name in os.listdir(root_dir):\n",
    "        class_path = os.path.join(root_dir, class_name)\n",
    "        if not os.path.isdir(class_path):\n",
    "            continue\n",
    "\n",
    "        for img_name in os.listdir(class_path):\n",
    "            img_path = os.path.join(class_path, img_name)\n",
    "            if not img_name.lower().endswith((\".jpg\", \".png\", \".jpeg\")):\n",
    "                continue\n",
    "\n",
    "            for plant in plants:\n",
    "                if class_name.startswith(plant):\n",
    "                    disease = class_name[len(plant) :].strip()\n",
    "                    break\n",
    "            records.append(\n",
    "                {\n",
    "                    \"path\": img_path,\n",
    "                    \"Name\": img_name,\n",
    "                    \"plant\": plant,\n",
    "                    \"disease\": disease,\n",
    "                    \"class\": class_name,\n",
    "                }\n",
    "            )\n",
    "\n",
    "    return pd.DataFrame(records)\n",
    "\n",
    "\n",
    "train_df = parse_dataset(TRAIN_DIR)\n",
    "val_df = parse_dataset(VAL_DIR)\n",
    "\n",
    "print(\"Train size:\", len(train_df))\n",
    "print(\"Val size:\", len(val_df))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c479882",
   "metadata": {},
   "source": [
    "### Basic statistics\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "5b7a28de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique plants:   Train: 32 Val: 31\n",
      "Number of unique diseases: Train: 39 Val: 39\n",
      "Number of plant+disease:   Train: 82 Val: 71\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of unique plants:   Train: {train_df[\"plant\"].nunique()} Val: {val_df[\"plant\"].nunique()}\")\n",
    "print(f\"Number of unique diseases: Train: {train_df[\"disease\"].nunique()} Val: {val_df[\"disease\"].nunique()}\")\n",
    "print(f\"Number of plant+disease:   Train: {train_df[\"class\"].nunique()} Val: {val_df[\"class\"].nunique()}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b7472e3",
   "metadata": {},
   "source": [
    "### Disease distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "3b3722d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_distribution(df, column, top_n=20):\n",
    "    counts = df[column].value_counts()\n",
    "    plt.figure(figsize=(18, 6))\n",
    "    counts.plot(kind=\"bar\")\n",
    "    plt.title(f\"{column} Distribution\")\n",
    "    plt.xticks(rotation=45, ha=\"right\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "plot_distribution(train_df, \"disease\")\n",
    "plot_distribution(train_df, \"plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "874f8626",
   "metadata": {},
   "source": [
    "### Check imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "c9dfbc2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set:\n",
      "count     39.000000\n",
      "mean     199.564103\n",
      "std      175.999072\n",
      "min       90.000000\n",
      "25%       90.000000\n",
      "50%      129.000000\n",
      "75%      230.500000\n",
      "max      866.000000\n",
      "Name: count, dtype: float64\n",
      "\n",
      "Val set:\n",
      "count    39.0\n",
      "mean     10.0\n",
      "std       0.0\n",
      "min      10.0\n",
      "25%      10.0\n",
      "50%      10.0\n",
      "75%      10.0\n",
      "max      10.0\n",
      "Name: count, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"Train set:\")\n",
    "print(train_df[\"disease\"].value_counts().describe())\n",
    "print(\"\\nVal set:\")\n",
    "print(val_df[\"disease\"].value_counts().describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fe960f2",
   "metadata": {},
   "source": [
    "Some diseases are ~10x more frequent\n",
    "\n",
    "model will bias toward frequent diseases"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c92c928",
   "metadata": {},
   "source": [
    "Validation set is good\n",
    "\n",
    " - exactly 10 samples per disease\n",
    " - completely balanced\n",
    " - Very small (390 total)\n",
    "\n",
    "High variance → noisy metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf9df481",
   "metadata": {},
   "source": [
    "### Disease generalization check\n",
    "Which diseases appear across multiple plants?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "f7003e18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Diseases shared across multiple plants:\n",
      "disease\n",
      "rust                                   8\n",
      "downy mildew                           7\n",
      "powdery mildew                         6\n",
      "mosaic virus                           5\n",
      "anthracnose                            5\n",
      "black rot                              4\n",
      "leaf spot                              4\n",
      "early blight                           3\n",
      "alternaria leaf spot                   3\n",
      "late blight                            2\n",
      "leaf rust                              2\n",
      "bacterial wilt                         2\n",
      "sheath blight                          2\n",
      "scab                                   2\n",
      "brown spot                             2\n",
      "brown rot                              2\n",
      "bacterial leaf streak (black chaff)    1\n",
      "bacterial leaf spot                    1\n",
      "angular leaf spot                      1\n",
      "berry blotch                           1\n",
      "Name: plant, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "disease_plants = (\n",
    "    train_df.groupby(\"disease\")[\"plant\"].nunique().sort_values(ascending=False)\n",
    ")\n",
    "print(\"\\nDiseases shared across multiple plants:\")\n",
    "print(disease_plants.head(20))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c185372",
   "metadata": {},
   "source": [
    "Many diseases appear in only 1 plant\n",
    "\n",
    "Model can learn  `plant`  -> `disease` shortcut \\\n",
    "not actual disease"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a232533",
   "metadata": {},
   "source": [
    "### Image size analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "e24c7544",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_image_sizes(df, sample_size=1000):\n",
    "    sizes = []\n",
    "    sample = df.sample(min(sample_size, len(df)),random_state=42)\n",
    "\n",
    "    for path in sample[\"path\"]:\n",
    "        try:\n",
    "            with Image.open(path) as img:\n",
    "                sizes.append(img.size)\n",
    "        except:\n",
    "            continue\n",
    "\n",
    "    return sizes\n",
    "\n",
    "sizes = get_image_sizes(train_df)\n",
    "\n",
    "widths = [s[0] for s in sizes]\n",
    "heights = [s[1] for s in sizes]\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.scatter(widths, heights, alpha=0.6)\n",
    "\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "\n",
    "plt.xlabel(\"Width (pixels)\")\n",
    "plt.ylabel(\"Height (pixels)\")\n",
    "plt.title(\"Image Resolutions\")\n",
    "\n",
    "plt.grid(True, which=\"both\", linestyle=\"--\", alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e44f8b44",
   "metadata": {},
   "source": [
    "Most images range from 400–1000px \\\n",
    "but long tail up to 5000+ px \n",
    "\n",
    "Dataset is highly inconsistent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "09e8953a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JE5SQkCAfHx+NGDHiZ2srS2BgoDZs2KDExER169ZNH374oT744AM9/fTTzpvSwsLC9Mtf/lILFiyQzWZTixYttG7dOucc7J+qTG3PPPOMNm7cqB49eujxxx+Xr6+vXnnlFRUUFGjevHlVOh4ANcSzD2sAUJsNGTLEBAYGmry8vCu2SUpKMn5+fuaHH34w7777runfv7+Jiooy/v7+JjY21owdO9acPn3a2b7kUUrbt283Y8aMMfXq1TPBwcHmgQceMGfOnCnV/9atW01CQoIJCwszgYGBpkWLFiYpKcns3bvXpd2BAwfMsGHDTHh4uAkMDDRt2rQxU6dOdWkze/Zsc9111xm73f6zjwUreRRYWVJSUoyPj4/zsVnnzp0zo0aNMg0aNDDBwcEmISHBHD58uNSjtYwx5i9/+Yu5/vrrjY+Pj8sjrS5/FJgxxqSnpzv79ff3NzfeeKPLo67K06tXLyPJ+QoODjatWrUyDz74oPn444/L3Obyep955hlz6623mvDwcBMUFGTatm1r/vCHP7g8wq2oqMiMHz/eREZGGpvN5nz0VsmjuZ577rlS+7nSo8Dq1q1rUlJSTP/+/U2dOnVMdHS0mT59uikuLnbZPjMz0wwfPtzUqVPH1KtXz4wdO9YcOHCgVJ9Xqs2Y0o8CM8aYL774wiQkJJjg4GBTp04d07t3b7Nz506XNiXjd8+ePS7Lr/SIMgDuZzOG2e0AvMeyZcs0atQo7dmzR127dvV0OQCAWoY5twAAALAMwi0AAAAsg3ALAAAAy2DOLQAAACyDK7cAAACwDMItAAAALIMvcdClr3Q8deqUQkJC3PpVkQAAAHAPY4zOnz+vRo0auXzt+OUIt5JOnTrF94IDAADUAidPnlTjxo2vuJ5wKzm/pvLkyZN8P7gXczgcyszMVGRkZLm/seHaxRhBeRgfKA/jw/vl5OSoSZMmP/v14oRbyTkVITQ0lHDrxRwOh/Lz8xUaGso/PCgTYwTlYXygPIyP2uPnppDy6QEAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwC1SRw2G8qh8AACD5eroAoLay222at+qEUjPyq9xHbFSgJt/f1I1VAQBwbSPcAtWQmpGvlFMXPF0GAAD4X0xLAAAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAluHRcDtnzhzdcsstCgkJUVRUlIYOHaojR464tMnPz1dycrLq16+v4OBgDR8+XOnp6S5tUlNTNXjwYNWpU0dRUVF66qmnVFRUdDUPBQAAAF7Ao+F2+/btSk5O1u7du7Vx40YVFhaqf//+ysvLc7Z58skn9c9//lPvvPOOtm/frlOnTumee+5xri8uLtbgwYN18eJF7dy5U3/729+0bNkyTZs2zROHBAAAAA/y9eTON2zY4PJ+2bJlioqK0r59+9SzZ09lZ2frtdde04oVK9SnTx9J0tKlS9WuXTvt3r1b3bt318cff6xvvvlGmzZtUnR0tDp16qTZs2frt7/9rWbMmCF/f39PHBoAAAA8wKPh9nLZ2dmSpIiICEnSvn37VFhYqH79+jnbtG3bVrGxsdq1a5e6d++uXbt26cYbb1R0dLSzTUJCgh577DEdPHhQnTt3LrWfgoICFRQUON/n5ORIkhwOhxwOR40cG6rP4XDIGONVn5FNRjaZam3vTcdT23njGIH3YHygPIwP71fRz8Zrwq3D4dDEiRN1++23q0OHDpKktLQ0+fv7Kzw83KVtdHS00tLSnG1+GmxL1pesK8ucOXM0c+bMUsszMzOVn59f3UNBDXE4HMrOzpYxRna7d9wLWT8oV4XhF6uxfbEyMjLcWNG1zRvHCLwH4wPlYXx4v/Pnz1eondeE2+TkZB04cECffPJJje9rypQpmjRpkvN9Tk6OmjRposjISIWGhtb4/lE1DodDNptNkZGRXvMPz5kLWUrNulDl7f3qBCkqKsqNFV3bvHGMwHswPlAexof3CwwMrFA7rwi348aN07p167Rjxw41btzYuTwmJkYXL15UVlaWy9Xb9PR0xcTEONt8/vnnLv2VPE2hpM3lAgICFBAQUGq53W5nQHs5m83mVZ+T+d+JCdXZ3luOxSq8bYzAuzA+UB7Gh3er6Ofi0U/PGKNx48ZpzZo12rJli5o3b+6yvkuXLvLz89PmzZudy44cOaLU1FTFxcVJkuLi4vTvf//b5U+7GzduVGhoqNq3b391DgQAAABewaNXbpOTk7VixQqtXbtWISEhzjmyYWFhCgoKUlhYmEaPHq1JkyYpIiJCoaGhGj9+vOLi4tS9e3dJUv/+/dW+fXs99NBDmjdvntLS0vT73/9eycnJZV6dBQAAgHV5NNwuXrxYkhQfH++yfOnSpUpKSpIkvfjii7Lb7Ro+fLgKCgqUkJCgRYsWOdv6+Pho3bp1euyxxxQXF6e6desqMTFRs2bNulqHAQAAAC/h0XBrzM8/QikwMFALFy7UwoULr9imadOmWr9+vTtLAwAAQC3EjGkAAABYBuEWAAAAlkG4BTyoXrCvHI6qf8PZ5dzZFwAAtZFXPOcWuFbVDfKR3W7TvFUnlJpRvW/Hi40K1OT7m7qpMgAAaifCLeAFUjPylXKq6t90BgAALmFaAgAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADL8Gi43bFjh4YMGaJGjRrJZrPpvffec1mflJQkm83m8howYIBLm7Nnz+qBBx5QaGiowsPDNXr0aOXm5l7FowAAAIC38Gi4zcvL00033aSFCxdesc2AAQN0+vRp5+vtt992Wf/AAw/o4MGD2rhxo9atW6cdO3ZozJgxNV06AAAAvJCvJ3c+cOBADRw4sNw2AQEBiomJKXPdoUOHtGHDBu3Zs0ddu3aVJC1YsECDBg3S888/r0aNGrm9ZgAAAHgvj4bbiti2bZuioqJUr1499enTR88884zq168vSdq1a5fCw8OdwVaS+vXrJ7vdrs8++0zDhg0rs8+CggIVFBQ43+fk5EiSHA6HHA5HDR4NqsPhcMgY41WfkU1GNplq9HDpeKrfz6VavOnceII3jhF4D8YHysP48H4V/Wy8OtwOGDBA99xzj5o3b66UlBQ9/fTTGjhwoHbt2iUfHx+lpaUpKirKZRtfX19FREQoLS3tiv3OmTNHM2fOLLU8MzNT+fn5bj8OuIfD4VB2draMMbLbveNeyPpBuSoMv1jl7YPtdmVkZFS7n0u1FCsjI6NafdR23jhG4D0YHygP48P7nT9/vkLtvDrcjhgxwvnzjTfeqI4dO6pFixbatm2b+vbtW+V+p0yZokmTJjnf5+TkqEmTJoqMjFRoaGi1akbNcTgcstlsioyM9Jp/eM5cyFJq1oUqb9/MEaqoqKhq9yNJfnWCSv2yd63xxjEC78H4QHkYH94vMDCwQu28Otxe7vrrr1eDBg109OhR9e3bVzExMaWuVBUVFens2bNXnKcrXZrHGxAQUGq53W5nQHs5m83mVZ+T+d8JBVV36Xiq38+lWrzlvHiSt40ReBfGB8rD+PBuFf1catWn95///EdnzpxRw4YNJUlxcXHKysrSvn37nG22bNkih8Ohbt26eapMAAAAeIhHr9zm5ubq6NGjzvfHjh3T/v37FRERoYiICM2cOVPDhw9XTEyMUlJSNHnyZLVs2VIJCQmSpHbt2mnAgAF69NFHtWTJEhUWFmrcuHEaMWIET0oAAAC4Bnn0yu3evXvVuXNnde7cWZI0adIkde7cWdOmTZOPj4++/vpr/eIXv1Dr1q01evRodenSRf/6179cphQsX75cbdu2Vd++fTVo0CD16NFDr776qqcOCQAAAB7k0Su38fHxMubKjz/66KOPfraPiIgIrVixwp1lAQAAoJaqVXNuAQAAgPIQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWTg7HlZ857Mm+AAAAKsqjX+IA72K32zRv1QmlZuRXq5/YqEBNvr+pm6oCAACoOMItXKRm5Cvl1AVPlwEAAFAlTEsAAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBlVCrfXX3+9zpw5U2p5VlaWrr/++moXBQAAAFRFlcLt8ePHVVxcXGp5QUGB/vvf/1a7KAAAAKAqKvUlDu+//77z548++khhYWHO98XFxdq8ebOaNWvmtuIAAACAyqhUuB06dKgkyWazKTEx0WWdn5+fmjVrpj/96U9uKw4AAACojEqFW4fDIUlq3ry59uzZowYNGtRIUQAAAEBVVCrcljh27Ji76wAAAACqrUrhVpI2b96szZs3KyMjw3lFt8Trr79e7cIAAACAyqpSuJ05c6ZmzZqlrl27qmHDhrLZbO6uCwAAAKi0KoXbJUuWaNmyZXrooYfcXQ8AAABQZVV6zu3Fixd12223ubsWAAAAoFqqFG4feeQRrVixwt21AAAAANVSpWkJ+fn5evXVV7Vp0yZ17NhRfn5+LutfeOEFtxQHAAAAVEaVwu3XX3+tTp06SZIOHDjgso6bywAAAOApVQq3W7dudXcdAAAAQLVVac4tAAAA4I2qdOW2d+/e5U4/2LJlS5ULAgAAAKqqSuG2ZL5ticLCQu3fv18HDhxQYmKiO+oCAAAAKq1K4fbFF18sc/mMGTOUm5tbrYIAAACAqnLrnNsHH3xQr7/+uju7BAAAACrMreF2165dCgwMdGeXAAAAQIVVaVrCPffc4/LeGKPTp09r7969mjp1qlsKAwAAACqrSuE2LCzM5b3dblebNm00a9Ys9e/f3y2FAQAAAJVVpXC7dOlSd9cBAAAAVFuVwm2Jffv26dChQ5KkG264QZ07d3ZLUQAAAEBVVCncZmRkaMSIEdq2bZvCw8MlSVlZWerdu7dWrlypyMhId9YIAAAAVEiVnpYwfvx4nT9/XgcPHtTZs2d19uxZHThwQDk5OZowYYK7awQAAAAqpEpXbjds2KBNmzapXbt2zmXt27fXwoULuaEMAAAAHlOlK7cOh0N+fn6llvv5+cnhcFS7KAAAAKAqqhRu+/TpoyeeeEKnTp1yLvvvf/+rJ598Un379nVbcQAAAEBlVCncvvzyy8rJyVGzZs3UokULtWjRQs2bN1dOTo4WLFjg7hoBAACACqnSnNsmTZroiy++0KZNm3T48GFJUrt27dSvXz+3FgcAAABURqWu3G7ZskXt27dXTk6ObDab7rzzTo0fP17jx4/XLbfcohtuuEH/+te/aqpWAAAAoFyVCrfz58/Xo48+qtDQ0FLrwsLCNHbsWL3wwgtuKw4AAACojEqF26+++koDBgy44vr+/ftr37591S4KAAAAqIpKhdv09PQyHwFWwtfXV5mZmdUuCgAAAKiKSoXb6667TgcOHLji+q+//loNGzasdlEAAABAVVQq3A4aNEhTp05Vfn5+qXUXLlzQ9OnTddddd7mtOAAAAKAyKvUosN///vdavXq1WrdurXHjxqlNmzaSpMOHD2vhwoUqLi7W7373uxopFAAAAPg5lQq30dHR2rlzpx577DFNmTJFxhhJks1mU0JCghYuXKjo6OgaKRQAAAD4OZX+EoemTZtq/fr1OnfunI4ePSpjjFq1aqV69erVRH0AAABAhVXpG8okqV69errlllvcWQsAAABQLZW6oQwAAADwZoRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWIZHw+2OHTs0ZMgQNWrUSDabTe+9957LemOMpk2bpoYNGyooKEj9+vXTd99959Lm7NmzeuCBBxQaGqrw8HCNHj1aubm5V/EoAAAA4C08Gm7z8vJ00003aeHChWWunzdvnl566SUtWbJEn332merWrauEhATl5+c72zzwwAM6ePCgNm7cqHXr1mnHjh0aM2bM1ToEAAAAeBFfT+584MCBGjhwYJnrjDGaP3++fv/73+vuu++WJL3xxhuKjo7We++9pxEjRujQoUPasGGD9uzZo65du0qSFixYoEGDBun5559Xo0aNrtqxAAAAwPM8Gm7Lc+zYMaWlpalfv37OZWFhYerWrZt27dqlESNGaNeuXQoPD3cGW0nq16+f7Ha7PvvsMw0bNqzMvgsKClRQUOB8n5OTI0lyOBxyOBw1dES1g01GNplq91ET59HhcMiYmum7qqp/vi4djzef99rEG8cIvAfjA+VhfHi/in42Xhtu09LSJEnR0dEuy6Ojo53r0tLSFBUV5bLe19dXERERzjZlmTNnjmbOnFlqeWZmpsuUh2tR/aBcFYZfrGYfxcrIyHBTRf/H4XAoOztbxhjZ7d5xL2R1z1ew3a6MjAyvPu+1iTeOEXgPxgfKw/jwfufPn69QO68NtzVpypQpmjRpkvN9Tk6OmjRposjISIWGhnqwMs87cyFLqVkXqtWHX52gUr90uIPD4ZDNZlNkZKTX/MNT3fPVzBGqqKgorz7vtYk3jhF4D8YHysP48H6BgYEVaue14TYmJkaSlJ6eroYNGzqXp6enq1OnTs42l1+pKioq0tmzZ53blyUgIEABAQGlltvt9mt+QJv//QN5dfuoqfNos9m86nOq/vm6dDzeft5rE28bI/AujA+Uh/Hh3Sr6uXjtp9e8eXPFxMRo8+bNzmU5OTn67LPPFBcXJ0mKi4tTVlaW9u3b52yzZcsWORwOdevW7arXDAAAAM/y6JXb3NxcHT161Pn+2LFj2r9/vyIiIhQbG6uJEyfqmWeeUatWrdS8eXNNnTpVjRo10tChQyVJ7dq104ABA/Too49qyZIlKiws1Lhx4zRixAielAAAAHAN8mi43bt3r3r37u18XzIPNjExUcuWLdPkyZOVl5enMWPGKCsrSz169NCGDRtc5lwsX75c48aNU9++fWW32zV8+HC99NJLV/1YAAAA4HkeDbfx8fEy5sqPP7LZbJo1a5ZmzZp1xTYRERFasWJFTZQHAACAWsZr59wCAAAAlUW4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BVAmh8N4ZV8AAJTH19MFAPBOdrtN81adUGpGfrX6iY0K1OT7m7qpKgAAyke4BXBFqRn5Sjl1wdNlAABQYUxLAAAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgGLqBfsK4fDeLoMAAA8iq/fBSyibpCP7Hab5q06odSM/Gr1dUubUCX2b+imygAAuHoIt4DFpGbkK+XUhWr10TgywE3VAABwdTEtAQAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbh1gL4ylUAAIBL+IYyC3DHV67ydasAAMAKCLcWUd2vXOXrVgEAgBUwLQEAAACWQbgFAACAZRBu4fXcecMcN98BAGBtzLmF1yu5Ye5kxgXVD8rVmQtZMrJVup/YqEBNvr9pDVQIAAC8BeEWtUJqRr6+P3VBheEXlZp1oUrhFgAAWB/TEgAAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAluHV4XbGjBmy2Wwur7Zt2zrX5+fnKzk5WfXr11dwcLCGDx+u9PR0D1YMAAAAT/LqcCtJN9xwg06fPu18ffLJJ851Tz75pP75z3/qnXfe0fbt23Xq1Cndc889HqwWAAAAnuTr6QJ+jq+vr2JiYkotz87O1muvvaYVK1aoT58+kqSlS5eqXbt22r17t7p37361SwUAAICHeX24/e6779SoUSMFBgYqLi5Oc+bMUWxsrPbt26fCwkL169fP2bZt27aKjY3Vrl27yg23BQUFKigocL7PycmRJDkcDjkcjpo7mBpkk5FNpho9GDkcDjf0c6kWd5/HkrqqU19N1lV17jvv3tpXTZz3K3E4HDLm6u0PtQvjA+VhfHi/in42Xh1uu3XrpmXLlqlNmzY6ffq0Zs6cqTvuuEMHDhxQWlqa/P39FR4e7rJNdHS00tLSyu13zpw5mjlzZqnlmZmZys/Pd+chXDX1g3JVGH6xytsH2+3KyMiodj+XailWRkZGtfoo3WeuisILFBl8qTYjm9fU5S3n3Vv7qonzfiUOh0PZ2dkyxshu9/pZV7jKGB8oD+PD+50/f75C7bw63A4cOND5c8eOHdWtWzc1bdpUf//73xUUFFTlfqdMmaJJkyY53+fk5KhJkyaKjIxUaGhotWr2lDMXspSadaHK2zdzhCoqKqra/UiSX50gRUVFVauPy12q69I/NqlZQVUKtzVXl3ecd2/tqybO+5U4HA7ZbDZFRkbyHyeUwvhAeRgf3i8wMLBC7bw63F4uPDxcrVu31tGjR3XnnXfq4sWLysrKcrl6m56eXuYc3Z8KCAhQQEBAqeV2u73WDuiSP9hXnU12u90N/Vyqxd3n0ZSamFD5Gmuyrqpz33n31r5q4ryXx2az1er/L6NmMT5QHsaHd6vo51KrPr3c3FylpKSoYcOG6tKli/z8/LR582bn+iNHjig1NVVxcXEerBLeql6wrxyO6s5FBQAA3syrr9z+5je/0ZAhQ9S0aVOdOnVK06dPl4+Pj0aOHKmwsDCNHj1akyZNUkREhEJDQzV+/HjFxcXxpASUqW6Qj+x2m+atOqHUjOrNrb6lTagS+zd0U2UAAMBdvDrc/uc//9HIkSN15swZRUZGqkePHtq9e7ciIyMlSS+++KLsdruGDx+ugoICJSQkaNGiRR6uGt4uNSNfKaeqN4+0cWTpaS0AAMDzvDrcrly5stz1gYGBWrhwoRYuXHiVKgIAAIA3q1VzbgEAAIDyEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFm5XL9hXDofxdBkAAOAa5OvpAmA9dYN8ZLfbNG/VCaVm5Ferr1vahCqxf0M3VQYAAKyOcIsak5qRr5RTF6rVR+PIADdVAwAArgVMSwAAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAVQo+oF+8rhMG7rz519AQCsx9fTBQCwtrpBPrLbbZq36oRSM/Kr1VdsVKAm39/UTZUBAKyIcAvgqkjNyFfKqQueLgMAYHFMSwAAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG49xOEwni4BAADAcnw9XcC1ym63ad6qE0rNyK9WP7e0CVVi/4Zuqgq4djgcRna7zev6AgBUD+HWg1Iz8pVy6kK1+mgcGeCmaoBri7t+wYyNCtTk+5u6qSoAQHURbgFcs9zxCyYAwLsw5xYAAACWQbgFAACAZRBuAdQa9YJ9edIIAKBczLkFUGvUDfIp90Ywm4zqB+XqzIUsGV356QU8ZQQArItwC6DWudKNYDYZFYZfVGrWhXLDLU8ZAQDrYloCAAAALINwCwAAAMsg3AIAAMAyCLcAUA3ufoIDT4MAgOqxzA1lCxcu1HPPPae0tDTddNNNWrBggW699VZPlwXA4n7uCQ6VwVf5AkD1WSLcrlq1SpMmTdKSJUvUrVs3zZ8/XwkJCTpy5IiioqI8XR6Aa4A7vsq35Cqw3X7lJz1URrHDyMcNfbmzpmuBu84X5x2oGkuE2xdeeEGPPvqoRo0aJUlasmSJPvjgA73++uv6f//v/3m4OgCoGHdeBS55lm91+7qhWV2NHXxdtWr5KW8NbO6syx2f4bVy3uEZVv8FrNaH24sXL2rfvn2aMmWKc5ndble/fv20a9euMrcpKChQQUGB8312drYkKSsrSw6Ho2YL/omo4IsqrFdUrT7C/QuUlZVV7b7c1U9N9lVUr0j1ggokm1+5zzC92nVZ/bzXpr5sMhUaI95+fPk/5qjwQsHPb1COC7lSVlZQtfuyFUo5Odl6d0eGfsi+WK2aGoT5696envtrmsPhUE5Ojvz9/WW3l77lxB3H2PK6Oup3cwTnvRb6ufFhNdUdW54YVzk5OZIkY37m3gRTy/33v/81kszOnTtdlj/11FPm1ltvLXOb6dOnG0m8ePHixYsXL168atnr5MmT5WbDWn/ltiqmTJmiSZMmOd87HA6dPXtW9evXl83mfZfXcUlOTo6aNGmikydPKjQ01NPlwAsxRlAexgfKw/jwfsYYnT9/Xo0aNSq3Xa0Ptw0aNJCPj4/S09NdlqenpysmJqbMbQICAhQQ4Pr1m+Hh4TVVItwsNDSUf3hQLsYIysP4QHkYH94tLCzsZ9vU+kkl/v7+6tKlizZv3uxc5nA4tHnzZsXFxXmwMgAAAFxttf7KrSRNmjRJiYmJ6tq1q2699VbNnz9feXl5zqcnAAAA4NpgiXB7//33KzMzU9OmTVNaWpo6deqkDRs2KDo62tOlwY0CAgI0ffr0UlNKgBKMEZSH8YHyMD6sw2bMzz1PAQAAAKgdav2cWwAAAKAE4RYAAACWQbgFAACAZRBuAQAAYBmEW9QKO3bs0JAhQ9SoUSPZbDa99957ni4JXmLOnDm65ZZbFBISoqioKA0dOlRHjhzxdFnwIosXL1bHjh2dD+ePi4vThx9+6Omy4KXmzp0rm82miRMneroUVBHhFrVCXl6ebrrpJi1cuNDTpcDLbN++XcnJydq9e7c2btyowsJC9e/fX3l5eZ4uDV6icePGmjt3rvbt26e9e/eqT58+uvvuu3Xw4EFPlwYvs2fPHr3yyivq2LGjp0tBNfAoMNQ6NptNa9as0dChQz1dCrxQZmamoqKitH37dvXs2dPT5cBLRURE6LnnntPo0aM9XQq8RG5urm6++WYtWrRIzzzzjDp16qT58+d7uixUAVduAVhKdna2pEvhBbhccXGxVq5cqby8PL6iHS6Sk5M1ePBg9evXz9OloJos8Q1lACBJDodDEydO1O23364OHTp4uhx4kX//+9+Ki4tTfn6+goODtWbNGrVv397TZcFLrFy5Ul988YX27Nnj6VLgBoRbAJaRnJysAwcO6JNPPvF0KfAybdq00f79+5Wdna13331XiYmJ2r59OwEXOnnypJ544glt3LhRgYGBni4HbsCcW9Q6zLlFWcaNG6e1a9dqx44dat68uafLgZfr16+fWrRooVdeecXTpcDD3nvvPQ0bNkw+Pj7OZcXFxbLZbLLb7SooKHBZB+/HlVsAtZoxRuPHj9eaNWu0bds2gi0qxOFwqKCgwNNlwAv07dtX//73v12WjRo1Sm3bttVvf/tbgm0tRLhFrZCbm6ujR4863x87dkz79+9XRESEYmNjPVgZPC05OVkrVqzQ2rVrFRISorS0NElSWFiYgoKCPFwdvMGUKVM0cOBAxcbG6vz581qxYoW2bdumjz76yNOlwQuEhISUmqNft25d1a9fn7n7tRThFrXC3r171bt3b+f7SZMmSZISExO1bNkyD1UFb7B48WJJUnx8vMvypUuXKikp6eoXBK+TkZGhhx9+WKdPn1ZYWJg6duyojz76SHfeeaenSwNQA5hzCwAAAMvgObcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAgBoRHx+viRMneroMANcYwi0AVMGuXbvk4+OjwYMHe7qUUo4fPy6bzab9+/dXqF3JKyIiQr169dK//vWvSu1v27ZtstlsysrKclm+evVqzZ49u5LVA0D1EG4BoApee+01jR8/Xjt27NCpU6c8XU61bNq0SadPn9aOHTvUqFEj3XXXXUpPT692vxEREQoJCXFDhQBQcYRbAKik3NxcrVq1So899pgGDx6sZcuWuaw/d+6cHnjgAUVGRiooKEitWrXS0qVLJf3f1dKVK1fqtttuU2BgoDp06KDt27e79HHgwAENHDhQwcHBio6O1kMPPaQffvjBud7hcGjevHlq2bKlAgICFBsbqz/84Q+SpObNm0uSOnfuLJvNpvj4+HKPp379+oqJiVGHDh309NNPKycnR5999plz/ZtvvqmuXbsqJCREMTEx+tWvfqWMjAzn8fTu3VuSVK9ePdlsNiUlJUkqPS3h3Llzevjhh1WvXj3VqVNHAwcO1HfffVexkw4AFUS4BYBK+vvf/662bduqTZs2evDBB/X666/LGONcP3XqVH3zzTf68MMPdejQIS1evFgNGjRw6eOpp57S//zP/+jLL79UXFychgwZojNnzkiSsrKy1KdPH3Xu3Fl79+7Vhg0blJ6ervvuu8+5/ZQpUzR37lznvlasWKHo6GhJ0ueffy7p/67Irl69ukLHdeHCBb3xxhuSJH9/f+fywsJCzZ49W1999ZXee+89HT9+3BlgmzRpon/84x+SpCNHjuj06dP685//XGb/SUlJ2rt3r95//33t2rVLxhgNGjRIhYWFFaoPACrEAAAq5bbbbjPz5883xhhTWFhoGjRoYLZu3epcP2TIEDNq1Kgytz127JiRZObOnetcVlhYaBo3bmyeffZZY4wxs2fPNv3793fZ7uTJk0aSOXLkiMnJyTEBAQHmL3/5S7n7+PLLL8s9jpJ2QUFBpm7dusZmsxlJpkuXLubixYtX3G7Pnj1Gkjl//rwxxpitW7caSebcuXMu7Xr16mWeeOIJY4wx3377rZFkPv30U+f6H374wQQFBZm///3v5dYJAJXBlVsAqIQjR47o888/18iRIyVJvr6+uv/++/Xaa6852zz22GNauXKlOnXqpMmTJ2vnzp2l+omLi3P+7Ovrq65du+rQoUOSpK+++kpbt25VcHCw89W2bVtJUkpKig4dOqSCggL17dvXLce0atUqffnll/rHP/6hli1batmyZfLz83Ou37dvn4YMGaLY2FiFhISoV69ekqTU1NQK7+PQoUPy9fVVt27dnMvq16+vNm3aOI8bANzB19MFAEBt8tprr6moqEiNGjVyLjPGKCAgQC+//LLCwsI0cOBAnThxQuvXr9fGjRvVt29fJScn6/nnn6/QPnJzczVkyBA9++yzpdY1bNhQ33//vduOR7o0taBVq1Zq1aqVioqKNGzYMB04cEABAQHKy8tTQkKCEhIStHz5ckVGRio1NVUJCQm6ePGiW+sAAHfgyi0AVFBRUZHeeOMN/elPf9L+/fudr6+++kqNGjXS22+/7WwbGRmpxMREvfXWW5o/f75effVVl752797t0u++ffvUrl07SdLNN9+sgwcPqlmzZmrZsqXLq27dumrVqpWCgoK0efPmMussmS9bXFxc6WO899575evrq0WLFkmSDh8+rDNnzmju3Lm644471LZtW+fNZJXZX7t27VRUVORyo9qZM2d05MgRtW/fvtJ1AsCVEG4BoILWrVunc+fOafTo0erQoYPLa/jw4c6pCdOmTdPatWt19OhRHTx4UOvWrXMG1xILFy7UmjVrdPjwYSUnJ+vcuXP69a9/LUlKTk7W2bNnNXLkSO3Zs0cpKSn66KOPNGrUKBUXFyswMFC//e1vNXnyZL3xxhtKSUnR7t27nfuPiopSUFCQ80a07OzsCh+jzWbThAkTNHfuXP3444+KjY2Vv7+/FixYoO+//17vv/9+qWfXNm3aVDabTevWrVNmZqZyc3NL9duqVSvdfffdevTRR/XJJ5/oq6++0oMPPqjrrrtOd999d6U+BwAol6cn/QJAbXHXXXeZQYMGlbnus88+M5LMV199ZWbPnm3atWtngoKCTEREhLn77rvN999/b4z5v5u4VqxYYW699Vbj7+9v2rdvb7Zs2eLS37fffmuGDRtmwsPDTVBQkGnbtq2ZOHGicTgcxhhjiouLzTPPPGOaNm1q/Pz8TGxsrPnjH//o3P4vf/mLadKkibHb7aZXr15l1nylG8/y8vJMvXr1nDe4rVixwjRr1swEBASYuLg48/7775fabtasWSYmJsbYbDaTmJhojHG9ocwYY86ePWseeughExYWZoKCgkxCQoL59ttvf+60A0Cl2Iz5yfNrAAA16vjx42revLm+/PJLderUydPlAIDlMC0BAAAAlkG4BQAAgGUwLQEAAACWwZVbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGf8f50WNK5Eh+dkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aspect_ratios = [w / h for w, h in sizes if h != 0]\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.hist(aspect_ratios, bins=30,  edgecolor=\"white\")\n",
    "\n",
    "plt.xlabel(\"Aspect Ratio\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Aspect Ratio Distribution\")\n",
    "\n",
    "plt.grid(alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fde9912",
   "metadata": {},
   "source": [
    "Most images are square or slightly rectangular. While a few exhibit extreme height \\\n",
    "or width, the overall aspect ratio variation remains moderate.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf31538b",
   "metadata": {},
   "source": [
    "### Train vs Val leakage check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c7caf3eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Potential leakage (same filenames): 0\n"
     ]
    }
   ],
   "source": [
    "train_files = set(os.path.basename(p) for p in train_df[\"path\"])\n",
    "val_files = set(os.path.basename(p) for p in val_df[\"path\"])\n",
    "\n",
    "intersection = train_files.intersection(val_files)\n",
    "print(\"Potential leakage (same filenames):\", len(intersection))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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