data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/omm/anaconda3/envs/hate/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "from pytorchyolo import detect\n",
    "from object_detection import load_model, load_class\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import os\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>id</th>\n",
       "      <th>img</th>\n",
       "      <th>label</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42953</td>\n",
       "      <td>img/42953.png</td>\n",
       "      <td>0</td>\n",
       "      <td>its their character not their color that matters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>23058</td>\n",
       "      <td>img/23058.png</td>\n",
       "      <td>0</td>\n",
       "      <td>don't be afraid to love again everyone is not ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13894</td>\n",
       "      <td>img/13894.png</td>\n",
       "      <td>0</td>\n",
       "      <td>putting bows on your pet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37408</td>\n",
       "      <td>img/37408.png</td>\n",
       "      <td>0</td>\n",
       "      <td>i love everything and everybody! except for sq...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82403</td>\n",
       "      <td>img/82403.png</td>\n",
       "      <td>0</td>\n",
       "      <td>everybody loves chocolate chip cookies, even h...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id            img  label  \\\n",
       "0  42953  img/42953.png      0   \n",
       "1  23058  img/23058.png      0   \n",
       "2  13894  img/13894.png      0   \n",
       "3  37408  img/37408.png      0   \n",
       "4  82403  img/82403.png      0   \n",
       "\n",
       "                                                text  \n",
       "0   its their character not their color that matters  \n",
       "1  don't be afraid to love again everyone is not ...  \n",
       "2                           putting bows on your pet  \n",
       "3  i love everything and everybody! except for sq...  \n",
       "4  everybody loves chocolate chip cookies, even h...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataDir = './data/hateful_memes'\n",
    "f = os.path.join(dataDir, 'train.jsonl')\n",
    "\n",
    "rows = []\n",
    "with open(f, 'r') as file:\n",
    "    for line in file:\n",
    "        data = json.loads(line)\n",
    "        rows.append(data)\n",
    "\n",
    "train_df = pd.DataFrame(rows)\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution\n"
     ]
    },
    {
     "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>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   label\n",
       "0   5481\n",
       "1   3019"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Distribution')\n",
    "train_df.label.value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collect Detected Objects from Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists('./data/object.csv'):\n",
    "        config = 'data/yolov3.cfg'\n",
    "        weight = 'data/yolov3.weights'\n",
    "        classes_path = 'data/coco.names'\n",
    "        model = load_model(config, weight)\n",
    "        classes = load_class(classes_path)\n",
    "        objects = []\n",
    "        for index, row in tqdm(train_df.iterrows(), total=train_df.shape[0], desc='Processing images'):\n",
    "                f = os.path.join(dataDir, row.img)\n",
    "                img = cv2.imread(f)\n",
    "                img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "                boxes = detect.detect_image(model, img)\n",
    "                for i,box in enumerate(boxes):\n",
    "                        x1, y1, x2, y2, confidence, class_id = box\n",
    "                        width = x2 - x1\n",
    "                        height = y2 - y1\n",
    "                        area = width * height\n",
    "                        objects.append({'id':row.id, \n",
    "                                        'object_id':i+1,\n",
    "                                        'area':area,\n",
    "                                        'confidence':confidence,\n",
    "                                        'class_name':classes[int(class_id)],\n",
    "                                        'x1':x1, 'y1':y1, 'x2':x2, 'y2':y2\n",
    "                                        })\n",
    "        object_df = pd.DataFrame(objects)\n",
    "        object_df.to_csv('./data/object.csv', index=False)\n",
    "        # del object_df\n",
    "        del objects\n",
    "else:\n",
    "        object_df = pd.read_csv('./data/object.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>id</th>\n",
       "      <th>object_id</th>\n",
       "      <th>area</th>\n",
       "      <th>confidence</th>\n",
       "      <th>class_name</th>\n",
       "      <th>x1</th>\n",
       "      <th>y1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42953</td>\n",
       "      <td>1</td>\n",
       "      <td>33100.402</td>\n",
       "      <td>0.996637</td>\n",
       "      <td>person</td>\n",
       "      <td>14.414126</td>\n",
       "      <td>33.951760</td>\n",
       "      <td>209.89580</td>\n",
       "      <td>203.27914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42953</td>\n",
       "      <td>2</td>\n",
       "      <td>35210.210</td>\n",
       "      <td>0.878665</td>\n",
       "      <td>person</td>\n",
       "      <td>75.512634</td>\n",
       "      <td>208.366490</td>\n",
       "      <td>266.28027</td>\n",
       "      <td>392.93768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23058</td>\n",
       "      <td>1</td>\n",
       "      <td>171329.440</td>\n",
       "      <td>0.992758</td>\n",
       "      <td>person</td>\n",
       "      <td>377.652650</td>\n",
       "      <td>54.574993</td>\n",
       "      <td>753.69800</td>\n",
       "      <td>510.18340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23058</td>\n",
       "      <td>2</td>\n",
       "      <td>120560.650</td>\n",
       "      <td>0.978763</td>\n",
       "      <td>person</td>\n",
       "      <td>109.964060</td>\n",
       "      <td>161.976210</td>\n",
       "      <td>428.99365</td>\n",
       "      <td>539.87420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23058</td>\n",
       "      <td>3</td>\n",
       "      <td>5311.506</td>\n",
       "      <td>0.905741</td>\n",
       "      <td>tie</td>\n",
       "      <td>454.693240</td>\n",
       "      <td>266.004500</td>\n",
       "      <td>499.67014</td>\n",
       "      <td>384.09857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  object_id        area  confidence class_name          x1  \\\n",
       "0  42953          1   33100.402    0.996637     person   14.414126   \n",
       "1  42953          2   35210.210    0.878665     person   75.512634   \n",
       "2  23058          1  171329.440    0.992758     person  377.652650   \n",
       "3  23058          2  120560.650    0.978763     person  109.964060   \n",
       "4  23058          3    5311.506    0.905741        tie  454.693240   \n",
       "\n",
       "           y1         x2         y2  \n",
       "0   33.951760  209.89580  203.27914  \n",
       "1  208.366490  266.28027  392.93768  \n",
       "2   54.574993  753.69800  510.18340  \n",
       "3  161.976210  428.99365  539.87420  \n",
       "4  266.004500  499.67014  384.09857  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "object_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum objects found per image: 39\n"
     ]
    }
   ],
   "source": [
    "print('Maximum objects found per image:',object_df.groupby(by=['id']).object_id.count().max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count of Detected Object in Dataset\n",
    "Plot is done exclusing the `person` class, to maintain the scale. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = object_df.class_name.value_counts().index.to_list()\n",
    "y = object_df.class_name.value_counts().to_list()\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.bar(x[1:],y[1:], color='r')\n",
    "# plt.bar(x,y)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.grid(axis='y', alpha=0.4)\n",
    "plt.ylabel('Count', color='b')\n",
    "plt.xlabel('Object Name', color='b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are many other object categories, but only category, i.e., avialble in `COCO` classes are detected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Confidence of Detected Classes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = object_df.groupby(by=['class_name']).confidence.mean().sort_values(ascending=False).to_list()\n",
    "x = object_df.groupby(by=['class_name']).confidence.mean().sort_values(ascending=False).index.to_list()\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "# plt.bar(x[1:],y[1:], color='r')\n",
    "plt.bar(x,y, color='g')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.grid(axis='y', alpha=0.4)\n",
    "plt.ylim(bottom=0.55, top=0.93)\n",
    "plt.ylabel('Confidence', color='b')\n",
    "plt.xlabel('Object Name', color='b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Area of Detected Classes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = object_df.groupby(by=['class_name']).area.mean().sort_values(ascending=False).to_list()\n",
    "x = object_df.groupby(by=['class_name']).area.mean().sort_values(ascending=False).index.to_list()\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.bar(x,y, color='pink')\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.grid(axis='y', alpha=0.4)\n",
    "# plt.ylim(bottom=0.55, top=0.93)\n",
    "plt.ylabel('Average Area (sq. px))', color='b')\n",
    "plt.xlabel('Object Name', color='b')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hate",
   "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": "3.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}