data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Flickr25k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24581\n",
      "259 3055.5 10373\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_table(\"./data/flickr25k/allannots.txt\", sep=\" \", header=None)\n",
    "lables = np.array(df.values[:, 1:])\n",
    "print(lables.shape[0])\n",
    "lables = lables.sum(axis=0)\n",
    "print(lables.min(), np.median(lables), lables.max())\n",
    "class_name = ['animals', 'baby', 'bird', 'car', 'clouds',\n",
    "'dog', 'female', 'flower', 'food', 'indoor',\n",
    "'lake', 'male', 'night', 'people', 'plant_life',\n",
    "'portrait', 'river', 'sea', 'sky', 'structures',\n",
    "'sunset', 'transport', 'tree', 'water']\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "ax = sns.barplot(x=class_name, y=lables)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.yscale(\"log\")\n",
    "plt.yticks([100,1000,10000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NUSWIDE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "209347\n",
      "60 1821.0 74190\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_table(\"./data/nuswide/allannots81.txt\", sep=\" \", header=None)\n",
    "lables = np.array(df.values[:, 1:])\n",
    "print(lables.shape[0])\n",
    "lables = lables.sum(axis=0)\n",
    "print(lables.min(), np.median(lables), lables.max())\n",
    "class_name = ['airport', 'animal', 'beach', 'bear', 'birds', 'boats', 'book',\n",
    " 'bridge', 'buildings', 'cars', 'castle', 'cat', 'cityscape', 'clouds',\n",
    " 'computer', 'coral', 'cow', 'dancing', 'dog', 'earthquake', 'elk',\n",
    " 'fire', 'fish', 'flags', 'flowers', 'food', 'fox', 'frost',\n",
    " 'garden', 'glacier', 'grass', 'harbor', 'horses', 'house', 'lake',\n",
    " 'leaf', 'map', 'military', 'moon', 'mountain', 'nighttime', 'ocean',\n",
    " 'person', 'plane', 'plants', 'police', 'protest', 'railroad',\n",
    " 'rainbow', 'reflection', 'road', 'rocks', 'running', 'sand', 'sign',\n",
    " 'sky', 'snow', 'soccer', 'sports', 'statue',\n",
    " 'street', 'sun', 'sunset', 'surf', 'swimmers', 'tattoo',\n",
    " 'temple', 'tiger', 'tower', 'town', 'toy', 'train', 'tree',\n",
    " 'valley', 'vehicle', 'water', 'waterfall', 'wedding', 'whales',\n",
    " 'window', 'zebra']\n",
    "\n",
    "plt.figure(figsize=(35, 8))\n",
    "ax = sns.barplot(x=class_name, y=lables)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.yscale(\"log\")\n",
    "plt.yticks([100,1000,10000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COCO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "117266\n",
      "189 3124.0 64115\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_table(\"./data/coco/allannots80.txt\", sep=\" \", header=None)\n",
    "lables = np.array(df.values[:, 1:])\n",
    "print(lables.shape[0])\n",
    "lables = lables.sum(axis=0)\n",
    "print(lables.min(), np.median(lables), lables.max())\n",
    "class_name = ['person', 'bicycle', 'car', 'motorcycle', 'airplane',\n",
    "'bus', 'train', 'truck', 'boat', 'traffic light',\n",
    "'fire hydrant', 'stop sign', 'parking meter', 'bench',\n",
    "'bird', 'cat', 'dog', 'horse', 'sheep', 'cow', 'elephant',\n",
    "'bear', 'zebra', 'giraffe', 'backpack', 'umbrella',\n",
    "'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard',\n",
    "'sports ball', 'kite', 'baseball bat', 'baseball glove',\n",
    "'skateboard', 'surfboard', 'tennis racket', 'bottle',\n",
    "'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',\n",
    "'banana', 'apple', 'sandwich', 'orange', 'broccoli',\n",
    "'carrot', 'hot dog', 'pizza', 'donut', 'cake', 'chair',\n",
    "'couch', 'potted plant', 'bed', 'dining table', 'toilet',\n",
    "'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n",
    "'microwave', 'oven', 'toaster', 'sink', 'refrigerator',\n",
    "'book', 'clock', 'vase', 'scissors', 'teddy bear', 'hair drier',\n",
    "'toothbrush']\n",
    "\n",
    "plt.figure(figsize=(35, 8))\n",
    "ax = sns.barplot(x=class_name, y=lables)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.yscale(\"log\")\n",
    "plt.yticks([100,1000,10000])\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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}