basicEDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ad6740b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
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     "text": [
      "Using custom data configuration default-de7cd1865649daf3\n",
      "Reusing dataset json (C:\\Users\\Hinova\\.cache\\huggingface\\datasets\\json\\default-de7cd1865649daf3\\0.0.0\\45636811569ec4a6630521c18235dfbbab83b7ab572e3393c5ba68ccabe98264)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "from datasets import load_dataset\n",
    "\n",
    "### json file format change to text file format for training and testing\n",
    "### assume train.json, dev.json, test.json, labels.json in data path\n",
    "\n",
    "dataset = load_dataset('json', data_files={\n",
    "                    'train':'THUCNews/data'+\"/train.json\",\n",
    "                    'validation':'THUCNews/data'+\"/dev.json\"\n",
    "                })\n",
    "\n",
    "classes = {}\n",
    "with open('THUCNews/data'+'/labels.json', encoding='utf-8') as f:\n",
    "    for i, line in enumerate(f):\n",
    "        classes[str(i)] = json.loads(line)['label_des']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e9a771f",
   "metadata": {},
   "source": [
    "# pd classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "17fdbb88",
   "metadata": {},
   "outputs": [
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       " '36',\n",
       " '28',\n",
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       " '71',\n",
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       " '8',\n",
       " '101',\n",
       " '16',\n",
       " '85',\n",
       " '12',\n",
       " '88',\n",
       " '49',\n",
       " '30',\n",
       " '4',\n",
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       " '14',\n",
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       " '13',\n",
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       " '84',\n",
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       " '38',\n",
       " '13',\n",
       " '96',\n",
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       " '41',\n",
       " '118',\n",
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       " '26',\n",
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       " '35',\n",
       " '7',\n",
       " '17',\n",
       " '46',\n",
       " '23',\n",
       " '107',\n",
       " '18',\n",
       " '85',\n",
       " '95',\n",
       " '19',\n",
       " '17',\n",
       " '53',\n",
       " '56',\n",
       " '70',\n",
       " '17',\n",
       " '71',\n",
       " '17',\n",
       " '54',\n",
       " '70',\n",
       " '17',\n",
       " '11',\n",
       " '66',\n",
       " '70',\n",
       " '70',\n",
       " '17',\n",
       " '79',\n",
       " '70',\n",
       " '70',\n",
       " '101',\n",
       " '26',\n",
       " '9',\n",
       " '26',\n",
       " '17',\n",
       " '28',\n",
       " '91',\n",
       " '96',\n",
       " '18',\n",
       " '70',\n",
       " '93',\n",
       " '70',\n",
       " '70',\n",
       " '21',\n",
       " '45',\n",
       " '21',\n",
       " '70',\n",
       " '71',\n",
       " '106',\n",
       " '20',\n",
       " '70',\n",
       " '95',\n",
       " '36',\n",
       " '79',\n",
       " '95',\n",
       " '31',\n",
       " '34',\n",
       " '54',\n",
       " '17',\n",
       " '16',\n",
       " '70',\n",
       " '17',\n",
       " '91',\n",
       " '70',\n",
       " '18',\n",
       " '61',\n",
       " '94',\n",
       " '80',\n",
       " '75',\n",
       " '71',\n",
       " '48',\n",
       " '17',\n",
       " '19',\n",
       " '113',\n",
       " '17',\n",
       " '36',\n",
       " '17',\n",
       " '25',\n",
       " '16',\n",
       " '95',\n",
       " ...]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['train']['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5d80555c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import *\n",
    "import matplotlib as mp\n",
    "mp.rcParams['font.family'] = 'Microsoft YaHei'\n",
    "mpl.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "mpl.rcParams['font.size'] = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "6dd708b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 5120x3840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from  matplotlib.pyplot import figure\n",
    "figure(figsize=(16,12), dpi=320)\n",
    "train_set = pd.DataFrame({'id': dataset['train']['label'], \n",
    "                        'class': [classes[l] for l in dataset['train']['label']]})\n",
    "train_set['class'].value_counts(ascending=True).plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "cbc103ef",
   "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>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>薅羊毛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>95</td>\n",
       "      <td>借贷</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>74</td>\n",
       "      <td>违章</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70</td>\n",
       "      <td>工具</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>58</td>\n",
       "      <td>高等教育</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12128</th>\n",
       "      <td>70</td>\n",
       "      <td>工具</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12129</th>\n",
       "      <td>24</td>\n",
       "      <td>辅助工具</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12130</th>\n",
       "      <td>63</td>\n",
       "      <td>综合预定</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12131</th>\n",
       "      <td>92</td>\n",
       "      <td>支付</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12132</th>\n",
       "      <td>34</td>\n",
       "      <td>新闻</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12133 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id class\n",
       "0      11   薅羊毛\n",
       "1      95    借贷\n",
       "2      74    违章\n",
       "3      70    工具\n",
       "4      58  高等教育\n",
       "...    ..   ...\n",
       "12128  70    工具\n",
       "12129  24  辅助工具\n",
       "12130  63  综合预定\n",
       "12131  92    支付\n",
       "12132  34    新闻\n",
       "\n",
       "[12133 rows x 2 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set"
   ]
  }
 ],
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