new_redditdata

Reddit_new.ipynb

@@ -0,0 +1,369 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# read json file, change row to column\n",
+    "df = pd.read_json('/Users/liuxiaoquan/Documents/706/Final_project/Reddit_new.json', orient='index')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "24506"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>title</th>\n",
+       "      <th>body</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>L1</th>\n",
+       "      <th>L2</th>\n",
+       "      <th>L3</th>\n",
+       "      <th>L4</th>\n",
+       "      <th>L5</th>\n",
+       "      <th>L6</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2k7915</th>\n",
+       "      <td>Why is the NW map so small?</td>\n",
+       "      <td>When did this change? It's not been fun spawni...</td>\n",
+       "      <td>Maybe they need to keep the map large to start...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1k3845</th>\n",
+       "      <td>Any updates in regards to the Flame War?</td>\n",
+       "      <td>Just out of curiosity. I'm only wondering what...</td>\n",
+       "      <td>Shut the fuck up freeloading asshat</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1k8446</th>\n",
+       "      <td>Hey</td>\n",
+       "      <td>Im not phased by anything, love you all and I'...</td>\n",
+       "      <td>MORE WIGGER SHIT TO DECODE</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14k940</th>\n",
+       "      <td>Any tips for final exams?</td>\n",
+       "      <td>I am a first year student in Bachelor of Scien...</td>\n",
+       "      <td>For Calc2, do past exams \\* 6, remember to exp...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12k646</th>\n",
+       "      <td>My orthodontist just said I can't have nuts be...</td>\n",
+       "      <td>What do I do I want to keep my nuts</td>\n",
+       "      <td>just eat em and be careful it's fine</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    title  \\\n",
+       "2k7915                        Why is the NW map so small?   \n",
+       "1k3845           Any updates in regards to the Flame War?   \n",
+       "1k8446                                                Hey   \n",
+       "14k940                          Any tips for final exams?   \n",
+       "12k646  My orthodontist just said I can't have nuts be...   \n",
+       "\n",
+       "                                                     body  \\\n",
+       "2k7915  When did this change? It's not been fun spawni...   \n",
+       "1k3845  Just out of curiosity. I'm only wondering what...   \n",
+       "1k8446  Im not phased by anything, love you all and I'...   \n",
+       "14k940  I am a first year student in Bachelor of Scien...   \n",
+       "12k646                What do I do I want to keep my nuts   \n",
+       "\n",
+       "                                                  comment  L1  L2  L3  L4  L5  \\\n",
+       "2k7915  Maybe they need to keep the map large to start...   0   0   0   0   0   \n",
+       "1k3845                Shut the fuck up freeloading asshat   3   1   0   0   0   \n",
+       "1k8446                         MORE WIGGER SHIT TO DECODE   3   1   0   0   0   \n",
+       "14k940  For Calc2, do past exams \\* 6, remember to exp...   0   0   0   0   0   \n",
+       "12k646               just eat em and be careful it's fine   0   0   0   0   0   \n",
+       "\n",
+       "        L6  \n",
+       "2k7915   0  \n",
+       "1k3845   1  \n",
+       "1k8446   1  \n",
+       "14k940   0  \n",
+       "12k646   0  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#select body and L2, change L2 to Class\n",
+    "df_select = df[['body', 'L2']].copy()\n",
+    "df_select.rename(columns={'L2':'Class'}, inplace=True) \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>body</th>\n",
+       "      <th>Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2k7915</th>\n",
+       "      <td>When did this change? It's not been fun spawni...</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1k3845</th>\n",
+       "      <td>Just out of curiosity. I'm only wondering what...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1k8446</th>\n",
+       "      <td>Im not phased by anything, love you all and I'...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14k940</th>\n",
+       "      <td>I am a first year student in Bachelor of Scien...</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12k646</th>\n",
+       "      <td>What do I do I want to keep my nuts</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                     body  Class\n",
+       "2k7915  When did this change? It's not been fun spawni...      0\n",
+       "1k3845  Just out of curiosity. I'm only wondering what...      1\n",
+       "1k8446  Im not phased by anything, love you all and I'...      1\n",
+       "14k940  I am a first year student in Bachelor of Scien...      0\n",
+       "12k646                What do I do I want to keep my nuts      0"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_select.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    12577\n",
+       "0    11929\n",
+       "Name: Class, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#check the number of each class\n",
+    "df_select['Class'].value_counts()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# save to csv\n",
+    "df_select.to_csv('reddit_annotated.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ht = pd.read_table('/Users/liuxiaoquan/Documents/706/Final_project/RAL-E/retrain_reddit_abuse_test.txt', header=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "14932"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(ht)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.10.6 ('base')",
+   "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": "3.10.6"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
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+ "nbformat_minor": 2
+}