2299 lines
91 KiB
Plaintext
2299 lines
91 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
|
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"from IPython.display import clear_output, Markdown, Math\n",
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"import ipywidgets as widgets\n",
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"import os\n",
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"import glob\n",
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"import json\n",
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"import numpy as np\n",
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"import itertools\n",
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"import sklearn.utils as sku\n",
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"from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, HashingVectorizer\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.preprocessing import MultiLabelBinarizer"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"sys.path.append(\"..\")\n",
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"\n",
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"from Tools.Emoji_Distance import sentiment_vector_to_emoji\n",
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"from Tools.Emoji_Distance import emoji_to_sentiment_vector\n",
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"\n",
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"def emoji2sent(emoji_arr):\n",
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" return np.array([emoji_to_sentiment_vector(e) for e in emoji_arr])\n",
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"\n",
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"def sent2emoji(sent_arr):\n",
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" return [sentiment_vector_to_emoji(s) for s in sent_arr]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"SINGLE_LABEL = True"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# simple twitter approach\n",
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"*for learning emoji usage by single (in the meaning of unconnected) twitter messages*"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## loading train data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"data_root_folder = \"./data_en/\" # i created a symlink here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"* get all json files in `data_root_folder`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"json_files = sorted(glob.glob(data_root_folder + \"/*.json\"))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"----"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"* so far, only load the first file"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
|
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"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
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||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
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||
"\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>EMOJI</th>\n",
|
||
" <th>HASHTAGS</th>\n",
|
||
" <th>LINKED_USER</th>\n",
|
||
" <th>datetime</th>\n",
|
||
" <th>id</th>\n",
|
||
" <th>lang</th>\n",
|
||
" <th>person</th>\n",
|
||
" <th>reply_to</th>\n",
|
||
" <th>text</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>[🔥, 👏]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:00</td>\n",
|
||
" <td>925716304635547600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>31507978</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>fashionbombdaily's photo <EMOJI><EMOJI>🏼</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>[🤦]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:00</td>\n",
|
||
" <td>925716304664911900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>231994649</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>It’s scary how on point my horoscope be <EMOJI...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>[😄]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:03</td>\n",
|
||
" <td>925716317214089200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2592765104</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Woooaaaahhh <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>[📷]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:04</td>\n",
|
||
" <td>925716321416949800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>278737933</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><EMOJI> vivalcli: Portraits by Zhao Guojing an...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>[😩, 😩]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@hiphopphiIes]</td>\n",
|
||
" <td>2017-11-01 13:29:06</td>\n",
|
||
" <td>925716329801310200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>824586253634981900</td>\n",
|
||
" <td>9.257162e+17</td>\n",
|
||
" <td><USER> i wanna know too<EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>[😭, 💓]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@WizMommma]</td>\n",
|
||
" <td>2017-11-01 13:29:02</td>\n",
|
||
" <td>925716313019965400</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1581953814</td>\n",
|
||
" <td>9.257088e+17</td>\n",
|
||
" <td><USER> veda was yoda too <EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>[😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:05</td>\n",
|
||
" <td>925716325607133200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1001999683</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I’m less stressed about turning 30 now <EMOJI>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>[💯]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:07</td>\n",
|
||
" <td>925716334008082400</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>745222369183043600</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Full charged. <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>[🙄]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@SeaDimon, @lsarsour]</td>\n",
|
||
" <td>2017-11-01 13:29:09</td>\n",
|
||
" <td>925716342401052700</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>798557155217539100</td>\n",
|
||
" <td>9.257147e+17</td>\n",
|
||
" <td><USER> That’s part of the problem, (they) <USE...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>[😟, 😥, 😢]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@Ian_khetye]</td>\n",
|
||
" <td>2017-11-01 13:29:10</td>\n",
|
||
" <td>925716346570240000</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>744396039126421500</td>\n",
|
||
" <td>9.250629e+17</td>\n",
|
||
" <td><USER> got me emotional there<EMOJI><EMOJI><EM...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>[🌻]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:13</td>\n",
|
||
" <td>925716359182520300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>721490010118205400</td>\n",
|
||
" <td>8.965900e+17</td>\n",
|
||
" <td>back to the yellow <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>[🍁, 🌺, 🍂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@Dimafadma]</td>\n",
|
||
" <td>2017-11-01 13:29:15</td>\n",
|
||
" <td>925716367558545400</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>520536723</td>\n",
|
||
" <td>9.257159e+17</td>\n",
|
||
" <td><USER> Happy month to you and your loved ones ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>[🍃]</td>\n",
|
||
" <td>[#mortdale, #partofthefamily, #gorgeousboy]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:16</td>\n",
|
||
" <td>925716371735900200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>850852815941517300</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Maxx and Patricia. Family hangs at For Good He...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>[💭, 🤦]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:20</td>\n",
|
||
" <td>925716388513230800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>914145041588867100</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I need to STOP beating myself up with my thoug...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>[😍, 😘]</td>\n",
|
||
" <td>[#7YearsOfKMH2]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:20</td>\n",
|
||
" <td>925716388525645800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2425405622</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Cutest Son <EMOJI>Roll no. 31 <EMOJI> <HASHTAG></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>[😜]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:22</td>\n",
|
||
" <td>925716396931240000</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>4614871873</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>By the summer I should have everything up and ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>[😂, 🔥]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:23</td>\n",
|
||
" <td>925716401125331000</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2831608345</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I know my English is not that good but that do...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>[💕]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@yungbabytate]</td>\n",
|
||
" <td>2017-11-01 13:29:23</td>\n",
|
||
" <td>925716401133948900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>788571974633009200</td>\n",
|
||
" <td>9.255778e+17</td>\n",
|
||
" <td><USER> I <EMOJI> u mama</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>[😉]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@cmckenney]</td>\n",
|
||
" <td>2017-11-01 13:29:23</td>\n",
|
||
" <td>925716401125544000</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>218307802</td>\n",
|
||
" <td>9.257115e+17</td>\n",
|
||
" <td><USER> That picture was NOT taken this morning...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>[👅]</td>\n",
|
||
" <td>[#footfetishnation]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:25</td>\n",
|
||
" <td>925716409489002500</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>885261166146179100</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Welcome to <HASHTAG> <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>[👌, 🙂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:25</td>\n",
|
||
" <td>925716409497272300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>831437760833609700</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Awkward <EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>[🤗, 📺]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:26</td>\n",
|
||
" <td>925716413699854300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>231664542</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>back at it with supernatural <EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>[💯]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:26</td>\n",
|
||
" <td>925716413679009800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>3196847035</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>One of the best things I've learned was to sto...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>[👅, 💦, 🍑]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@ctrlpurp]</td>\n",
|
||
" <td>2017-11-01 13:29:29</td>\n",
|
||
" <td>925716426278735900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>918492858352635900</td>\n",
|
||
" <td>9.257161e+17</td>\n",
|
||
" <td><USER> Can I taste?<EMOJI><EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>[💔]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@saunders_court1]</td>\n",
|
||
" <td>2017-11-01 13:29:30</td>\n",
|
||
" <td>925716430473039900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>3471187337</td>\n",
|
||
" <td>9.257163e+17</td>\n",
|
||
" <td><USER> we miss you ☹️<EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>[🤐, 🤐, 🤐]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:31</td>\n",
|
||
" <td>925716434667184100</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>780060488600199200</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Actually my bias in WJSN are Eunseo &amp; Bona...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>[😴]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:32</td>\n",
|
||
" <td>925716438853345300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>388380690</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I so cannot be bothered with the rest of the d...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>[😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@xxxtentacion]</td>\n",
|
||
" <td>2017-11-01 13:29:35</td>\n",
|
||
" <td>925716451457163300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>899320696869974000</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><USER> 2lit4life<EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>[😂, 🙄]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 13:29:35</td>\n",
|
||
" <td>925716451461357600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>784790670</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I’m not stop saying that!<EMOJI><EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>[🎉, 🎂, 🎈, 🎊, 🎁, 💜]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@justinerooney_]</td>\n",
|
||
" <td>2017-11-01 13:29:37</td>\n",
|
||
" <td>925716459828936700</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>3051266655</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><USER> HAPPY BIHDAY <EMOJI><EMOJI><EMOJI><EMOJ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68703</th>\n",
|
||
" <td>[😕]</td>\n",
|
||
" <td>[#halloweencostumes]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:04</td>\n",
|
||
" <td>925624214522036200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1672876458</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><HASHTAG> this one falls under the weird crazy...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68704</th>\n",
|
||
" <td>[😂, 😩]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:05</td>\n",
|
||
" <td>925624218682777600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>382473866</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I'm not allowed to have chocolates yet, then I...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68705</th>\n",
|
||
" <td>[😂]</td>\n",
|
||
" <td>[#MUFC]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:06</td>\n",
|
||
" <td>925624222889766900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>893145405457911800</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Manchester United manager Mourinho slams 'spec...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68706</th>\n",
|
||
" <td>[💖]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:07</td>\n",
|
||
" <td>925624227088121900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>240378516</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><EMOJI> en Bushwhick</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68707</th>\n",
|
||
" <td>[🌆, 👉, 🚖, 📞]</td>\n",
|
||
" <td>[#BurkeCentre]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:18</td>\n",
|
||
" <td>925624273237983200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>784620573209002000</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>: <HASHTAG> <EMOJI> <EMOJI><EMOJI> For Taxi <E...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68708</th>\n",
|
||
" <td>[😁]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@mychosliaheart, @BarrettoJulia, @iamjoshuaga...</td>\n",
|
||
" <td>2017-11-01 07:23:18</td>\n",
|
||
" <td>925624273212805100</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>170998187</td>\n",
|
||
" <td>9.254136e+17</td>\n",
|
||
" <td><USER> <USER> <USER> Look, Mammeh and Daddeh! ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68709</th>\n",
|
||
" <td>[😋]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:24</td>\n",
|
||
" <td>925624298395533300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1348667816</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Life is so good with you <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68710</th>\n",
|
||
" <td>[👌, 🎃, 😘]</td>\n",
|
||
" <td>[#portlandoregon, #portlandhalloween, #carrie…]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:24</td>\n",
|
||
" <td>925624298378801200</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>722481645765300200</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Happy Halloween! <EMOJI>🏽<EMOJI><EMOJI> <HASHT...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68711</th>\n",
|
||
" <td>[👍]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@8limbsbondi...]</td>\n",
|
||
" <td>2017-11-01 07:23:26</td>\n",
|
||
" <td>925624306779897900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2443251500</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Some work on the ropes in today’s boxing class...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68712</th>\n",
|
||
" <td>[😭]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:27</td>\n",
|
||
" <td>925624310974136300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2406186390</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Scotty and Kristen’s halloween costumes <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68713</th>\n",
|
||
" <td>[😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@rfrandrea, @AdaaanAndyyy]</td>\n",
|
||
" <td>2017-11-01 07:23:30</td>\n",
|
||
" <td>925624323557146600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1039448149</td>\n",
|
||
" <td>9.256150e+17</td>\n",
|
||
" <td><USER> <USER> May pre-month celebration sis <E...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68714</th>\n",
|
||
" <td>[😭, 😭, 💘]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@peachshua1230]</td>\n",
|
||
" <td>2017-11-01 07:23:31</td>\n",
|
||
" <td>925624327755591700</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>845085544589672400</td>\n",
|
||
" <td>9.256009e+17</td>\n",
|
||
" <td><USER> Awww <EMOJI> Ajsksjdjd im smiling like ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68715</th>\n",
|
||
" <td>[😫, ✋]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:34</td>\n",
|
||
" <td>925624340342812700</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>924752524871131100</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I hate when I send a text or snap n I'm so anx...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68716</th>\n",
|
||
" <td>[😂, 🙁]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:34</td>\n",
|
||
" <td>925624340355280900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>419493819</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>The answer is no I have no plans and I never l...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68717</th>\n",
|
||
" <td>[😭]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@BeachBoy_Gab]</td>\n",
|
||
" <td>2017-11-01 07:23:34</td>\n",
|
||
" <td>925624340346937300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2457745952</td>\n",
|
||
" <td>9.256219e+17</td>\n",
|
||
" <td><USER> LMAOOO I'm so proud <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68718</th>\n",
|
||
" <td>[😢, 💔]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:34</td>\n",
|
||
" <td>925624340338507800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1955767531</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>My cousin/little sister is leaving to San Fran...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68719</th>\n",
|
||
" <td>[🙃]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:35</td>\n",
|
||
" <td>925624344524361700</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>796490344581898200</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Can't be alone w my thoughts tonight so just g...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68720</th>\n",
|
||
" <td>[😂, 😂, 😂, 😂, 😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:36</td>\n",
|
||
" <td>925624348710285300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>907808317124177900</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!!</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68721</th>\n",
|
||
" <td>[👌, 👊, 🙌]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:37</td>\n",
|
||
" <td>925624352929910800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>262162415</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><EMOJI>🏽<EMOJI>🏽 1st of the month!!Happy 1st o...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68722</th>\n",
|
||
" <td>[😴]</td>\n",
|
||
" <td>[#WednesdayWisdom]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:41</td>\n",
|
||
" <td>925624369715515400</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>574882525</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><HASHTAG> ... stay in bed <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68723</th>\n",
|
||
" <td>[😂, 😂, 😂, 😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@Louis_Tomlinson, @NiallOfficial]</td>\n",
|
||
" <td>2017-11-01 07:23:44</td>\n",
|
||
" <td>925624382269124600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>556175173</td>\n",
|
||
" <td>9.254038e+17</td>\n",
|
||
" <td><USER> <USER> THIS IS GOLD. GOLD. <EMOJI><EMOJ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68724</th>\n",
|
||
" <td>[😀]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:45</td>\n",
|
||
" <td>925624386455031800</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>1610265588</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td><EMOJI> thank you for the kind compliment</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68725</th>\n",
|
||
" <td>[😎]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:45</td>\n",
|
||
" <td>925624386454937600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>4760724450</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Enjoyed the silence <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68726</th>\n",
|
||
" <td>[✨]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:46</td>\n",
|
||
" <td>925624390657572900</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>882858115636514800</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>OS: Spiderman Homecoming <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68727</th>\n",
|
||
" <td>[🤷]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:46</td>\n",
|
||
" <td>925624390682849300</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>188129628</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Go to hell <EMOJI>🏽♀️</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68728</th>\n",
|
||
" <td>[😘]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:46</td>\n",
|
||
" <td>925624390666129400</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2473135939</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Thank you Yomi! <EMOJI></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68729</th>\n",
|
||
" <td>[😂]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@discopiggu]</td>\n",
|
||
" <td>2017-11-01 07:23:46</td>\n",
|
||
" <td>925624390670106600</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>2373584209</td>\n",
|
||
" <td>9.256241e+17</td>\n",
|
||
" <td><USER> Lol. Just enjoy the stars. Music Kidhar...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68730</th>\n",
|
||
" <td>[🙏]</td>\n",
|
||
" <td>[#NYCStrong]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>2017-11-01 07:23:50</td>\n",
|
||
" <td>925624407459971100</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>181689756</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Thoughts and prayers for NY<EMOJI>🏻 <HASHTAG></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68731</th>\n",
|
||
" <td>[💁]</td>\n",
|
||
" <td>[#GreatSuccess]</td>\n",
|
||
" <td>[@BrianyH]</td>\n",
|
||
" <td>2017-11-01 07:23:50</td>\n",
|
||
" <td>925624407460057100</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>60160788</td>\n",
|
||
" <td>9.254610e+17</td>\n",
|
||
" <td><USER> I searched COCK, PENIS, SHLONG, WINKY, ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68732</th>\n",
|
||
" <td>[🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" <td>[@amitbarman520]</td>\n",
|
||
" <td>2017-11-01 07:23:53</td>\n",
|
||
" <td>925624420022063100</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>3792290725</td>\n",
|
||
" <td>9.256215e+17</td>\n",
|
||
" <td><USER> Thank you so much<EMOJI><EMOJI><EMOJI><...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>68733 rows × 9 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" EMOJI \\\n",
|
||
"0 [🔥, 👏] \n",
|
||
"1 [🤦] \n",
|
||
"2 [😄] \n",
|
||
"3 [📷] \n",
|
||
"4 [😩, 😩] \n",
|
||
"5 [😭, 💓] \n",
|
||
"6 [😂] \n",
|
||
"7 [💯] \n",
|
||
"8 [🙄] \n",
|
||
"9 [😟, 😥, 😢] \n",
|
||
"10 [🌻] \n",
|
||
"11 [🍁, 🌺, 🍂] \n",
|
||
"12 [🍃] \n",
|
||
"13 [💭, 🤦] \n",
|
||
"14 [😍, 😘] \n",
|
||
"15 [😜] \n",
|
||
"16 [😂, 🔥] \n",
|
||
"17 [💕] \n",
|
||
"18 [😉] \n",
|
||
"19 [👅] \n",
|
||
"20 [👌, 🙂] \n",
|
||
"21 [🤗, 📺] \n",
|
||
"22 [💯] \n",
|
||
"23 [👅, 💦, 🍑] \n",
|
||
"24 [💔] \n",
|
||
"25 [🤐, 🤐, 🤐] \n",
|
||
"26 [😴] \n",
|
||
"27 [😂] \n",
|
||
"28 [😂, 🙄] \n",
|
||
"29 [🎉, 🎂, 🎈, 🎊, 🎁, 💜] \n",
|
||
"... ... \n",
|
||
"68703 [😕] \n",
|
||
"68704 [😂, 😩] \n",
|
||
"68705 [😂] \n",
|
||
"68706 [💖] \n",
|
||
"68707 [🌆, 👉, 🚖, 📞] \n",
|
||
"68708 [😁] \n",
|
||
"68709 [😋] \n",
|
||
"68710 [👌, 🎃, 😘] \n",
|
||
"68711 [👍] \n",
|
||
"68712 [😭] \n",
|
||
"68713 [😂] \n",
|
||
"68714 [😭, 😭, 💘] \n",
|
||
"68715 [😫, ✋] \n",
|
||
"68716 [😂, 🙁] \n",
|
||
"68717 [😭] \n",
|
||
"68718 [😢, 💔] \n",
|
||
"68719 [🙃] \n",
|
||
"68720 [😂, 😂, 😂, 😂, 😂] \n",
|
||
"68721 [👌, 👊, 🙌] \n",
|
||
"68722 [😴] \n",
|
||
"68723 [😂, 😂, 😂, 😂] \n",
|
||
"68724 [😀] \n",
|
||
"68725 [😎] \n",
|
||
"68726 [✨] \n",
|
||
"68727 [🤷] \n",
|
||
"68728 [😘] \n",
|
||
"68729 [😂] \n",
|
||
"68730 [🙏] \n",
|
||
"68731 [💁] \n",
|
||
"68732 [🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋] \n",
|
||
"\n",
|
||
" HASHTAGS \\\n",
|
||
"0 [] \n",
|
||
"1 [] \n",
|
||
"2 [] \n",
|
||
"3 [] \n",
|
||
"4 [] \n",
|
||
"5 [] \n",
|
||
"6 [] \n",
|
||
"7 [] \n",
|
||
"8 [] \n",
|
||
"9 [] \n",
|
||
"10 [] \n",
|
||
"11 [] \n",
|
||
"12 [#mortdale, #partofthefamily, #gorgeousboy] \n",
|
||
"13 [] \n",
|
||
"14 [#7YearsOfKMH2] \n",
|
||
"15 [] \n",
|
||
"16 [] \n",
|
||
"17 [] \n",
|
||
"18 [] \n",
|
||
"19 [#footfetishnation] \n",
|
||
"20 [] \n",
|
||
"21 [] \n",
|
||
"22 [] \n",
|
||
"23 [] \n",
|
||
"24 [] \n",
|
||
"25 [] \n",
|
||
"26 [] \n",
|
||
"27 [] \n",
|
||
"28 [] \n",
|
||
"29 [] \n",
|
||
"... ... \n",
|
||
"68703 [#halloweencostumes] \n",
|
||
"68704 [] \n",
|
||
"68705 [#MUFC] \n",
|
||
"68706 [] \n",
|
||
"68707 [#BurkeCentre] \n",
|
||
"68708 [] \n",
|
||
"68709 [] \n",
|
||
"68710 [#portlandoregon, #portlandhalloween, #carrie…] \n",
|
||
"68711 [] \n",
|
||
"68712 [] \n",
|
||
"68713 [] \n",
|
||
"68714 [] \n",
|
||
"68715 [] \n",
|
||
"68716 [] \n",
|
||
"68717 [] \n",
|
||
"68718 [] \n",
|
||
"68719 [] \n",
|
||
"68720 [] \n",
|
||
"68721 [] \n",
|
||
"68722 [#WednesdayWisdom] \n",
|
||
"68723 [] \n",
|
||
"68724 [] \n",
|
||
"68725 [] \n",
|
||
"68726 [] \n",
|
||
"68727 [] \n",
|
||
"68728 [] \n",
|
||
"68729 [] \n",
|
||
"68730 [#NYCStrong] \n",
|
||
"68731 [#GreatSuccess] \n",
|
||
"68732 [] \n",
|
||
"\n",
|
||
" LINKED_USER datetime \\\n",
|
||
"0 [] 2017-11-01 13:29:00 \n",
|
||
"1 [] 2017-11-01 13:29:00 \n",
|
||
"2 [] 2017-11-01 13:29:03 \n",
|
||
"3 [] 2017-11-01 13:29:04 \n",
|
||
"4 [@hiphopphiIes] 2017-11-01 13:29:06 \n",
|
||
"5 [@WizMommma] 2017-11-01 13:29:02 \n",
|
||
"6 [] 2017-11-01 13:29:05 \n",
|
||
"7 [] 2017-11-01 13:29:07 \n",
|
||
"8 [@SeaDimon, @lsarsour] 2017-11-01 13:29:09 \n",
|
||
"9 [@Ian_khetye] 2017-11-01 13:29:10 \n",
|
||
"10 [] 2017-11-01 13:29:13 \n",
|
||
"11 [@Dimafadma] 2017-11-01 13:29:15 \n",
|
||
"12 [] 2017-11-01 13:29:16 \n",
|
||
"13 [] 2017-11-01 13:29:20 \n",
|
||
"14 [] 2017-11-01 13:29:20 \n",
|
||
"15 [] 2017-11-01 13:29:22 \n",
|
||
"16 [] 2017-11-01 13:29:23 \n",
|
||
"17 [@yungbabytate] 2017-11-01 13:29:23 \n",
|
||
"18 [@cmckenney] 2017-11-01 13:29:23 \n",
|
||
"19 [] 2017-11-01 13:29:25 \n",
|
||
"20 [] 2017-11-01 13:29:25 \n",
|
||
"21 [] 2017-11-01 13:29:26 \n",
|
||
"22 [] 2017-11-01 13:29:26 \n",
|
||
"23 [@ctrlpurp] 2017-11-01 13:29:29 \n",
|
||
"24 [@saunders_court1] 2017-11-01 13:29:30 \n",
|
||
"25 [] 2017-11-01 13:29:31 \n",
|
||
"26 [] 2017-11-01 13:29:32 \n",
|
||
"27 [@xxxtentacion] 2017-11-01 13:29:35 \n",
|
||
"28 [] 2017-11-01 13:29:35 \n",
|
||
"29 [@justinerooney_] 2017-11-01 13:29:37 \n",
|
||
"... ... ... \n",
|
||
"68703 [] 2017-11-01 07:23:04 \n",
|
||
"68704 [] 2017-11-01 07:23:05 \n",
|
||
"68705 [] 2017-11-01 07:23:06 \n",
|
||
"68706 [] 2017-11-01 07:23:07 \n",
|
||
"68707 [] 2017-11-01 07:23:18 \n",
|
||
"68708 [@mychosliaheart, @BarrettoJulia, @iamjoshuaga... 2017-11-01 07:23:18 \n",
|
||
"68709 [] 2017-11-01 07:23:24 \n",
|
||
"68710 [] 2017-11-01 07:23:24 \n",
|
||
"68711 [@8limbsbondi...] 2017-11-01 07:23:26 \n",
|
||
"68712 [] 2017-11-01 07:23:27 \n",
|
||
"68713 [@rfrandrea, @AdaaanAndyyy] 2017-11-01 07:23:30 \n",
|
||
"68714 [@peachshua1230] 2017-11-01 07:23:31 \n",
|
||
"68715 [] 2017-11-01 07:23:34 \n",
|
||
"68716 [] 2017-11-01 07:23:34 \n",
|
||
"68717 [@BeachBoy_Gab] 2017-11-01 07:23:34 \n",
|
||
"68718 [] 2017-11-01 07:23:34 \n",
|
||
"68719 [] 2017-11-01 07:23:35 \n",
|
||
"68720 [] 2017-11-01 07:23:36 \n",
|
||
"68721 [] 2017-11-01 07:23:37 \n",
|
||
"68722 [] 2017-11-01 07:23:41 \n",
|
||
"68723 [@Louis_Tomlinson, @NiallOfficial] 2017-11-01 07:23:44 \n",
|
||
"68724 [] 2017-11-01 07:23:45 \n",
|
||
"68725 [] 2017-11-01 07:23:45 \n",
|
||
"68726 [] 2017-11-01 07:23:46 \n",
|
||
"68727 [] 2017-11-01 07:23:46 \n",
|
||
"68728 [] 2017-11-01 07:23:46 \n",
|
||
"68729 [@discopiggu] 2017-11-01 07:23:46 \n",
|
||
"68730 [] 2017-11-01 07:23:50 \n",
|
||
"68731 [@BrianyH] 2017-11-01 07:23:50 \n",
|
||
"68732 [@amitbarman520] 2017-11-01 07:23:53 \n",
|
||
"\n",
|
||
" id lang person reply_to \\\n",
|
||
"0 925716304635547600 en 31507978 NaN \n",
|
||
"1 925716304664911900 en 231994649 NaN \n",
|
||
"2 925716317214089200 en 2592765104 NaN \n",
|
||
"3 925716321416949800 en 278737933 NaN \n",
|
||
"4 925716329801310200 en 824586253634981900 9.257162e+17 \n",
|
||
"5 925716313019965400 en 1581953814 9.257088e+17 \n",
|
||
"6 925716325607133200 en 1001999683 NaN \n",
|
||
"7 925716334008082400 en 745222369183043600 NaN \n",
|
||
"8 925716342401052700 en 798557155217539100 9.257147e+17 \n",
|
||
"9 925716346570240000 en 744396039126421500 9.250629e+17 \n",
|
||
"10 925716359182520300 en 721490010118205400 8.965900e+17 \n",
|
||
"11 925716367558545400 en 520536723 9.257159e+17 \n",
|
||
"12 925716371735900200 en 850852815941517300 NaN \n",
|
||
"13 925716388513230800 en 914145041588867100 NaN \n",
|
||
"14 925716388525645800 en 2425405622 NaN \n",
|
||
"15 925716396931240000 en 4614871873 NaN \n",
|
||
"16 925716401125331000 en 2831608345 NaN \n",
|
||
"17 925716401133948900 en 788571974633009200 9.255778e+17 \n",
|
||
"18 925716401125544000 en 218307802 9.257115e+17 \n",
|
||
"19 925716409489002500 en 885261166146179100 NaN \n",
|
||
"20 925716409497272300 en 831437760833609700 NaN \n",
|
||
"21 925716413699854300 en 231664542 NaN \n",
|
||
"22 925716413679009800 en 3196847035 NaN \n",
|
||
"23 925716426278735900 en 918492858352635900 9.257161e+17 \n",
|
||
"24 925716430473039900 en 3471187337 9.257163e+17 \n",
|
||
"25 925716434667184100 en 780060488600199200 NaN \n",
|
||
"26 925716438853345300 en 388380690 NaN \n",
|
||
"27 925716451457163300 en 899320696869974000 NaN \n",
|
||
"28 925716451461357600 en 784790670 NaN \n",
|
||
"29 925716459828936700 en 3051266655 NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"68703 925624214522036200 en 1672876458 NaN \n",
|
||
"68704 925624218682777600 en 382473866 NaN \n",
|
||
"68705 925624222889766900 en 893145405457911800 NaN \n",
|
||
"68706 925624227088121900 en 240378516 NaN \n",
|
||
"68707 925624273237983200 en 784620573209002000 NaN \n",
|
||
"68708 925624273212805100 en 170998187 9.254136e+17 \n",
|
||
"68709 925624298395533300 en 1348667816 NaN \n",
|
||
"68710 925624298378801200 en 722481645765300200 NaN \n",
|
||
"68711 925624306779897900 en 2443251500 NaN \n",
|
||
"68712 925624310974136300 en 2406186390 NaN \n",
|
||
"68713 925624323557146600 en 1039448149 9.256150e+17 \n",
|
||
"68714 925624327755591700 en 845085544589672400 9.256009e+17 \n",
|
||
"68715 925624340342812700 en 924752524871131100 NaN \n",
|
||
"68716 925624340355280900 en 419493819 NaN \n",
|
||
"68717 925624340346937300 en 2457745952 9.256219e+17 \n",
|
||
"68718 925624340338507800 en 1955767531 NaN \n",
|
||
"68719 925624344524361700 en 796490344581898200 NaN \n",
|
||
"68720 925624348710285300 en 907808317124177900 NaN \n",
|
||
"68721 925624352929910800 en 262162415 NaN \n",
|
||
"68722 925624369715515400 en 574882525 NaN \n",
|
||
"68723 925624382269124600 en 556175173 9.254038e+17 \n",
|
||
"68724 925624386455031800 en 1610265588 NaN \n",
|
||
"68725 925624386454937600 en 4760724450 NaN \n",
|
||
"68726 925624390657572900 en 882858115636514800 NaN \n",
|
||
"68727 925624390682849300 en 188129628 NaN \n",
|
||
"68728 925624390666129400 en 2473135939 NaN \n",
|
||
"68729 925624390670106600 en 2373584209 9.256241e+17 \n",
|
||
"68730 925624407459971100 en 181689756 NaN \n",
|
||
"68731 925624407460057100 en 60160788 9.254610e+17 \n",
|
||
"68732 925624420022063100 en 3792290725 9.256215e+17 \n",
|
||
"\n",
|
||
" text \n",
|
||
"0 fashionbombdaily's photo <EMOJI><EMOJI>🏼 \n",
|
||
"1 It’s scary how on point my horoscope be <EMOJI... \n",
|
||
"2 Woooaaaahhh <EMOJI> \n",
|
||
"3 <EMOJI> vivalcli: Portraits by Zhao Guojing an... \n",
|
||
"4 <USER> i wanna know too<EMOJI><EMOJI> \n",
|
||
"5 <USER> veda was yoda too <EMOJI><EMOJI> \n",
|
||
"6 I’m less stressed about turning 30 now <EMOJI>... \n",
|
||
"7 Full charged. <EMOJI> \n",
|
||
"8 <USER> That’s part of the problem, (they) <USE... \n",
|
||
"9 <USER> got me emotional there<EMOJI><EMOJI><EM... \n",
|
||
"10 back to the yellow <EMOJI> \n",
|
||
"11 <USER> Happy month to you and your loved ones ... \n",
|
||
"12 Maxx and Patricia. Family hangs at For Good He... \n",
|
||
"13 I need to STOP beating myself up with my thoug... \n",
|
||
"14 Cutest Son <EMOJI>Roll no. 31 <EMOJI> <HASHTAG> \n",
|
||
"15 By the summer I should have everything up and ... \n",
|
||
"16 I know my English is not that good but that do... \n",
|
||
"17 <USER> I <EMOJI> u mama \n",
|
||
"18 <USER> That picture was NOT taken this morning... \n",
|
||
"19 Welcome to <HASHTAG> <EMOJI> \n",
|
||
"20 Awkward <EMOJI><EMOJI> \n",
|
||
"21 back at it with supernatural <EMOJI><EMOJI> \n",
|
||
"22 One of the best things I've learned was to sto... \n",
|
||
"23 <USER> Can I taste?<EMOJI><EMOJI><EMOJI> \n",
|
||
"24 <USER> we miss you ☹️<EMOJI> \n",
|
||
"25 Actually my bias in WJSN are Eunseo & Bona... \n",
|
||
"26 I so cannot be bothered with the rest of the d... \n",
|
||
"27 <USER> 2lit4life<EMOJI> \n",
|
||
"28 I’m not stop saying that!<EMOJI><EMOJI> \n",
|
||
"29 <USER> HAPPY BIHDAY <EMOJI><EMOJI><EMOJI><EMOJ... \n",
|
||
"... ... \n",
|
||
"68703 <HASHTAG> this one falls under the weird crazy... \n",
|
||
"68704 I'm not allowed to have chocolates yet, then I... \n",
|
||
"68705 Manchester United manager Mourinho slams 'spec... \n",
|
||
"68706 <EMOJI> en Bushwhick \n",
|
||
"68707 : <HASHTAG> <EMOJI> <EMOJI><EMOJI> For Taxi <E... \n",
|
||
"68708 <USER> <USER> <USER> Look, Mammeh and Daddeh! ... \n",
|
||
"68709 Life is so good with you <EMOJI> \n",
|
||
"68710 Happy Halloween! <EMOJI>🏽<EMOJI><EMOJI> <HASHT... \n",
|
||
"68711 Some work on the ropes in today’s boxing class... \n",
|
||
"68712 Scotty and Kristen’s halloween costumes <EMOJI> \n",
|
||
"68713 <USER> <USER> May pre-month celebration sis <E... \n",
|
||
"68714 <USER> Awww <EMOJI> Ajsksjdjd im smiling like ... \n",
|
||
"68715 I hate when I send a text or snap n I'm so anx... \n",
|
||
"68716 The answer is no I have no plans and I never l... \n",
|
||
"68717 <USER> LMAOOO I'm so proud <EMOJI> \n",
|
||
"68718 My cousin/little sister is leaving to San Fran... \n",
|
||
"68719 Can't be alone w my thoughts tonight so just g... \n",
|
||
"68720 <EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!! \n",
|
||
"68721 <EMOJI>🏽<EMOJI>🏽 1st of the month!!Happy 1st o... \n",
|
||
"68722 <HASHTAG> ... stay in bed <EMOJI> \n",
|
||
"68723 <USER> <USER> THIS IS GOLD. GOLD. <EMOJI><EMOJ... \n",
|
||
"68724 <EMOJI> thank you for the kind compliment \n",
|
||
"68725 Enjoyed the silence <EMOJI> \n",
|
||
"68726 OS: Spiderman Homecoming <EMOJI> \n",
|
||
"68727 Go to hell <EMOJI>🏽♀️ \n",
|
||
"68728 Thank you Yomi! <EMOJI> \n",
|
||
"68729 <USER> Lol. Just enjoy the stars. Music Kidhar... \n",
|
||
"68730 Thoughts and prayers for NY<EMOJI>🏻 <HASHTAG> \n",
|
||
"68731 <USER> I searched COCK, PENIS, SHLONG, WINKY, ... \n",
|
||
"68732 <USER> Thank you so much<EMOJI><EMOJI><EMOJI><... \n",
|
||
"\n",
|
||
"[68733 rows x 9 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"twitter_data = pd.read_json(json_files[0], encoding=\"utf-8\")\n",
|
||
"twitter_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* extracting emojis and text"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"emojis = twitter_data['EMOJI']\n",
|
||
"plain_text = twitter_data['text']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* make our plain text more \"plain\":\n",
|
||
" * removing the keyword `<EMOJI>` (just for the beginning)\n",
|
||
" * removing remaining useless emojis, like skin modifier etc."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# defining blacklist for modifier emojis:\n",
|
||
"emoji_blacklist = set([\n",
|
||
" chr(0x1F3FB),\n",
|
||
" chr(0x1F3FC),\n",
|
||
" chr(0x1F3FD),\n",
|
||
" chr(0x1F3FE),\n",
|
||
" chr(0x1F3FF),\n",
|
||
" chr(0x2642),\n",
|
||
" chr(0x2640)\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# filtering them and the EMOJI keyword out:\n",
|
||
"plain_text = plain_text.str.replace(\"<EMOJI>\",\"\").str.replace(\"[\" + \"\".join(list(emoji_blacklist)) + \"]\",\"\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* defining different criterias for choosing a single emoji (currently `latest` is used)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def latest(lst):\n",
|
||
" return lst[-1] if len(lst) > 0 else 'X' \n",
|
||
"def most_common(lst):\n",
|
||
" # trying to find the most common used emoji in the given lst\n",
|
||
" return max(set(lst), key=lst.count) if len(lst) > 0 else \"X\" # setting label to 'X' if there is an empty emoji list"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* convert all emojis to a sentiment vector"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"labels = emoji2sent([latest(e) for e in emojis])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"68733"
|
||
]
|
||
},
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"len(labels)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"wrong_labels = np.isnan(np.linalg.norm(labels, axis=1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* remove all data we have no label for"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"labels = labels[np.invert(wrong_labels)]\n",
|
||
"plain_text = plain_text[np.invert(wrong_labels)]\n",
|
||
"emojis = emojis[np.invert(wrong_labels)]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"58308 58308 58308\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(len(labels), len(emojis), len(plain_text))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* generate weights:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# at first count over our table\n",
|
||
"emoji_count = {}\n",
|
||
"\n",
|
||
"\n",
|
||
"for e_list in emojis:\n",
|
||
" for e in set(e_list):\n",
|
||
" if e not in emoji_count:\n",
|
||
" emoji_count[e] = 0\n",
|
||
" emoji_count[e] += 1\n",
|
||
"\n",
|
||
"emoji_count\n",
|
||
"emoji_sum = sum([emoji_count[e] for e in emoji_count])\n",
|
||
"\n",
|
||
"emoji_weights = {}\n",
|
||
"for e in emoji_count:\n",
|
||
" # tfidf for emojis\n",
|
||
" emoji_weights[e] = np.log((emoji_sum / emoji_count[e]))\n",
|
||
"\n",
|
||
"weights_sum= sum([emoji_weights[x] for x in emoji_weights])\n",
|
||
" \n",
|
||
"# normalize:\n",
|
||
"for e in emoji_weights:\n",
|
||
" emoji_weights[e] = emoji_weights[e] / weights_sum\n",
|
||
"\n",
|
||
"emoji_weights['X'] = 0 # dummy values\n",
|
||
"emoji_count['X'] = 0"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* generating train and test set:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X1, Xt1, y1, yt1 = train_test_split(plain_text, labels, test_size=0.1, random_state=4222)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#y1_weights = np.array([(sum([emoji_weights[e] for e in e_list]) / len(e_list)) if len(e_list) > 0 else 0 for e_list in sent2emoji(y1)])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"vectorizer = TfidfVectorizer(stop_words='english')\n",
|
||
"vec_train = vectorizer.fit_transform(X1)\n",
|
||
"vec_test = vectorizer.transform(Xt1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* train. this can take a very long time..."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/jonas/.local/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
|
||
" from ._conv import register_converters as _register_converters\n",
|
||
"Using TensorFlow backend.\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.neural_network import MLPClassifier as MLP\n",
|
||
"from sklearn.multiclass import OneVsRestClassifier as OVRC\n",
|
||
"from sklearn.tree import DecisionTreeClassifier as DTC\n",
|
||
"\n",
|
||
"from keras.models import Sequential\n",
|
||
"from keras.layers import Dense"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def train(max_size = 10000, layers=[(1024, 'relu'),(y1[0].shape[0],'softmax')], random_state=4222, ovrc=False, n_iter=5):\n",
|
||
" \n",
|
||
" model = Sequential()\n",
|
||
" \n",
|
||
" # build mlp layers:\n",
|
||
" keras_layers = []\n",
|
||
" first_layer = True\n",
|
||
" for layer in layers:\n",
|
||
" if first_layer:\n",
|
||
" model.add(Dense(units=layer[0], activation=layer[1], input_dim=vectorizer.transform([\" \"])[0]._shape[1]))\n",
|
||
" first_layer = False\n",
|
||
" else:\n",
|
||
" model.add(Dense(units=layer[0], activation=layer[1]))\n",
|
||
" \n",
|
||
" #mlp = MLPClassifier(layers=sknn_layers, random_state=random_state, verbose=True, n_iter=n_iter, batch_size=100)\n",
|
||
" \n",
|
||
" model.compile(loss='categorical_crossentropy',\n",
|
||
" optimizer='sgd',\n",
|
||
" metrics=['accuracy'])\n",
|
||
" \n",
|
||
" clf = OVRC(model) if ovrc else model\n",
|
||
"\n",
|
||
" clf.fit(vec_train[:max_size].A, y1[:max_size], validation_split=0.2)#, sample_weight=y1_weights[:max_size])\n",
|
||
" \n",
|
||
" return clf"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Train on 8000 samples, validate on 2000 samples\n",
|
||
"Epoch 1/1\n",
|
||
"8000/8000 [==============================] - 80s 10ms/step - loss: 1.0421 - acc: 0.7270 - val_loss: 1.0213 - val_acc: 0.7330\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"clf = train(max_size=10000,layers=[(1200, 'relu'),(1200,'relu'),(y1[0].shape[0],'softmax')])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"10237 <USER> <USER> How much do you know about the y...\n",
|
||
"45851 She said she don't start until Friday \n",
|
||
"28327 Ryane just told me to not stress because it's ...\n",
|
||
"22017 Meet Asian & Russian Beauty From Here Fi...\n",
|
||
"23341 What do u mean \n",
|
||
"42942 ┊ <HASHTAG> <USER> ┊<HASHTAG> ✲~┊ <HASHTAG> ✲...\n",
|
||
"28320 Woot woot leafs win \n",
|
||
"26801 <USER> we’re here for you and you know that, y...\n",
|
||
"66054 <USER> gm Mailand have an awesome day \n",
|
||
"64440 Happy halloween \n",
|
||
"1695 BARCELONA SPOING CLUB \n",
|
||
"57848 I will purchase a few things because I love th...\n",
|
||
"6174 <USER> Ah I'll let you off then ! \n",
|
||
"9295 <USER> just the idea of empowering women is so...\n",
|
||
"48858 Damn!! People late on the <USER> thing. This t...\n",
|
||
"17032 <USER> I miss u \n",
|
||
"30856 I just want to be with you always \n",
|
||
"56964 when you can’t fall asleep because you just ca...\n",
|
||
"64594 less than 24hrs until the big 21\n",
|
||
"14707 <USER> were furry trash \n",
|
||
"54005 At this point, I will break the bank \n",
|
||
"60411 <USER> Thank <USER> not me! \n",
|
||
"59436 when u finally get a new nigga and all yo old ...\n",
|
||
"1264 <USER> I was a Nintendo boy my friend down the...\n",
|
||
"42327 Rabbit rabbit white rabbit. May everything goe...\n",
|
||
"39441 rainy morning 🌧\n",
|
||
"17380 <USER> I'm glad it arrived safely!! Thank you ...\n",
|
||
"51558 Been in this drive through for 15 minutes Sti...\n",
|
||
"24223 <USER> <USER> I'm looking into it!!! \n",
|
||
"31673 Seokjin's just standing there & steal my ...\n",
|
||
" ... \n",
|
||
"29591 Lmfao he’s gonna wake up to 17 messages about ...\n",
|
||
"52608 The seaweed is always greener in somebody else...\n",
|
||
"22482 <USER> I can!\n",
|
||
"552 This is actually true. I like my rooibos black...\n",
|
||
"48523 <USER> <USER> Also the Punjabi in ke is dying ...\n",
|
||
"61773 Always make me cry always hurting me always ma...\n",
|
||
"61578 <USER> Thank you so much!!! \n",
|
||
"34541 I am here for this \n",
|
||
"2485 <USER> Yes bambz \n",
|
||
"35802 Don’t give up just yet.\n",
|
||
"8504 <USER> HAPPY BIHDAY \n",
|
||
"3403 <USER> any dates of south america??? <HASHTAG>\n",
|
||
"53606 <USER> So nice honey\n",
|
||
"6234 my boyfriend and my sister are gonna be here f...\n",
|
||
"5030 <USER> Thanks! And definitely\n",
|
||
"46147 <USER> Y'all will roast my ass. Akhant \n",
|
||
"6445 Click here to watch it: MILF Phoenix Marie ta...\n",
|
||
"65485 <USER> Would have broke it\n",
|
||
"36002 <USER> Okinnam\n",
|
||
"53927 <USER> Thats my crew, I'd fit right in with th...\n",
|
||
"53701 Lol they saving it for match day \n",
|
||
"3549 <USER> Nooo after tonight we can be friends ag...\n",
|
||
"9393 Amazing the media trying to politics a terror ...\n",
|
||
"67371 Got so many compliments on our costumes tonigh...\n",
|
||
"22173 <USER> The Shoes...\n",
|
||
"26422 Happy Birthday today to Rep. Bruce Antone and ...\n",
|
||
"41219 Good morning sex \n",
|
||
"37447 My baby so cute ❤️ \n",
|
||
"21608 My week on Twitter : 1 Tweet. See yours with \n",
|
||
"1594 It’s fair to say I ruined my life a few times ...\n",
|
||
"Name: text, Length: 52477, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X1"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* make a prediction and store it in a csv file:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pred = clf.predict(vectorizer.transform(Xt1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[0.49225155, 0.22154534, 0.28620324],\n",
|
||
" [0.4917669 , 0.22080076, 0.28743234],\n",
|
||
" [0.49208197, 0.22085808, 0.28705996],\n",
|
||
" ...,\n",
|
||
" [0.48990184, 0.22155353, 0.28854463],\n",
|
||
" [0.49245682, 0.22013731, 0.28740585],\n",
|
||
" [0.4891684 , 0.2214878 , 0.2893438 ]], dtype=float32)"
|
||
]
|
||
},
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pred"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# build a dataframe to visualize test results:\n",
|
||
"testlist = pd.DataFrame({'text': Xt1, \n",
|
||
" 'teacher': sent2emoji(yt1),\n",
|
||
" 'predict': sent2emoji(pred)})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>62474</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>316</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>Only in Wisconsin</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33553</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙏</td>\n",
|
||
" <td>: Barboursville For Taxi 703-445-4450</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1566</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>who cares anyway</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54842</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td><USER> first it was spratt then faze spratt th...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16711</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td>I will forever love the Dodgers! BLEED BLUE t...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52129</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😊</td>\n",
|
||
" <td>ok she nailed this ️</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66914</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙆</td>\n",
|
||
" <td>time to create the Christmas playlist</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42046</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😍</td>\n",
|
||
" <td>Penultimate <HASHTAG> of the 2017 race season!...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13783</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😊</td>\n",
|
||
" <td>hey friends i need space 2nite. happy 11-1! lo...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4034</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😒</td>\n",
|
||
" <td>Sombitch! 3.5 secs left an the goddamn 2K serv...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9773</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>sounds great..</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27593</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😴</td>\n",
|
||
" <td>what happens after I give babe a massage</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22601</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙏</td>\n",
|
||
" <td><USER> Thank you</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64332</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td><USER> I love you I'm so proud of you</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23677</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙋</td>\n",
|
||
" <td><USER> <USER> Love how your coffee bags pop up...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1530</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td><USER> I know</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38375</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td><USER> Xmas songs all the way! I got a new chr...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37403</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙆</td>\n",
|
||
" <td>54 days until Christmas!!</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52706</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙏</td>\n",
|
||
" <td>\"November comesAnd November goes, With the las...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9628</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td><USER> You want me dead</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41270</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😍</td>\n",
|
||
" <td>Finally arrived Thank you so much <USER> So ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56276</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>Omfg this is amazing</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14805</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😊</td>\n",
|
||
" <td>Finding my <HASHTAG> need it now</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1275</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😊</td>\n",
|
||
" <td><USER> happy birthday</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30821</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😌</td>\n",
|
||
" <td><USER> better stock up, quenouille season is c...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36974</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>i always think miguel is saying \"black power\" ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31270</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td><USER> so proud</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21672</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td><USER> snapchat chick ?</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6464</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td><USER> <USER> Actually I don’t think that woul...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14439</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😛</td>\n",
|
||
" <td>happy birthday to a really great friend, hope ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30789</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>Might fuck around and not turn in my library b...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37129</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😀</td>\n",
|
||
" <td>My lil baby sick and it’s making me sad, I den...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61305</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😃</td>\n",
|
||
" <td>Love our customers...always on the go! ❤️ TRO...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4821</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙌</td>\n",
|
||
" <td>God bless whoever you marry!</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6509</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😸</td>\n",
|
||
" <td>j-u-v-e: On 1 November, Juventus turns 120! H...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41347</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😊</td>\n",
|
||
" <td><USER> Yeah, sunshine, I promise I love you a...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15368</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙌</td>\n",
|
||
" <td>You ain't ever made love, You just wanted some...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22594</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>This whole lingerie thing is funny sha</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61471</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td><USER> Wooo congrats buddy!</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63724</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😉</td>\n",
|
||
" <td>Early mornings</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7399</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td><USER> <USER> So Sad</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8262</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😀</td>\n",
|
||
" <td>But opening up means trusting others.And that'...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61430</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td>bambam pink hair❤️</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59747</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>Nah last nights game was well worth my months ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47655</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😚</td>\n",
|
||
" <td><USER> wish your many more happy returns of th...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30992</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😶</td>\n",
|
||
" <td>my heart breaks into a million pieces every mo...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2204</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙏</td>\n",
|
||
" <td>Call Congress (202) 224-3121 <HASHTAG> <HASHTA...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41224</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>I love Lucas’s sister! ❤️ Erica is so funny!</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65180</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😁</td>\n",
|
||
" <td><USER> PULL THRU JELLYBEAN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48319</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😭</td>\n",
|
||
" <td>i miss the snickerdoodle swirl from <USER> so ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19825</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😋</td>\n",
|
||
" <td>I love you- and I really do.</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63387</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😹</td>\n",
|
||
" <td>Love huvin Mason, can steal aw his Halloween s...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33798</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>80/0 at the end of 10 overs - Shikhar Dhawan ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63144</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>🙋</td>\n",
|
||
" <td>Stoping for a few in between 12 hr shifts is p...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5185</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>When a band member of Volumes actually adds yo...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65919</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😶</td>\n",
|
||
" <td><USER> <USER> Evil sick humans what a world we...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27834</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td><USER> I always thought it was <USER></td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57241</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>😂</td>\n",
|
||
" <td><USER> <USER> I thought u meant the show neve...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5831 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" predict teacher text\n",
|
||
"62474 😂 🙋 Lovely \n",
|
||
"11750 😂 😂 ☝ child they told that to slaves and look what...\n",
|
||
"316 😂 😂 Only in Wisconsin \n",
|
||
"33553 😂 🙏 : Barboursville For Taxi 703-445-4450 \n",
|
||
"1566 😂 😏 who cares anyway \n",
|
||
"54842 😂 😭 <USER> first it was spratt then faze spratt th...\n",
|
||
"16711 😂 😚 I will forever love the Dodgers! BLEED BLUE t...\n",
|
||
"52129 😂 😊 ok she nailed this ️ \n",
|
||
"66914 😂 🙆 time to create the Christmas playlist \n",
|
||
"42046 😂 😍 Penultimate <HASHTAG> of the 2017 race season!...\n",
|
||
"13783 😂 😊 hey friends i need space 2nite. happy 11-1! lo...\n",
|
||
"4034 😂 😒 Sombitch! 3.5 secs left an the goddamn 2K serv...\n",
|
||
"9773 😂 😏 sounds great.. \n",
|
||
"27593 😂 😴 what happens after I give babe a massage \n",
|
||
"22601 😂 🙏 <USER> Thank you \n",
|
||
"64332 😂 😚 <USER> I love you I'm so proud of you \n",
|
||
"23677 😂 🙋 <USER> <USER> Love how your coffee bags pop up...\n",
|
||
"1530 😂 😭 <USER> I know \n",
|
||
"38375 😂 😏 <USER> Xmas songs all the way! I got a new chr...\n",
|
||
"37403 😂 🙆 54 days until Christmas!! \n",
|
||
"52706 😂 🙏 \"November comesAnd November goes, With the las...\n",
|
||
"9628 😂 😭 <USER> You want me dead \n",
|
||
"41270 😂 😍 Finally arrived Thank you so much <USER> So ...\n",
|
||
"56276 😂 😂 Omfg this is amazing \n",
|
||
"14805 😂 😊 Finding my <HASHTAG> need it now \n",
|
||
"1275 😂 😊 <USER> happy birthday\n",
|
||
"30821 😂 😌 <USER> better stock up, quenouille season is c...\n",
|
||
"36974 😂 😂 i always think miguel is saying \"black power\" ...\n",
|
||
"31270 😂 😚 <USER> so proud \n",
|
||
"21672 😂 😭 <USER> snapchat chick ? \n",
|
||
"... ... ... ...\n",
|
||
"6464 😂 😂 <USER> <USER> Actually I don’t think that woul...\n",
|
||
"14439 😂 😛 happy birthday to a really great friend, hope ...\n",
|
||
"30789 😂 😏 Might fuck around and not turn in my library b...\n",
|
||
"37129 😂 😀 My lil baby sick and it’s making me sad, I den...\n",
|
||
"61305 😂 😃 Love our customers...always on the go! ❤️ TRO...\n",
|
||
"4821 😂 🙌 God bless whoever you marry! \n",
|
||
"6509 😂 😸 j-u-v-e: On 1 November, Juventus turns 120! H...\n",
|
||
"41347 😂 😊 <USER> Yeah, sunshine, I promise I love you a...\n",
|
||
"15368 😂 🙌 You ain't ever made love, You just wanted some...\n",
|
||
"22594 😂 😂 This whole lingerie thing is funny sha \n",
|
||
"61471 😂 😚 <USER> Wooo congrats buddy!\n",
|
||
"63724 😂 😉 Early mornings \n",
|
||
"7399 😂 😭 <USER> <USER> So Sad \n",
|
||
"8262 😂 😀 But opening up means trusting others.And that'...\n",
|
||
"61430 😂 😚 bambam pink hair❤️\n",
|
||
"59747 😂 😂 Nah last nights game was well worth my months ...\n",
|
||
"47655 😂 😚 <USER> wish your many more happy returns of th...\n",
|
||
"30992 😂 😶 my heart breaks into a million pieces every mo...\n",
|
||
"2204 😂 🙏 Call Congress (202) 224-3121 <HASHTAG> <HASHTA...\n",
|
||
"41224 😂 😂 I love Lucas’s sister! ❤️ Erica is so funny! \n",
|
||
"65180 😂 😁 <USER> PULL THRU JELLYBEAN \n",
|
||
"48319 😂 😭 i miss the snickerdoodle swirl from <USER> so ...\n",
|
||
"19825 😂 😋 I love you- and I really do. \n",
|
||
"63387 😂 😹 Love huvin Mason, can steal aw his Halloween s...\n",
|
||
"33798 😂 😏 80/0 at the end of 10 overs - Shikhar Dhawan ...\n",
|
||
"63144 😂 🙋 Stoping for a few in between 12 hr shifts is p...\n",
|
||
"5185 😂 😏 When a band member of Volumes actually adds yo...\n",
|
||
"65919 😂 😶 <USER> <USER> Evil sick humans what a world we...\n",
|
||
"27834 😂 😂 <USER> I always thought it was <USER> \n",
|
||
"57241 😂 😂 <USER> <USER> I thought u meant the show neve...\n",
|
||
"\n",
|
||
"[5831 rows x 3 columns]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"display(testlist)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"testlist.to_csv('test.csv')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* a simple output widget for testing:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "865c37ebeb2443a589ccbaf220456457",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/html": [
|
||
"<p>Failed to display Jupyter Widget of type <code>Text</code>.</p>\n",
|
||
"<p>\n",
|
||
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
|
||
" that the widgets JavaScript is still loading. If this message persists, it\n",
|
||
" likely means that the widgets JavaScript library is either not installed or\n",
|
||
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
|
||
" Widgets Documentation</a> for setup instructions.\n",
|
||
"</p>\n",
|
||
"<p>\n",
|
||
" If you're reading this message in another frontend (for example, a static\n",
|
||
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
|
||
" it may mean that your frontend doesn't currently support widgets.\n",
|
||
"</p>\n"
|
||
],
|
||
"text/plain": [
|
||
"Text(value='')"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "d34382a5e13c4be396303afc6b138c2a",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/html": [
|
||
"<p>Failed to display Jupyter Widget of type <code>VBox</code>.</p>\n",
|
||
"<p>\n",
|
||
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
|
||
" that the widgets JavaScript is still loading. If this message persists, it\n",
|
||
" likely means that the widgets JavaScript library is either not installed or\n",
|
||
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
|
||
" Widgets Documentation</a> for setup instructions.\n",
|
||
"</p>\n",
|
||
"<p>\n",
|
||
" If you're reading this message in another frontend (for example, a static\n",
|
||
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
|
||
" it may mean that your frontend doesn't currently support widgets.\n",
|
||
"</p>\n"
|
||
],
|
||
"text/plain": [
|
||
"VBox(children=(Button(description='get smiley', icon='check', style=ButtonStyle(), tooltip='Click me'), Output()))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"out = widgets.Output()\n",
|
||
"\n",
|
||
"t = widgets.Text()\n",
|
||
"b = widgets.Button(\n",
|
||
" description='get smiley',\n",
|
||
" disabled=False,\n",
|
||
" button_style='', # 'success', 'info', 'warning', 'danger' or ''\n",
|
||
" tooltip='Click me',\n",
|
||
" icon='check'\n",
|
||
")\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"def handle_submit(sender):\n",
|
||
" with out:\n",
|
||
" clear_output()\n",
|
||
" with out:\n",
|
||
" pred = clf.predict(vectorizer.transform([t.value]))\n",
|
||
" \n",
|
||
" display(Markdown(\"# \" + str(sent2emoji(pred))))\n",
|
||
"\n",
|
||
"b.on_click(handle_submit)\n",
|
||
" \n",
|
||
"display(t)\n",
|
||
"display(widgets.VBox([b, out])) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"y_trans = mlb.inverse_transform(yt1)\n",
|
||
"pred_trans = mlb.inverse_transform(yt1)\n",
|
||
"\n",
|
||
"# evaluate accuracy\n",
|
||
"pos = 0\n",
|
||
"neg = 0\n",
|
||
"all = 0\n",
|
||
"for entry in range(len(y_trans)):\n",
|
||
" if len(np.intersect1d(y_trans[entry], pred_trans[entry])) > 0:\n",
|
||
" pos += 1\n",
|
||
" else:\n",
|
||
" neg += 1\n",
|
||
" all += 1\n",
|
||
"print(pos/all)\n",
|
||
"print(neg)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"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": "3.6.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|