2018-06-05 11:34:14 +02:00
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{
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"cells": [
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{
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"cell_type": "code",
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2018-06-09 14:54:34 +02:00
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"execution_count": 1,
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2018-06-05 11:34:14 +02:00
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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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2018-06-05 15:51:58 +02:00
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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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2018-06-05 11:34:14 +02:00
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]
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},
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2018-06-10 14:41:41 +02:00
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{
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 32,
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2018-06-10 14:41:41 +02:00
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"metadata": {},
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"outputs": [],
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"source": [
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2018-06-10 17:31:43 +02:00
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"import sys\n",
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"sys.path.append(\"..\")\n",
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2018-06-10 14:41:41 +02:00
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"\n",
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2018-06-10 17:31:43 +02:00
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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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2018-06-11 20:13:27 +02:00
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"def sent2emoji(sent_arr, custom_target_emojis=None):\n",
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" return [sentiment_vector_to_emoji(s, custom_target_emojis=custom_target_emojis) for s in sent_arr]"
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2018-06-10 14:41:41 +02:00
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]
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},
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2018-06-09 14:54:34 +02:00
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{
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"cell_type": "code",
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2018-06-10 15:06:45 +02:00
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"execution_count": 3,
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2018-06-09 14:54:34 +02:00
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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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2018-06-05 11:34:14 +02:00
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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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2018-06-11 21:49:56 +02:00
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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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"* Download preprocessed raw data:\n",
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" * [here](https://the-cake-is-a-lie.net/nextcloud/index.php/s/MmXFYj6mGoMQoJN) for english\n",
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" * [here](https://the-cake-is-a-lie.net/nextcloud/index.php/s/HgqpQ6rFadtWSAt) for german"
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]
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},
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2018-06-05 11:34:14 +02:00
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{
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"cell_type": "code",
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2018-06-10 15:06:45 +02:00
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"execution_count": 4,
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2018-06-05 11:34:14 +02:00
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"metadata": {},
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"outputs": [],
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"source": [
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2018-06-09 14:54:34 +02:00
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"data_root_folder = \"./data_en/\" # i created a symlink here"
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2018-06-05 11:34:14 +02:00
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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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2018-06-10 15:06:45 +02:00
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"execution_count": 5,
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2018-06-05 11:34:14 +02:00
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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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2018-06-10 15:06:45 +02:00
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"execution_count": 6,
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2018-06-05 11:34:14 +02:00
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"metadata": {},
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"outputs": [
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{
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2018-06-09 14:54:34 +02:00
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>EMOJI</th>\n",
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" <th>HASHTAGS</th>\n",
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" <th>LINKED_USER</th>\n",
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" <th>datetime</th>\n",
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" <th>id</th>\n",
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" <th>lang</th>\n",
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" <th>person</th>\n",
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" <th>reply_to</th>\n",
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" <th>text</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>[🔥, 👏]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:00</td>\n",
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" <td>925716304635547600</td>\n",
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" <td>en</td>\n",
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" <td>31507978</td>\n",
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" <td>NaN</td>\n",
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" <td>fashionbombdaily's photo <EMOJI><EMOJI>🏼</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>[🤦]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:00</td>\n",
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" <td>925716304664911900</td>\n",
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" <td>en</td>\n",
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" <td>231994649</td>\n",
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" <td>NaN</td>\n",
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" <td>It’s scary how on point my horoscope be <EMOJI...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>[😄]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:03</td>\n",
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" <td>925716317214089200</td>\n",
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" <td>en</td>\n",
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" <td>2592765104</td>\n",
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" <td>NaN</td>\n",
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" <td>Woooaaaahhh <EMOJI></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>[📷]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:04</td>\n",
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" <td>925716321416949800</td>\n",
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" <td>en</td>\n",
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" <td>278737933</td>\n",
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" <td>NaN</td>\n",
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" <td><EMOJI> vivalcli: Portraits by Zhao Guojing an...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>[😩, 😩]</td>\n",
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" <td>[]</td>\n",
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" <td>[@hiphopphiIes]</td>\n",
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" <td>2017-11-01 13:29:06</td>\n",
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" <td>925716329801310200</td>\n",
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" <td>en</td>\n",
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" <td>824586253634981900</td>\n",
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" <td>9.257162e+17</td>\n",
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" <td><USER> i wanna know too<EMOJI><EMOJI></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>[😭, 💓]</td>\n",
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" <td>[]</td>\n",
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" <td>[@WizMommma]</td>\n",
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" <td>2017-11-01 13:29:02</td>\n",
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" <td>925716313019965400</td>\n",
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" <td>en</td>\n",
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" <td>1581953814</td>\n",
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" <td>9.257088e+17</td>\n",
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" <td><USER> veda was yoda too <EMOJI><EMOJI></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>[😂]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:05</td>\n",
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" <td>925716325607133200</td>\n",
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" <td>en</td>\n",
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" <td>1001999683</td>\n",
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" <td>NaN</td>\n",
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" <td>I’m less stressed about turning 30 now <EMOJI>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>[💯]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:07</td>\n",
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" <td>925716334008082400</td>\n",
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" <td>en</td>\n",
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" <td>745222369183043600</td>\n",
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" <td>NaN</td>\n",
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" <td>Full charged. <EMOJI></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>[🙄]</td>\n",
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" <td>[]</td>\n",
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" <td>[@SeaDimon, @lsarsour]</td>\n",
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" <td>2017-11-01 13:29:09</td>\n",
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" <td>925716342401052700</td>\n",
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" <td>en</td>\n",
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" <td>798557155217539100</td>\n",
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" <td>9.257147e+17</td>\n",
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" <td><USER> That’s part of the problem, (they) <USE...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>[😟, 😥, 😢]</td>\n",
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" <td>[]</td>\n",
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" <td>[@Ian_khetye]</td>\n",
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" <td>2017-11-01 13:29:10</td>\n",
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" <td>925716346570240000</td>\n",
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" <td>en</td>\n",
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" <td>744396039126421500</td>\n",
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" <td>9.250629e+17</td>\n",
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" <td><USER> got me emotional there<EMOJI><EMOJI><EM...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>[🌻]</td>\n",
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" <td>[]</td>\n",
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" <td>[]</td>\n",
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" <td>2017-11-01 13:29:13</td>\n",
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" <td>925716359182520300</td>\n",
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" <td>en</td>\n",
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" <td>721490010118205400</td>\n",
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" <td>8.965900e+17</td>\n",
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" <td>back to the yellow <EMOJI></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>[🍁, 🌺, 🍂]</td>\n",
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|
|
" <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",
|
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|
|
" </tr>\n",
|
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|
|
" <tr>\n",
|
|
|
|
|
" <th>13</th>\n",
|
|
|
|
|
" <td>[💭, 🤦]</td>\n",
|
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|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
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|
|
" <td>2017-11-01 13:29:20</td>\n",
|
|
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|
|
" <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",
|
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|
|
|
" <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>"
|
|
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|
|
],
|
|
|
|
|
"text/plain": [
|
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|
" EMOJI \\\n",
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"0 [🔥, 👏] \n",
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"1 [🤦] \n",
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"2 [😄] \n",
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"3 [📷] \n",
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"4 [😩, 😩] \n",
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|
"5 [😭, 💓] \n",
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|
"6 [😂] \n",
|
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"7 [💯] \n",
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"8 [🙄] \n",
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"9 [😟, 😥, 😢] \n",
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"10 [🌻] \n",
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|
"11 [🍁, 🌺, 🍂] \n",
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|
|
"12 [🍃] \n",
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|
|
|
|
"13 [💭, 🤦] \n",
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|
|
|
|
"14 [😍, 😘] \n",
|
|
|
|
|
"15 [😜] \n",
|
|
|
|
|
"16 [😂, 🔥] \n",
|
|
|
|
|
"17 [💕] \n",
|
|
|
|
|
"18 [😉] \n",
|
|
|
|
|
"19 [👅] \n",
|
|
|
|
|
"20 [👌, 🙂] \n",
|
|
|
|
|
"21 [🤗, 📺] \n",
|
|
|
|
|
"22 [💯] \n",
|
|
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|
|
"23 [👅, 💦, 🍑] \n",
|
|
|
|
|
"24 [💔] \n",
|
|
|
|
|
"25 [🤐, 🤐, 🤐] \n",
|
|
|
|
|
"26 [😴] \n",
|
|
|
|
|
"27 [😂] \n",
|
|
|
|
|
"28 [😂, 🙄] \n",
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|
|
|
|
"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",
|
|
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|
|
"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",
|
|
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|
|
"26 925716438853345300 en 388380690 NaN \n",
|
|
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|
|
"27 925716451457163300 en 899320696869974000 NaN \n",
|
|
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|
|
"28 925716451461357600 en 784790670 NaN \n",
|
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|
|
"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]"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 6,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
2018-06-05 11:34:14 +02:00
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"twitter_data = pd.read_json(json_files[0], encoding=\"utf-8\")\n",
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"twitter_data"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* extracting emojis and text"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 7,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"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",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 8,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"# defining blacklist for modifier emojis:\n",
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"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",
|
|
|
|
|
"])"
|
|
|
|
|
]
|
2018-06-05 15:51:58 +02:00
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 9,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"# filtering them and the EMOJI keyword out:\n",
|
2018-06-11 17:02:54 +02:00
|
|
|
|
"plain_text = plain_text.str.replace(\"(<EMOJI>|<USER>|<HASHTAG>)\",\"\").str.replace(\"[\" + \"\".join(list(emoji_blacklist)) + \"]\",\"\")"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-09 14:54:34 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"* defining different criterias for choosing a single emoji (currently `latest` is used)"
|
2018-06-09 14:54:34 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:51:58 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 10,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"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"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 17:31:43 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* convert all emojis to a sentiment vector"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-09 14:54:34 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 11,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"labels = emoji2sent([latest(e) for e in emojis])\n"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 12,
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
|
|
|
|
"68733"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 12,
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"len(labels)"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 13,
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"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",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 14,
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"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)]"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
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"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 15,
|
2018-06-10 17:31:43 +02:00
|
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"metadata": {},
|
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|
|
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"outputs": [
|
|
|
|
|
{
|
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|
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"name": "stdout",
|
|
|
|
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"output_type": "stream",
|
|
|
|
|
"text": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"33368 33368 33368\n"
|
2018-06-10 17:31:43 +02:00
|
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|
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]
|
|
|
|
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}
|
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],
|
|
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"source": [
|
|
|
|
|
"print(len(labels), len(emojis), len(plain_text))"
|
2018-06-05 15:51:58 +02:00
|
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]
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},
|
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{
|
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"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
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|
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"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"* generate weights:"
|
2018-06-05 15:51:58 +02:00
|
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|
]
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|
},
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{
|
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"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 16,
|
2018-06-05 15:51:58 +02:00
|
|
|
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"metadata": {},
|
|
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"outputs": [],
|
|
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"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"# at first count over our table\n",
|
|
|
|
|
"emoji_count = {}\n",
|
|
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|
"\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",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"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"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"* most used emojis in Dataset"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 17,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"source": [
|
|
|
|
|
"import operator"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 18,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"[('😂', 10182),\n",
|
|
|
|
|
" ('😭', 3893),\n",
|
|
|
|
|
" ('😍', 2866),\n",
|
|
|
|
|
" ('😩', 1647),\n",
|
|
|
|
|
" ('😊', 1450),\n",
|
|
|
|
|
" ('😘', 1151),\n",
|
|
|
|
|
" ('🙏', 1089),\n",
|
|
|
|
|
" ('🙌', 1003),\n",
|
|
|
|
|
" ('😉', 752),\n",
|
|
|
|
|
" ('😁', 697),\n",
|
|
|
|
|
" ('😅', 651),\n",
|
|
|
|
|
" ('😎', 606),\n",
|
|
|
|
|
" ('😢', 544),\n",
|
|
|
|
|
" ('😒', 539),\n",
|
|
|
|
|
" ('😏', 478),\n",
|
|
|
|
|
" ('😌', 434),\n",
|
|
|
|
|
" ('😔', 415),\n",
|
|
|
|
|
" ('😋', 397),\n",
|
|
|
|
|
" ('😀', 392),\n",
|
|
|
|
|
" ('😤', 368)]"
|
2018-06-11 18:04:39 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"['😂',\n",
|
|
|
|
|
" '😭',\n",
|
|
|
|
|
" '😍',\n",
|
|
|
|
|
" '😩',\n",
|
|
|
|
|
" '😊',\n",
|
|
|
|
|
" '😘',\n",
|
|
|
|
|
" '🙏',\n",
|
|
|
|
|
" '🙌',\n",
|
|
|
|
|
" '😉',\n",
|
|
|
|
|
" '😁',\n",
|
|
|
|
|
" '😅',\n",
|
|
|
|
|
" '😎',\n",
|
|
|
|
|
" '😢',\n",
|
|
|
|
|
" '😒',\n",
|
|
|
|
|
" '😏',\n",
|
|
|
|
|
" '😌',\n",
|
|
|
|
|
" '😔',\n",
|
|
|
|
|
" '😋',\n",
|
|
|
|
|
" '😀',\n",
|
|
|
|
|
" '😤']"
|
2018-06-11 18:04:39 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"sorted_emoji_count = list(reversed(sorted(emoji_count.items(), key=operator.itemgetter(1))))\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"display(sorted_emoji_count[:20])\n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"top_emojis = [x[0] for x in sorted_emoji_count[:20]]\n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"display(top_emojis)"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* only learn the most used ones:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 19,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"name": "stdout",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"26197 26197 26197\n"
|
2018-06-11 18:04:39 +02:00
|
|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"in_top = [sentiment_vector_to_emoji(x) in top_emojis for x in labels]\n",
|
|
|
|
|
"labels = labels[in_top]\n",
|
|
|
|
|
"plain_text = plain_text[in_top]\n",
|
|
|
|
|
"emojis = emojis[in_top]\n",
|
|
|
|
|
"print(len(labels), len(emojis), len(plain_text))"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* generating train and test set:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 20,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"source": [
|
|
|
|
|
"X1, Xt1, y1, yt1 = train_test_split(plain_text, labels, test_size=0.1, random_state=4222)"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 21,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"#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)])"
|
2018-06-09 14:54:34 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 22,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"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",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"execution_count": 23,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"name": "stderr",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
|
|
|
|
"Using TensorFlow backend.\n"
|
|
|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"source": [
|
|
|
|
|
"from sklearn.neural_network import MLPClassifier as MLP\n",
|
|
|
|
|
"from sklearn.multiclass import OneVsRestClassifier as OVRC\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"from sklearn.tree import DecisionTreeClassifier as DTC\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"from keras.models import Sequential\n",
|
|
|
|
|
"from keras.layers import Dense"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
"execution_count": 24,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"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",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" model.compile(loss='mean_squared_error',\n",
|
|
|
|
|
" optimizer='adam')\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
" \n",
|
|
|
|
|
" clf = OVRC(model) if ovrc else model\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"\n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
" clf.fit(vec_train[:max_size].A, y1[:max_size], validation_split=0.2, epochs=n_iter)#, sample_weight=y1_weights[:max_size])\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" \n",
|
|
|
|
|
" return clf"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"execution_count": 25,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"name": "stdout",
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"Train on 18861 samples, validate on 4716 samples\n",
|
|
|
|
|
"Epoch 1/3\n",
|
|
|
|
|
"18861/18861 [==============================] - 1288s 68ms/step - loss: 0.0185 - val_loss: 0.0164\n",
|
|
|
|
|
"Epoch 2/3\n",
|
|
|
|
|
"18861/18861 [==============================] - 1282s 68ms/step - loss: 0.0103 - val_loss: 0.0164\n",
|
|
|
|
|
"Epoch 3/3\n",
|
|
|
|
|
"18861/18861 [==============================] - 1333s 71ms/step - loss: 0.0063 - val_loss: 0.0166\n"
|
2018-06-05 17:30:41 +02:00
|
|
|
|
]
|
2018-06-09 14:54:34 +02:00
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
2018-06-11 20:13:27 +02:00
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"clf = train(max_size=100000,layers=[(10000, 'relu'),(5000, 'relu'),(2500, 'relu'),(y1[0].shape[0],None)], n_iter=3)"
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2018-06-05 15:51:58 +02:00
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]
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},
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2018-06-05 15:57:26 +02:00
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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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"* make a prediction and store it in a csv file:"
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]
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},
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2018-06-05 15:51:58 +02:00
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{
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 26,
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2018-06-09 14:54:34 +02:00
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"metadata": {},
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"outputs": [],
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"source": [
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"pred = clf.predict(vectorizer.transform(Xt1))"
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]
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},
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{
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 27,
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2018-06-09 14:54:34 +02:00
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"metadata": {},
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"outputs": [
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{
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2018-06-11 18:04:39 +02:00
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"name": "stdout",
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"output_type": "stream",
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"text": [
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2018-06-11 20:13:27 +02:00
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"0.012647177\n",
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"0.03387511671001757\n"
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2018-06-11 18:04:39 +02:00
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]
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2018-06-09 14:54:34 +02:00
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}
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],
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"source": [
|
2018-06-11 18:04:39 +02:00
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"print(np.linalg.norm(np.var(pred, axis=0)))\n",
|
2018-06-11 20:13:27 +02:00
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"print(np.linalg.norm(np.var(labels, axis=0)))\n"
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2018-06-09 14:54:34 +02:00
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]
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},
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{
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 33,
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2018-06-05 17:30:41 +02:00
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"metadata": {},
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"outputs": [],
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"source": [
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"# build a dataframe to visualize test results:\n",
|
2018-06-10 15:06:45 +02:00
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"testlist = pd.DataFrame({'text': Xt1, \n",
|
2018-06-10 17:31:43 +02:00
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" 'teacher': sent2emoji(yt1),\n",
|
2018-06-10 18:32:41 +02:00
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" 'teacher_sentiment': yt1.tolist(),\n",
|
2018-06-11 20:13:27 +02:00
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" 'predict': sent2emoji(pred, custom_target_emojis=top_emojis),\n",
|
2018-06-10 18:32:41 +02:00
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" 'predicted_sentiment': pred.tolist()})"
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2018-06-05 17:30:41 +02:00
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]
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},
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{
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 34,
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2018-06-05 15:51:58 +02:00
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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",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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2018-06-11 18:04:39 +02:00
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" <th>text</th>\n",
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2018-06-05 15:51:58 +02:00
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" <th>teacher</th>\n",
|
2018-06-10 18:32:41 +02:00
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" <th>teacher_sentiment</th>\n",
|
2018-06-11 18:04:39 +02:00
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" <th>predict</th>\n",
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" <th>predicted_sentiment</th>\n",
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2018-06-05 15:51:58 +02:00
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
|
2018-06-11 20:13:27 +02:00
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" <th>35671</th>\n",
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" <td>I feel like I care so much more in every situa...</td>\n",
|
2018-06-10 17:31:43 +02:00
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|
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" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
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|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.3881330192089081, 0.34921327233314514, 0.24...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
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" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
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|
" <th>25683</th>\n",
|
|
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|
|
" <td>I did not meat to add that '2' there...havent ...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.477517306804657, 0.2263115793466568, 0.2805...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>8985</th>\n",
|
|
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|
|
" <td>never…</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4780172109603882, 0.24580059945583344, 0.25...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>5410</th>\n",
|
|
|
|
|
" <td>Lmao on me!!! Wtf was he supposed to say</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.3319989740848541, 0.38802555203437805, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>62611</th>\n",
|
|
|
|
|
" <td>This dude always help me get through my schoo...</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.471467524766922, 0.19387008249759674, 0.299...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>48197</th>\n",
|
|
|
|
|
" <td>Happy B'Day Sir</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
|
|
|
|
" <td>😀</td>\n",
|
|
|
|
|
" <td>[0.6342154145240784, 0.0916505753993988, 0.253...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>23654</th>\n",
|
|
|
|
|
" <td>You need some good old fashioned Swedish Jesus</td>\n",
|
|
|
|
|
" <td>🙏</td>\n",
|
|
|
|
|
" <td>[0.4983755685510071, 0.08057179987004548, 0.42...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.4485129117965698, 0.2649095952510834, 0.266...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>58207</th>\n",
|
|
|
|
|
" <td>these late shifts are making me not have a soc...</td>\n",
|
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.47186147186147187, 0.2922077922077922, 0.23...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.35744383931159973, 0.37891000509262085, 0.2...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>374</th>\n",
|
|
|
|
|
" <td>Dc this weekend</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😁</td>\n",
|
|
|
|
|
" <td>[0.575383186340332, 0.14427249133586884, 0.250...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>26310</th>\n",
|
|
|
|
|
" <td>Paul lad you'll make es blush</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.3773207664489746, 0.363784521818161, 0.2402...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>30892</th>\n",
|
|
|
|
|
" <td>Did you have a fun Halloween?</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.4547549784183502, 0.2675609588623047, 0.265...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>11868</th>\n",
|
|
|
|
|
" <td>Hi handsome</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>🙌</td>\n",
|
|
|
|
|
" <td>[0.6610512137413025, 0.07423651218414307, 0.20...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>46219</th>\n",
|
|
|
|
|
" <td>I'm not okay with this, I'm suing Snapchat</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.38139358162879944, 0.36385539174079895, 0.2...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>13583</th>\n",
|
|
|
|
|
" <td>My parents be so mad I be buying new stuff &am...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.393837571144104, 0.3474741280078888, 0.2423...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>43843</th>\n",
|
|
|
|
|
" <td>One of the few songs that calms me down esp on...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.36614790558815, 0.369498074054718, 0.239036...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>63589</th>\n",
|
|
|
|
|
" <td>iPhone X Bouta Be The Last Phone We Ever Buy</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.3337980806827545, 0.4099247455596924, 0.223...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>53695</th>\n",
|
|
|
|
|
" <td>Visited my main man today ❤ i miss u papa</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😁</td>\n",
|
|
|
|
|
" <td>[0.5644013285636902, 0.14413486421108246, 0.25...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>67529</th>\n",
|
|
|
|
|
" <td>Donuts</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4482305943965912, 0.2685551047325134, 0.273...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>25493</th>\n",
|
|
|
|
|
" <td>Has anyone heard this by ? Who the fuck knew...</td>\n",
|
|
|
|
|
" <td>😘</td>\n",
|
|
|
|
|
" <td>[0.7546600877192983, 0.05290570175438596, 0.19...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.41814130544662476, 0.27233976125717163, 0.2...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>19486</th>\n",
|
|
|
|
|
" <td>Wow superrbb</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>🙌</td>\n",
|
|
|
|
|
" <td>[0.6488221883773804, 0.07963734865188599, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>48449</th>\n",
|
|
|
|
|
" <td>Of course they don't. Their perfect model ...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😌</td>\n",
|
|
|
|
|
" <td>[0.5793762803077698, 0.14216111600399017, 0.24...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>4504</th>\n",
|
|
|
|
|
" <td>Please pick me. Pick me. Pick me. Please.</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>😁</td>\n",
|
|
|
|
|
" <td>[0.526153028011322, 0.1465001106262207, 0.2909...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>40285</th>\n",
|
|
|
|
|
" <td>shiid no crack is wack</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.4464351236820221, 0.25675588846206665, 0.27...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>56741</th>\n",
|
|
|
|
|
" <td>Pj still sleeps like a newborn</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😩</td>\n",
|
|
|
|
|
" <td>[0.22289823008849557, 0.5912610619469026, 0.18...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.3798309564590454, 0.3601042628288269, 0.236...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>22948</th>\n",
|
|
|
|
|
" <td>An opinion doesn't mean you make sense first ...</td>\n",
|
|
|
|
|
" <td>😌</td>\n",
|
|
|
|
|
" <td>[0.6240601503759399, 0.13984962406015036, 0.23...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.3885924518108368, 0.35167044401168823, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>68426</th>\n",
|
|
|
|
|
" <td>Missyou too</td>\n",
|
|
|
|
|
" <td>😘</td>\n",
|
|
|
|
|
" <td>[0.7546600877192983, 0.05290570175438596, 0.19...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.32084617018699646, 0.4261379539966583, 0.21...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>13431</th>\n",
|
|
|
|
|
" <td>I swear she did</td>\n",
|
|
|
|
|
" <td>😩</td>\n",
|
|
|
|
|
" <td>[0.22289823008849557, 0.5912610619469026, 0.18...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4509403705596924, 0.2531892657279968, 0.277...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>66287</th>\n",
|
|
|
|
|
" <td>It’s true, he was the mutt’s (big-d) nuts.</td>\n",
|
|
|
|
|
" <td>😉</td>\n",
|
|
|
|
|
" <td>[0.5634451019066403, 0.0992767915844839, 0.337...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.43934985995292664, 0.27343544363975525, 0.2...</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>41980</th>\n",
|
|
|
|
|
" <td>is happening so happy</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.5246269106864929, 0.21524660289287567, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>34632</th>\n",
|
|
|
|
|
" <td>Saw that the first one said sosee you tmmrw a...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.40898817777633667, 0.32723960280418396, 0.2...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>...</th>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>47218</th>\n",
|
|
|
|
|
" <td>Keep it I don't want it</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.46869081258773804, 0.2421991378068924, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>35087</th>\n",
|
|
|
|
|
" <td>6 years ago today we said our final good byes ...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.39118825100133514, 0.38451268357810414, 0.2...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4856921434402466, 0.25167116522789, 0.24757...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>61252</th>\n",
|
|
|
|
|
" <td>amen</td>\n",
|
|
|
|
|
" <td>🙏</td>\n",
|
|
|
|
|
" <td>[0.4983755685510071, 0.08057179987004548, 0.42...</td>\n",
|
|
|
|
|
" <td>🙏</td>\n",
|
|
|
|
|
" <td>[0.48897236585617065, 0.09773151576519012, 0.3...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>39960</th>\n",
|
|
|
|
|
" <td>FACT</td>\n",
|
|
|
|
|
" <td>😎</td>\n",
|
|
|
|
|
" <td>[0.5981432360742706, 0.10477453580901856, 0.29...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4365101754665375, 0.2751618027687073, 0.265...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>365</th>\n",
|
|
|
|
|
" <td>nw Finally Found Someone Hi Loydi</td>\n",
|
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.47186147186147187, 0.2922077922077922, 0.23...</td>\n",
|
|
|
|
|
" <td>🙌</td>\n",
|
|
|
|
|
" <td>[0.6661455631256104, 0.07442493736743927, 0.22...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>50665</th>\n",
|
|
|
|
|
" <td>I need ur shoulder to cry on</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.39118825100133514, 0.38451268357810414, 0.2...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.5001665949821472, 0.18579629063606262, 0.27...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>21007</th>\n",
|
|
|
|
|
" <td>awww you'll get me teary eyed gurl!</td>\n",
|
|
|
|
|
" <td>😘</td>\n",
|
|
|
|
|
" <td>[0.7546600877192983, 0.05290570175438596, 0.19...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.32326677441596985, 0.39027056097984314, 0.1...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>18819</th>\n",
|
|
|
|
|
" <td>〰Happy Hump Day to all my Ladies is def swe...</td>\n",
|
|
|
|
|
" <td>😘</td>\n",
|
|
|
|
|
" <td>[0.7546600877192983, 0.05290570175438596, 0.19...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.5100692510604858, 0.19811441004276276, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>42421</th>\n",
|
|
|
|
|
" <td>Thanks.</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.6941412687301636, 0.07213307917118073, 0.21...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>38705</th>\n",
|
|
|
|
|
" <td>its okay I didn’t see you until I was in your...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.4489935338497162, 0.24917839467525482, 0.28...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>47033</th>\n",
|
|
|
|
|
" <td>Fall in with alexissdanger ⬅️</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.4509217441082001, 0.2770771086215973, 0.229...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>38742</th>\n",
|
|
|
|
|
" <td>Let your wild side free girl!!!!!</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.5023915767669678, 0.22065317630767822, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>67610</th>\n",
|
|
|
|
|
" <td>Can we get season 3 already!?</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.49751874804496765, 0.2405281811952591, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>61021</th>\n",
|
|
|
|
|
" <td>Have to quote this bih remember this nigga</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.44404181838035583, 0.2531435489654541, 0.28...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>14904</th>\n",
|
|
|
|
|
" <td>He so damn</td>\n",
|
|
|
|
|
" <td>😩</td>\n",
|
|
|
|
|
" <td>[0.22289823008849557, 0.5912610619469026, 0.18...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.395942747592926, 0.34198662638664246, 0.220...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>50994</th>\n",
|
|
|
|
|
" <td>YASSS It's time for a great show Maxloyal™♛:G...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7120986580848694, 0.05822291225194931, 0.19...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>6973</th>\n",
|
|
|
|
|
" <td>Got to love a fish finger sarnie</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.5202821493148804, 0.19921283423900604, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>3269</th>\n",
|
|
|
|
|
" <td>say dat</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😁</td>\n",
|
|
|
|
|
" <td>[0.5501073598861694, 0.15135927498340607, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>54827</th>\n",
|
|
|
|
|
" <td>If ur happy I'm happy</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.6811650395393372, 0.076321542263031, 0.2262...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>19409</th>\n",
|
|
|
|
|
" <td>Rockstar</td>\n",
|
|
|
|
|
" <td>😀</td>\n",
|
|
|
|
|
" <td>[0.6560364464692483, 0.08428246013667426, 0.25...</td>\n",
|
|
|
|
|
" <td>😌</td>\n",
|
|
|
|
|
" <td>[0.6229063868522644, 0.10924336314201355, 0.23...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>38703</th>\n",
|
|
|
|
|
" <td>God fuck me I already fixed it once</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.3869953751564026, 0.3528730273246765, 0.244...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>25133</th>\n",
|
|
|
|
|
" <td>It’s socially acceptable to listen to ANY Chr...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😁</td>\n",
|
|
|
|
|
" <td>[0.5611444115638733, 0.16056178510189056, 0.24...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>15339</th>\n",
|
|
|
|
|
" <td>I thrashed p in iMessage now he wanna bet on 2k</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.4555157423019409, 0.2545802891254425, 0.276...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>28082</th>\n",
|
|
|
|
|
" <td>my fatass need some lemon pepper wings w a lil...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😔</td>\n",
|
|
|
|
|
" <td>[0.29292455315589905, 0.45915406942367554, 0.1...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>44462</th>\n",
|
|
|
|
|
" <td>fck off tristan yes soph collect u in 15 n w...</td>\n",
|
|
|
|
|
" <td>😤</td>\n",
|
|
|
|
|
" <td>[0.2691131498470948, 0.4801223241590214, 0.250...</td>\n",
|
|
|
|
|
" <td>😌</td>\n",
|
|
|
|
|
" <td>[0.5860549211502075, 0.13672666251659393, 0.24...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>60212</th>\n",
|
|
|
|
|
" <td>Open the bag</td>\n",
|
|
|
|
|
" <td>😋</td>\n",
|
|
|
|
|
" <td>[0.6784741144414169, 0.04495912806539509, 0.27...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.45511847734451294, 0.24822814762592316, 0.2...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>34950</th>\n",
|
|
|
|
|
" <td>I asked people to guess my zodiac sign and thi...</td>\n",
|
|
|
|
|
" <td>😤</td>\n",
|
|
|
|
|
" <td>[0.2691131498470948, 0.4801223241590214, 0.250...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>[0.4273592531681061, 0.28500065207481384, 0.27...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>59462</th>\n",
|
|
|
|
|
" <td>I regret this sm</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😂</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.43678316473960876, 0.24388131499290466, 0.2...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>19465</th>\n",
|
|
|
|
|
" <td>Fuck college</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.43676847219467163, 0.30419719219207764, 0.2...</td>\n",
|
2018-06-11 18:19:52 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
" <th>8135</th>\n",
|
|
|
|
|
" <td>Aye this was my first time actually seeing it...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.46813021474490496, 0.24716181096977158, 0.2...</td>\n",
|
|
|
|
|
" <td>😂</td>\n",
|
|
|
|
|
" <td>[0.45839327573776245, 0.2764120101928711, 0.26...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" </tbody>\n",
|
|
|
|
|
"</table>\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"<p>2620 rows × 5 columns</p>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"</div>"
|
|
|
|
|
],
|
|
|
|
|
"text/plain": [
|
2018-06-11 18:04:39 +02:00
|
|
|
|
" text teacher \\\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"35671 I feel like I care so much more in every situa... 😂 \n",
|
|
|
|
|
"25683 I did not meat to add that '2' there...havent ... 😂 \n",
|
|
|
|
|
"8985 never… 😊 \n",
|
|
|
|
|
"5410 Lmao on me!!! Wtf was he supposed to say 😂 \n",
|
|
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|
|
"62611 This dude always help me get through my schoo... 😊 \n",
|
|
|
|
|
"48197 Happy B'Day Sir 😊 \n",
|
|
|
|
|
"23654 You need some good old fashioned Swedish Jesus 🙏 \n",
|
|
|
|
|
"58207 these late shifts are making me not have a soc... 😅 \n",
|
|
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|
|
"374 Dc this weekend 😍 \n",
|
|
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|
|
"26310 Paul lad you'll make es blush 😊 \n",
|
|
|
|
|
"30892 Did you have a fun Halloween? 😂 \n",
|
|
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|
|
"11868 Hi handsome 😍 \n",
|
|
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|
|
"46219 I'm not okay with this, I'm suing Snapchat 😭 \n",
|
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|
"13583 My parents be so mad I be buying new stuff &am... 😭 \n",
|
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|
"43843 One of the few songs that calms me down esp on... 😂 \n",
|
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|
|
"63589 iPhone X Bouta Be The Last Phone We Ever Buy 😂 \n",
|
|
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|
|
"53695 Visited my main man today ❤ i miss u papa 😭 \n",
|
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|
"67529 Donuts 😍 \n",
|
|
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|
|
"25493 Has anyone heard this by ? Who the fuck knew... 😘 \n",
|
|
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|
|
"19486 Wow superrbb 😍 \n",
|
|
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|
|
"48449 Of course they don't. Their perfect model ... 😂 \n",
|
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|
"4504 Please pick me. Pick me. Pick me. Please. 😍 \n",
|
|
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|
"40285 shiid no crack is wack 😭 \n",
|
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|
"56741 Pj still sleeps like a newborn 😩 \n",
|
|
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|
"22948 An opinion doesn't mean you make sense first ... 😌 \n",
|
|
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|
|
"68426 Missyou too 😘 \n",
|
|
|
|
|
"13431 I swear she did 😩 \n",
|
|
|
|
|
"66287 It’s true, he was the mutt’s (big-d) nuts. 😉 \n",
|
|
|
|
|
"41980 is happening so happy 😭 \n",
|
|
|
|
|
"34632 Saw that the first one said sosee you tmmrw a... 😂 \n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"... ... ... \n",
|
2018-06-11 20:13:27 +02:00
|
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|
"47218 Keep it I don't want it 😂 \n",
|
|
|
|
|
"35087 6 years ago today we said our final good byes ... 😢 \n",
|
|
|
|
|
"61252 amen 🙏 \n",
|
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|
|
"39960 FACT 😎 \n",
|
|
|
|
|
"365 nw Finally Found Someone Hi Loydi 😅 \n",
|
|
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|
|
"50665 I need ur shoulder to cry on 😢 \n",
|
|
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|
|
"21007 awww you'll get me teary eyed gurl! 😘 \n",
|
|
|
|
|
"18819 〰Happy Hump Day to all my Ladies is def swe... 😘 \n",
|
|
|
|
|
"42421 Thanks. 😊 \n",
|
|
|
|
|
"38705 its okay I didn’t see you until I was in your... 😂 \n",
|
|
|
|
|
"47033 Fall in with alexissdanger ⬅️ 😍 \n",
|
|
|
|
|
"38742 Let your wild side free girl!!!!! 😂 \n",
|
|
|
|
|
"67610 Can we get season 3 already!? 😭 \n",
|
|
|
|
|
"61021 Have to quote this bih remember this nigga 😂 \n",
|
|
|
|
|
"14904 He so damn 😩 \n",
|
|
|
|
|
"50994 YASSS It's time for a great show Maxloyal™♛:G... 😂 \n",
|
|
|
|
|
"6973 Got to love a fish finger sarnie 😂 \n",
|
|
|
|
|
"3269 say dat 😂 \n",
|
|
|
|
|
"54827 If ur happy I'm happy 😊 \n",
|
|
|
|
|
"19409 Rockstar 😀 \n",
|
|
|
|
|
"38703 God fuck me I already fixed it once 😂 \n",
|
|
|
|
|
"25133 It’s socially acceptable to listen to ANY Chr... 😂 \n",
|
|
|
|
|
"15339 I thrashed p in iMessage now he wanna bet on 2k 😂 \n",
|
|
|
|
|
"28082 my fatass need some lemon pepper wings w a lil... 😂 \n",
|
|
|
|
|
"44462 fck off tristan yes soph collect u in 15 n w... 😤 \n",
|
|
|
|
|
"60212 Open the bag 😋 \n",
|
|
|
|
|
"34950 I asked people to guess my zodiac sign and thi... 😤 \n",
|
|
|
|
|
"59462 I regret this sm 😂 \n",
|
|
|
|
|
"19465 Fuck college 😂 \n",
|
|
|
|
|
"8135 Aye this was my first time actually seeing it... 😂 \n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"\n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
" teacher_sentiment predict \\\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"35671 [0.46813021474490496, 0.24716181096977158, 0.2... 😢 \n",
|
|
|
|
|
"25683 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"8985 [0.7040175768989329, 0.059322033898305086, 0.2... 😂 \n",
|
|
|
|
|
"5410 [0.46813021474490496, 0.24716181096977158, 0.2... 😭 \n",
|
|
|
|
|
"62611 [0.7040175768989329, 0.059322033898305086, 0.2... 😂 \n",
|
|
|
|
|
"48197 [0.7040175768989329, 0.059322033898305086, 0.2... 😀 \n",
|
|
|
|
|
"23654 [0.4983755685510071, 0.08057179987004548, 0.42... 😂 \n",
|
|
|
|
|
"58207 [0.47186147186147187, 0.2922077922077922, 0.23... 😢 \n",
|
|
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|
|
"374 [0.7296744771190439, 0.05173769460607014, 0.21... 😁 \n",
|
|
|
|
|
"26310 [0.7040175768989329, 0.059322033898305086, 0.2... 😢 \n",
|
|
|
|
|
"30892 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"11868 [0.7296744771190439, 0.05173769460607014, 0.21... 🙌 \n",
|
|
|
|
|
"46219 [0.34310532030401736, 0.4364820846905538, 0.22... 😢 \n",
|
|
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|
|
"13583 [0.34310532030401736, 0.4364820846905538, 0.22... 😢 \n",
|
|
|
|
|
"43843 [0.46813021474490496, 0.24716181096977158, 0.2... 😢 \n",
|
|
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|
|
"63589 [0.46813021474490496, 0.24716181096977158, 0.2... 😭 \n",
|
|
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|
"53695 [0.34310532030401736, 0.4364820846905538, 0.22... 😁 \n",
|
|
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|
"67529 [0.7296744771190439, 0.05173769460607014, 0.21... 😂 \n",
|
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|
"25493 [0.7546600877192983, 0.05290570175438596, 0.19... 😂 \n",
|
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|
"19486 [0.7296744771190439, 0.05173769460607014, 0.21... 🙌 \n",
|
|
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|
|
"48449 [0.46813021474490496, 0.24716181096977158, 0.2... 😌 \n",
|
|
|
|
|
"4504 [0.7296744771190439, 0.05173769460607014, 0.21... 😁 \n",
|
|
|
|
|
"40285 [0.34310532030401736, 0.4364820846905538, 0.22... 😂 \n",
|
|
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|
|
"56741 [0.22289823008849557, 0.5912610619469026, 0.18... 😢 \n",
|
|
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|
|
"22948 [0.6240601503759399, 0.13984962406015036, 0.23... 😢 \n",
|
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|
"68426 [0.7546600877192983, 0.05290570175438596, 0.19... 😭 \n",
|
|
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|
|
"13431 [0.22289823008849557, 0.5912610619469026, 0.18... 😂 \n",
|
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|
"66287 [0.5634451019066403, 0.0992767915844839, 0.337... 😂 \n",
|
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|
"41980 [0.34310532030401736, 0.4364820846905538, 0.22... 😂 \n",
|
|
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|
|
"34632 [0.46813021474490496, 0.24716181096977158, 0.2... 😢 \n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
"... ... ... \n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"47218 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
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|
|
"35087 [0.39118825100133514, 0.38451268357810414, 0.2... 😂 \n",
|
|
|
|
|
"61252 [0.4983755685510071, 0.08057179987004548, 0.42... 🙏 \n",
|
|
|
|
|
"39960 [0.5981432360742706, 0.10477453580901856, 0.29... 😂 \n",
|
|
|
|
|
"365 [0.47186147186147187, 0.2922077922077922, 0.23... 🙌 \n",
|
|
|
|
|
"50665 [0.39118825100133514, 0.38451268357810414, 0.2... 😂 \n",
|
|
|
|
|
"21007 [0.7546600877192983, 0.05290570175438596, 0.19... 😭 \n",
|
|
|
|
|
"18819 [0.7546600877192983, 0.05290570175438596, 0.19... 😂 \n",
|
|
|
|
|
"42421 [0.7040175768989329, 0.059322033898305086, 0.2... 😊 \n",
|
|
|
|
|
"38705 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"47033 [0.7296744771190439, 0.05173769460607014, 0.21... 😅 \n",
|
|
|
|
|
"38742 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"67610 [0.34310532030401736, 0.4364820846905538, 0.22... 😅 \n",
|
|
|
|
|
"61021 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
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|
|
"14904 [0.22289823008849557, 0.5912610619469026, 0.18... 😢 \n",
|
|
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|
|
"50994 [0.46813021474490496, 0.24716181096977158, 0.2... 😍 \n",
|
|
|
|
|
"6973 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"3269 [0.46813021474490496, 0.24716181096977158, 0.2... 😁 \n",
|
|
|
|
|
"54827 [0.7040175768989329, 0.059322033898305086, 0.2... 😊 \n",
|
|
|
|
|
"19409 [0.6560364464692483, 0.08428246013667426, 0.25... 😌 \n",
|
|
|
|
|
"38703 [0.46813021474490496, 0.24716181096977158, 0.2... 😢 \n",
|
|
|
|
|
"25133 [0.46813021474490496, 0.24716181096977158, 0.2... 😁 \n",
|
|
|
|
|
"15339 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
|
|
|
"28082 [0.46813021474490496, 0.24716181096977158, 0.2... 😔 \n",
|
|
|
|
|
"44462 [0.2691131498470948, 0.4801223241590214, 0.250... 😌 \n",
|
|
|
|
|
"60212 [0.6784741144414169, 0.04495912806539509, 0.27... 😂 \n",
|
|
|
|
|
"34950 [0.2691131498470948, 0.4801223241590214, 0.250... 😂 \n",
|
|
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|
"59462 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
|
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|
|
"19465 [0.46813021474490496, 0.24716181096977158, 0.2... 😅 \n",
|
|
|
|
|
"8135 [0.46813021474490496, 0.24716181096977158, 0.2... 😂 \n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"\n",
|
2018-06-11 18:04:39 +02:00
|
|
|
|
" predicted_sentiment \n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"35671 [0.3881330192089081, 0.34921327233314514, 0.24... \n",
|
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"25683 [0.477517306804657, 0.2263115793466568, 0.2805... \n",
|
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"8985 [0.4780172109603882, 0.24580059945583344, 0.25... \n",
|
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|
"5410 [0.3319989740848541, 0.38802555203437805, 0.23... \n",
|
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|
|
"62611 [0.471467524766922, 0.19387008249759674, 0.299... \n",
|
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|
"48197 [0.6342154145240784, 0.0916505753993988, 0.253... \n",
|
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"23654 [0.4485129117965698, 0.2649095952510834, 0.266... \n",
|
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"58207 [0.35744383931159973, 0.37891000509262085, 0.2... \n",
|
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"374 [0.575383186340332, 0.14427249133586884, 0.250... \n",
|
|
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|
|
"26310 [0.3773207664489746, 0.363784521818161, 0.2402... \n",
|
|
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|
"30892 [0.4547549784183502, 0.2675609588623047, 0.265... \n",
|
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|
"11868 [0.6610512137413025, 0.07423651218414307, 0.20... \n",
|
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|
|
"46219 [0.38139358162879944, 0.36385539174079895, 0.2... \n",
|
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"13583 [0.393837571144104, 0.3474741280078888, 0.2423... \n",
|
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|
|
"43843 [0.36614790558815, 0.369498074054718, 0.239036... \n",
|
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|
"63589 [0.3337980806827545, 0.4099247455596924, 0.223... \n",
|
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"53695 [0.5644013285636902, 0.14413486421108246, 0.25... \n",
|
|
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|
|
"67529 [0.4482305943965912, 0.2685551047325134, 0.273... \n",
|
|
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|
"25493 [0.41814130544662476, 0.27233976125717163, 0.2... \n",
|
|
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|
|
"19486 [0.6488221883773804, 0.07963734865188599, 0.23... \n",
|
|
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|
"48449 [0.5793762803077698, 0.14216111600399017, 0.24... \n",
|
|
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|
"4504 [0.526153028011322, 0.1465001106262207, 0.2909... \n",
|
|
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|
|
"40285 [0.4464351236820221, 0.25675588846206665, 0.27... \n",
|
|
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|
|
"56741 [0.3798309564590454, 0.3601042628288269, 0.236... \n",
|
|
|
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|
"22948 [0.3885924518108368, 0.35167044401168823, 0.23... \n",
|
|
|
|
|
"68426 [0.32084617018699646, 0.4261379539966583, 0.21... \n",
|
|
|
|
|
"13431 [0.4509403705596924, 0.2531892657279968, 0.277... \n",
|
|
|
|
|
"66287 [0.43934985995292664, 0.27343544363975525, 0.2... \n",
|
|
|
|
|
"41980 [0.5246269106864929, 0.21524660289287567, 0.23... \n",
|
|
|
|
|
"34632 [0.40898817777633667, 0.32723960280418396, 0.2... \n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"... ... \n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"47218 [0.46869081258773804, 0.2421991378068924, 0.26... \n",
|
|
|
|
|
"35087 [0.4856921434402466, 0.25167116522789, 0.24757... \n",
|
|
|
|
|
"61252 [0.48897236585617065, 0.09773151576519012, 0.3... \n",
|
|
|
|
|
"39960 [0.4365101754665375, 0.2751618027687073, 0.265... \n",
|
|
|
|
|
"365 [0.6661455631256104, 0.07442493736743927, 0.22... \n",
|
|
|
|
|
"50665 [0.5001665949821472, 0.18579629063606262, 0.27... \n",
|
|
|
|
|
"21007 [0.32326677441596985, 0.39027056097984314, 0.1... \n",
|
|
|
|
|
"18819 [0.5100692510604858, 0.19811441004276276, 0.26... \n",
|
|
|
|
|
"42421 [0.6941412687301636, 0.07213307917118073, 0.21... \n",
|
|
|
|
|
"38705 [0.4489935338497162, 0.24917839467525482, 0.28... \n",
|
|
|
|
|
"47033 [0.4509217441082001, 0.2770771086215973, 0.229... \n",
|
|
|
|
|
"38742 [0.5023915767669678, 0.22065317630767822, 0.26... \n",
|
|
|
|
|
"67610 [0.49751874804496765, 0.2405281811952591, 0.23... \n",
|
|
|
|
|
"61021 [0.44404181838035583, 0.2531435489654541, 0.28... \n",
|
|
|
|
|
"14904 [0.395942747592926, 0.34198662638664246, 0.220... \n",
|
|
|
|
|
"50994 [0.7120986580848694, 0.05822291225194931, 0.19... \n",
|
|
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|
|
"6973 [0.5202821493148804, 0.19921283423900604, 0.26... \n",
|
|
|
|
|
"3269 [0.5501073598861694, 0.15135927498340607, 0.26... \n",
|
|
|
|
|
"54827 [0.6811650395393372, 0.076321542263031, 0.2262... \n",
|
|
|
|
|
"19409 [0.6229063868522644, 0.10924336314201355, 0.23... \n",
|
|
|
|
|
"38703 [0.3869953751564026, 0.3528730273246765, 0.244... \n",
|
|
|
|
|
"25133 [0.5611444115638733, 0.16056178510189056, 0.24... \n",
|
|
|
|
|
"15339 [0.4555157423019409, 0.2545802891254425, 0.276... \n",
|
|
|
|
|
"28082 [0.29292455315589905, 0.45915406942367554, 0.1... \n",
|
|
|
|
|
"44462 [0.5860549211502075, 0.13672666251659393, 0.24... \n",
|
|
|
|
|
"60212 [0.45511847734451294, 0.24822814762592316, 0.2... \n",
|
|
|
|
|
"34950 [0.4273592531681061, 0.28500065207481384, 0.27... \n",
|
|
|
|
|
"59462 [0.43678316473960876, 0.24388131499290466, 0.2... \n",
|
|
|
|
|
"19465 [0.43676847219467163, 0.30419719219207764, 0.2... \n",
|
|
|
|
|
"8135 [0.45839327573776245, 0.2764120101928711, 0.26... \n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"\n",
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"[2620 rows x 5 columns]"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"display(testlist)\n"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-11 21:26:49 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* exactly correct labeled sentences:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 60,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"name": "stdout",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
|
|
|
|
"0.21221374045801528\n"
|
|
|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"print (sum([1 if sample[1]['teacher'] == sample[1]['predict'] else 0 for sample in testlist.iterrows()]) / testlist.shape[0])"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* mean squared error:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 73,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
|
|
|
|
"array([0.02218067, 0.02490165, 0.00302656])"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"teacher_sentiments = np.array([sample[1]['teacher_sentiment'] for sample in testlist.iterrows()])\n",
|
|
|
|
|
"predicted_sentiments = np.array([sample[1]['predicted_sentiment'] for sample in testlist.iterrows()])\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"mean_squared_error = ((teacher_sentiments - predicted_sentiments)**2).mean(axis=0)\n",
|
|
|
|
|
"display(mean_squared_error)"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* by an overall variance of:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": 75,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"name": "stdout",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
|
|
|
|
"Variance teacher: [0.02183094 0.02513847 0.00285735]\n",
|
|
|
|
|
"Variance prediction: [0.00863898 0.00919997 0.00082446]\n"
|
|
|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"print(\"Variance teacher: \", np.var(teacher_sentiments, axis=0))\n",
|
|
|
|
|
"print(\"Variance prediction: \", np.var(predicted_sentiments, axis=0))"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:51:58 +02:00
|
|
|
|
{
|
|
|
|
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"cell_type": "code",
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2018-06-11 20:13:27 +02:00
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"execution_count": 35,
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2018-06-05 15:51:58 +02:00
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"metadata": {},
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"outputs": [],
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"source": [
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"testlist.to_csv('test.csv')"
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]
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},
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2018-06-11 20:13:27 +02:00
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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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"* save classifier:"
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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": 36,
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"metadata": {},
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"outputs": [],
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|
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"source": [
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"import pickle\n",
|
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"clf.save(\"clf.keras\")\n",
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"pickle.dump( vectorizer, open( \"vec.pickle\", \"wb\" ) )"
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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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"----\n",
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"## testing area\n",
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"\n",
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2018-06-11 21:49:56 +02:00
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"**for just testing, start from here!**\n",
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"\n",
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"download the dumped classifier and vectorizer from [here](https://the-cake-is-a-lie.net/nextcloud/index.php/s/NjMXamfwQsyrefG)"
|
2018-06-11 20:13:27 +02:00
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]
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},
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{
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"cell_type": "markdown",
|
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|
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"metadata": {},
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"source": [
|
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"* loading classifier and vectorizer"
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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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|
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"source": [
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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 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, custom_target_emojis=None):\n",
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" return [sentiment_vector_to_emoji(s, custom_target_emojis=custom_target_emojis) 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": 2,
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"metadata": {},
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"outputs": [
|
|
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{
|
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"name": "stderr",
|
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|
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"output_type": "stream",
|
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"text": [
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|
"Using TensorFlow backend.\n"
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|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
|
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"source": [
|
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|
"import keras\n",
|
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|
|
|
"import pickle\n",
|
|
|
|
|
"clf = keras.models.load_model(\"clf.keras\")\n",
|
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|
|
"vectorizer = pickle.load( open( \"vec.pickle\", \"rb\" ) )"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
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|
|
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|
"source": [
|
|
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|
"* define lookup emojis here:"
|
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|
]
|
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|
},
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|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 20:14:21 +02:00
|
|
|
|
"execution_count": 37,
|
2018-06-11 20:13:27 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-11 20:14:21 +02:00
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|
"lookup_emojis = ['😂',\n",
|
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|
" '😭',\n",
|
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|
" '😍',\n",
|
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|
" '😩',\n",
|
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|
" '😊',\n",
|
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|
|
|
" '😘',\n",
|
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|
|
" '🙏',\n",
|
|
|
|
|
" '🙌',\n",
|
|
|
|
|
" '😉',\n",
|
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|
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|
" '😁',\n",
|
|
|
|
|
" '😅',\n",
|
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|
" '😎',\n",
|
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|
|
|
" '😢',\n",
|
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|
|
|
" '😒',\n",
|
|
|
|
|
" '😏',\n",
|
|
|
|
|
" '😌',\n",
|
|
|
|
|
" '😔',\n",
|
|
|
|
|
" '😋',\n",
|
|
|
|
|
" '😀',\n",
|
|
|
|
|
" '😤']"
|
2018-06-11 20:13:27 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:57:26 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* a simple output widget for testing:"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:51:58 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-11 21:26:49 +02:00
|
|
|
|
"execution_count": 40,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"application/vnd.jupyter.widget-view+json": {
|
2018-06-11 21:26:49 +02:00
|
|
|
|
"model_id": "8a4248b8f8d147a58cdc02f4be7fbe03",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"version_major": 2,
|
|
|
|
|
"version_minor": 0
|
|
|
|
|
},
|
|
|
|
|
"text/plain": [
|
|
|
|
|
"Text(value='')"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"application/vnd.jupyter.widget-view+json": {
|
2018-06-11 21:26:49 +02:00
|
|
|
|
"model_id": "525901f072994db2a57e654faa5b9b39",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"version_major": 2,
|
|
|
|
|
"version_minor": 0
|
|
|
|
|
},
|
|
|
|
|
"text/plain": [
|
2018-06-11 21:26:49 +02:00
|
|
|
|
"VBox(children=(Button(description='get emoji', icon='check', style=ButtonStyle(), tooltip='Click me'), Output(…"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"out = widgets.Output()\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"t = widgets.Text()\n",
|
|
|
|
|
"b = widgets.Button(\n",
|
2018-06-11 21:26:49 +02:00
|
|
|
|
" description='get emoji',\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" 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",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
" pred = clf.predict(vectorizer.transform([t.value]))\n",
|
|
|
|
|
" \n",
|
2018-06-11 21:26:49 +02:00
|
|
|
|
" display(Markdown(\"# \" + str(sent2emoji(pred, lookup_emojis)[0])))\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"\n",
|
|
|
|
|
"b.on_click(handle_submit)\n",
|
|
|
|
|
" \n",
|
|
|
|
|
"display(t)\n",
|
|
|
|
|
"display(widgets.VBox([b, out])) "
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 17:30:41 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"execution_count": null,
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"metadata": {},
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"outputs": [],
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"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)"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:51:58 +02:00
|
|
|
|
{
|
2018-06-11 21:26:49 +02:00
|
|
|
|
"cell_type": "markdown",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": []
|
2018-06-05 11:34:14 +02:00
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"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",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"version": "3.6.5"
|
2018-06-05 11:34:14 +02:00
|
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|
"nbformat": 4,
|
|
|
|
|
"nbformat_minor": 2
|
|
|
|
|
}
|