2018-06-05 11:34:14 +02:00
|
|
|
|
{
|
|
|
|
|
"cells": [
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"execution_count": 1,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"import pandas as pd\n",
|
|
|
|
|
"from IPython.display import clear_output, Markdown, Math\n",
|
|
|
|
|
"import ipywidgets as widgets\n",
|
|
|
|
|
"import os\n",
|
|
|
|
|
"import glob\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"import json\n",
|
|
|
|
|
"import numpy as np\n",
|
|
|
|
|
"import itertools\n",
|
|
|
|
|
"import sklearn.utils as sku\n",
|
|
|
|
|
"from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, HashingVectorizer\n",
|
|
|
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
|
|
|
"from sklearn.preprocessing import MultiLabelBinarizer"
|
2018-06-05 11:34:14 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 14:41:41 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 2,
|
2018-06-10 14:41:41 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"import sys\n",
|
|
|
|
|
"sys.path.append(\"..\")\n",
|
2018-06-10 14:41:41 +02:00
|
|
|
|
"\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"from Tools.Emoji_Distance import sentiment_vector_to_emoji\n",
|
|
|
|
|
"from Tools.Emoji_Distance import emoji_to_sentiment_vector\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def emoji2sent(emoji_arr):\n",
|
|
|
|
|
" return np.array([emoji_to_sentiment_vector(e) for e in emoji_arr])\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def sent2emoji(sent_arr):\n",
|
|
|
|
|
" return [sentiment_vector_to_emoji(s) for s in sent_arr]"
|
2018-06-10 14:41:41 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-09 14:54:34 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 3,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"SINGLE_LABEL = True"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 11:34:14 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"# simple twitter approach\n",
|
|
|
|
|
"*for learning emoji usage by single (in the meaning of unconnected) twitter messages*"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"## loading train data"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 4,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"data_root_folder = \"./data_en/\" # i created a symlink here"
|
2018-06-05 11:34:14 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* get all json files in `data_root_folder`"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 5,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"json_files = sorted(glob.glob(data_root_folder + \"/*.json\"))"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"----"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* so far, only load the first file"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"execution_count": 6,
|
2018-06-05 11:34:14 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"data": {
|
|
|
|
|
"text/html": [
|
|
|
|
|
"<div>\n",
|
|
|
|
|
"<style scoped>\n",
|
|
|
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
|
|
|
" vertical-align: middle;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"\n",
|
|
|
|
|
" .dataframe tbody tr th {\n",
|
|
|
|
|
" vertical-align: top;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"\n",
|
|
|
|
|
" .dataframe thead th {\n",
|
|
|
|
|
" text-align: right;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"</style>\n",
|
|
|
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
|
|
|
" <thead>\n",
|
|
|
|
|
" <tr style=\"text-align: right;\">\n",
|
|
|
|
|
" <th></th>\n",
|
|
|
|
|
" <th>EMOJI</th>\n",
|
|
|
|
|
" <th>HASHTAGS</th>\n",
|
|
|
|
|
" <th>LINKED_USER</th>\n",
|
|
|
|
|
" <th>datetime</th>\n",
|
|
|
|
|
" <th>id</th>\n",
|
|
|
|
|
" <th>lang</th>\n",
|
|
|
|
|
" <th>person</th>\n",
|
|
|
|
|
" <th>reply_to</th>\n",
|
|
|
|
|
" <th>text</th>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" </thead>\n",
|
|
|
|
|
" <tbody>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>0</th>\n",
|
|
|
|
|
" <td>[🔥, 👏]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:00</td>\n",
|
|
|
|
|
" <td>925716304635547600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>31507978</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>fashionbombdaily's photo <EMOJI><EMOJI>🏼</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>1</th>\n",
|
|
|
|
|
" <td>[🤦]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:00</td>\n",
|
|
|
|
|
" <td>925716304664911900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>231994649</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>It’s scary how on point my horoscope be <EMOJI...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>2</th>\n",
|
|
|
|
|
" <td>[😄]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:03</td>\n",
|
|
|
|
|
" <td>925716317214089200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2592765104</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Woooaaaahhh <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>3</th>\n",
|
|
|
|
|
" <td>[📷]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:04</td>\n",
|
|
|
|
|
" <td>925716321416949800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>278737933</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><EMOJI> vivalcli: Portraits by Zhao Guojing an...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>4</th>\n",
|
|
|
|
|
" <td>[😩, 😩]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@hiphopphiIes]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:06</td>\n",
|
|
|
|
|
" <td>925716329801310200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>824586253634981900</td>\n",
|
|
|
|
|
" <td>9.257162e+17</td>\n",
|
|
|
|
|
" <td><USER> i wanna know too<EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>5</th>\n",
|
|
|
|
|
" <td>[😭, 💓]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@WizMommma]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:02</td>\n",
|
|
|
|
|
" <td>925716313019965400</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1581953814</td>\n",
|
|
|
|
|
" <td>9.257088e+17</td>\n",
|
|
|
|
|
" <td><USER> veda was yoda too <EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>6</th>\n",
|
|
|
|
|
" <td>[😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:05</td>\n",
|
|
|
|
|
" <td>925716325607133200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1001999683</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I’m less stressed about turning 30 now <EMOJI>...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>7</th>\n",
|
|
|
|
|
" <td>[💯]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:07</td>\n",
|
|
|
|
|
" <td>925716334008082400</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>745222369183043600</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Full charged. <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>8</th>\n",
|
|
|
|
|
" <td>[🙄]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@SeaDimon, @lsarsour]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:09</td>\n",
|
|
|
|
|
" <td>925716342401052700</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>798557155217539100</td>\n",
|
|
|
|
|
" <td>9.257147e+17</td>\n",
|
|
|
|
|
" <td><USER> That’s part of the problem, (they) <USE...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>9</th>\n",
|
|
|
|
|
" <td>[😟, 😥, 😢]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@Ian_khetye]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:10</td>\n",
|
|
|
|
|
" <td>925716346570240000</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>744396039126421500</td>\n",
|
|
|
|
|
" <td>9.250629e+17</td>\n",
|
|
|
|
|
" <td><USER> got me emotional there<EMOJI><EMOJI><EM...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>10</th>\n",
|
|
|
|
|
" <td>[🌻]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:13</td>\n",
|
|
|
|
|
" <td>925716359182520300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>721490010118205400</td>\n",
|
|
|
|
|
" <td>8.965900e+17</td>\n",
|
|
|
|
|
" <td>back to the yellow <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>11</th>\n",
|
|
|
|
|
" <td>[🍁, 🌺, 🍂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@Dimafadma]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:15</td>\n",
|
|
|
|
|
" <td>925716367558545400</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>520536723</td>\n",
|
|
|
|
|
" <td>9.257159e+17</td>\n",
|
|
|
|
|
" <td><USER> Happy month to you and your loved ones ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>12</th>\n",
|
|
|
|
|
" <td>[🍃]</td>\n",
|
|
|
|
|
" <td>[#mortdale, #partofthefamily, #gorgeousboy]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:16</td>\n",
|
|
|
|
|
" <td>925716371735900200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>850852815941517300</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Maxx and Patricia. Family hangs at For Good He...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>13</th>\n",
|
|
|
|
|
" <td>[💭, 🤦]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:20</td>\n",
|
|
|
|
|
" <td>925716388513230800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>914145041588867100</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I need to STOP beating myself up with my thoug...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>14</th>\n",
|
|
|
|
|
" <td>[😍, 😘]</td>\n",
|
|
|
|
|
" <td>[#7YearsOfKMH2]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:20</td>\n",
|
|
|
|
|
" <td>925716388525645800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2425405622</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Cutest Son <EMOJI>Roll no. 31 <EMOJI> <HASHTAG></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>15</th>\n",
|
|
|
|
|
" <td>[😜]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:22</td>\n",
|
|
|
|
|
" <td>925716396931240000</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>4614871873</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>By the summer I should have everything up and ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>16</th>\n",
|
|
|
|
|
" <td>[😂, 🔥]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:23</td>\n",
|
|
|
|
|
" <td>925716401125331000</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2831608345</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I know my English is not that good but that do...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>17</th>\n",
|
|
|
|
|
" <td>[💕]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@yungbabytate]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:23</td>\n",
|
|
|
|
|
" <td>925716401133948900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>788571974633009200</td>\n",
|
|
|
|
|
" <td>9.255778e+17</td>\n",
|
|
|
|
|
" <td><USER> I <EMOJI> u mama</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>18</th>\n",
|
|
|
|
|
" <td>[😉]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@cmckenney]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:23</td>\n",
|
|
|
|
|
" <td>925716401125544000</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>218307802</td>\n",
|
|
|
|
|
" <td>9.257115e+17</td>\n",
|
|
|
|
|
" <td><USER> That picture was NOT taken this morning...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>19</th>\n",
|
|
|
|
|
" <td>[👅]</td>\n",
|
|
|
|
|
" <td>[#footfetishnation]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:25</td>\n",
|
|
|
|
|
" <td>925716409489002500</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>885261166146179100</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Welcome to <HASHTAG> <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>20</th>\n",
|
|
|
|
|
" <td>[👌, 🙂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:25</td>\n",
|
|
|
|
|
" <td>925716409497272300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>831437760833609700</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Awkward <EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>21</th>\n",
|
|
|
|
|
" <td>[🤗, 📺]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:26</td>\n",
|
|
|
|
|
" <td>925716413699854300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>231664542</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>back at it with supernatural <EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>22</th>\n",
|
|
|
|
|
" <td>[💯]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:26</td>\n",
|
|
|
|
|
" <td>925716413679009800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>3196847035</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>One of the best things I've learned was to sto...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>23</th>\n",
|
|
|
|
|
" <td>[👅, 💦, 🍑]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@ctrlpurp]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:29</td>\n",
|
|
|
|
|
" <td>925716426278735900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>918492858352635900</td>\n",
|
|
|
|
|
" <td>9.257161e+17</td>\n",
|
|
|
|
|
" <td><USER> Can I taste?<EMOJI><EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>24</th>\n",
|
|
|
|
|
" <td>[💔]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@saunders_court1]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:30</td>\n",
|
|
|
|
|
" <td>925716430473039900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>3471187337</td>\n",
|
|
|
|
|
" <td>9.257163e+17</td>\n",
|
|
|
|
|
" <td><USER> we miss you ☹️<EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>25</th>\n",
|
|
|
|
|
" <td>[🤐, 🤐, 🤐]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:31</td>\n",
|
|
|
|
|
" <td>925716434667184100</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>780060488600199200</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Actually my bias in WJSN are Eunseo &amp; Bona...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>26</th>\n",
|
|
|
|
|
" <td>[😴]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:32</td>\n",
|
|
|
|
|
" <td>925716438853345300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>388380690</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I so cannot be bothered with the rest of the d...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>27</th>\n",
|
|
|
|
|
" <td>[😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@xxxtentacion]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:35</td>\n",
|
|
|
|
|
" <td>925716451457163300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>899320696869974000</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><USER> 2lit4life<EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>28</th>\n",
|
|
|
|
|
" <td>[😂, 🙄]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:35</td>\n",
|
|
|
|
|
" <td>925716451461357600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>784790670</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I’m not stop saying that!<EMOJI><EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>29</th>\n",
|
|
|
|
|
" <td>[🎉, 🎂, 🎈, 🎊, 🎁, 💜]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@justinerooney_]</td>\n",
|
|
|
|
|
" <td>2017-11-01 13:29:37</td>\n",
|
|
|
|
|
" <td>925716459828936700</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>3051266655</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><USER> HAPPY BIHDAY <EMOJI><EMOJI><EMOJI><EMOJ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>...</th>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" <td>...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68703</th>\n",
|
|
|
|
|
" <td>[😕]</td>\n",
|
|
|
|
|
" <td>[#halloweencostumes]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:04</td>\n",
|
|
|
|
|
" <td>925624214522036200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1672876458</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><HASHTAG> this one falls under the weird crazy...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68704</th>\n",
|
|
|
|
|
" <td>[😂, 😩]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:05</td>\n",
|
|
|
|
|
" <td>925624218682777600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>382473866</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I'm not allowed to have chocolates yet, then I...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68705</th>\n",
|
|
|
|
|
" <td>[😂]</td>\n",
|
|
|
|
|
" <td>[#MUFC]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:06</td>\n",
|
|
|
|
|
" <td>925624222889766900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>893145405457911800</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Manchester United manager Mourinho slams 'spec...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68706</th>\n",
|
|
|
|
|
" <td>[💖]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:07</td>\n",
|
|
|
|
|
" <td>925624227088121900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>240378516</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><EMOJI> en Bushwhick</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68707</th>\n",
|
|
|
|
|
" <td>[🌆, 👉, 🚖, 📞]</td>\n",
|
|
|
|
|
" <td>[#BurkeCentre]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:18</td>\n",
|
|
|
|
|
" <td>925624273237983200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>784620573209002000</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>: <HASHTAG> <EMOJI> <EMOJI><EMOJI> For Taxi <E...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68708</th>\n",
|
|
|
|
|
" <td>[😁]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@mychosliaheart, @BarrettoJulia, @iamjoshuaga...</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:18</td>\n",
|
|
|
|
|
" <td>925624273212805100</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>170998187</td>\n",
|
|
|
|
|
" <td>9.254136e+17</td>\n",
|
|
|
|
|
" <td><USER> <USER> <USER> Look, Mammeh and Daddeh! ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68709</th>\n",
|
|
|
|
|
" <td>[😋]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:24</td>\n",
|
|
|
|
|
" <td>925624298395533300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1348667816</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Life is so good with you <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68710</th>\n",
|
|
|
|
|
" <td>[👌, 🎃, 😘]</td>\n",
|
|
|
|
|
" <td>[#portlandoregon, #portlandhalloween, #carrie…]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:24</td>\n",
|
|
|
|
|
" <td>925624298378801200</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>722481645765300200</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Happy Halloween! <EMOJI>🏽<EMOJI><EMOJI> <HASHT...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68711</th>\n",
|
|
|
|
|
" <td>[👍]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@8limbsbondi...]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:26</td>\n",
|
|
|
|
|
" <td>925624306779897900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2443251500</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Some work on the ropes in today’s boxing class...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68712</th>\n",
|
|
|
|
|
" <td>[😭]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:27</td>\n",
|
|
|
|
|
" <td>925624310974136300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2406186390</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Scotty and Kristen’s halloween costumes <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68713</th>\n",
|
|
|
|
|
" <td>[😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@rfrandrea, @AdaaanAndyyy]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:30</td>\n",
|
|
|
|
|
" <td>925624323557146600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1039448149</td>\n",
|
|
|
|
|
" <td>9.256150e+17</td>\n",
|
|
|
|
|
" <td><USER> <USER> May pre-month celebration sis <E...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68714</th>\n",
|
|
|
|
|
" <td>[😭, 😭, 💘]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@peachshua1230]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:31</td>\n",
|
|
|
|
|
" <td>925624327755591700</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>845085544589672400</td>\n",
|
|
|
|
|
" <td>9.256009e+17</td>\n",
|
|
|
|
|
" <td><USER> Awww <EMOJI> Ajsksjdjd im smiling like ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68715</th>\n",
|
|
|
|
|
" <td>[😫, ✋]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:34</td>\n",
|
|
|
|
|
" <td>925624340342812700</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>924752524871131100</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>I hate when I send a text or snap n I'm so anx...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68716</th>\n",
|
|
|
|
|
" <td>[😂, 🙁]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:34</td>\n",
|
|
|
|
|
" <td>925624340355280900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>419493819</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>The answer is no I have no plans and I never l...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68717</th>\n",
|
|
|
|
|
" <td>[😭]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@BeachBoy_Gab]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:34</td>\n",
|
|
|
|
|
" <td>925624340346937300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2457745952</td>\n",
|
|
|
|
|
" <td>9.256219e+17</td>\n",
|
|
|
|
|
" <td><USER> LMAOOO I'm so proud <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68718</th>\n",
|
|
|
|
|
" <td>[😢, 💔]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:34</td>\n",
|
|
|
|
|
" <td>925624340338507800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1955767531</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>My cousin/little sister is leaving to San Fran...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68719</th>\n",
|
|
|
|
|
" <td>[🙃]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:35</td>\n",
|
|
|
|
|
" <td>925624344524361700</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>796490344581898200</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Can't be alone w my thoughts tonight so just g...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68720</th>\n",
|
|
|
|
|
" <td>[😂, 😂, 😂, 😂, 😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:36</td>\n",
|
|
|
|
|
" <td>925624348710285300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>907808317124177900</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!!</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68721</th>\n",
|
|
|
|
|
" <td>[👌, 👊, 🙌]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:37</td>\n",
|
|
|
|
|
" <td>925624352929910800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>262162415</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><EMOJI>🏽<EMOJI>🏽 1st of the month!!Happy 1st o...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68722</th>\n",
|
|
|
|
|
" <td>[😴]</td>\n",
|
|
|
|
|
" <td>[#WednesdayWisdom]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:41</td>\n",
|
|
|
|
|
" <td>925624369715515400</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>574882525</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><HASHTAG> ... stay in bed <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68723</th>\n",
|
|
|
|
|
" <td>[😂, 😂, 😂, 😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@Louis_Tomlinson, @NiallOfficial]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:44</td>\n",
|
|
|
|
|
" <td>925624382269124600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>556175173</td>\n",
|
|
|
|
|
" <td>9.254038e+17</td>\n",
|
|
|
|
|
" <td><USER> <USER> THIS IS GOLD. GOLD. <EMOJI><EMOJ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68724</th>\n",
|
|
|
|
|
" <td>[😀]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:45</td>\n",
|
|
|
|
|
" <td>925624386455031800</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>1610265588</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td><EMOJI> thank you for the kind compliment</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68725</th>\n",
|
|
|
|
|
" <td>[😎]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:45</td>\n",
|
|
|
|
|
" <td>925624386454937600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>4760724450</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Enjoyed the silence <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68726</th>\n",
|
|
|
|
|
" <td>[✨]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:46</td>\n",
|
|
|
|
|
" <td>925624390657572900</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>882858115636514800</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>OS: Spiderman Homecoming <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68727</th>\n",
|
|
|
|
|
" <td>[🤷]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:46</td>\n",
|
|
|
|
|
" <td>925624390682849300</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>188129628</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Go to hell <EMOJI>🏽♀️</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68728</th>\n",
|
|
|
|
|
" <td>[😘]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:46</td>\n",
|
|
|
|
|
" <td>925624390666129400</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2473135939</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Thank you Yomi! <EMOJI></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68729</th>\n",
|
|
|
|
|
" <td>[😂]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@discopiggu]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:46</td>\n",
|
|
|
|
|
" <td>925624390670106600</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>2373584209</td>\n",
|
|
|
|
|
" <td>9.256241e+17</td>\n",
|
|
|
|
|
" <td><USER> Lol. Just enjoy the stars. Music Kidhar...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68730</th>\n",
|
|
|
|
|
" <td>[🙏]</td>\n",
|
|
|
|
|
" <td>[#NYCStrong]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:50</td>\n",
|
|
|
|
|
" <td>925624407459971100</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>181689756</td>\n",
|
|
|
|
|
" <td>NaN</td>\n",
|
|
|
|
|
" <td>Thoughts and prayers for NY<EMOJI>🏻 <HASHTAG></td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68731</th>\n",
|
|
|
|
|
" <td>[💁]</td>\n",
|
|
|
|
|
" <td>[#GreatSuccess]</td>\n",
|
|
|
|
|
" <td>[@BrianyH]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:50</td>\n",
|
|
|
|
|
" <td>925624407460057100</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>60160788</td>\n",
|
|
|
|
|
" <td>9.254610e+17</td>\n",
|
|
|
|
|
" <td><USER> I searched COCK, PENIS, SHLONG, WINKY, ...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>68732</th>\n",
|
|
|
|
|
" <td>[🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋]</td>\n",
|
|
|
|
|
" <td>[]</td>\n",
|
|
|
|
|
" <td>[@amitbarman520]</td>\n",
|
|
|
|
|
" <td>2017-11-01 07:23:53</td>\n",
|
|
|
|
|
" <td>925624420022063100</td>\n",
|
|
|
|
|
" <td>en</td>\n",
|
|
|
|
|
" <td>3792290725</td>\n",
|
|
|
|
|
" <td>9.256215e+17</td>\n",
|
|
|
|
|
" <td><USER> Thank you so much<EMOJI><EMOJI><EMOJI><...</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" </tbody>\n",
|
|
|
|
|
"</table>\n",
|
|
|
|
|
"<p>68733 rows × 9 columns</p>\n",
|
|
|
|
|
"</div>"
|
|
|
|
|
],
|
|
|
|
|
"text/plain": [
|
|
|
|
|
" EMOJI \\\n",
|
|
|
|
|
"0 [🔥, 👏] \n",
|
|
|
|
|
"1 [🤦] \n",
|
|
|
|
|
"2 [😄] \n",
|
|
|
|
|
"3 [📷] \n",
|
|
|
|
|
"4 [😩, 😩] \n",
|
|
|
|
|
"5 [😭, 💓] \n",
|
|
|
|
|
"6 [😂] \n",
|
|
|
|
|
"7 [💯] \n",
|
|
|
|
|
"8 [🙄] \n",
|
|
|
|
|
"9 [😟, 😥, 😢] \n",
|
|
|
|
|
"10 [🌻] \n",
|
|
|
|
|
"11 [🍁, 🌺, 🍂] \n",
|
|
|
|
|
"12 [🍃] \n",
|
|
|
|
|
"13 [💭, 🤦] \n",
|
|
|
|
|
"14 [😍, 😘] \n",
|
|
|
|
|
"15 [😜] \n",
|
|
|
|
|
"16 [😂, 🔥] \n",
|
|
|
|
|
"17 [💕] \n",
|
|
|
|
|
"18 [😉] \n",
|
|
|
|
|
"19 [👅] \n",
|
|
|
|
|
"20 [👌, 🙂] \n",
|
|
|
|
|
"21 [🤗, 📺] \n",
|
|
|
|
|
"22 [💯] \n",
|
|
|
|
|
"23 [👅, 💦, 🍑] \n",
|
|
|
|
|
"24 [💔] \n",
|
|
|
|
|
"25 [🤐, 🤐, 🤐] \n",
|
|
|
|
|
"26 [😴] \n",
|
|
|
|
|
"27 [😂] \n",
|
|
|
|
|
"28 [😂, 🙄] \n",
|
|
|
|
|
"29 [🎉, 🎂, 🎈, 🎊, 🎁, 💜] \n",
|
|
|
|
|
"... ... \n",
|
|
|
|
|
"68703 [😕] \n",
|
|
|
|
|
"68704 [😂, 😩] \n",
|
|
|
|
|
"68705 [😂] \n",
|
|
|
|
|
"68706 [💖] \n",
|
|
|
|
|
"68707 [🌆, 👉, 🚖, 📞] \n",
|
|
|
|
|
"68708 [😁] \n",
|
|
|
|
|
"68709 [😋] \n",
|
|
|
|
|
"68710 [👌, 🎃, 😘] \n",
|
|
|
|
|
"68711 [👍] \n",
|
|
|
|
|
"68712 [😭] \n",
|
|
|
|
|
"68713 [😂] \n",
|
|
|
|
|
"68714 [😭, 😭, 💘] \n",
|
|
|
|
|
"68715 [😫, ✋] \n",
|
|
|
|
|
"68716 [😂, 🙁] \n",
|
|
|
|
|
"68717 [😭] \n",
|
|
|
|
|
"68718 [😢, 💔] \n",
|
|
|
|
|
"68719 [🙃] \n",
|
|
|
|
|
"68720 [😂, 😂, 😂, 😂, 😂] \n",
|
|
|
|
|
"68721 [👌, 👊, 🙌] \n",
|
|
|
|
|
"68722 [😴] \n",
|
|
|
|
|
"68723 [😂, 😂, 😂, 😂] \n",
|
|
|
|
|
"68724 [😀] \n",
|
|
|
|
|
"68725 [😎] \n",
|
|
|
|
|
"68726 [✨] \n",
|
|
|
|
|
"68727 [🤷] \n",
|
|
|
|
|
"68728 [😘] \n",
|
|
|
|
|
"68729 [😂] \n",
|
|
|
|
|
"68730 [🙏] \n",
|
|
|
|
|
"68731 [💁] \n",
|
|
|
|
|
"68732 [🍃, 🌻, 🌻, 🍃, 🍃, 💐, 💐, 🍃, 🙋] \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" HASHTAGS \\\n",
|
|
|
|
|
"0 [] \n",
|
|
|
|
|
"1 [] \n",
|
|
|
|
|
"2 [] \n",
|
|
|
|
|
"3 [] \n",
|
|
|
|
|
"4 [] \n",
|
|
|
|
|
"5 [] \n",
|
|
|
|
|
"6 [] \n",
|
|
|
|
|
"7 [] \n",
|
|
|
|
|
"8 [] \n",
|
|
|
|
|
"9 [] \n",
|
|
|
|
|
"10 [] \n",
|
|
|
|
|
"11 [] \n",
|
|
|
|
|
"12 [#mortdale, #partofthefamily, #gorgeousboy] \n",
|
|
|
|
|
"13 [] \n",
|
|
|
|
|
"14 [#7YearsOfKMH2] \n",
|
|
|
|
|
"15 [] \n",
|
|
|
|
|
"16 [] \n",
|
|
|
|
|
"17 [] \n",
|
|
|
|
|
"18 [] \n",
|
|
|
|
|
"19 [#footfetishnation] \n",
|
|
|
|
|
"20 [] \n",
|
|
|
|
|
"21 [] \n",
|
|
|
|
|
"22 [] \n",
|
|
|
|
|
"23 [] \n",
|
|
|
|
|
"24 [] \n",
|
|
|
|
|
"25 [] \n",
|
|
|
|
|
"26 [] \n",
|
|
|
|
|
"27 [] \n",
|
|
|
|
|
"28 [] \n",
|
|
|
|
|
"29 [] \n",
|
|
|
|
|
"... ... \n",
|
|
|
|
|
"68703 [#halloweencostumes] \n",
|
|
|
|
|
"68704 [] \n",
|
|
|
|
|
"68705 [#MUFC] \n",
|
|
|
|
|
"68706 [] \n",
|
|
|
|
|
"68707 [#BurkeCentre] \n",
|
|
|
|
|
"68708 [] \n",
|
|
|
|
|
"68709 [] \n",
|
|
|
|
|
"68710 [#portlandoregon, #portlandhalloween, #carrie…] \n",
|
|
|
|
|
"68711 [] \n",
|
|
|
|
|
"68712 [] \n",
|
|
|
|
|
"68713 [] \n",
|
|
|
|
|
"68714 [] \n",
|
|
|
|
|
"68715 [] \n",
|
|
|
|
|
"68716 [] \n",
|
|
|
|
|
"68717 [] \n",
|
|
|
|
|
"68718 [] \n",
|
|
|
|
|
"68719 [] \n",
|
|
|
|
|
"68720 [] \n",
|
|
|
|
|
"68721 [] \n",
|
|
|
|
|
"68722 [#WednesdayWisdom] \n",
|
|
|
|
|
"68723 [] \n",
|
|
|
|
|
"68724 [] \n",
|
|
|
|
|
"68725 [] \n",
|
|
|
|
|
"68726 [] \n",
|
|
|
|
|
"68727 [] \n",
|
|
|
|
|
"68728 [] \n",
|
|
|
|
|
"68729 [] \n",
|
|
|
|
|
"68730 [#NYCStrong] \n",
|
|
|
|
|
"68731 [#GreatSuccess] \n",
|
|
|
|
|
"68732 [] \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" LINKED_USER datetime \\\n",
|
|
|
|
|
"0 [] 2017-11-01 13:29:00 \n",
|
|
|
|
|
"1 [] 2017-11-01 13:29:00 \n",
|
|
|
|
|
"2 [] 2017-11-01 13:29:03 \n",
|
|
|
|
|
"3 [] 2017-11-01 13:29:04 \n",
|
|
|
|
|
"4 [@hiphopphiIes] 2017-11-01 13:29:06 \n",
|
|
|
|
|
"5 [@WizMommma] 2017-11-01 13:29:02 \n",
|
|
|
|
|
"6 [] 2017-11-01 13:29:05 \n",
|
|
|
|
|
"7 [] 2017-11-01 13:29:07 \n",
|
|
|
|
|
"8 [@SeaDimon, @lsarsour] 2017-11-01 13:29:09 \n",
|
|
|
|
|
"9 [@Ian_khetye] 2017-11-01 13:29:10 \n",
|
|
|
|
|
"10 [] 2017-11-01 13:29:13 \n",
|
|
|
|
|
"11 [@Dimafadma] 2017-11-01 13:29:15 \n",
|
|
|
|
|
"12 [] 2017-11-01 13:29:16 \n",
|
|
|
|
|
"13 [] 2017-11-01 13:29:20 \n",
|
|
|
|
|
"14 [] 2017-11-01 13:29:20 \n",
|
|
|
|
|
"15 [] 2017-11-01 13:29:22 \n",
|
|
|
|
|
"16 [] 2017-11-01 13:29:23 \n",
|
|
|
|
|
"17 [@yungbabytate] 2017-11-01 13:29:23 \n",
|
|
|
|
|
"18 [@cmckenney] 2017-11-01 13:29:23 \n",
|
|
|
|
|
"19 [] 2017-11-01 13:29:25 \n",
|
|
|
|
|
"20 [] 2017-11-01 13:29:25 \n",
|
|
|
|
|
"21 [] 2017-11-01 13:29:26 \n",
|
|
|
|
|
"22 [] 2017-11-01 13:29:26 \n",
|
|
|
|
|
"23 [@ctrlpurp] 2017-11-01 13:29:29 \n",
|
|
|
|
|
"24 [@saunders_court1] 2017-11-01 13:29:30 \n",
|
|
|
|
|
"25 [] 2017-11-01 13:29:31 \n",
|
|
|
|
|
"26 [] 2017-11-01 13:29:32 \n",
|
|
|
|
|
"27 [@xxxtentacion] 2017-11-01 13:29:35 \n",
|
|
|
|
|
"28 [] 2017-11-01 13:29:35 \n",
|
|
|
|
|
"29 [@justinerooney_] 2017-11-01 13:29:37 \n",
|
|
|
|
|
"... ... ... \n",
|
|
|
|
|
"68703 [] 2017-11-01 07:23:04 \n",
|
|
|
|
|
"68704 [] 2017-11-01 07:23:05 \n",
|
|
|
|
|
"68705 [] 2017-11-01 07:23:06 \n",
|
|
|
|
|
"68706 [] 2017-11-01 07:23:07 \n",
|
|
|
|
|
"68707 [] 2017-11-01 07:23:18 \n",
|
|
|
|
|
"68708 [@mychosliaheart, @BarrettoJulia, @iamjoshuaga... 2017-11-01 07:23:18 \n",
|
|
|
|
|
"68709 [] 2017-11-01 07:23:24 \n",
|
|
|
|
|
"68710 [] 2017-11-01 07:23:24 \n",
|
|
|
|
|
"68711 [@8limbsbondi...] 2017-11-01 07:23:26 \n",
|
|
|
|
|
"68712 [] 2017-11-01 07:23:27 \n",
|
|
|
|
|
"68713 [@rfrandrea, @AdaaanAndyyy] 2017-11-01 07:23:30 \n",
|
|
|
|
|
"68714 [@peachshua1230] 2017-11-01 07:23:31 \n",
|
|
|
|
|
"68715 [] 2017-11-01 07:23:34 \n",
|
|
|
|
|
"68716 [] 2017-11-01 07:23:34 \n",
|
|
|
|
|
"68717 [@BeachBoy_Gab] 2017-11-01 07:23:34 \n",
|
|
|
|
|
"68718 [] 2017-11-01 07:23:34 \n",
|
|
|
|
|
"68719 [] 2017-11-01 07:23:35 \n",
|
|
|
|
|
"68720 [] 2017-11-01 07:23:36 \n",
|
|
|
|
|
"68721 [] 2017-11-01 07:23:37 \n",
|
|
|
|
|
"68722 [] 2017-11-01 07:23:41 \n",
|
|
|
|
|
"68723 [@Louis_Tomlinson, @NiallOfficial] 2017-11-01 07:23:44 \n",
|
|
|
|
|
"68724 [] 2017-11-01 07:23:45 \n",
|
|
|
|
|
"68725 [] 2017-11-01 07:23:45 \n",
|
|
|
|
|
"68726 [] 2017-11-01 07:23:46 \n",
|
|
|
|
|
"68727 [] 2017-11-01 07:23:46 \n",
|
|
|
|
|
"68728 [] 2017-11-01 07:23:46 \n",
|
|
|
|
|
"68729 [@discopiggu] 2017-11-01 07:23:46 \n",
|
|
|
|
|
"68730 [] 2017-11-01 07:23:50 \n",
|
|
|
|
|
"68731 [@BrianyH] 2017-11-01 07:23:50 \n",
|
|
|
|
|
"68732 [@amitbarman520] 2017-11-01 07:23:53 \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" id lang person reply_to \\\n",
|
|
|
|
|
"0 925716304635547600 en 31507978 NaN \n",
|
|
|
|
|
"1 925716304664911900 en 231994649 NaN \n",
|
|
|
|
|
"2 925716317214089200 en 2592765104 NaN \n",
|
|
|
|
|
"3 925716321416949800 en 278737933 NaN \n",
|
|
|
|
|
"4 925716329801310200 en 824586253634981900 9.257162e+17 \n",
|
|
|
|
|
"5 925716313019965400 en 1581953814 9.257088e+17 \n",
|
|
|
|
|
"6 925716325607133200 en 1001999683 NaN \n",
|
|
|
|
|
"7 925716334008082400 en 745222369183043600 NaN \n",
|
|
|
|
|
"8 925716342401052700 en 798557155217539100 9.257147e+17 \n",
|
|
|
|
|
"9 925716346570240000 en 744396039126421500 9.250629e+17 \n",
|
|
|
|
|
"10 925716359182520300 en 721490010118205400 8.965900e+17 \n",
|
|
|
|
|
"11 925716367558545400 en 520536723 9.257159e+17 \n",
|
|
|
|
|
"12 925716371735900200 en 850852815941517300 NaN \n",
|
|
|
|
|
"13 925716388513230800 en 914145041588867100 NaN \n",
|
|
|
|
|
"14 925716388525645800 en 2425405622 NaN \n",
|
|
|
|
|
"15 925716396931240000 en 4614871873 NaN \n",
|
|
|
|
|
"16 925716401125331000 en 2831608345 NaN \n",
|
|
|
|
|
"17 925716401133948900 en 788571974633009200 9.255778e+17 \n",
|
|
|
|
|
"18 925716401125544000 en 218307802 9.257115e+17 \n",
|
|
|
|
|
"19 925716409489002500 en 885261166146179100 NaN \n",
|
|
|
|
|
"20 925716409497272300 en 831437760833609700 NaN \n",
|
|
|
|
|
"21 925716413699854300 en 231664542 NaN \n",
|
|
|
|
|
"22 925716413679009800 en 3196847035 NaN \n",
|
|
|
|
|
"23 925716426278735900 en 918492858352635900 9.257161e+17 \n",
|
|
|
|
|
"24 925716430473039900 en 3471187337 9.257163e+17 \n",
|
|
|
|
|
"25 925716434667184100 en 780060488600199200 NaN \n",
|
|
|
|
|
"26 925716438853345300 en 388380690 NaN \n",
|
|
|
|
|
"27 925716451457163300 en 899320696869974000 NaN \n",
|
|
|
|
|
"28 925716451461357600 en 784790670 NaN \n",
|
|
|
|
|
"29 925716459828936700 en 3051266655 NaN \n",
|
|
|
|
|
"... ... ... ... ... \n",
|
|
|
|
|
"68703 925624214522036200 en 1672876458 NaN \n",
|
|
|
|
|
"68704 925624218682777600 en 382473866 NaN \n",
|
|
|
|
|
"68705 925624222889766900 en 893145405457911800 NaN \n",
|
|
|
|
|
"68706 925624227088121900 en 240378516 NaN \n",
|
|
|
|
|
"68707 925624273237983200 en 784620573209002000 NaN \n",
|
|
|
|
|
"68708 925624273212805100 en 170998187 9.254136e+17 \n",
|
|
|
|
|
"68709 925624298395533300 en 1348667816 NaN \n",
|
|
|
|
|
"68710 925624298378801200 en 722481645765300200 NaN \n",
|
|
|
|
|
"68711 925624306779897900 en 2443251500 NaN \n",
|
|
|
|
|
"68712 925624310974136300 en 2406186390 NaN \n",
|
|
|
|
|
"68713 925624323557146600 en 1039448149 9.256150e+17 \n",
|
|
|
|
|
"68714 925624327755591700 en 845085544589672400 9.256009e+17 \n",
|
|
|
|
|
"68715 925624340342812700 en 924752524871131100 NaN \n",
|
|
|
|
|
"68716 925624340355280900 en 419493819 NaN \n",
|
|
|
|
|
"68717 925624340346937300 en 2457745952 9.256219e+17 \n",
|
|
|
|
|
"68718 925624340338507800 en 1955767531 NaN \n",
|
|
|
|
|
"68719 925624344524361700 en 796490344581898200 NaN \n",
|
|
|
|
|
"68720 925624348710285300 en 907808317124177900 NaN \n",
|
|
|
|
|
"68721 925624352929910800 en 262162415 NaN \n",
|
|
|
|
|
"68722 925624369715515400 en 574882525 NaN \n",
|
|
|
|
|
"68723 925624382269124600 en 556175173 9.254038e+17 \n",
|
|
|
|
|
"68724 925624386455031800 en 1610265588 NaN \n",
|
|
|
|
|
"68725 925624386454937600 en 4760724450 NaN \n",
|
|
|
|
|
"68726 925624390657572900 en 882858115636514800 NaN \n",
|
|
|
|
|
"68727 925624390682849300 en 188129628 NaN \n",
|
|
|
|
|
"68728 925624390666129400 en 2473135939 NaN \n",
|
|
|
|
|
"68729 925624390670106600 en 2373584209 9.256241e+17 \n",
|
|
|
|
|
"68730 925624407459971100 en 181689756 NaN \n",
|
|
|
|
|
"68731 925624407460057100 en 60160788 9.254610e+17 \n",
|
|
|
|
|
"68732 925624420022063100 en 3792290725 9.256215e+17 \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" text \n",
|
|
|
|
|
"0 fashionbombdaily's photo <EMOJI><EMOJI>🏼 \n",
|
|
|
|
|
"1 It’s scary how on point my horoscope be <EMOJI... \n",
|
|
|
|
|
"2 Woooaaaahhh <EMOJI> \n",
|
|
|
|
|
"3 <EMOJI> vivalcli: Portraits by Zhao Guojing an... \n",
|
|
|
|
|
"4 <USER> i wanna know too<EMOJI><EMOJI> \n",
|
|
|
|
|
"5 <USER> veda was yoda too <EMOJI><EMOJI> \n",
|
|
|
|
|
"6 I’m less stressed about turning 30 now <EMOJI>... \n",
|
|
|
|
|
"7 Full charged. <EMOJI> \n",
|
|
|
|
|
"8 <USER> That’s part of the problem, (they) <USE... \n",
|
|
|
|
|
"9 <USER> got me emotional there<EMOJI><EMOJI><EM... \n",
|
|
|
|
|
"10 back to the yellow <EMOJI> \n",
|
|
|
|
|
"11 <USER> Happy month to you and your loved ones ... \n",
|
|
|
|
|
"12 Maxx and Patricia. Family hangs at For Good He... \n",
|
|
|
|
|
"13 I need to STOP beating myself up with my thoug... \n",
|
|
|
|
|
"14 Cutest Son <EMOJI>Roll no. 31 <EMOJI> <HASHTAG> \n",
|
|
|
|
|
"15 By the summer I should have everything up and ... \n",
|
|
|
|
|
"16 I know my English is not that good but that do... \n",
|
|
|
|
|
"17 <USER> I <EMOJI> u mama \n",
|
|
|
|
|
"18 <USER> That picture was NOT taken this morning... \n",
|
|
|
|
|
"19 Welcome to <HASHTAG> <EMOJI> \n",
|
|
|
|
|
"20 Awkward <EMOJI><EMOJI> \n",
|
|
|
|
|
"21 back at it with supernatural <EMOJI><EMOJI> \n",
|
|
|
|
|
"22 One of the best things I've learned was to sto... \n",
|
|
|
|
|
"23 <USER> Can I taste?<EMOJI><EMOJI><EMOJI> \n",
|
|
|
|
|
"24 <USER> we miss you ☹️<EMOJI> \n",
|
|
|
|
|
"25 Actually my bias in WJSN are Eunseo & Bona... \n",
|
|
|
|
|
"26 I so cannot be bothered with the rest of the d... \n",
|
|
|
|
|
"27 <USER> 2lit4life<EMOJI> \n",
|
|
|
|
|
"28 I’m not stop saying that!<EMOJI><EMOJI> \n",
|
|
|
|
|
"29 <USER> HAPPY BIHDAY <EMOJI><EMOJI><EMOJI><EMOJ... \n",
|
|
|
|
|
"... ... \n",
|
|
|
|
|
"68703 <HASHTAG> this one falls under the weird crazy... \n",
|
|
|
|
|
"68704 I'm not allowed to have chocolates yet, then I... \n",
|
|
|
|
|
"68705 Manchester United manager Mourinho slams 'spec... \n",
|
|
|
|
|
"68706 <EMOJI> en Bushwhick \n",
|
|
|
|
|
"68707 : <HASHTAG> <EMOJI> <EMOJI><EMOJI> For Taxi <E... \n",
|
|
|
|
|
"68708 <USER> <USER> <USER> Look, Mammeh and Daddeh! ... \n",
|
|
|
|
|
"68709 Life is so good with you <EMOJI> \n",
|
|
|
|
|
"68710 Happy Halloween! <EMOJI>🏽<EMOJI><EMOJI> <HASHT... \n",
|
|
|
|
|
"68711 Some work on the ropes in today’s boxing class... \n",
|
|
|
|
|
"68712 Scotty and Kristen’s halloween costumes <EMOJI> \n",
|
|
|
|
|
"68713 <USER> <USER> May pre-month celebration sis <E... \n",
|
|
|
|
|
"68714 <USER> Awww <EMOJI> Ajsksjdjd im smiling like ... \n",
|
|
|
|
|
"68715 I hate when I send a text or snap n I'm so anx... \n",
|
|
|
|
|
"68716 The answer is no I have no plans and I never l... \n",
|
|
|
|
|
"68717 <USER> LMAOOO I'm so proud <EMOJI> \n",
|
|
|
|
|
"68718 My cousin/little sister is leaving to San Fran... \n",
|
|
|
|
|
"68719 Can't be alone w my thoughts tonight so just g... \n",
|
|
|
|
|
"68720 <EMOJI><EMOJI><EMOJI><EMOJI><EMOJI> ambot!!! \n",
|
|
|
|
|
"68721 <EMOJI>🏽<EMOJI>🏽 1st of the month!!Happy 1st o... \n",
|
|
|
|
|
"68722 <HASHTAG> ... stay in bed <EMOJI> \n",
|
|
|
|
|
"68723 <USER> <USER> THIS IS GOLD. GOLD. <EMOJI><EMOJ... \n",
|
|
|
|
|
"68724 <EMOJI> thank you for the kind compliment \n",
|
|
|
|
|
"68725 Enjoyed the silence <EMOJI> \n",
|
|
|
|
|
"68726 OS: Spiderman Homecoming <EMOJI> \n",
|
|
|
|
|
"68727 Go to hell <EMOJI>🏽♀️ \n",
|
|
|
|
|
"68728 Thank you Yomi! <EMOJI> \n",
|
|
|
|
|
"68729 <USER> Lol. Just enjoy the stars. Music Kidhar... \n",
|
|
|
|
|
"68730 Thoughts and prayers for NY<EMOJI>🏻 <HASHTAG> \n",
|
|
|
|
|
"68731 <USER> I searched COCK, PENIS, SHLONG, WINKY, ... \n",
|
|
|
|
|
"68732 <USER> Thank you so much<EMOJI><EMOJI><EMOJI><... \n",
|
|
|
|
|
"\n",
|
|
|
|
|
"[68733 rows x 9 columns]"
|
|
|
|
|
]
|
|
|
|
|
},
|
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 17:02:54 +02:00
|
|
|
|
"execution_count": 12,
|
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 17:02:54 +02:00
|
|
|
|
"execution_count": 13,
|
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 17:02:54 +02:00
|
|
|
|
"execution_count": 14,
|
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)]"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 15,
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"name": "stdout",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"33368 33368 33368\n"
|
2018-06-10 17:31:43 +02:00
|
|
|
|
]
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"print(len(labels), len(emojis), len(plain_text))"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"* generate weights:"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 16,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"# at first count over our table\n",
|
|
|
|
|
"emoji_count = {}\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"for e_list in emojis:\n",
|
|
|
|
|
" for e in set(e_list):\n",
|
|
|
|
|
" if e not in emoji_count:\n",
|
|
|
|
|
" emoji_count[e] = 0\n",
|
|
|
|
|
" emoji_count[e] += 1\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"emoji_count\n",
|
|
|
|
|
"emoji_sum = sum([emoji_count[e] for e in emoji_count])\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"emoji_weights = {}\n",
|
|
|
|
|
"for e in emoji_count:\n",
|
|
|
|
|
" # tfidf for emojis\n",
|
|
|
|
|
" emoji_weights[e] = np.log((emoji_sum / emoji_count[e]))\n",
|
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": [
|
|
|
|
|
"* generating train and test set:"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 17,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"X1, Xt1, y1, yt1 = train_test_split(plain_text, labels, test_size=0.1, random_state=4222)"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 38,
|
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",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 39,
|
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",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 40,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"outputs": [],
|
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",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"execution_count": 53,
|
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",
|
|
|
|
|
" model.compile(loss='categorical_crossentropy',\n",
|
|
|
|
|
" optimizer='sgd',\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" metrics=['accuracy'],)\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",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" clf.fit(vec_train[:max_size].A, y1[:max_size], validation_split=0.2, epochs=1)#, sample_weight=y1_weights[:max_size])\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" \n",
|
|
|
|
|
" return clf"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"execution_count": 54,
|
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": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"Train on 24024 samples, validate on 6007 samples\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"Epoch 1/1\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" 8576/24024 [=========>....................] - ETA: 10:31 - loss: 1.0637 - acc: 0.7273"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"ename": "KeyboardInterrupt",
|
|
|
|
|
"evalue": "",
|
|
|
|
|
"output_type": "error",
|
|
|
|
|
"traceback": [
|
|
|
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
|
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
|
|
|
|
"\u001b[0;32m<ipython-input-54-b26dc554627d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mclf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100000\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m6200\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'relu'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'softmax'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|
|
|
|
"\u001b[0;32m<ipython-input-53-4427697ad6fa>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(max_size, layers, random_state, ovrc, n_iter)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mclf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mOVRC\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0movrc\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mclf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvec_train\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mmax_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mmax_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_split\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m#, sample_weight=y1_weights[:max_size])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mclf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/keras/models.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[1;32m 1000\u001b[0m \u001b[0minitial_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitial_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1001\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1002\u001b[0;31m validation_steps=validation_steps)\n\u001b[0m\u001b[1;32m 1003\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1004\u001b[0m def evaluate(self, x=None, y=None,\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[1;32m 1703\u001b[0m \u001b[0minitial_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitial_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1704\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1705\u001b[0;31m validation_steps=validation_steps)\n\u001b[0m\u001b[1;32m 1706\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1707\u001b[0m def evaluate(self, x=None, y=None,\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36m_fit_loop\u001b[0;34m(self, f, ins, out_labels, batch_size, epochs, verbose, callbacks, val_f, val_ins, shuffle, callback_metrics, initial_epoch, steps_per_epoch, validation_steps)\u001b[0m\n\u001b[1;32m 1234\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1235\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1236\u001b[0;31m \u001b[0mouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mins_batch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1237\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mouts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1238\u001b[0m \u001b[0mouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mouts\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m 2480\u001b[0m \u001b[0msession\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2481\u001b[0m updated = session.run(fetches=fetches, feed_dict=feed_dict,\n\u001b[0;32m-> 2482\u001b[0;31m **self.session_kwargs)\n\u001b[0m\u001b[1;32m 2483\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mupdated\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2484\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 898\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 899\u001b[0m result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 900\u001b[0;31m run_metadata_ptr)\n\u001b[0m\u001b[1;32m 901\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 902\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 1133\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1134\u001b[0m results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m-> 1135\u001b[0;31m feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[1;32m 1136\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1137\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 1314\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1315\u001b[0m return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[0;32m-> 1316\u001b[0;31m run_metadata)\n\u001b[0m\u001b[1;32m 1317\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1318\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m 1320\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1321\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1322\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1323\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1324\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m 1305\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1306\u001b[0m return self._call_tf_sessionrun(\n\u001b[0;32m-> 1307\u001b[0;31m options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[1;32m 1308\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1309\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;32m~/.local/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[0;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[1;32m 1407\u001b[0m return tf_session.TF_SessionRun_wrapper(\n\u001b[1;32m 1408\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1409\u001b[0;31m run_metadata)\n\u001b[0m\u001b[1;32m 1410\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1411\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraise_exception_on_not_ok_status\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mstatus\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
|
|
|
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
2018-06-05 17:30:41 +02:00
|
|
|
|
]
|
2018-06-09 14:54:34 +02:00
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"clf = train(max_size=10000,layers=[(6200, 'relu'),(y1[0].shape[0],'softmax')])"
|
2018-06-09 14:54:34 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 43,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
2018-06-05 17:30:41 +02:00
|
|
|
|
{
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"61236 <USER> Look at you!! Smart and beautiful \n",
|
|
|
|
|
"66498 Missing home \n",
|
|
|
|
|
"3920 Lmfao \n",
|
|
|
|
|
"10415 thats true.. \n",
|
|
|
|
|
"61218 <USER> wrong \n",
|
|
|
|
|
"49421 Lmao no o, it's almost 8pm. Cheating time \n",
|
|
|
|
|
"44693 <USER> noted \n",
|
|
|
|
|
"21987 Lol the stupid question mark boxes ruined my t...\n",
|
|
|
|
|
"6458 She look just like u \n",
|
|
|
|
|
"18291 <USER> Popeyes chicken with a KFC biscuit though \n",
|
|
|
|
|
"21859 Still so unreal that my man an i have our own ...\n",
|
|
|
|
|
"103 That’s what I said when I seen it that’s craz...\n",
|
|
|
|
|
"68215 dnt really knw what jst happened \n",
|
|
|
|
|
"66229 im so tired but not after seeing him \n",
|
|
|
|
|
"58987 As if I don't know \n",
|
|
|
|
|
"1272 <USER> Hahaha was it big? I’m not afraid of sp...\n",
|
|
|
|
|
"57222 Me seeing pics of my abusive ex with a kitten:...\n",
|
|
|
|
|
"43792 hey <USER> how is it going in Lucca? Wish I wa...\n",
|
|
|
|
|
"2041 Feeling so positive for weigh in <HASHTAG>\n",
|
|
|
|
|
"41344 <USER> Yeah I knocked the fuck out \n",
|
|
|
|
|
"5932 Would rather watch <USER> and the boys thanks \n",
|
|
|
|
|
"12743 Ralph Angel pissy drunk to drown out the hurt ...\n",
|
|
|
|
|
"31462 & sis he don’t fuck with you !!! 🗣 \n",
|
|
|
|
|
"59079 I just need to know!!\n",
|
|
|
|
|
"57842 <USER> did all the butt stuff with <USER> and ...\n",
|
|
|
|
|
"8144 Sometimes my life is interesting \n",
|
|
|
|
|
"60991 <USER> Can I just say, I rlly fckin love ur pr...\n",
|
|
|
|
|
"54675 <USER> yeahwhat was she doing?\n",
|
|
|
|
|
"50329 <USER> <USER> Hahaha so give her befor a Starb...\n",
|
|
|
|
|
"55947 <USER> <USER> Damn! Right before he brought pe...\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
" ... \n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"9155 <USER> Hahaha true!! I didn't notice that ! \n",
|
|
|
|
|
"44871 and 'poof' .. He'll be great \n",
|
|
|
|
|
"42359 Going to a salon to have my hair cut tonight a...\n",
|
|
|
|
|
"7957 Don’t try to fwm I will ignore the shit out of...\n",
|
|
|
|
|
"42418 Class when your car gives up on you the day be...\n",
|
|
|
|
|
"11077 Hi <USER> ♡Ur the reason that I smile everyday...\n",
|
|
|
|
|
"20842 <USER> <USER> See you then \n",
|
|
|
|
|
"46515 <USER> I wrote all my cards today \n",
|
|
|
|
|
"29521 <USER> <USER> <USER> <USER> Oml!! That kitty n...\n",
|
|
|
|
|
"24751 <USER> me and my mom are watching pickler and ...\n",
|
|
|
|
|
"67690 Lmao havent eaten kapana in months\n",
|
|
|
|
|
"51642 <USER> We do out best, don't we? <HASHTAG> \n",
|
|
|
|
|
"39359 <USER> nahhhhh, that’s what fans are for \n",
|
|
|
|
|
"965 <USER> Fuck you! I’m so jealous \n",
|
|
|
|
|
"60335 <USER> <USER> <USER> <USER> Good ur getting th...\n",
|
|
|
|
|
"4447 <USER> I don't think so but they are v good Th...\n",
|
|
|
|
|
"62531 can I just say y'all coming @ me for that post...\n",
|
|
|
|
|
"14965 I know I need you too \n",
|
|
|
|
|
"6004 Got me a Benihana date \n",
|
|
|
|
|
"11002 <USER> My only captain\n",
|
|
|
|
|
"8944 Come join our small digi team as <HASHTAG> to ...\n",
|
|
|
|
|
"11353 What a catch that was!A sprint with a dive! WO...\n",
|
|
|
|
|
"62892 <USER> <USER> Bit like the gunners then no def...\n",
|
|
|
|
|
"6238 He's a horrible horrible dad \n",
|
|
|
|
|
"16551 “Infinity” \n",
|
|
|
|
|
"38812 <USER> they be killing me\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"46147 <USER> Y'all will roast my ass. Akhant \n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"65314 If this was America <HASHTAG> supporters would...\n",
|
|
|
|
|
"37843 That double \n",
|
|
|
|
|
"2921 <USER> <USER> Fucking up a correction, GG chalks \n",
|
|
|
|
|
"Name: text, Length: 30031, dtype: object"
|
2018-06-09 14:54:34 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 43,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
2018-06-05 17:30:41 +02:00
|
|
|
|
}
|
|
|
|
|
],
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"source": [
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"X1"
|
2018-06-05 15:51:58 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:57:26 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "markdown",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"source": [
|
|
|
|
|
"* make a prediction and store it in a csv file:"
|
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-05 15:51:58 +02:00
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 44,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"pred = clf.predict(vectorizer.transform(Xt1))"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 45,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/plain": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"array([[0.45662233, 0.2710931 , 0.27228457],\n",
|
|
|
|
|
" [0.4544683 , 0.27005136, 0.2754803 ],\n",
|
|
|
|
|
" [0.45572498, 0.2714926 , 0.27278242],\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
" ...,\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" [0.4522461 , 0.27333662, 0.2744173 ],\n",
|
|
|
|
|
" [0.45729154, 0.26964816, 0.27306038],\n",
|
|
|
|
|
" [0.45031306, 0.2748751 , 0.2748118 ]], dtype=float32)"
|
2018-06-09 14:54:34 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 45,
|
2018-06-09 14:54:34 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "execute_result"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"pred"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 49,
|
2018-06-05 17:30:41 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"# build a dataframe to visualize test results:\n",
|
2018-06-10 15:06:45 +02:00
|
|
|
|
"testlist = pd.DataFrame({'text': Xt1, \n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" 'teacher': sent2emoji(yt1),\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" 'teacher_sentiment': yt1.tolist(),\n",
|
|
|
|
|
" 'predict': sent2emoji(pred),\n",
|
|
|
|
|
" 'predicted_sentiment': pred.tolist()})"
|
2018-06-05 17:30:41 +02:00
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"execution_count": 50,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"text/html": [
|
|
|
|
|
"<div>\n",
|
|
|
|
|
"<style scoped>\n",
|
|
|
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
|
|
|
" vertical-align: middle;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"\n",
|
|
|
|
|
" .dataframe tbody tr th {\n",
|
|
|
|
|
" vertical-align: top;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"\n",
|
|
|
|
|
" .dataframe thead th {\n",
|
|
|
|
|
" text-align: right;\n",
|
|
|
|
|
" }\n",
|
|
|
|
|
"</style>\n",
|
|
|
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
|
|
|
" <thead>\n",
|
|
|
|
|
" <tr style=\"text-align: right;\">\n",
|
|
|
|
|
" <th></th>\n",
|
|
|
|
|
" <th>predict</th>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>predicted_sentiment</th>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" <th>teacher</th>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>teacher_sentiment</th>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" <th>text</th>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" </thead>\n",
|
|
|
|
|
" <tbody>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>7618</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45662233233451843, 0.27109310030937195, 0.2...</td>\n",
|
|
|
|
|
" <td>😒</td>\n",
|
|
|
|
|
" <td>[0.21660649819494585, 0.5913357400722021, 0.19...</td>\n",
|
|
|
|
|
" <td>There's fucking snow outside</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>6910</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.454468309879303, 0.27005136013031006, 0.275...</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",
|
|
|
|
|
" <td><USER> You look so animated bro! *Rimshot*, Ge...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>35783</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4557249844074249, 0.271492600440979, 0.2727...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td><USER> Jon ordered it from a restaurant</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>15623</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4551065266132355, 0.27315083146095276, 0.27...</td>\n",
|
|
|
|
|
" <td>😅</td>\n",
|
|
|
|
|
" <td>[0.47186147186147187, 0.2922077922077922, 0.23...</td>\n",
|
|
|
|
|
" <td>I just want to move back in with my mom</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>12023</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.44956669211387634, 0.2718639373779297, 0.27...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😭</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td>guys lets vote!!!</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>15763</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4546020030975342, 0.27004513144493103, 0.27...</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",
|
|
|
|
|
" <td>Bruhhhh this man need a show ASAP!!!</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>57240</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4514758884906769, 0.2734237313270569, 0.275...</td>\n",
|
|
|
|
|
" <td>😎</td>\n",
|
|
|
|
|
" <td>[0.5981432360742706, 0.10477453580901856, 0.29...</td>\n",
|
|
|
|
|
" <td>AND THE RICH SIT IN A LOW PLACE</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>2418</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4555293321609497, 0.2700120508670807, 0.274...</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",
|
|
|
|
|
" <td>Time to go to bed</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>66384</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4541899561882019, 0.27133306860923767, 0.27...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>😍</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>May sound like a hillbilly, but girls that can...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>44639</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45672306418418884, 0.2679496109485626, 0.27...</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",
|
|
|
|
|
" <td><USER> <USER> <USER> IM DYING</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>54463</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45094504952430725, 0.2715355157852173, 0.27...</td>\n",
|
|
|
|
|
" <td>🙌</td>\n",
|
|
|
|
|
" <td>[0.6613545816733067, 0.10092961487383798, 0.23...</td>\n",
|
|
|
|
|
" <td>Black forest hot chocolate is coming back to C...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>38407</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45006927847862244, 0.2722932994365692, 0.27...</td>\n",
|
|
|
|
|
" <td>😎</td>\n",
|
|
|
|
|
" <td>[0.5981432360742706, 0.10477453580901856, 0.29...</td>\n",
|
|
|
|
|
" <td>5 days till my 21st.</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>31342</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45655250549316406, 0.26978597044944763, 0.2...</td>\n",
|
|
|
|
|
" <td>😄</td>\n",
|
|
|
|
|
" <td>[0.5586552217453505, 0.13662374821173104, 0.30...</td>\n",
|
|
|
|
|
" <td><USER> I'm just going to leave my Twitter acct...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>41255</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45397621393203735, 0.27026963233947754, 0.2...</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",
|
|
|
|
|
" <td>Oh god im so happy</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>19686</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4501204788684845, 0.27288398146629333, 0.27...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td>In my head</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>67193</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45182353258132935, 0.2724774479866028, 0.27...</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",
|
|
|
|
|
" <td><USER> Jo, chilllllllll. This kid is mentally...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>40650</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45002350211143494, 0.2710316777229309, 0.27...</td>\n",
|
|
|
|
|
" <td>😇</td>\n",
|
|
|
|
|
" <td>[0.6666666666666666, 0.06666666666666667, 0.26...</td>\n",
|
|
|
|
|
" <td>I’m ready sis</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>64416</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45193251967430115, 0.2698008418083191, 0.27...</td>\n",
|
|
|
|
|
" <td>😊</td>\n",
|
|
|
|
|
" <td>[0.7040175768989329, 0.059322033898305086, 0.2...</td>\n",
|
|
|
|
|
" <td>Sometimes we need to know how to respect our p...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>19525</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45155930519104004, 0.27194666862487793, 0.2...</td>\n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" <td>🙆</td>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <td>[0.5964912280701754, 0.08771929824561403, 0.31...</td>\n",
|
|
|
|
|
" <td>Right?</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>39024</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4556638300418854, 0.26780301332473755, 0.27...</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",
|
|
|
|
|
" <td><USER> priceless love how <USER> got back at ...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>35342</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.452972412109375, 0.27151480317115784, 0.275...</td>\n",
|
|
|
|
|
" <td>😫</td>\n",
|
|
|
|
|
" <td>[0.3404710920770878, 0.4860813704496788, 0.173...</td>\n",
|
|
|
|
|
" <td><USER> Right</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>9715</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4522416293621063, 0.2719023823738098, 0.275...</td>\n",
|
|
|
|
|
" <td>😇</td>\n",
|
|
|
|
|
" <td>[0.6666666666666666, 0.06666666666666667, 0.26...</td>\n",
|
|
|
|
|
" <td>Opo pang i will!</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>40490</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4545004665851593, 0.27230802178382874, 0.27...</td>\n",
|
|
|
|
|
" <td>😮</td>\n",
|
|
|
|
|
" <td>[0.45555555555555555, 0.17777777777777778, 0.3...</td>\n",
|
|
|
|
|
" <td><USER> WOW whomever was tasked with vetting a...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>22064</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4601033926010132, 0.2683771550655365, 0.271...</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>Thank you <USER> !</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>53563</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45222631096839905, 0.2727421224117279, 0.27...</td>\n",
|
|
|
|
|
" <td>😄</td>\n",
|
|
|
|
|
" <td>[0.5586552217453505, 0.13662374821173104, 0.30...</td>\n",
|
|
|
|
|
" <td>Dat daurin Dan kwali from behind is the real ...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>67332</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45455402135849, 0.27052536606788635, 0.2749...</td>\n",
|
|
|
|
|
" <td>😪</td>\n",
|
|
|
|
|
" <td>[0.3506224066390041, 0.4315352697095436, 0.217...</td>\n",
|
|
|
|
|
" <td>I miss my baby so much ♥️</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>15404</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45141908526420593, 0.2713443338871002, 0.27...</td>\n",
|
|
|
|
|
" <td>😕</td>\n",
|
|
|
|
|
" <td>[0.20294117647058824, 0.6029411764705882, 0.19...</td>\n",
|
|
|
|
|
" <td>alright i'm gonna go take a shower, let me kno...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>30130</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4556472599506378, 0.2695685029029846, 0.274...</td>\n",
|
|
|
|
|
" <td>😳</td>\n",
|
|
|
|
|
" <td>[0.34515366430260047, 0.32742316784869974, 0.3...</td>\n",
|
|
|
|
|
" <td><USER> and neither are buying her music</td>\n",
|
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
|
|
|
|
" <th>37242</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4568144977092743, 0.27149033546447754, 0.27...</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",
|
|
|
|
|
" <td><USER> I saw that too as well! I feel to have ...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>30533</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45350709557533264, 0.27462711930274963, 0.2...</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",
|
|
|
|
|
" <td>I had a mental break down but I’m back like hey</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",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>16955</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45130616426467896, 0.2745077311992645, 0.27...</td>\n",
|
|
|
|
|
" <td>🙏</td>\n",
|
|
|
|
|
" <td>[0.4983755685510071, 0.08057179987004548, 0.42...</td>\n",
|
|
|
|
|
" <td>Bless up Esquivel finally update aeries</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>36805</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4585663378238678, 0.26974013447761536, 0.27...</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",
|
|
|
|
|
" <td><USER> <USER> <USER> Look just like my Mizuno ...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>56326</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45519477128982544, 0.2686183452606201, 0.27...</td>\n",
|
|
|
|
|
" <td>😢</td>\n",
|
|
|
|
|
" <td>[0.39118825100133514, 0.38451268357810414, 0.2...</td>\n",
|
|
|
|
|
" <td>This felt like it happened yesterday. <HASHTAG></td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>40306</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.449861079454422, 0.2748417556285858, 0.2752...</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td>Our Guest photo this week highlights the beaut...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>51333</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4518674910068512, 0.2723572850227356, 0.275...</td>\n",
|
|
|
|
|
" <td>😌</td>\n",
|
|
|
|
|
" <td>[0.6240601503759399, 0.13984962406015036, 0.23...</td>\n",
|
|
|
|
|
" <td>I need to see what “the stranger things” is ab...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>42339</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4573005437850952, 0.2696344256401062, 0.273...</td>\n",
|
|
|
|
|
" <td>😔</td>\n",
|
|
|
|
|
" <td>[0.31784232365145226, 0.46390041493775935, 0.2...</td>\n",
|
|
|
|
|
" <td><USER> Plz can u make me a pc I don’t have eno...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>7644</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4539974331855774, 0.2710561156272888, 0.274...</td>\n",
|
|
|
|
|
" <td>😧</td>\n",
|
|
|
|
|
" <td>[0.32608695652173914, 0.391304347826087, 0.282...</td>\n",
|
|
|
|
|
" <td><USER> this is insulting</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>13953</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4520905911922455, 0.27237412333488464, 0.27...</td>\n",
|
|
|
|
|
" <td>😐</td>\n",
|
|
|
|
|
" <td>[0.16296296296296298, 0.5555555555555556, 0.28...</td>\n",
|
|
|
|
|
" <td>I know this might sound crazy but I rather Don...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>26460</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4516184329986572, 0.2706548869609833, 0.277...</td>\n",
|
|
|
|
|
" <td>😛</td>\n",
|
|
|
|
|
" <td>[0.6909090909090909, 0.08181818181818182, 0.22...</td>\n",
|
|
|
|
|
" <td>Just a couple of cute pugs hanging out</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>31571</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4516292214393616, 0.2722293734550476, 0.276...</td>\n",
|
|
|
|
|
" <td>😒</td>\n",
|
|
|
|
|
" <td>[0.21660649819494585, 0.5913357400722021, 0.19...</td>\n",
|
|
|
|
|
" <td><USER> She knows nothing will happen to her.. ...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>9536</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45403042435646057, 0.27084800601005554, 0.2...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td><USER> happy raisin</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>19571</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45092839002609253, 0.273369699716568, 0.275...</td>\n",
|
|
|
|
|
" <td>😡</td>\n",
|
|
|
|
|
" <td>[0.35978835978835977, 0.533068783068783, 0.107...</td>\n",
|
|
|
|
|
" <td>I'm so disappointed</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>35934</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45402011275291443, 0.2693026065826416, 0.27...</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",
|
|
|
|
|
" <td><USER> <USER> Nailed it.</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>4605</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45629507303237915, 0.2681595981121063, 0.27...</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",
|
|
|
|
|
" <td><USER> oh it’s more than a thing!</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>1913</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45600560307502747, 0.26834917068481445, 0.2...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td><USER> stop it</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>11827</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45951539278030396, 0.26939070224761963, 0.2...</td>\n",
|
|
|
|
|
" <td>😄</td>\n",
|
|
|
|
|
" <td>[0.5586552217453505, 0.13662374821173104, 0.30...</td>\n",
|
|
|
|
|
" <td>Have an awesome <HASHTAG> ❤️ <HASHTAG></td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>15181</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4616319239139557, 0.2665380537509918, 0.271...</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",
|
|
|
|
|
" <td><USER> when I see elbows ?</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>32869</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45471736788749695, 0.27229392528533936, 0.2...</td>\n",
|
|
|
|
|
" <td>😹</td>\n",
|
|
|
|
|
" <td>[0.4406779661016949, 0.2983050847457627, 0.261...</td>\n",
|
|
|
|
|
" <td>Damn Jani back at it again with the BB-8 costu...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>40784</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45305681228637695, 0.2729623019695282, 0.27...</td>\n",
|
|
|
|
|
" <td>😻</td>\n",
|
|
|
|
|
" <td>[0.6906474820143885, 0.0671462829736211, 0.242...</td>\n",
|
|
|
|
|
" <td>I think a big part of the reason Nick Wilde is...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>18611</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4504826068878174, 0.27414649724960327, 0.27...</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",
|
|
|
|
|
" <td>My 12 year old brother on Altuve- “he’s like t...</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>28341</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45293256640434265, 0.27156686782836914, 0.2...</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",
|
|
|
|
|
" <td><USER> Bruh like how she know the exact number?</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>41368</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4524029791355133, 0.27189141511917114, 0.27...</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",
|
|
|
|
|
" <td>They starting early</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>35554</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45386624336242676, 0.2720849812030792, 0.27...</td>\n",
|
|
|
|
|
" <td>😩</td>\n",
|
|
|
|
|
" <td>[0.22289823008849557, 0.5912610619469026, 0.18...</td>\n",
|
|
|
|
|
" <td>Please come through <USER></td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>27968</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4601033926010132, 0.2683771550655365, 0.271...</td>\n",
|
|
|
|
|
" <td>😍</td>\n",
|
|
|
|
|
" <td>[0.7296744771190439, 0.05173769460607014, 0.21...</td>\n",
|
|
|
|
|
" <td><USER> Thank you</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>36772</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.45253145694732666, 0.2714029550552368, 0.27...</td>\n",
|
|
|
|
|
" <td>😳</td>\n",
|
|
|
|
|
" <td>[0.34515366430260047, 0.32742316784869974, 0.3...</td>\n",
|
|
|
|
|
" <td>Imagine if the Vikings had a top 10 QB</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>7568</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4514819085597992, 0.27036288380622864, 0.27...</td>\n",
|
|
|
|
|
" <td>😭</td>\n",
|
|
|
|
|
" <td>[0.34310532030401736, 0.4364820846905538, 0.22...</td>\n",
|
|
|
|
|
" <td>Le costume de cupcakke.......</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>62837</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.4553525149822235, 0.27044105529785156, 0.27...</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",
|
|
|
|
|
" <td><USER> aM FKXNSK SCREAMING ODM</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>34105</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4522460997104645, 0.27333661913871765, 0.27...</td>\n",
|
|
|
|
|
" <td>😇</td>\n",
|
|
|
|
|
" <td>[0.6666666666666666, 0.06666666666666667, 0.26...</td>\n",
|
|
|
|
|
" <td>My birthday tomorrow</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>59069</th>\n",
|
|
|
|
|
" <td>😬</td>\n",
|
|
|
|
|
" <td>[0.45729154348373413, 0.26964816451072693, 0.2...</td>\n",
|
|
|
|
|
" <td>😉</td>\n",
|
|
|
|
|
" <td>[0.5634451019066403, 0.0992767915844839, 0.337...</td>\n",
|
|
|
|
|
" <td>im just tryna change your life</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" <tr>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" <th>47088</th>\n",
|
|
|
|
|
" <td>😱</td>\n",
|
|
|
|
|
" <td>[0.4503130614757538, 0.27487510442733765, 0.27...</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",
|
|
|
|
|
" <td>Do I look like I’m off 79th . Foh</td>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
" </tr>\n",
|
|
|
|
|
" </tbody>\n",
|
|
|
|
|
"</table>\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"<p>3337 rows × 5 columns</p>\n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"</div>"
|
|
|
|
|
],
|
|
|
|
|
"text/plain": [
|
2018-06-10 18:32:41 +02:00
|
|
|
|
" predict predicted_sentiment teacher \\\n",
|
|
|
|
|
"7618 😬 [0.45662233233451843, 0.27109310030937195, 0.2... 😒 \n",
|
|
|
|
|
"6910 😱 [0.454468309879303, 0.27005136013031006, 0.275... 😂 \n",
|
|
|
|
|
"35783 😬 [0.4557249844074249, 0.271492600440979, 0.2727... 😭 \n",
|
|
|
|
|
"15623 😬 [0.4551065266132355, 0.27315083146095276, 0.27... 😅 \n",
|
|
|
|
|
"12023 😱 [0.44956669211387634, 0.2718639373779297, 0.27... 😭 \n",
|
|
|
|
|
"15763 😱 [0.4546020030975342, 0.27004513144493103, 0.27... 😂 \n",
|
|
|
|
|
"57240 😱 [0.4514758884906769, 0.2734237313270569, 0.275... 😎 \n",
|
|
|
|
|
"2418 😬 [0.4555293321609497, 0.2700120508670807, 0.274... 😂 \n",
|
|
|
|
|
"66384 😬 [0.4541899561882019, 0.27133306860923767, 0.27... 😍 \n",
|
|
|
|
|
"44639 😬 [0.45672306418418884, 0.2679496109485626, 0.27... 😂 \n",
|
|
|
|
|
"54463 😱 [0.45094504952430725, 0.2715355157852173, 0.27... 🙌 \n",
|
|
|
|
|
"38407 😱 [0.45006927847862244, 0.2722932994365692, 0.27... 😎 \n",
|
|
|
|
|
"31342 😬 [0.45655250549316406, 0.26978597044944763, 0.2... 😄 \n",
|
|
|
|
|
"41255 😱 [0.45397621393203735, 0.27026963233947754, 0.2... 😂 \n",
|
|
|
|
|
"19686 😱 [0.4501204788684845, 0.27288398146629333, 0.27... 😭 \n",
|
|
|
|
|
"67193 😱 [0.45182353258132935, 0.2724774479866028, 0.27... 😂 \n",
|
|
|
|
|
"40650 😱 [0.45002350211143494, 0.2710316777229309, 0.27... 😇 \n",
|
|
|
|
|
"64416 😱 [0.45193251967430115, 0.2698008418083191, 0.27... 😊 \n",
|
|
|
|
|
"19525 😱 [0.45155930519104004, 0.27194666862487793, 0.2... 🙆 \n",
|
|
|
|
|
"39024 😱 [0.4556638300418854, 0.26780301332473755, 0.27... 😂 \n",
|
|
|
|
|
"35342 😱 [0.452972412109375, 0.27151480317115784, 0.275... 😫 \n",
|
|
|
|
|
"9715 😱 [0.4522416293621063, 0.2719023823738098, 0.275... 😇 \n",
|
|
|
|
|
"40490 😬 [0.4545004665851593, 0.27230802178382874, 0.27... 😮 \n",
|
|
|
|
|
"22064 😬 [0.4601033926010132, 0.2683771550655365, 0.271... 😍 \n",
|
|
|
|
|
"53563 😱 [0.45222631096839905, 0.2727421224117279, 0.27... 😄 \n",
|
|
|
|
|
"67332 😬 [0.45455402135849, 0.27052536606788635, 0.2749... 😪 \n",
|
|
|
|
|
"15404 😱 [0.45141908526420593, 0.2713443338871002, 0.27... 😕 \n",
|
|
|
|
|
"30130 😬 [0.4556472599506378, 0.2695685029029846, 0.274... 😳 \n",
|
|
|
|
|
"37242 😬 [0.4568144977092743, 0.27149033546447754, 0.27... 😂 \n",
|
|
|
|
|
"30533 😬 [0.45350709557533264, 0.27462711930274963, 0.2... 😂 \n",
|
|
|
|
|
"... ... ... ... \n",
|
|
|
|
|
"16955 😱 [0.45130616426467896, 0.2745077311992645, 0.27... 🙏 \n",
|
|
|
|
|
"36805 😬 [0.4585663378238678, 0.26974013447761536, 0.27... 😂 \n",
|
|
|
|
|
"56326 😱 [0.45519477128982544, 0.2686183452606201, 0.27... 😢 \n",
|
|
|
|
|
"40306 😱 [0.449861079454422, 0.2748417556285858, 0.2752... 😍 \n",
|
|
|
|
|
"51333 😱 [0.4518674910068512, 0.2723572850227356, 0.275... 😌 \n",
|
|
|
|
|
"42339 😬 [0.4573005437850952, 0.2696344256401062, 0.273... 😔 \n",
|
|
|
|
|
"7644 😱 [0.4539974331855774, 0.2710561156272888, 0.274... 😧 \n",
|
|
|
|
|
"13953 😱 [0.4520905911922455, 0.27237412333488464, 0.27... 😐 \n",
|
|
|
|
|
"26460 😱 [0.4516184329986572, 0.2706548869609833, 0.277... 😛 \n",
|
|
|
|
|
"31571 😱 [0.4516292214393616, 0.2722293734550476, 0.276... 😒 \n",
|
|
|
|
|
"9536 😱 [0.45403042435646057, 0.27084800601005554, 0.2... 😭 \n",
|
|
|
|
|
"19571 😱 [0.45092839002609253, 0.273369699716568, 0.275... 😡 \n",
|
|
|
|
|
"35934 😱 [0.45402011275291443, 0.2693026065826416, 0.27... 😂 \n",
|
|
|
|
|
"4605 😬 [0.45629507303237915, 0.2681595981121063, 0.27... 😂 \n",
|
|
|
|
|
"1913 😬 [0.45600560307502747, 0.26834917068481445, 0.2... 😭 \n",
|
|
|
|
|
"11827 😬 [0.45951539278030396, 0.26939070224761963, 0.2... 😄 \n",
|
|
|
|
|
"15181 😬 [0.4616319239139557, 0.2665380537509918, 0.271... 😂 \n",
|
|
|
|
|
"32869 😬 [0.45471736788749695, 0.27229392528533936, 0.2... 😹 \n",
|
|
|
|
|
"40784 😬 [0.45305681228637695, 0.2729623019695282, 0.27... 😻 \n",
|
|
|
|
|
"18611 😱 [0.4504826068878174, 0.27414649724960327, 0.27... 😂 \n",
|
|
|
|
|
"28341 😱 [0.45293256640434265, 0.27156686782836914, 0.2... 😂 \n",
|
|
|
|
|
"41368 😱 [0.4524029791355133, 0.27189141511917114, 0.27... 😂 \n",
|
|
|
|
|
"35554 😬 [0.45386624336242676, 0.2720849812030792, 0.27... 😩 \n",
|
|
|
|
|
"27968 😬 [0.4601033926010132, 0.2683771550655365, 0.271... 😍 \n",
|
|
|
|
|
"36772 😱 [0.45253145694732666, 0.2714029550552368, 0.27... 😳 \n",
|
|
|
|
|
"7568 😱 [0.4514819085597992, 0.27036288380622864, 0.27... 😭 \n",
|
|
|
|
|
"62837 😬 [0.4553525149822235, 0.27044105529785156, 0.27... 😂 \n",
|
|
|
|
|
"34105 😱 [0.4522460997104645, 0.27333661913871765, 0.27... 😇 \n",
|
|
|
|
|
"59069 😬 [0.45729154348373413, 0.26964816451072693, 0.2... 😉 \n",
|
|
|
|
|
"47088 😱 [0.4503130614757538, 0.27487510442733765, 0.27... 😂 \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" teacher_sentiment \\\n",
|
|
|
|
|
"7618 [0.21660649819494585, 0.5913357400722021, 0.19... \n",
|
|
|
|
|
"6910 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"35783 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"15623 [0.47186147186147187, 0.2922077922077922, 0.23... \n",
|
|
|
|
|
"12023 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"15763 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"57240 [0.5981432360742706, 0.10477453580901856, 0.29... \n",
|
|
|
|
|
"2418 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"66384 [0.7296744771190439, 0.05173769460607014, 0.21... \n",
|
|
|
|
|
"44639 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"54463 [0.6613545816733067, 0.10092961487383798, 0.23... \n",
|
|
|
|
|
"38407 [0.5981432360742706, 0.10477453580901856, 0.29... \n",
|
|
|
|
|
"31342 [0.5586552217453505, 0.13662374821173104, 0.30... \n",
|
|
|
|
|
"41255 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"19686 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"67193 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"40650 [0.6666666666666666, 0.06666666666666667, 0.26... \n",
|
|
|
|
|
"64416 [0.7040175768989329, 0.059322033898305086, 0.2... \n",
|
|
|
|
|
"19525 [0.5964912280701754, 0.08771929824561403, 0.31... \n",
|
|
|
|
|
"39024 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"35342 [0.3404710920770878, 0.4860813704496788, 0.173... \n",
|
|
|
|
|
"9715 [0.6666666666666666, 0.06666666666666667, 0.26... \n",
|
|
|
|
|
"40490 [0.45555555555555555, 0.17777777777777778, 0.3... \n",
|
|
|
|
|
"22064 [0.7296744771190439, 0.05173769460607014, 0.21... \n",
|
|
|
|
|
"53563 [0.5586552217453505, 0.13662374821173104, 0.30... \n",
|
|
|
|
|
"67332 [0.3506224066390041, 0.4315352697095436, 0.217... \n",
|
|
|
|
|
"15404 [0.20294117647058824, 0.6029411764705882, 0.19... \n",
|
|
|
|
|
"30130 [0.34515366430260047, 0.32742316784869974, 0.3... \n",
|
|
|
|
|
"37242 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"30533 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"... ... \n",
|
|
|
|
|
"16955 [0.4983755685510071, 0.08057179987004548, 0.42... \n",
|
|
|
|
|
"36805 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"56326 [0.39118825100133514, 0.38451268357810414, 0.2... \n",
|
|
|
|
|
"40306 [0.7296744771190439, 0.05173769460607014, 0.21... \n",
|
|
|
|
|
"51333 [0.6240601503759399, 0.13984962406015036, 0.23... \n",
|
|
|
|
|
"42339 [0.31784232365145226, 0.46390041493775935, 0.2... \n",
|
|
|
|
|
"7644 [0.32608695652173914, 0.391304347826087, 0.282... \n",
|
|
|
|
|
"13953 [0.16296296296296298, 0.5555555555555556, 0.28... \n",
|
|
|
|
|
"26460 [0.6909090909090909, 0.08181818181818182, 0.22... \n",
|
|
|
|
|
"31571 [0.21660649819494585, 0.5913357400722021, 0.19... \n",
|
|
|
|
|
"9536 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"19571 [0.35978835978835977, 0.533068783068783, 0.107... \n",
|
|
|
|
|
"35934 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"4605 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"1913 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"11827 [0.5586552217453505, 0.13662374821173104, 0.30... \n",
|
|
|
|
|
"15181 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"32869 [0.4406779661016949, 0.2983050847457627, 0.261... \n",
|
|
|
|
|
"40784 [0.6906474820143885, 0.0671462829736211, 0.242... \n",
|
|
|
|
|
"18611 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"28341 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"41368 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"35554 [0.22289823008849557, 0.5912610619469026, 0.18... \n",
|
|
|
|
|
"27968 [0.7296744771190439, 0.05173769460607014, 0.21... \n",
|
|
|
|
|
"36772 [0.34515366430260047, 0.32742316784869974, 0.3... \n",
|
|
|
|
|
"7568 [0.34310532030401736, 0.4364820846905538, 0.22... \n",
|
|
|
|
|
"62837 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"34105 [0.6666666666666666, 0.06666666666666667, 0.26... \n",
|
|
|
|
|
"59069 [0.5634451019066403, 0.0992767915844839, 0.337... \n",
|
|
|
|
|
"47088 [0.46813021474490496, 0.24716181096977158, 0.2... \n",
|
|
|
|
|
"\n",
|
|
|
|
|
" text \n",
|
|
|
|
|
"7618 There's fucking snow outside \n",
|
|
|
|
|
"6910 <USER> You look so animated bro! *Rimshot*, Ge... \n",
|
|
|
|
|
"35783 <USER> Jon ordered it from a restaurant \n",
|
|
|
|
|
"15623 I just want to move back in with my mom \n",
|
|
|
|
|
"12023 guys lets vote!!! \n",
|
|
|
|
|
"15763 Bruhhhh this man need a show ASAP!!! \n",
|
|
|
|
|
"57240 AND THE RICH SIT IN A LOW PLACE \n",
|
|
|
|
|
"2418 Time to go to bed \n",
|
|
|
|
|
"66384 May sound like a hillbilly, but girls that can... \n",
|
|
|
|
|
"44639 <USER> <USER> <USER> IM DYING \n",
|
|
|
|
|
"54463 Black forest hot chocolate is coming back to C... \n",
|
|
|
|
|
"38407 5 days till my 21st. \n",
|
|
|
|
|
"31342 <USER> I'm just going to leave my Twitter acct... \n",
|
|
|
|
|
"41255 Oh god im so happy \n",
|
|
|
|
|
"19686 In my head \n",
|
|
|
|
|
"67193 <USER> Jo, chilllllllll. This kid is mentally... \n",
|
|
|
|
|
"40650 I’m ready sis \n",
|
|
|
|
|
"64416 Sometimes we need to know how to respect our p... \n",
|
|
|
|
|
"19525 Right? \n",
|
|
|
|
|
"39024 <USER> priceless love how <USER> got back at ... \n",
|
|
|
|
|
"35342 <USER> Right \n",
|
|
|
|
|
"9715 Opo pang i will! \n",
|
|
|
|
|
"40490 <USER> WOW whomever was tasked with vetting a... \n",
|
|
|
|
|
"22064 Thank you <USER> ! \n",
|
|
|
|
|
"53563 Dat daurin Dan kwali from behind is the real ... \n",
|
|
|
|
|
"67332 I miss my baby so much ♥️ \n",
|
|
|
|
|
"15404 alright i'm gonna go take a shower, let me kno... \n",
|
|
|
|
|
"30130 <USER> and neither are buying her music \n",
|
|
|
|
|
"37242 <USER> I saw that too as well! I feel to have ... \n",
|
|
|
|
|
"30533 I had a mental break down but I’m back like hey \n",
|
|
|
|
|
"... ... \n",
|
|
|
|
|
"16955 Bless up Esquivel finally update aeries \n",
|
|
|
|
|
"36805 <USER> <USER> <USER> Look just like my Mizuno ... \n",
|
|
|
|
|
"56326 This felt like it happened yesterday. <HASHTAG> \n",
|
|
|
|
|
"40306 Our Guest photo this week highlights the beaut... \n",
|
|
|
|
|
"51333 I need to see what “the stranger things” is ab... \n",
|
|
|
|
|
"42339 <USER> Plz can u make me a pc I don’t have eno... \n",
|
|
|
|
|
"7644 <USER> this is insulting \n",
|
|
|
|
|
"13953 I know this might sound crazy but I rather Don... \n",
|
|
|
|
|
"26460 Just a couple of cute pugs hanging out \n",
|
|
|
|
|
"31571 <USER> She knows nothing will happen to her.. ... \n",
|
|
|
|
|
"9536 <USER> happy raisin \n",
|
|
|
|
|
"19571 I'm so disappointed \n",
|
|
|
|
|
"35934 <USER> <USER> Nailed it. \n",
|
|
|
|
|
"4605 <USER> oh it’s more than a thing! \n",
|
|
|
|
|
"1913 <USER> stop it \n",
|
|
|
|
|
"11827 Have an awesome <HASHTAG> ❤️ <HASHTAG> \n",
|
|
|
|
|
"15181 <USER> when I see elbows ? \n",
|
|
|
|
|
"32869 Damn Jani back at it again with the BB-8 costu... \n",
|
|
|
|
|
"40784 I think a big part of the reason Nick Wilde is... \n",
|
|
|
|
|
"18611 My 12 year old brother on Altuve- “he’s like t... \n",
|
|
|
|
|
"28341 <USER> Bruh like how she know the exact number? \n",
|
|
|
|
|
"41368 They starting early \n",
|
|
|
|
|
"35554 Please come through <USER> \n",
|
|
|
|
|
"27968 <USER> Thank you \n",
|
|
|
|
|
"36772 Imagine if the Vikings had a top 10 QB \n",
|
|
|
|
|
"7568 Le costume de cupcakke....... \n",
|
|
|
|
|
"62837 <USER> aM FKXNSK SCREAMING ODM \n",
|
|
|
|
|
"34105 My birthday tomorrow \n",
|
|
|
|
|
"59069 im just tryna change your life \n",
|
|
|
|
|
"47088 Do I look like I’m off 79th . Foh \n",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"\n",
|
2018-06-10 18:32:41 +02:00
|
|
|
|
"[3337 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
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"execution_count": 61,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"source": [
|
|
|
|
|
"testlist.to_csv('test.csv')"
|
|
|
|
|
]
|
|
|
|
|
},
|
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",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"execution_count": 63,
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"application/vnd.jupyter.widget-view+json": {
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"model_id": "865c37ebeb2443a589ccbaf220456457",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"version_major": 2,
|
|
|
|
|
"version_minor": 0
|
|
|
|
|
},
|
|
|
|
|
"text/html": [
|
|
|
|
|
"<p>Failed to display Jupyter Widget of type <code>Text</code>.</p>\n",
|
|
|
|
|
"<p>\n",
|
|
|
|
|
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
|
|
|
|
|
" that the widgets JavaScript is still loading. If this message persists, it\n",
|
|
|
|
|
" likely means that the widgets JavaScript library is either not installed or\n",
|
|
|
|
|
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
|
|
|
|
|
" Widgets Documentation</a> for setup instructions.\n",
|
|
|
|
|
"</p>\n",
|
|
|
|
|
"<p>\n",
|
|
|
|
|
" If you're reading this message in another frontend (for example, a static\n",
|
|
|
|
|
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
|
|
|
|
|
" it may mean that your frontend doesn't currently support widgets.\n",
|
|
|
|
|
"</p>\n"
|
|
|
|
|
],
|
|
|
|
|
"text/plain": [
|
|
|
|
|
"Text(value='')"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"data": {
|
|
|
|
|
"application/vnd.jupyter.widget-view+json": {
|
2018-06-10 17:31:43 +02:00
|
|
|
|
"model_id": "d34382a5e13c4be396303afc6b138c2a",
|
2018-06-05 15:51:58 +02:00
|
|
|
|
"version_major": 2,
|
|
|
|
|
"version_minor": 0
|
|
|
|
|
},
|
|
|
|
|
"text/html": [
|
|
|
|
|
"<p>Failed to display Jupyter Widget of type <code>VBox</code>.</p>\n",
|
|
|
|
|
"<p>\n",
|
|
|
|
|
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
|
|
|
|
|
" that the widgets JavaScript is still loading. If this message persists, it\n",
|
|
|
|
|
" likely means that the widgets JavaScript library is either not installed or\n",
|
|
|
|
|
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
|
|
|
|
|
" Widgets Documentation</a> for setup instructions.\n",
|
|
|
|
|
"</p>\n",
|
|
|
|
|
"<p>\n",
|
|
|
|
|
" If you're reading this message in another frontend (for example, a static\n",
|
|
|
|
|
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
|
|
|
|
|
" it may mean that your frontend doesn't currently support widgets.\n",
|
|
|
|
|
"</p>\n"
|
|
|
|
|
],
|
|
|
|
|
"text/plain": [
|
|
|
|
|
"VBox(children=(Button(description='get smiley', icon='check', style=ButtonStyle(), tooltip='Click me'), Output()))"
|
|
|
|
|
]
|
|
|
|
|
},
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"output_type": "display_data"
|
|
|
|
|
}
|
|
|
|
|
],
|
|
|
|
|
"source": [
|
|
|
|
|
"out = widgets.Output()\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"t = widgets.Text()\n",
|
|
|
|
|
"b = widgets.Button(\n",
|
|
|
|
|
" description='get smiley',\n",
|
|
|
|
|
" disabled=False,\n",
|
|
|
|
|
" button_style='', # 'success', 'info', 'warning', 'danger' or ''\n",
|
|
|
|
|
" tooltip='Click me',\n",
|
|
|
|
|
" icon='check'\n",
|
|
|
|
|
")\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"def handle_submit(sender):\n",
|
|
|
|
|
" with out:\n",
|
|
|
|
|
" clear_output()\n",
|
|
|
|
|
" with out:\n",
|
2018-06-09 14:54:34 +02:00
|
|
|
|
" pred = clf.predict(vectorizer.transform([t.value]))\n",
|
|
|
|
|
" \n",
|
2018-06-10 17:31:43 +02:00
|
|
|
|
" display(Markdown(\"# \" + str(sent2emoji(pred))))\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
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": null,
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
|
|
|
|
"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
|
|
|
|
|
}
|