nlp-lab/Project/simple_approach/simple_twitter_learning.ipynb

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{
"cells": [
{
"cell_type": "code",
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"execution_count": 2,
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"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",
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"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"
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]
},
{
"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",
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"execution_count": 7,
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"metadata": {},
"outputs": [],
"source": [
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"data_root_folder = \"../data/en/\" # i created a symlink here"
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]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* get all json files in `data_root_folder`"
]
},
{
"cell_type": "code",
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"execution_count": 9,
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"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",
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"execution_count": 46,
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"metadata": {},
"outputs": [
{
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"ename": "ValueError",
"evalue": "Expected object or value",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-46-5728c8231168>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtwitter_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson_files\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"utf-8\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mtwitter_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mread_json\u001b[1;34m(path_or_buf, orient, typ, dtype, convert_axes, convert_dates, keep_default_dates, numpy, precise_float, date_unit, encoding, lines, chunksize, compression)\u001b[0m\n\u001b[0;32m 364\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mjson_reader\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 365\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 366\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mjson_reader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 367\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 368\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mread\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 465\u001b[0m )\n\u001b[0;32m 466\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 467\u001b[1;33m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_object_parser\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 468\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 469\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36m_get_object_parser\u001b[1;34m(self, json)\u001b[0m\n\u001b[0;32m 482\u001b[0m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 483\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtyp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'frame'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 484\u001b[1;33m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mFrameParser\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 485\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 486\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtyp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'series'\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36mparse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 574\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 575\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 576\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parse_no_numpy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 577\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 578\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\json\\json.py\u001b[0m in \u001b[0;36m_parse_no_numpy\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 791\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"columns\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 792\u001b[0m self.obj = DataFrame(\n\u001b[1;32m--> 793\u001b[1;33m loads(json, precise_float=self.precise_float), dtype=None)\n\u001b[0m\u001b[0;32m 794\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"split\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 795\u001b[0m decoded = dict((str(k), v)\n",
"\u001b[1;31mValueError\u001b[0m: Expected object or value"
]
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}
],
"source": [
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"twitter_data = pd.read_json(json_files[0], encoding=\"utf-8\")\n",
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"twitter_data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* extracting emojis and text"
]
},
{
"cell_type": "code",
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"execution_count": 11,
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"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",
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"execution_count": 12,
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"metadata": {},
"outputs": [],
"source": [
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"# defining blacklist for modifier emojis:\n",
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"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",
"])"
]
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},
{
"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
"outputs": [],
"source": [
"# filtering them and the EMOJI keyword out:\n",
"plain_text = plain_text.str.replace(\"<EMOJI>\",\"\").str.replace(\"[\" + \"\".join(list(emoji_blacklist)) + \"]\",\"\")"
]
},
{
"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
"outputs": [],
"source": [
"# making a set of the emoji list:\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* trying a multi label vectorizer"
]
},
{
"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
"outputs": [],
"source": [
"mlb = MultiLabelBinarizer()\n",
"\n",
"labels = mlb.fit_transform(emojis)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* generating train and test set:"
]
},
{
"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
"outputs": [],
"source": [
"X1, Xt1, y1, yt1 = train_test_split(plain_text, labels, test_size=0.1, random_state=4222)"
]
},
{
"cell_type": "code",
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"execution_count": 17,
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"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",
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"execution_count": 18,
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"metadata": {},
"outputs": [],
"source": [
"from sklearn.neural_network import MLPClassifier as MLP\n",
"from sklearn.multiclass import OneVsRestClassifier as OVRC\n",
"from sklearn.tree import DecisionTreeClassifier as DTC"
]
},
{
"cell_type": "code",
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"execution_count": 19,
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"metadata": {},
"outputs": [],
"source": [
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"def train(max_size = 1000):\n",
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" clf = OVRC(DTC())\n",
"\n",
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" clf.fit(vec_train[:max_size], y1[:max_size])\n",
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" \n",
" return clf"
]
},
{
"cell_type": "code",
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"execution_count": 20,
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"metadata": {},
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 0 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 1 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 4 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 15 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 16 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 17 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 19 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 22 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 23 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 24 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 25 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 26 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 27 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 28 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 30 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 31 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 32 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 33 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 34 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 35 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 36 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 37 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 38 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 39 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 40 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 41 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 42 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 43 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 44 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 46 is present in all training examples.\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 47 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 48 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 49 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 51 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 53 is present in all training examples.\n",
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},
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" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 746 is present in all training examples.\n",
" str(classes[c]))\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 754 is present in all training examples.\n",
" str(classes[c]))\n",
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" str(classes[c]))\n",
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" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 780 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 782 is present in all training examples.\n",
" str(classes[c]))\n",
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 784 is present in all training examples.\n",
" str(classes[c]))\n"
]
}
],
2018-06-05 15:51:58 +02:00
"source": [
"clf = train()"
]
},
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",
2018-06-05 17:30:41 +02:00
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"pred = clf.predict(vectorizer.transform(Xt1))\n",
"\n",
"# build a dataframe to visualize test results:\n",
"testlist = pd.DataFrame({'text': Xt1, 'teacher': mlb.inverse_transform(yt1), 'predict': mlb.inverse_transform(pred)})"
]
},
{
"cell_type": "code",
"execution_count": 36,
2018-06-05 15:51:58 +02:00
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
" <th>57624</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😡, 💥)</td>\n",
" <td>@RealRoseTaylor1: IMO A terrorist doesn’t h...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>58180</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😒,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@mog7546: NOT BREAKING NEWS - #KELLY's STUPID...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122719</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(🤦, 😂)</td>\n",
" <td>@SpecialMonroe: I’m more of like a “ yes ...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>132425</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(🤷,)</td>\n",
" <td>@xo_sweetttnesss Basically ðŸ<C3B0>½â€<C3A2>♀ï¸<C3AF></td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>95629</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(😂,)</td>\n",
" <td>(😂,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@JVino_: Never should of gave niggas technolo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>144805</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(😂,)</td>\n",
" <td>(🤷,)</td>\n",
" <td>@_Erickaaaaaaa: People mad iffy I’m not aro...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>50997</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💕, 🛫)</td>\n",
" <td>(💕, 🛫)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@MURASAKI_9394: &amp;lt;preview&amp;gt; 171101 ICN@mt...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52294</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(👻,)</td>\n",
" <td>(😣, ðŸ˜<C5B8>)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@JaDinePhils: Rogue x Gambit x Deadpool No cu...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57600</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🙌,)</td>\n",
" <td>(💙,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@CailenHanzlik: So hyped watching my former t...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12709</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(💀,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@C_eazyy @RuthlessLuke_ LMAO DED let a nigga s...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>159921</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(👎,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@ShawnHayes_Real @Mr_Ghostly @CR_Shelton @Rojo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1297</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😂, 💀)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Ieansquad: he really solved the equation I c...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124445</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(⚾, 🙋)</td>\n",
" <td>(😩,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>It is really breaking my heart. Imma stick by ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150159</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(ðŸ<C3B0>°,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@jikookarchive: : aw sexy~: (jimin your cleav...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170959</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(✅, 😭, ðŸ<C3B0>Œ)</td>\n",
" <td>(✅, 🔥, ðŸ<C3B0>)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Harrys1DEmpire: 1: Like this2: Follow all th...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46992</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(🎬, 💋, 🔗)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@ONGSEONGWU_TH: [] #WANNAONE X Innisfree | On...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130772</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(ðŸ<C3B0>º,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@lbtreiman: Well i certainly didn't get 'em a...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63733</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(🎃,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@gamngbizzle: Follow everyone who retweets t...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22026</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(💕, 📷)</td>\n",
" <td>@fshion_me: Love itã€<C3A3>@perlinekã€Coupon code...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>109588</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(ðŸ˜<C5B8>,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@SoCuteBabies: Those eyes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>167358</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💕,)</td>\n",
" <td>(😈, 👻)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Lepetit626: Happy Halloween from the cutest ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132276</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(💀,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@marceoooo shuttup</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150897</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😈, 🔥)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@instaWANKtube: Drilling babe@mistersex17 @hq...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15211</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(🎃,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@G_Eazy: Hopped out of the millennium falcon ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58157</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(⌛, 💊)</td>\n",
" <td>(⌛, 💊)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@NBCNewsNight: Stranger Things Neuro Upside D...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87036</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😂,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>I ran a lot harder back then, as well.I join v...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68909</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💎,)</td>\n",
" <td>(🚗,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Holy_Boost: SUMMER BOOST case GA! -Like+ ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70063</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😭,)</td>\n",
" <td>I love you so much meliflua â<>¤ï¸<C3AF></td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>53508</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(💥,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@SMMmarkeing786: Get FREE CBD OIL Trial Bott...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91590</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(👀,)</td>\n",
" <td>(👀,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@dezidoesit: Shea Moisture did not come to pl...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82637</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🎃,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>()</td>\n",
" <td>@KissaSins: Follow me on Instagram!!</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151805</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(👀,)</td>\n",
" <td>(👀,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@dezidoesit: Shea Moisture did not come to pl...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25914</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(🔘,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Heartless600904: He knows how badly he hurt ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91602</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😡,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@1776Stonewall @Frederick99m That's when I kne...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16911</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(😭, ðŸ˜<C5B8>)</td>\n",
" <td>(😩,)</td>\n",
" <td>Not even out of bed yet and I’m ready to get...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>94798</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🙄,)</td>\n",
" <td>(🙃,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>nobody gets how lonely and hungry i get</td>\n",
" </tr>\n",
" <tr>\n",
" <th>112317</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(🤗,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@BIGAC_: new month, new money, new opportunit...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72241</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😎,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@ZeeTamil: Happy birthday @iamsrk #ZeeTamil #...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>160551</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😭,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@WORLDSTARNOW: Drake looks like he entering h...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>151889</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💖,)</td>\n",
" <td>(ðŸ˜<C5B8>,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@GenderReveaIs: The moment of truth, hoop sty...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64998</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🎃,)</td>\n",
" <td>(💓, ðŸ<C3B0>¶)</td>\n",
" <td>@LA_Loving: Baby’s first Halloween</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>138015</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(👀,)</td>\n",
" <td>(😂,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@MikeChosen1: When you got a girl who doesn't...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84447</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🌹,)</td>\n",
" <td>(💕,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@LiamPayne @pinkskiesljp @BestSimy @LiamPayne ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125899</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(â­<C3A2>, ðŸ<C5B8>, 💙, ðŸ™<C5B8>)</td>\n",
" <td>(ðŸ™<C5B8>,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@Oh_Ashlaay We just have to pray to the baseba...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47898</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(😂,)</td>\n",
" <td>(😂,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@JVino_: Never should of gave niggas technolo...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7597</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😂,)</td>\n",
" <td>@junkiejunkrat We’re doing goooooood. But fu...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>173305</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(🌈, 💛)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>Ohh nice.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>133827</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(💙,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@JenBluesnake: This is lovely. Unsworth's app...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>157487</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(💻,)</td>\n",
" <td>@yesyours: : Vehicle Magnet #VehicleMagnet ð...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>142977</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(🌸, 💓)</td>\n",
" <td>@namkook_daily: they are so cosy and soft â˜<C3A2></td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>47506</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(💙, 🔥)</td>\n",
" <td>@Juli_SJ13: ••••••2017 SAVED •â...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>164518</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😜,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@marcogumabao: I hope you like your eggs SUNN...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96549</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(🎃,)</td>\n",
" <td>(💓, ðŸ<C3B0>¶)</td>\n",
" <td>@LA_Loving: Baby’s first Halloween</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>69134</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(😡, 😞)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>Reading this @AshcroftBen with many mixed emot...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116753</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(ðŸ<C3B0>,)</td>\n",
" <td>@Caradelevingne: â<>¤ï¸<C3AF> NO_ONE EVER REALLY DI...</td>\n",
2018-06-05 15:51:58 +02:00
" </tr>\n",
" <tr>\n",
" <th>125133</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(😉, 🖤)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@DannyTu3250187: @Kriszti7504 @filipina_krueg...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5081</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💖,)</td>\n",
" <td>(😘,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@brysoxox: rt or gay</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62088</th>\n",
" <td>()</td>\n",
2018-06-05 17:30:41 +02:00
" <td>(💔,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>Why do say that hondas are for fboys??</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32769</th>\n",
2018-06-05 17:30:41 +02:00
" <td>(💛,)</td>\n",
" <td>(ðŸ˜<C5B8>,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>@menggalurks: Live na ba ang EB today? #ALDU...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92385</th>\n",
2018-06-05 17:30:41 +02:00
" <td>()</td>\n",
" <td>(💔,)</td>\n",
2018-06-05 15:51:58 +02:00
" <td>OML, WHAT HAPPENED?!!</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>17634 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
2018-06-05 17:30:41 +02:00
" predict teacher \\\n",
"57624 () (😡, 💥) \n",
"58180 () (😒,) \n",
"122719 () (🤦, 😂) \n",
"132425 () (🤷,) \n",
"95629 (😂,) (😂,) \n",
"144805 (😂,) (🤷,) \n",
"50997 (💕, 🛫) (💕, 🛫) \n",
"52294 (👻,) (😣, ðŸ˜<C5B8>) \n",
"57600 (🙌,) (💙,) \n",
"12709 () (💀,) \n",
"159921 () (👎,) \n",
"1297 () (😂, 💀) \n",
"124445 (⚾, 🙋) (😩,) \n",
"150159 () (ðŸ<C3B0>°,) \n",
"170959 (✅, 😭, ðŸ<C3B0>Œ) (✅, 🔥, ðŸ<C3B0>) \n",
"46992 () (🎬, 💋, 🔗) \n",
"130772 () (ðŸ<C3B0>º,) \n",
"63733 () (🎃,) \n",
"22026 () (💕, 📷) \n",
"109588 () (ðŸ˜<C5B8>,) \n",
"167358 (💕,) (😈, 👻) \n",
"132276 () (💀,) \n",
"150897 () (😈, 🔥) \n",
"15211 () (🎃,) \n",
"58157 (⌛, 💊) (⌛, 💊) \n",
"87036 () (😂,) \n",
"68909 (💎,) (🚗,) \n",
"70063 () (😭,) \n",
"53508 () (💥,) \n",
"91590 (👀,) (👀,) \n",
"... ... ... \n",
"82637 (🎃,) () \n",
"151805 (👀,) (👀,) \n",
"25914 () (🔘,) \n",
"91602 () (😡,) \n",
"16911 (😭, ðŸ˜<C5B8>) (😩,) \n",
"94798 (🙄,) (🙃,) \n",
"112317 () (🤗,) \n",
"72241 () (😎,) \n",
"160551 () (😭,) \n",
"151889 (💖,) (ðŸ˜<C5B8>,) \n",
"64998 (🎃,) (💓, ðŸ<C3B0>¶) \n",
"138015 (👀,) (😂,) \n",
"84447 (🌹,) (💕,) \n",
"125899 (â­<C3A2>, ðŸ<C5B8>, 💙, ðŸ™<C5B8>) (ðŸ™<C5B8>,) \n",
"47898 (😂,) (😂,) \n",
"7597 () (😂,) \n",
"173305 () (🌈, 💛) \n",
"133827 () (💙,) \n",
"157487 () (💻,) \n",
"142977 () (🌸, 💓) \n",
"47506 () (💙, 🔥) \n",
"164518 () (😜,) \n",
"96549 (🎃,) (💓, ðŸ<C3B0>¶) \n",
"69134 () (😡, 😞) \n",
"116753 () (ðŸ<C3B0>,) \n",
"125133 () (😉, 🖤) \n",
"5081 (💖,) (😘,) \n",
"62088 () (💔,) \n",
"32769 (💛,) (ðŸ˜<C5B8>,) \n",
"92385 () (💔,) \n",
2018-06-05 15:51:58 +02:00
"\n",
" text \n",
2018-06-05 17:30:41 +02:00
"57624 @RealRoseTaylor1: IMO A terrorist doesn’t h... \n",
2018-06-05 15:51:58 +02:00
"58180 @mog7546: NOT BREAKING NEWS - #KELLY's STUPID... \n",
2018-06-05 17:30:41 +02:00
"122719 @SpecialMonroe: I’m more of like a “ yes ... \n",
"132425 @xo_sweetttnesss Basically ðŸ<C3B0>½â€<C3A2>♀ï¸<C3AF> \n",
2018-06-05 15:51:58 +02:00
"95629 @JVino_: Never should of gave niggas technolo... \n",
2018-06-05 17:30:41 +02:00
"144805 @_Erickaaaaaaa: People mad iffy I’m not aro... \n",
2018-06-05 15:51:58 +02:00
"50997 @MURASAKI_9394: &lt;preview&gt; 171101 ICN@mt... \n",
"52294 @JaDinePhils: Rogue x Gambit x Deadpool No cu... \n",
"57600 @CailenHanzlik: So hyped watching my former t... \n",
"12709 @C_eazyy @RuthlessLuke_ LMAO DED let a nigga s... \n",
"159921 @ShawnHayes_Real @Mr_Ghostly @CR_Shelton @Rojo... \n",
"1297 @Ieansquad: he really solved the equation I c... \n",
"124445 It is really breaking my heart. Imma stick by ... \n",
"150159 @jikookarchive: : aw sexy~: (jimin your cleav... \n",
"170959 @Harrys1DEmpire: 1: Like this2: Follow all th... \n",
"46992 @ONGSEONGWU_TH: [] #WANNAONE X Innisfree | On... \n",
"130772 @lbtreiman: Well i certainly didn't get 'em a... \n",
"63733 @gamngbizzle: Follow everyone who retweets t... \n",
2018-06-05 17:30:41 +02:00
"22026 @fshion_me: Love itã€<C3A3>@perlinekã€Coupon code... \n",
2018-06-05 15:51:58 +02:00
"109588 @SoCuteBabies: Those eyes \n",
"167358 @Lepetit626: Happy Halloween from the cutest ... \n",
"132276 @marceoooo shuttup \n",
"150897 @instaWANKtube: Drilling babe@mistersex17 @hq... \n",
"15211 @G_Eazy: Hopped out of the millennium falcon ... \n",
"58157 @NBCNewsNight: Stranger Things Neuro Upside D... \n",
"87036 I ran a lot harder back then, as well.I join v... \n",
"68909 @Holy_Boost: SUMMER BOOST case GA! -Like+ ... \n",
2018-06-05 17:30:41 +02:00
"70063 I love you so much meliflua â<>¤ï¸<C3AF> \n",
2018-06-05 15:51:58 +02:00
"53508 @SMMmarkeing786: Get FREE CBD OIL Trial Bott... \n",
"91590 @dezidoesit: Shea Moisture did not come to pl... \n",
"... ... \n",
"82637 @KissaSins: Follow me on Instagram!! \n",
"151805 @dezidoesit: Shea Moisture did not come to pl... \n",
"25914 @Heartless600904: He knows how badly he hurt ... \n",
"91602 @1776Stonewall @Frederick99m That's when I kne... \n",
2018-06-05 17:30:41 +02:00
"16911 Not even out of bed yet and I’m ready to get... \n",
2018-06-05 15:51:58 +02:00
"94798 nobody gets how lonely and hungry i get \n",
"112317 @BIGAC_: new month, new money, new opportunit... \n",
"72241 @ZeeTamil: Happy birthday @iamsrk #ZeeTamil #... \n",
"160551 @WORLDSTARNOW: Drake looks like he entering h... \n",
"151889 @GenderReveaIs: The moment of truth, hoop sty... \n",
2018-06-05 17:30:41 +02:00
"64998 @LA_Loving: Baby’s first Halloween \n",
2018-06-05 15:51:58 +02:00
"138015 @MikeChosen1: When you got a girl who doesn't... \n",
"84447 @LiamPayne @pinkskiesljp @BestSimy @LiamPayne ... \n",
"125899 @Oh_Ashlaay We just have to pray to the baseba... \n",
"47898 @JVino_: Never should of gave niggas technolo... \n",
2018-06-05 17:30:41 +02:00
"7597 @junkiejunkrat We’re doing goooooood. But fu... \n",
2018-06-05 15:51:58 +02:00
"173305 Ohh nice. \n",
"133827 @JenBluesnake: This is lovely. Unsworth's app... \n",
2018-06-05 17:30:41 +02:00
"157487 @yesyours: : Vehicle Magnet #VehicleMagnet ð... \n",
"142977 @namkook_daily: they are so cosy and soft â˜<C3A2> \n",
"47506 @Juli_SJ13: ••••••2017 SAVED •â... \n",
2018-06-05 15:51:58 +02:00
"164518 @marcogumabao: I hope you like your eggs SUNN... \n",
2018-06-05 17:30:41 +02:00
"96549 @LA_Loving: Baby’s first Halloween \n",
2018-06-05 15:51:58 +02:00
"69134 Reading this @AshcroftBen with many mixed emot... \n",
2018-06-05 17:30:41 +02:00
"116753 @Caradelevingne: â<>¤ï¸<C3AF> NO_ONE EVER REALLY DI... \n",
2018-06-05 15:51:58 +02:00
"125133 @DannyTu3250187: @Kriszti7504 @filipina_krueg... \n",
"5081 @brysoxox: rt or gay \n",
"62088 Why do say that hondas are for fboys?? \n",
"32769 @menggalurks: Live na ba ang EB today? #ALDU... \n",
"92385 OML, WHAT HAPPENED?!! \n",
"\n",
"[17634 rows x 3 columns]"
]
},
"metadata": {},
"output_type": "display_data"
2018-06-05 17:30:41 +02:00
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"()\n"
]
2018-06-05 15:51:58 +02:00
}
],
"source": [
2018-06-05 17:30:41 +02:00
"display(testlist)\n",
"print(testlist[\"predict\"][57624])"
2018-06-05 15:51:58 +02:00
]
},
{
"cell_type": "code",
2018-06-05 15:57:26 +02:00
"execution_count": 60,
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",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1e6d156f9beb42ada3790d977beb2b7c",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"<p>Failed to display Jupyter Widget of type <code>Text</code>.</p>\n",
"<p>\n",
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
" it may mean that your frontend doesn't currently support widgets.\n",
"</p>\n"
],
"text/plain": [
"Text(value='')"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b76a73c0fa7946f28fe91e18240484a4",
"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",
" display(Markdown(\"# \" + str(mlb.inverse_transform(clf.predict(vectorizer.transform([t.value])))[0])))\n",
"\n",
"b.on_click(handle_submit)\n",
" \n",
"display(t)\n",
"display(widgets.VBox([b, out])) "
]
},
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{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.9991493705341953\n",
"15\n"
]
}
],
"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)"
]
},
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{
"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",
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"version": "3.6.4"
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}
},
"nbformat": 4,
"nbformat_minor": 2
}