{ "cells": [ { "cell_type": "code", "execution_count": 2, "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", "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" ] }, { "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", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "data_root_folder = \"../data/en/\" # i created a symlink here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* get all json files in `data_root_folder`" ] }, { "cell_type": "code", "execution_count": 9, "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", "execution_count": 46, "metadata": {}, "outputs": [ { "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\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtwitter_data\u001b[0m \u001b[1;33m=\u001b[0m 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\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" ] } ], "source": [ "twitter_data = pd.read_json(json_files[0], encoding=\"utf-8\")\n", "twitter_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* extracting emojis and text" ] }, { "cell_type": "code", "execution_count": 11, "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 `` (just for the beginning)\n", " * removing remaining useless emojis, like skin modifier etc." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# defining blacklist for modifier emojis:\n", "emoji_blacklist = set([\n", " chr(0x1F3FB),\n", " chr(0x1F3FC),\n", " chr(0x1F3FD),\n", " chr(0x1F3FE),\n", " chr(0x1F3FF),\n", " chr(0x2642),\n", " chr(0x2640)\n", "])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# filtering them and the EMOJI keyword out:\n", "plain_text = plain_text.str.replace(\"\",\"\").str.replace(\"[\" + \"\".join(list(emoji_blacklist)) + \"]\",\"\")" ] }, { "cell_type": "code", "execution_count": 14, "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", "execution_count": 15, "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", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "X1, Xt1, y1, yt1 = train_test_split(plain_text, labels, test_size=0.1, random_state=4222)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "vectorizer = TfidfVectorizer(stop_words='english')\n", "vec_train = vectorizer.fit_transform(X1)\n", "vec_test = vectorizer.transform(Xt1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* train. this can take a very long time..." ] }, { "cell_type": "code", "execution_count": 18, "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", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def train(max_size = 1000):\n", " clf = OVRC(DTC())\n", "\n", " clf.fit(vec_train[:max_size], y1[:max_size])\n", " \n", " return clf" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { 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"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", "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\sklearn\\multiclass.py:76: UserWarning: Label not 757 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 759 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 761 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 763 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 767 is present in all training examples.\n", " 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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" ] } ], "source": [ "clf = train()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* make a prediction and store it in a csv file:" ] }, { "cell_type": "code", "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, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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predictteachertext
57624()(😡, 💥)@RealRoseTaylor1: IMO A terrorist doesn’t h...
58180()(😒,)@mog7546: NOT BREAKING NEWS - #KELLY's STUPID...
122719()(🤦, 😂)@SpecialMonroe: I’m more of like a “ yes ...
132425()(🤷,)@xo_sweetttnesss Basically ��♀�
95629(😂,)(😂,)@JVino_: Never should of gave niggas technolo...
144805(😂,)(🤷,)@_Erickaaaaaaa: People mad iffy I’m not aro...
50997(💕, 🛫)(💕, 🛫)@MURASAKI_9394: <preview> 171101 ICN@mt...
52294(👻,)(😣, �)@JaDinePhils: Rogue x Gambit x Deadpool No cu...
57600(🙌,)(💙,)@CailenHanzlik: So hyped watching my former t...
12709()(💀,)@C_eazyy @RuthlessLuke_ LMAO DED let a nigga s...
159921()(👎,)@ShawnHayes_Real @Mr_Ghostly @CR_Shelton @Rojo...
1297()(😂, 💀)@Ieansquad: he really solved the equation I c...
124445(⚾, 🙋)(😩,)It is really breaking my heart. Imma stick by ...
150159()(�,)@jikookarchive: : aw sexy~: (jimin your cleav...
170959(✅, 😭, �)(✅, 🔥, �)@Harrys1DEmpire: 1: Like this2: Follow all th...
46992()(🎬, 💋, 🔗)@ONGSEONGWU_TH: [] #WANNAONE X Innisfree | On...
130772()(�,)@lbtreiman: Well i certainly didn't get 'em a...
63733()(🎃,)@gamngbizzle: Follow everyone who retweets t...
22026()(💕, 📷)@fshion_me: Love it�@perlinek】Coupon code...
109588()(�,)@SoCuteBabies: Those eyes
167358(💕,)(😈, 👻)@Lepetit626: Happy Halloween from the cutest ...
132276()(💀,)@marceoooo shuttup
150897()(😈, 🔥)@instaWANKtube: Drilling babe@mistersex17 @hq...
15211()(🎃,)@G_Eazy: Hopped out of the millennium falcon ...
58157(⌛, 💊)(⌛, 💊)@NBCNewsNight: Stranger Things Neuro Upside D...
87036()(😂,)I ran a lot harder back then, as well.I join v...
68909(💎,)(🚗,)@Holy_Boost: SUMMER BOOST case GA! -Like+ ...
70063()(😭,)I love you so much meliflua ��
53508()(💥,)@SMMmarkeing786: Get FREE CBD OIL Trial Bott...
91590(👀,)(👀,)@dezidoesit: Shea Moisture did not come to pl...
............
82637(🎃,)()@KissaSins: Follow me on Instagram!!
151805(👀,)(👀,)@dezidoesit: Shea Moisture did not come to pl...
25914()(🔘,)@Heartless600904: He knows how badly he hurt ...
91602()(😡,)@1776Stonewall @Frederick99m That's when I kne...
16911(😭, �)(😩,)Not even out of bed yet and I’m ready to get...
94798(🙄,)(🙃,)nobody gets how lonely and hungry i get
112317()(🤗,)@BIGAC_: new month, new money, new opportunit...
72241()(😎,)@ZeeTamil: Happy birthday @iamsrk #ZeeTamil #...
160551()(😭,)@WORLDSTARNOW: Drake looks like he entering h...
151889(💖,)(�,)@GenderReveaIs: The moment of truth, hoop sty...
64998(🎃,)(💓, �)@LA_Loving: Baby’s first Halloween
138015(👀,)(😂,)@MikeChosen1: When you got a girl who doesn't...
84447(🌹,)(💕,)@LiamPayne @pinkskiesljp @BestSimy @LiamPayne ...
125899(�, �, 💙, �)(�,)@Oh_Ashlaay We just have to pray to the baseba...
47898(😂,)(😂,)@JVino_: Never should of gave niggas technolo...
7597()(😂,)@junkiejunkrat We’re doing goooooood. But fu...
173305()(🌈, 💛)Ohh nice.
133827()(💙,)@JenBluesnake: This is lovely. Unsworth's app...
157487()(💻,)@yesyours: : Vehicle Magnet #VehicleMagnet ð...
142977()(🌸, 💓)@namkook_daily: they are so cosy and soft �
47506()(💙, 🔥)@Juli_SJ13: ••••••2017 SAVED •â...
164518()(😜,)@marcogumabao: I hope you like your eggs SUNN...
96549(🎃,)(💓, �)@LA_Loving: Baby’s first Halloween
69134()(😡, 😞)Reading this @AshcroftBen with many mixed emot...
116753()(�,)@Caradelevingne: �� NO_ONE EVER REALLY DI...
125133()(😉, 🖤)@DannyTu3250187: @Kriszti7504 @filipina_krueg...
5081(💖,)(😘,)@brysoxox: rt or gay
62088()(💔,)Why do say that hondas are for fboys??
32769(💛,)(�,)@menggalurks: Live na ba ang EB today? #ALDU...
92385()(💔,)OML, WHAT HAPPENED?!!
\n", "

17634 rows × 3 columns

\n", "
" ], "text/plain": [ " predict teacher \\\n", "57624 () (😡, 💥) \n", "58180 () (😒,) \n", "122719 () (🤦, 😂) \n", "132425 () (🤷,) \n", "95629 (😂,) (😂,) \n", "144805 (😂,) (🤷,) \n", "50997 (💕, 🛫) (💕, 🛫) \n", "52294 (👻,) (😣, ðŸ˜�) \n", "57600 (🙌,) (💙,) \n", "12709 () (💀,) \n", "159921 () (👎,) \n", "1297 () (😂, 💀) \n", "124445 (âš¾, 🙋) (😩,) \n", "150159 () (ðŸ�°,) \n", "170959 (✅, 😭, ðŸ�Œ) (✅, 🔥, ðŸ�‹) \n", "46992 () (🎬, 💋, 🔗) \n", "130772 () (ðŸ�º,) \n", "63733 () (🎃,) \n", "22026 () (💕, 📷) \n", "109588 () (ðŸ˜�,) \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˜�) (😩,) \n", "94798 (🙄,) (🙃,) \n", "112317 () (🤗,) \n", "72241 () (😎,) \n", "160551 () (😭,) \n", "151889 (💖,) (ðŸ˜�,) \n", "64998 (🎃,) (💓, ðŸ�¶) \n", "138015 (👀,) (😂,) \n", "84447 (🌹,) (💕,) \n", "125899 (â­�, ðŸ‘�, 💙, ðŸ™�) (ðŸ™�,) \n", "47898 (😂,) (😂,) \n", "7597 () (😂,) \n", "173305 () (🌈, 💛) \n", "133827 () (💙,) \n", "157487 () (💻,) \n", "142977 () (🌸, 💓) \n", "47506 () (💙, 🔥) \n", "164518 () (😜,) \n", "96549 (🎃,) (💓, ðŸ�¶) \n", "69134 () (😡, 😞) \n", "116753 () (ðŸ�‹,) \n", "125133 () (😉, 🖤) \n", "5081 (💖,) (😘,) \n", "62088 () (💔,) \n", "32769 (💛,) (ðŸ˜�,) \n", "92385 () (💔,) \n", "\n", " text \n", "57624 @RealRoseTaylor1: IMO A terrorist doesn’t h... \n", "58180 @mog7546: NOT BREAKING NEWS - #KELLY's STUPID... \n", "122719 @SpecialMonroe: I’m more of like a “ yes ... \n", "132425 @xo_sweetttnesss Basically ðŸ�½â€�♀ï¸� \n", "95629 @JVino_: Never should of gave niggas technolo... \n", "144805 @_Erickaaaaaaa: People mad iffy I’m not aro... \n", "50997 @MURASAKI_9394: <preview> 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", "22026 @fshion_me: Love itã€�@perlinek】Coupon code... \n", "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", "70063 I love you so much meliflua â�¤ï¸� \n", "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", "16911 Not even out of bed yet and I’m ready to get... \n", "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", "64998 @LA_Loving: Baby’s first Halloween \n", "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", "7597 @junkiejunkrat We’re doing goooooood. But fu... \n", "173305 Ohh nice. \n", "133827 @JenBluesnake: This is lovely. Unsworth's app... \n", "157487 @yesyours: : Vehicle Magnet #VehicleMagnet ð... \n", "142977 @namkook_daily: they are so cosy and soft â˜� \n", "47506 @Juli_SJ13: ••••••2017 SAVED •â... \n", "164518 @marcogumabao: I hope you like your eggs SUNN... \n", "96549 @LA_Loving: Baby’s first Halloween \n", "69134 Reading this @AshcroftBen with many mixed emot... \n", "116753 @Caradelevingne: â�¤ï¸� NO_ONE EVER REALLY DI... \n", "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" }, { "name": "stdout", "output_type": "stream", "text": [ "()\n" ] } ], "source": [ "display(testlist)\n", "print(testlist[\"predict\"][57624])" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "testlist.to_csv('test.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* a simple output widget for testing:" ] }, { "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": [ "

Failed to display Jupyter Widget of type Text.

\n", "

\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 Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\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": [ "

Failed to display Jupyter Widget of type VBox.

\n", "

\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 Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\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])) " ] }, { "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)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }