{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Sentiment Analysis on Amazon Reviews" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Student Name: Almoatasam Yousuf Rashid AL-Dhahli\n", "\n", "Student ID: S1638700\n", "\n", "Supervisor: James Paterson" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Steps Involved\n", "- Data Loading and Data Cleaning\n", "- Exploratory Data Vizualization\n", "- Text Pre-processing (NLP)\n", "- Sentiment Classifcation and Prediction- \"Positive\", \"Negative\",\"Neutral\"\n", "- Building and Validation of Model for Sentiment Prediction- (Comparison of Algorithms such as KNN, SVC, Random Forest, Decision Tree, Adaboost, GNB etc.)\n", "- Building a optimised Model for Sentiment Classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import the required libraries and dependencies " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "cd where/I/put/amazeviews\n", "scrapy crawl reviews -a book=25482121,1215485,121548,... -o file_name.csv" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "from collections import Counter\n", "import nltk\n", "import re as regex\n", "from sklearn.metrics import f1_score, precision_score, recall_score, accuracy_score, classification_report, confusion_matrix\n", "from sklearn.model_selection import train_test_split, cross_val_score, GridSearchCV, RandomizedSearchCV\n", "from time import time\n", "import gensim\n", "from sklearn import metrics\n", "from sklearn.pipeline import Pipeline\n", "from nltk import word_tokenize\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.naive_bayes import BernoulliNB\n", "from sklearn import ensemble\n", "from sklearn import tree\n", "from sklearn.neighbors import KNeighborsClassifier\n", "import matplotlib.pyplot as plt\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "%matplotlib inline\n", "\n", "import codecs\n", "import pandas as pd\n", "pd.set_option('display.max_rows', 500)\n", "pd.set_option('display.max_columns', 500)\n", "pd.set_option('display.width', 1000)\n", "\n", "import re\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from matplotlib import pylab\n", "%pylab inline\n", "pylab.rcParams['figure.figsize'] = (15, 9)\n", "from textblob import TextBlob\n", "import seaborn\n", "from wordcloud import WordCloud, STOPWORDS \n", "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer\n", "from sklearn.naive_bayes import MultinomialNB, BernoulliNB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35138" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"phone_reviews.csv\")\n", "len(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "B00CL4HUSI, B005ZD6WQS, B071HWTHPH, B071P2FNF2, B01BD8G3W6, B071LHJWDY, B078BN2H39, B01NAKU37U" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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tldbook_idamz_idauthor_nameratingauthor_urltext
0co.ukB005ZD6WQSRZGJ30KFZYWWQJulie L4https://www.amazon.co.uk/gp/profile/amzn1.acco...If you are looking for a cheap phone that work...
1co.ukB005ZD6WQSR32CR5MFXC9NSNSarah Wood5https://www.amazon.co.uk/gp/profile/amzn1.acco...Brought this phone for my Dad as he broke his ...
2co.ukB005ZD6WQSR7BDK8WADBMRQAmazon Customer1https://www.amazon.co.uk/gp/profile/amzn1.acco...Not happy with the iphone4 but then what did e...
3co.ukB005ZD6WQSR3BXAEGMEKE97IKindle Customer5https://www.amazon.co.uk/gp/profile/amzn1.acco...Bought earlier in the year and it is still goi...
4co.ukB005ZD6WQSR1HOWWVZJPW5AAJohnny Red5https://www.amazon.co.uk/gp/profile/amzn1.acco...Bought second hand as a back up phone for when...
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" ], "text/plain": [ " tld book_id amz_id author_name rating author_url text\n", "0 co.uk B005ZD6WQS RZGJ30KFZYWWQ Julie L 4 https://www.amazon.co.uk/gp/profile/amzn1.acco... If you are looking for a cheap phone that work...\n", "1 co.uk B005ZD6WQS R32CR5MFXC9NSN Sarah Wood 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Brought this phone for my Dad as he broke his ...\n", "2 co.uk B005ZD6WQS R7BDK8WADBMRQ Amazon Customer 1 https://www.amazon.co.uk/gp/profile/amzn1.acco... Not happy with the iphone4 but then what did e...\n", "3 co.uk B005ZD6WQS R3BXAEGMEKE97I Kindle Customer 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Bought earlier in the year and it is still goi...\n", "4 co.uk B005ZD6WQS R1HOWWVZJPW5AA Johnny Red 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Bought second hand as a back up phone for when..." ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "text_df = df[[\"text\"]]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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text
0If you are looking for a cheap phone that work...
1Brought this phone for my Dad as he broke his ...
2Not happy with the iphone4 but then what did e...
3Bought earlier in the year and it is still goi...
4Bought second hand as a back up phone for when...
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" ], "text/plain": [ " text\n", "0 If you are looking for a cheap phone that work...\n", "1 Brought this phone for my Dad as he broke his ...\n", "2 Not happy with the iphone4 but then what did e...\n", "3 Bought earlier in the year and it is still goi...\n", "4 Bought second hand as a back up phone for when..." ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "text = text_df.text" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Get the Sentiments using the TextBlob" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def clean_review(review):\n", " '''\n", " Utility function to clean text by removing links, special characters\n", " using simple regex statements.\n", " '''\n", " return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", str(review)).split())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0 If you are looking for a cheap phone that work 1 Brought this phone for my Dad as he broke his 2 Not happy with the iphone4 but then what did e 3 Bought earlier in the year and it is still goi 4 Bought second hand as a back up phone for when 5 Very good as described and excellent service 6 fair 7 Grans first phone maybe a older model but look 8 Considering this was a gift for a 10 year old 9 Brilliant Does as it says on the tin Very s 10 Bought2 of these through Vantage Cellular Th 11 I puschased this phone LISTED AS NEW for a C 12 It wasn t only a refurbished item instead of u 13 iPhone is in great shape It had no scratches 14 Phone4 nMy I phone4 arrived as promised The p 15 I paid for a new unlocked iPhone4 but I got 16 As stated in the description the iPhone had l 17 After saving up for several months I was able 18 Great ipod slah phone I like this phone but b 19 Bought what was advertised as an Apple iPhone 20 Handy war kaputt Dh Lautsprecher ging von Beg 21 Erst lange berlegt ob es ein Risiko ist ein g 22 leider habe ich bersehen dass hier bei I 23 El iphone lleg en una caja que no era origina 24 Leider funktioniert das Handy berhaupt nicht 25 die qualit t ist sehr gut und der preis passt 26 Realmente muy buen art culo y cumple exactamen 27 cre a que un iphone no me daria problemas sob 28 Muy buen tel fono m vil de los mejores iPhone 29 Es handelt sich um ein gebrauchtes iPhone wel 30 Top Handy das absolut seinen Zweck erf llt un 31 Die skeptische Haltung war v llig unbegr ndet 32 Das Handy ist gebraucht und ein ja mittlerweil 33 Als Firmenhandy f r Anrufe Whatsapp Kalendar 34 bonjour j etais contente de recevoir mon i ph 35 Casi obsoleto muchas de las aplicaciones ya n 36 Es un m vil macizo Creo que esperaba m s La 37 es lo que tenia en mente para hacer un regalo 38 nos habeis vendido un telefono falso nnos habe 39 Livraison rapide nArticle en tr s bonne qualit 40 il tait noter dans la description du produit 41 C est mon 2 me iPhone 4 le premier a dur 4 42 Produit arriver en tr s bon tat rien a dire d 43 Es un bueno tel fono Me gusta el tama o No e 44 ha sido muy facil y rapido hacer el pedido y h 45 Ho ordinato il tel per mio figlio L articolo 46 looks like defective product from amazon worke 47 Parfait T l phone de tres bon aspect qui semb 48 Tres bien d lai respect produit conforme l 49 Envoi rapide Produit conforme la descriptio 50 Livraison impeccable pas trop attendu nickel j 51 Lo smartphone ultranoto ed il modello ultrac 52 Venduto come nuovo invece ripristinato tro 53 prodotto soddisfacente tempi di consegna rispe 54 Il telefono mi pervenuto in anticipo di qual 55 Got this phone on 14 march nThis is much bet 56 I am yet to figure out why this 5GHz is not wo 57 Muito bom chegou antes do prazo estimado e tud 58 buon prezzo per un buon modello anche se so ch 59 Phone arrived and appears to work however the 60 It is important to know what you want service 61 After using couple years I am writing this re 62 Samsung Android phone is real bad Please dont 63 this product is getting heated up very quick j 64 Il prodotto un apple ricondizionato ma assol 65 Servirebbe una stella Plus x valutare ELETTRO 66 Great seller great phone 67 absolutely fantastic just fantastic and geuss 68 Well well the phone defo isn t a new one 69 I bought this phone NEW when I opened the box 70 I ordered my Samsung galaxy s4 yesterday and r 71 So far this is one of the best purchases I mad 72 Molto deluso dal fatto che non fosse specifica 73 Aspettative rispettate Buon prodotto confezion 74 The microphone is not working very disappoint 75 Phone Stopped working a week later 76 Purchased this for my wife she is highly deli 77 I had a problem but the company fixed and tran 78 I originally bought this unlocked phone to use 79 The Samsung Galaxy S4 smartphone overall is an 80 Dear Team Amazon nI had good regards for all 81 Phone works perfectly 82 This phone was in much better condition than I 83 The item was received on time and was as descr 84 Phone come in box with every think thank you m 85 Amazing seller The iPhone looked like brand n 86 The mains lead was faulty and the replacement 87 Bought it for my 18 year old daughter after th 88 The main reason I did not like this product is 89 Bought this phone advertised as new in box f 90 These are a bit old but for 70 they meet the 91 This is a very good product I got a good deal 92 Excellent 93 This product was an OLD re built iPhone pieced 94 This phone works great for the most part It w 95 I love the new updates on this phone than the 96 Very good delivery by Amazon and more cared on 97 I have used many mobile priced between 2K to 3 98 There are many people who are saying that appl 99 First of all i should thanks amazon and thier 100 Just a few words nI like the delivery service 101 The iPhone attracts everyone with its glamorou 102 I purchased Apple iPhone 4 Black 8GB not ev 103 Very good buy and excellent product of very go 104 Compact and Good one nThe phone is good W 105 This is a awesome phone 106 i love amazon service and the product quality 107 Very nice phone and I m really happy with it 108 I don t usually love phones That s likely bec 109 Phone is good but pictures captured have lot o 110 My first iPhone and it s so easy to to use sh 111 Needs a complete separate SD Card slot or a co 112 I have very mixed impressions of the phone nP 113 I purchased this phone as an upgrade to the Mo 114 I don t need to go into details about this pho 115 Exceptional service by Amazon though it was my 116 Very Good camera nAwesome Screen nFast and Rel 117 excellent product neatly paced with company s 118 Hi nI purchased the Galaxy S4 but it starte 119 Great phone first i was shocked to see a scre 120 As advertised well packed all accessories i 121 phone came from china good condition front a 122 wife uses it and she finds it a easy phone to 123 Bit disappointed the phone keeps turning off 124 Phone works well USB cable was defective but 125 awesome device 126 Try going into settings and factory resetting 127 The product arrived very well It is almost ne 128 Este telefono le funciona muy mal su c mara L 129 Okay so most people when they make a review th 130 No doubt product is good for 1yr odd after th 131 Phone is good but within 3 months of buying i 132 Phone is good n it is worth of paying 18K whe 133 The phone was as described Very happy with it 134 Fantastic phone great purchase 135 Excellent phone especially because we don t n 136 As descibed No problems works perfectly 137 Me dirijo con el fin de expresar mi inconformi 138 This phone worked for 2 months before we start 139 Phone wasn t unlocked when I received it I pa 140 i bought this last last quarter of 2015 this 141 Hello I write in the opportunity to inform yo 142 1 month review nPros Snappy and fast no han 143 Dear Amazon please replace the product s disp 144 Overall performance is good Even in Low light 145 You all know the pros so here are some cons n1 146 not like previous moto series lenovo just des 147 Writing this review after 3 days of usage thi 148 At first when I started using this phone The 149 Just took the phone on 16th this month The ex 150 Performance performance is quite good on this 151 Performance wise it s a good buy with it s sup 152 very good iphone 153 Found out after a short while that this phone 154 Very happy with this phone for the price it wa 155 Very good looked like new 156 Excellent thank you 157 don t buy phone we purchased is locked to a n 158 Sent and arrived exactly as described no prob 159 second hand but worth a buy looks like new my 160 Very quick delivery as described in the ad N 161 Great phone in vgood condition 162 I am happy with the delivery of the product F 163 Worse product nDon t buy nOutdated product nDo 164 This phone was the thing that led to the adven 165 It is a good phone I like the convenience it 166 I bought this for my dad who was using a lumia 167 Turned out to be a perfectly fine and new piec 168 User interface is quite good There is no clut 169 It was well expected that I phone will be grea 170 This is probably the best available phone at t 171 Very Good Deal from Amazon site 172 Bought the phone from RnD Outlet New from 173 IHAD NO ISSUES WITH MY IPHONE 4 IT ARRIVED BEF 174 bytesofdeals sold me what was supposed to be a 175 I am not a type of person that runs down the l 176 Buying this iphone was my first experience on 177 We are having a hard time with this phone It 178 Seller really knows how to provide a good prod 179 I am so happy that I could cry each day I lov 180 So I bought this iPhone cause I set my budget 181 I purchased this IPhone 4 and I was wanderi 182 This is the best smartphone in this price rang 183 Well the phone is right now working well but 184 I selected this phone after a lot of research 185 the phone is excellent nonly issues are n1 h 186 Phone had speaker problem thank god I got this 187 great phone black edition leather back whi 188 m very happy with the price very competitive 189 Amazing Phone Pls dont buy any other samsun 190 Product quality is very good working fine Ha 191 It s great phone Wondering the slim body 192 Fantastic i Would recommend this seller 193 Very good phone came as described and almost a 194 Not happy at all 195 Phone arrived next day and was exactly as desc 196 Perfect condition I m loving it 197 Amazingly happy with this mobile phone It loo 198 nice phone 199 good 200 Phone did not work nJust keeps saying No Sim 201 Good value for the cost very pleased with the 202 Nice product My wife lovely using it Sometim 203 Good product with performance and battery life 204 User friendly No heating issue front and 205 As look wise very good phone nAlso Ram inten 206 Very good one Performance is good Battery dr 207 Mobile having dwel SIM port but at a time one 208 THE BATTERY BACKUP IS NOT SO GOOD 209 Pic quality awesome but battery not well 210 The product is good as expected 211 It s purely refurbished mobile amazon cheats c 212 I purchased this counterfeit iPhone in Novermb 213 At first I like the delivery it was fast but 214 This phone is in great condition and it s per 215 Nice good condition 216 The iPhone did not power on When I went to an 217 Please DO NOT purchase this phone It s no w 218 Such a bad phone i never purchased till date 219 What a shame I bought this product to learn t 220 The cellphone was incorrectly unlocked and i v 221 I purchased an Apple Iphone 4 16gb White Unloc 222 The cell phone went of all the time with full 223 I waited for this model to be released in Indi 224 Got this product delivered in two days Thanks 225 Speaker phone option has not working in my mob 226 Umm i don t have words to describe this exce 227 Excellent performance nLightning fast charging 228 At first look the phone is slim and rich feel 229 Mobile experience is amazing i have switched f 230 Not expected from Moto I feel after Lenovo ta 231 Gifted this to my brother in law and he is mor 232 It s speed of internet is not so good as per i 233 phone was very nice in terms of looks built 234 Good quality phone my mom uses it and she is v 235 i love oppo smart phone 236 good product 237 Colour was good But picture is not better tha 238 Very good with clarity in camera 239 its good 240 My phone network not show nAnd not calling for 241 Awesome phone 242 Best value for the money it cost brilliant I w 243 It s my first iPhone and I am really getting o 244 Said to be refurbished but battery is old and 245 BATTERY IS CRAP 246 Great quality fast delivery as new condition w 247 Was useless didn t eve have a charger and the 248 I bought this iphone by accident and was going 249 I won t give these any stars as they don t wor 34888 Never used such phone ever Best in class 34889 Excellent phone At a great price 34890 Excellent 34891 Excellent product with features as per require 34892 Best phone in recent time 34893 Very bad net pe hit hota hai 34894 Very good product 34895 Very poor material used in product company MI 34896 Using this mobile 4 month ago and now camera q 34897 Awesome phone best price 34898 Bought this on the first day The mobile ooks f 34899 I am currently using 2nd Moto g5s plus Cause 1 34900 Front camera issue nI have purchased moto G5s 34901 Had the phone for about a week now Upgraded f 34902 It s a value for money phone with some excelle 34903 The Front camera is Worse be careful in choo 34904 First Excellent Phone at this price nI have 34905 This phone is best in this price segment nI 34906 Very good phone screen quality was superb and 34907 It s a great buy the only downside I see is ba 34908 Good product 34909 Good product and thanks for delivery 34910 Bekar mobile hai bahoot jaldi hit ho rha hai u 34911 good loved it for faster delivery 34912 Phone is awesome But they didn t gave 15 cas 34913 Your product is defective momery card not supp 34914 Good product but nAt this price the screen 34915 not bad ncamera is just ok otherwise phone 34916 Awsome phone much more better than redmi y1 34917 Dear kindly provide invoice of my phone on my 34918 After just 25 days of getting it I sat on the 34919 I was in a situation while buying this one Bu 34920 Performance and battery life is good Camera i 34921 Reviewing after 4 days of usage nPros nBatte 34922 Good value for money phone Good battery life 34923 Am using it for past 2weeks and am never been 34924 This device has stock android but it Hangs and 34925 It s overall Good phone but few things are sti 34926 HEY EVERYONE SO I BOUGHT THE MOTO G5S PLUS ON 34927 After placing order it takes so long means 5 6 34928 Good product and delivered on time Camera in 34929 I getting trouble to open application too slo 34930 Superb mobile 34931 Good 34932 Good phone nice design nice battery backup 34933 Budget friendly from xiaomi 34934 So happy with my new redmi 4 awesome phone and 34935 Good product 34936 Superb product man amazing product in such 34937 One word for this no one ver beat 34938 I purchased this phone one week back and after 34939 got a defective piece confirmed by the engin 34940 I have some serious software issues with the p 34941 Excellent RAM management n No considerable h 34942 Probably the best budget smartphone of 2017 34943 Don t go on negative reviews it is just the 34944 Its a good allround smartphone i will give 4 34945 First of all let me clear it that I am a fan 34946 Got this as a gift for my brother and opened t 34947 Been using this beauty for 10 days and here s 34948 Quality is adequate but little bit laggy somet 34949 Is a very smart phone and very fast cool Bu 34950 Nice phone I have come across Wort the money 34951 Best ever phone 34952 Here have no headphone and packing is to much 34953 Good one in comparing with price but some ti 34954 Superb smartphone Complete value for money 34955 Very nice mobile i love this phone its my 2nd 34956 Pura paisa wasol 34957 Good 34958 I am using it for last 3 or 4 days and I have 34959 1 Main issue I found is that some apps automat 34960 I like camera it s bump also it s feels very 34961 Great phone quite impressed with the build qu 34962 Earlier I was using moto g 3rd generation in t 34963 Turbo charging not working battery performanc 34964 Handset is heating at playing vedio and using 34965 I never such a bad phone that too from Motoro 34966 Review after 2 days of use nSo far so good nC 34967 Using this phone from last 10 days n1 Screen 34968 Product is very gud nOsam battery buckup nCama 34969 Good phone but nDisplay is poor 34970 Have some problem 34971 This phone is ausum and picture capture is cle 34972 Awesome products Good camera Great battery l 34973 I like it very much worth the money 34974 I want to return my mobile because this device 34975 Good with this price Body is too gud 34976 VERY GOOD 34977 I m very very disappointed when I found that 34978 A very well product under 20k Camera superb 34979 Very nice product good job moto nThanks to 5 5 34980 Its got some serious heating issues Turbo cha 34981 Products is very bad and Amazon is fake organi 34982 Pros n1 Very good Performance n2 Display a 34983 Awesome phone No problems at all No heating 34984 Honest Review nOverall build of the phone is G 34985 Horrible Camera Moto should be ashamed for th 34986 I liked this phone for nice looking easy to h 34987 Disappointed I basically use a lot of navig 34988 Today I got Redmi 4 looks good performance 34989 Good phone with fast performance and awesome c 34990 Best phone for teen life 34991 Must 34992 Very bad mobile there is network issue nDon 34993 Great Phone with excellent features and batter 34994 good deal great price thanks amazon 34995 NaN 34996 I want to have the invoice of this product s 34997 It s working so good It s also at affordable p 34998 Look and feel is okay Problem lies in the touc 34999 very good device in performance Battery Backu 35000 Do not buy from Amazon as the earphone you wi 35001 Very good performance without any lag in O S i 35002 GREAT PRODUCT THANK U AMAZON nVERY NICELY DE 35003 This phone is a beast in this range I will d 35004 Volume button not working properly after purch 35005 10 reasons not to buy this phone n1 Problem w 35006 Defective product as display gone black color 35007 It s been 3 months I ve been using this phone 35008 Very good upto the mark battery back is also good 35009 Battery life is very poor only 3 hrs wan 35010 Camera good nBattery also good nMore Options 35011 The phone is working as expected But charger i 35012 amazing mobile good specification and functio 35013 Awsome product awsome battery life love th 35014 Except heating issue everything is fine 35015 It s battery is awesome nAlso wholly a good p 35016 Nice product but my cash back not received til 35017 Please give me it free because my friends have 35018 Initially I got a damaged product I mean ther 35019 I use BSNL for data Now I took Jio sim when 35020 One of the Most beautiful Fast Hand sets I h 35021 Beautiful Phone with nice features at economic 35022 Pros n1 Premium metal body n2 Good camera 35023 Phone is awesome But lot of bugs nPlease d 35024 Little bit heating issue when multitasking fr 35025 The product i got is faulty and amazon didn t 35026 The slider for depth mode is missing in the ph 35027 If someone is really want to buy camera centr 35028 excellent mobile 35029 VARY GOOD PRODUCT PROCESSING IS FAST BATTERY 35030 Great choice 35031 Return mobile 35032 Very nice mobile with good battery backup 35033 Bad behave 35034 Best Mobile in the Price Range 35035 Awesome product within this price good servic 35036 I bought it 4 months back so far im satisfied 35037 Very good phone display camera r good 35038 Amazing nBattery backup 6 hours of screen 35039 I writing this review after 3days of used this 35040 Worst phone I have ever seen Fake gorilla gla 35041 Bakwaas handset The dual camera is fake Its 35042 A great phone with great looks and feel when i 35043 Product is good But I am upset with Amazon de 35044 Its an awesome phone for the price that you pa 35045 Works without hanging Just comparing with Sams 35046 Do not buy this phone I repeat do not buy this 35047 I have been using this product for nearly 12 d 35048 Very bad take 4 hours to full charge And cha 35049 Heating problem but other feature are awsome 35050 Good phone camera battery audio quality matc 35051 Nice handset with compact size n good battery 35052 Nice mobile but 5 inch display looks very smal 35053 Smooth mobile 35054 Ok but 35055 battery getting over heat during usage of inte 35056 Sir n I ve ordered 2 headphone so far it has 35057 Need Original invoice which is acceptable to s 35058 After using this moto g5s plus since two weeks 35059 What a phone Superb sound is very good 35060 After 15th day used I am facing heavy problem 35061 Metal body provides premium feel All the othe 35062 I like it very much but I suggest few things 35063 Phone is quite good but really front camera di 35064 Very Poor Quality Not worth it nI am suffe 35065 I experienced worst service from Amazon nAbout 35066 Feel of the product is so good Good in desi 35067 I wont talk about good things as thats what Am 35068 Good but Bill very badly please give me a anot 35069 Disastrous product and absolutely worst after 35070 I liked it The phone is working great without 35071 Best phone under 7000 35072 Mobile is awesome nExcellent phone for under 9 35073 BETER 35074 Not that much good as expected and earphones a 35075 performance of phone is very bad Don t buy it 35076 Best phone Good look Slim light weight 35077 I need the 5 5 inch phone By mistakenly I ha 35078 Product is not worth buying I am using this p 35079 1 Camera is not good as it says Noise is more 35080 I am writing the review after a week of usage 35081 Heating issue in mobile what nWhen charging n 35082 There are lot of bugs in this phone Lenovo ha 35083 After usages of 1 week I get 2 update for secu 35084 Moto is not promoting his product instead of h 35085 Excellent Experience nEarly Amazon delivery n 35086 I got it on a very good deal by exchanging my 35087 It s nice phone it s smooth and feels great to 35088 best mobile very good battery backup 35089 1 Didn t get 10 cash back in my account n2 35090 Beautiful phone Many new technologies l 35091 Everything is good but 10 cash back on SBI 35092 Very bad packaging nBut the phone is awesome 35093 I m used it very well nAnd i got this very 35094 Nice smartphone but camera not good 35095 Mobile Phone Is very Good Performance But Came 35096 I try to buy redmi 4 gold 5 5 inch desply inst 35097 Camera quality is poor in low light it worst d 35098 I received this phone today The shipment cove 35099 Lenovo is ruining the brand of Moto I got the 35100 Hi Guyz I am writing My review after 5 days of 35101 Writing this review after 1 month of use Tim 35102 Moto g5s plus best product in this price range 35103 I bought my Moto G5 S plus in September 2017 v 35104 Overall a good phone nYet I am having problem 35105 What the hell my front camera couldn t record 35106 Pros n1 An affordable Android in the 15 K bra 35107 After 4 fays of use nPro decent speed good 35108 Good product camera resolution can be improve 35109 Nice Android Phone 35110 Very good product nPlease soft copy bill E mai 35111 Best smartphone in this price range nFingerp 35112 Awesome phone nice camera battery back up 35113 Really amazing cell phone user friendly i wa 35114 Very Smart Phone Very great useful for system 35115 POOR quality service Cell phone is not worki 35116 Nice mobile but it gets warm immediately with 35117 Contacts are changing to another contacts this 35118 I had Moto g x play and it was very nice wit 35119 Video calls are not supported so irritating t 35120 Sleek Design with smooth finish n2 bcoz of f 35121 Absolute piece of garbage DO NOT BUY THIS PHO 35122 This is the worst phone ever until now purchas 35123 Nice Phone Got on Exchange nCons n Not a VO 35124 Not a single protection used for phone bye Ama 35125 jeo volte problem As many suggested here 35126 Moto Product and Amazon Service and Return Pol 35127 1 month before purchased this mobile it was 35128 Ya it s good nI got it on very reasonable price 35129 In the case of any defective accessorie what s 35130 Amazing phone that beats every phone for same 35131 Awesome product in this price range nI brough 35132 My mobile bill is no good print is very bad pl 35133 Amazon make amazing mobile redmi 4 thanks for 35134 Best Product in this range ever 35135 If you are thinking to but this phone den just 35136 very good performance i like it 35137 Awesome phone nFull paisa wasool mobile Name text Length 35138 dtype object'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_review(text)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ " def get_sentiment(review):\n", " '''\n", " Utility function to classify sentiment of passed text\n", " using textblob's sentiment method\n", " '''\n", " # create TextBlob object of passed text\n", " analysis = TextBlob(clean_review(text))\n", " # set sentiment\n", " if analysis.sentiment.polarity > 0:\n", " return 'positive'\n", " elif analysis.sentiment.polarity == 0:\n", " return 'neutral'\n", " else:\n", " return 'negative'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the Polarity of the reviews" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "Polarity = []\n", "for text in df['text']:\n", " Polarity.append(get_sentiment(text))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Polaritytext
0positiveIf you are looking for a cheap phone that work...
1positiveBrought this phone for my Dad as he broke his ...
2negativeNot happy with the iphone4 but then what did e...
3positiveBought earlier in the year and it is still goi...
4positiveBought second hand as a back up phone for when...
\n", "
" ], "text/plain": [ " Polarity text\n", "0 positive If you are looking for a cheap phone that work...\n", "1 positive Brought this phone for my Dad as he broke his ...\n", "2 negative Not happy with the iphone4 but then what did e...\n", "3 positive Bought earlier in the year and it is still goi...\n", "4 positive Bought second hand as a back up phone for when..." ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text = df['text']\n", "data_sent = {'text': text, 'Polarity': Polarity}\n", "text_data = pd.DataFrame(data=data_sent)\n", "text_data.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "positive 26813\n", "negative 4256\n", "neutral 4069\n", "Name: Polarity, dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_data.Polarity.value_counts()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "text_data.to_csv('iphone_reviews.csv', index = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,u'Sentiment expressed in Customer Reviews')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oxx9/tBgSMHbsWI0cOVKjRo3SN998I+lpsJ09e7YWLlwY78IrPDxcly9fjnfxa83EiRO1fv16ffTRRxo9erT5oiMuLk6fffaZ5syZo5kzZ5pb7qtXr66lS5cqIiLCHP5NAb9mzZratm2b/vnnH3MX2O3bt5t/T5KOHz+uAwcOqF69euaQbmI0GhUdHf3C45jYxX9sbKzWrFmj/PnzWwTk7t2768yZM5o5c6ZatGhhfv3WrVtq0KCBxowZo4CAAL355psW29q7d6/69Omjr776yuL1gQMH6sGDB5o3b1681qjbt2/HCyRJkRLHKH369AoICNDKlStVt25ddejQQVWqVFGZMmUSfU8k9zjt3LlTgwYNsmiNbdmypZo3b25uXZOevm/Pnz+vXbt2KSAgIMFeCQm5cuWKKlasqDVr1piPsb+/v7p06aL27dvLy8tLu3fvNt/8a926terUqaOJEydahP9du3Zp2LBhqlSpkn766SeLVrvFixerW7duCg4O1vz58+PV4dChQ9qzZ485PJlaJHfv3q2DBw+qYsWKKliwoAYMGKCQkBCrXe6l/99iHxYWprfeesti2c2bN20659y9e1e//fabihcv/sLP+vMiIiJ06tQpOTg4mG+inT9/XsHBwcqcObM2b96sN954w1x+xIgRGjdunPr27aulS5dKenquOXfunIKCgsw9OkyePHkSr+X9eS/6/rAmY8aMat68uWbNmmU1eFq7+ZfU86vJmjVr9OTJE6stztLTm7hff/21AgMDNXjwYKu9Y54VGxurjh07ytnZWZs3b1apUqXMy06cOCF/f3/17NlTR48eNd/AHzp0qC5evKiePXtq5MiR5vI9e/ZM8FogMDBQPXr0iNcIsGnTJgUGBmrcuHGaOHGipKfj+U1BtVq1albfq9Yk9TsoOfsuSXfu3FF4eLjq16+fYKNGz549NXv2bP3www/q0qWLChUqlGjdk3tNYKukHNNt27Zp0qRJ6tChQ7xlS5cuVeHChS1ei4uLU7du3bR06VIFBQXZfNPP1HNt9+7dSdoXIDF0+wdSmakrqoeHR6pvK126dHJycrIaYpIyHnffvn06ceKEypcvbxH8JalGjRpq0KCBoqKirM7WW61aNYuLCgcHB7Vs2dJch+e7OgYGBkqSRVfT6OhoLVq0SG+++abFl7z0tHeEKdQtWbIk3vbTp0+vESNGJCv4nz9/XqNGjdKoUaM0ZMgQtWrVSt26dVP69Ok1ceJEZcyY0aL8d999J0dHR02ZMiXeXAB9+vRRrly5zBfcklSxYkWVLFlSW7ZsidcVd+HChZL0wmAVFxen6dOny9XVVaNGjTIHf+np3//rr7+Wg4ODxbExhbhnW/gjIiKUNWtWc28Q07LHjx9r9+7dKl68uPk9a2o9e/5Gj/T075szZ85E6yz9/4v/mzdvav369RbLVqxYofv376t169bmbR0/flwREREKCAiwCLTS03G7X3zxhYxGo9XukG5ublYn80psP1xcXF6q501KHCNJmjx5sho2bKjz589r2LBhqlevnjw9PeXj46OvvvrKPHzG5GWOk6enp/r06WPxmr+/vwoUKKBff/3Vpvra6vkbPk2bNpWzs7Nu3bqlwYMHW/T68fb2VqFChRQZGWnRTXb69OkyGo2aOHFivPGvrVu31ptvvql169ZZ7Q7ev39/ix4BTk5OateunSQlaV8T+zvb+je+cuWK4uLi5Obmlmi52NhY8/no66+/Vrt27dSsWTMZjUaL0L106VI9fPhQnTt3tgj+kvT5558rb9682rhxoy5fvvzCfXB0dEy1scWm75Lnb47dunXL6s2/pJ5fTcLCwpQtWzb5+fklWJc6deqoRo0aCg8P14YNGxKt9+LFi3Xz5k0FBwdbhF9JKlmypNq3b69//vlH4eHhkp5OzrhixQq5uLjEm8fHy8tLrVu3trodDw8Pq+eg9957T6VKlbIYFphcSf0OSuq+m2zatEn3799P8AaM9PQ74auvvtLDhw81ZMiQROv9MtcEqaFMmTJWg7+keMFfevqZMzV6JPXv6ObmptjYWN25cyfJ9QSsoeUfSGWmcWgODg6pvq1WrVpp4MCB8vb2VtOmTeXr6ytvb+8kT2p09OhRSUrw4qlGjRoKCwvT0aNHzcHe5PnWRUnm7ZcuXTrecTAtM12YSk9b6R4/fqx06dJZHa/3+PFjSdKpU6fiLTM9QjE5Lly4EK8lLGPGjFqyZIk5QJvcu3dPx44dU44cOTR9+nSr6zN1+75586Y5GLz//vsaOnSolixZol69eklK+OLXmtOnTysqKkqFCxfW2LFjrZbJlCmTxbHJnz+/ihUrpl27dunx48dycnLS9u3b5evrqypVqsjFxUXh4eEKDAzUoUOHdPv2bYsL1JIlS6pcuXJatmyZzp8/r/r168vb21vly5ePd0MkMW3atNGsWbO0cOFCNWrUyPy6KQw8e6Np3759kp62yFt7D5h6spw8eTLesjJlyli9iG7evLmmT5+utm3bqlGjRvLz81PlypVTZFLFlDpGBoNB8+bN07lz57R161YdOXJER48e1bFjx/THH39o1qxZmjNnjrmb7cscp7Jly1rcPDLJly+f9u/fb3Odbdmn57vNOjo6ytXVVZcvX7ba7TpPnjw6e/asrl69ar4JtW/fPjk5OSksLExhYWHxfufhw4d68uSJzpw5E29oibWhJqabAUkZc9yqVSutWrVK/v7+atq0qd555x1VqlTJptZvk5s3b0rSC0P2rVu3zOejdOnSyWAwqGrVqmrXrp1atWplLpfY+TpDhgyqUqWKVqxYoWPHjsnDw0NVq1ZV/vz5NWnSJB0+fFi1a9eWt7e33nrrrVSdTNIUPDdv3qzr16+bz9MrVqzQvXv3LG7+Jff8euvWLUVERKhJkyYv7MkzYsQI+fn56auvvpK/v3+C+276jB0/ftzqZ+z06dOSnn7G6tSpo5MnT+revXuqXLmy1aEQ3t7emjNnTrzXjUajli5dqoULF+r3339XTEyMxc2vl+mZ9KykfAcldd9NwsLClDFjRqtDA5/VsmVLTZ8+XStXrtTevXtVpUoVq+Ve5pogNVSsWDHBZTdv3tS3336rjRs36ty5c7p7967F8itXriRpW6Zhi1FRURY3SYHkIvwDqSxPnjw6efKkLl26lOrb6tGjh1xdXRUaGqqZM2dqxowZkqRKlSrpq6++emGwNDG1nCXUMmUaUmCthc1aN1ZTwEhs2aNHj8yvmS6Ojxw5kuiEQtbuhL+oNS0xVatWNfdmiImJ0YYNG9SnTx99+OGH2rx5s4oVK2YuGx0dLaPRqJs3b8a7YWCtnqaL09atW2v48OFauHCh+cLrl19+iXfxmxDTsfn7779fuN1nVa9eXaGhoTp48KBcXV118eJFde/eXU5OTvL19TV39Tf1AHg2SDg6OuqXX37R+PHj9csvv2jYsGGSZB4b+vXXX9vUs6RixYoqVaqUxcX/mTNntG/fPvn4+FhMZGfaz4iIiHhzEjzr+QsrKeH3wNtvv60NGzZo3LhxWr16tbnV0NPTU71791anTp1euA8JSaljZFKwYEF17NjR/POVK1fUp08frVu3Tt26dVNkZKScnZ1f6jgl9Pg2R0dHxcXF2VzXF0moa7vps2+tHgmdFx4/fmzT5+15iW0jKZNwNWjQQMuWLdOUKVO0aNEic4jz8vJScHBwvK7U1phuBj148CDRcgUKFEhwMtRnJfV87eLiok2bNikkJERr1641t9pmz55d7dq106BBg6z2CkgJbdq00ZAhQyyCp7Wbf8k9v27YsEEPHz5UgwYNXliXMmXKqE2bNpo/f77+7//+T126dLFazvQZmzdvXqLrM33GTMMmEroJndDfaeDAgfr++++VJ08e+fv7K2/evOb3immOhZSQlO+gpO679PR9vWnTJtWoUeOFYdXBwUEjRoxQ/fr19eWXX2rTpk1Wy73MNUFqSOhvGBMTo5o1a+rcuXOqUKGCWrdurRw5csjR0VGxsbGaPn36Cz/3zzM9MpNH/iKlEP6BVObj46Pt27crIiJC7du3t/n3TF/ACV2YPjsz+bNatmypli1b6tatWzpw4IDWr1+vOXPmqGXLltq5c6dFgE2I6UL52rVrVpebhjIk9dnPtjKtt2vXrhozZkySfjelelgYDAYFBgYqffr06tixo4KCgrR582bz+k11NI1XtpXp8T2bNm3SkSNHVK5cOXN3y+eHWFhj2m7dunW1ePFim7fr5+en0NBQhYeHmy9Ka9SoIenpjYENGzbo1KlTCg8PV7p06eLdKDIYDBo+fLiGDx+us2fPavfu3Zo3b54WLFigCxcuaNWqVTbV4/3337e4+Dft+/vvv291P0eMGGG+QLVVYu+BChUqaNGiRXr48KGOHTumrVu36scff1SfPn2UOXNmc4+HxD5/CbUUp9QxsiZv3rwKDQ1VoUKFdP36dR0/flzlypV7qeP0usmWLZsePXqUYiEoufz9/eXv76979+7p0KFD2rx5s0JDQ9WhQweFhYVZTBRmjSk4mALNy0rO+Tpv3ryaNGmSJk6cqJMnT2rXrl2aNWuWpk2bptjY2FR7rnhgYKC+/vprLVq0SL169dKZM2e0d+/eeDf/knt+DQsLU6ZMmVSrVi2byn/55ZdasWKFRo8ebdGb4lmmuoSHh1vtQfI8080ua09ZkKz/na5fv64ZM2bIy8vL6iSGy5Yte+F2bZWU76Ck7rv0dDz87du3E+3y/yxfX181bNhQYWFhCe5ncq4JknsNZYuEvmNMvbasTbK6f//+BHuxJObmzZtKly4dj1JFimHMP5DK2rZtK2dnZ61atUqRkZGJln32jrCpS+jzY3ylp13cTI8uS0i2bNnk7++vsWPHqlevXrp//742b95sXv7sJHHPM01kldDjyUwtjLZeDCRVxYoVlS5dOvNkiWnJ1LX30KFDFuOms2bNKi8vL506dcpiMkVbPDv29e+//7Z68ZuQEiVKKHv27Dp06FCCj2uyxs/PT+nSpTO3ELu5uZkn/zPdBFi/fr0OHjxofnxXQgoVKqQ2bdooLCxM+fPn1/bt222+kAoMDJSjo6MWLVoko9GoxYsXW33CQeXKlSUp1d4D6dOnV8WKFdW/f39zD5lnHwmZ2Ofv+UesWfMyxyghGTNmjNf1N7WPk0lyWslTWqVKlXT79m2bWsNfRrp06Wzq+ZApUyZVq1ZNQ4cO1fDhw2U0GuM9JtGaPHnyyNXVVadPn7b50YCJSex8/eDBA3PX7ecnKJSehpiSJUuqU6dOWrdunTJkyGDTo1ET+/5IjCl4Hj9+XEePHk3w5l9yzq/379/Xli1b5O/vb3PPhTx58uiTTz7RjRs3NGHCBKtlTJOz2foZK1GihDJlyqQ//vjD6mfe9Pd41tmzZxUXF6eaNWvGC/6XLl3S2bNn4/3Oy3wmbf0OSuq+S09vwDg5OSVp4r1hw4bJ2dlZw4YN0/379+MtT841QWLn8NjYWP3111/xXn/Z89yZM2ckyWJYm4np8ZhJYXryyxtvvGF1iBaQHIR/IJV5enpq0KBBevTokVq1aqUDBw5YLbd3716L1goXFxeVKlVK+/bt0/Hjx82vG41GjR492uoX2qZNmyy6yZqYWn6eHXtsuotsrRXN29tbJUuW1KFDh+JNoBMREaGwsDDlypUr2bPqvkju3LkVGBio3377TaNGjTKP53vWpUuXrI5jTg2myYS++eYbi+Pbs2dPPXr0SD169LA6m/vt27d18ODBeK/Xr19fOXLk0M8//2zuNvz8xW9CnJyc1K1bN12/fl39+vXTv//+G69MVFRUvJtDOXLk0JtvvqmDBw8qIiLCYg4DLy8vubu769tvv9XDhw/NNwNMzp49a/XG1Z07d3T37l05OTnZPFbY1KX1+PHjmjp1qi5evKgGDRrEu+AtV66cqlatqrVr12rOnDlWQ9Lp06eT1Aq8e/duq6321j4fpove+fPnW/zNo6KiNHjw4HjrSIljdPfuXY0ZMybBFtzvvvtOd+7ckcFgME/slhrHyRrT+cLaeee/YnoGd+/eva0Oo7p//36K3ATJlSuXbty4Ye5u+6zw8HCrnzlr76HEVKtWTTExMSmCs2QNAAAgAElEQVQyRrlVq1ZKnz69QkND450TJ0yYoMuXL6t27drmR0dGRkZaDZM3b97Uo0ePbNqHxL4/XsQ0odyCBQu0ZMmSBB9vmtTz6+bNm3X37l2bW5xNPv74Y3l4eOj777/XP//8E295u3btZDAYNHbsWKtzYRiNRu3Zs8d8MzZ9+vRq2rSpbt++HW9elsjISKs9tkxzYuzdu9cieN65c0effvqp1e/Al/lM2vodlNR9f/LkidavX6+qVasm6RG7RYoUUZcuXXThwgWFhobGW56ca4ISJUooW7ZsWrt2rfnzKT1tPBkwYIDVz/fLnudMf8fnb8QdPXrU/KSGpDh06JCePHli85BNwBZ0+wf+A71799bjx4/1zTff6L333lPFihVVvnx5ubi4KCoqSvv371dkZGS8bl2fffaZgoKCVK9ePTVp0kSZM2fWvn37dOnSJVWrVk07d+60KN+5c2elT59ePj4+8vT0lIODg/kRV4UKFVKTJk3MZWvWrKkVK1bo008/VePGjZUlSxZlz55dXbt2lYODg77//ns1adJE3bp104oVK1S6dGn9/fffWrVqldKnT6/p06en2rhQSRozZozOnDmjkJAQLVmyRL6+vnJ3d9fVq1d1+vRpHThwQCNHjkyRydpepFKlSqpTp442bNiguXPnqnPnzpKeXsQePXpUP/zwg8qVKyd/f395enoqNjZW58+f1+7du1WzZk1z65ZJhgwZ1Lx5c82cOVPTpk1L8OI3IZ9//rkiIyM1d+5cbdy4UX5+fsqXL59u3LhhbsXp0qVLvMkXq1evriNHjig2NjbeBIZ+fn7mng3PL/v999/Vrl07vfnmm/Ly8lLevHnNcyJER0erZ8+eypIli831b9OmjTZu3Kivv/7afBytmTlzpho3bqxPP/1UM2bMUKVKlZQjRw5dvnxZf/75p44dO6b58+ebn1/+IlOnTtXWrVtVrVo1FSpUSC4uLjp9+rQ2bNigTJkyWTyJonz58qpevboiIiJUo0YN1ahRQ9HR0dq4caOqV6+u33//PcWP0aNHj/TNN98oJCREFSpUUNmyZWUwGBQdHa29e/cqMjJSTk5Omjx5ssWEhil9nKypXr260qVLp+nTpys6Otrcdb1r166JPt89Jfn5+Wn48OEaMmSIKlSooPfee0+FChXS/fv3deHCBe3evVuenp7xzotJVbNmTS1dulTNmzeXr6+vMmTIoDJlyqhevXr68ssvdf78eVWtWlWenp7KmDGjjh8/ri1btihnzpz68MMPbdpG48aNtWLFCm3evPmlz2Genp4KCQlRnz59VLNmTTVp0kTu7u7at2+fdu3apXz58mn8+PHm8uHh4Ro0aJAqVaqkEiVKyM3NTVevXtXatWsVFxcXbzZ1axL7/niRevXqKUeOHJo9e7b5pri1eSGSen4NCwuTs7OzxcRztsicObO+/PJL9ejRw2roy5Ejh+bOnat27dqpdu3a8vPzU6lSpeTs7KxLly7p4MGDunjxos6ePWvumTN06FBt375dU6dO1aFDh+Tj46Nr165pxYoVqlWrltasWWMxtt7d3V3NmzfXsmXL9M4776hmzZq6deuWtm3bpowZM6ps2bLxerxUrlxZWbNm1fLly5U+fXrlz59fDg4OCgwMjDfB5vNs/Q5K6r7v3LlTUVFRSb4BI0nBwcFavHix1RZ5KenXBM7Ozvr44481cuRI+fn5meu0Y8cOGY1GlSlTJt55/GWOqfR0PoVvv/1WAwcO1M6dO1W0aFH99ddf2rBhgxo2bKjly5cn6ZiYngxgrScBkFyEf+A/0q9fPzVp0kQzZ87U9u3btXjxYv37778yGAzy8vJSSEhIvPF2gYGBMhqN+vbbb7V48WJlzZpV7777rubNm2fx7GCToUOHauvWrfrtt9+0ZcsWOTk5KX/+/AoODlZQUJBFV+527drp0qVLWrp0qaZNm6ZHjx6pQIEC5ou38uXLKzw8XGPHjlV4eLi2bNmi7NmzKyAgQH379rU6q39KcnFx0erVqzVv3jz99NNPWr16te7fvy9XV1d5enrqq6++sriZkdoGDRqkjRs3auzYsWrTpo158p0xY8aodu3aCg0N1c6dOxUdHa3s2bPLw8NDnTt3jvc0BJO2bdtq5syZevTokZo2bZqk5307OTlp7ty5WrZsmRYsWKBNmzaZJ70qUKCAPvvsM6uPk6pevbomT54sSfFa903hP0OGDPL29rZY9vbbb6tv377auXOntm3bpujoaOXMmVMlSpTQN998k+S/g+niPzo6OtEnHOTNm1fbtm3Tjz/+qJUrV2rZsmV69OiR3NzcVKxYMY0ePfqF46uf1aVLF+XIkUOHDh3S/v379ejRI+XNm1etW7dWr1694oWwefPmadiwYVq9erV+/PFHeXp66uOPP1avXr3ijU1NiWOULVs2LVu2TNu2bdPevXu1bt06Xb9+Xc7OzipQoIA6duyorl27xnucW0ofJ2uKFSum0NBQTZ48WfPnzze3mrVq1eo/C//S01baKlWqaPr06dqzZ4/Wr1+vrFmzKm/evGrZsqWaNWv20tsYPXq00qVLp23btmnfvn168uSJ3n//fdWrV099+/bVmjVrdPjwYXPrnoeHh7p3764ePXoof/78Nm2jQYMGyps3rxYuXGh+BNjL6Nixo4oUKaIpU6ZozZo1unv3rvLmzauuXbuqX79+FhOU+fv76+LFi+bjd+vWLbm5ualy5crq1q1bgs+hf9aLvj8SkyFDBrVo0UI//vijpMQfb2rr+fXx48fasGGD/Pz8kvWowvfff18zZswwPznheX5+ftq1a5emTp2qLVu2aP/+/XJycpK7u7sqVaqkIUOGWMyp4ObmZr7BuWnTJh0+fFjFihXT2LFjlSVLFq1ZsybenDlTpkxRoUKFtHz5cs2cOVO5c+dWvXr1NHDgQH3wwQfx6pQ9e3YtWLBAo0aN0vLly82T3VWpUsWmoGrrd1BS9n316tVycHBQQEDAC7f/PIPBoM8//1wDBw60ujw51wT9+vVTpkyZNHv2bM2ZM0c5c+ZUQECABg8ebH7U57Ne9pjmzZtX69at09ChQ7V3715t3bpVxYsX1/jx41W9evUkhf+4uDgtXbpUXl5e8vX1tfn3gBdxiImJefkBZwAAALDZlClTNHjwYG3cuNE8dwOSZ+vWrWrWrJkmTZqU4PPXXxXDhw/X+PHjX4u6JoXRaFTp0qWVP39+bdy4Ma2r89pbs2aN2rZtq++++86myYABWzHmHwAA4D8WFBSkwoULa8SIEWldldfe6tWrlS5dulSbhyY5rD3P/fjx45oxY4acnZ1Vr169NKhV6jl06JAuX76crC7/sGQ0GjVq1CiVK1fO5vmAAFvR8g8AAJAG9u3bp61bt6p79+7J6q6OV1eZMmVUoEABeXl5KXPmzPrrr7+0ceNGPX78+H/i0ZxIvsuXL2vOnDkKCAhI9SGW+N9D+AcAAABS0Lhx47Ru3Tr9/fffunXrlrJmzaq3335bQUFBqlu3blpXD8D/KMI/AAAAAAB2jjH/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDr7lTp06ldRUAINk4hwF43XEew+uC8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnCP8AAAAAANg5wj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnnNK6Akg9htmX0roK+E9klnbyt7Z3MR3zpXUVAAAA8Bqj5R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7Fyahf8JEyaoZs2aKlCggIoWLarAwEBFRkZalOnevbsMBoPFv1q1almUefDggT7//HMVKVJEHh4eat26tS5dumRR5sKFCwoMDJSHh4eKFCmi/v376+HDhxZldu7cqerVq8vd3V1vvfWWZs2alTo7DgAAAADAfyzNwv/OnTvVuXNnbdiwQatWrZKTk5OaNGmi6Ohoi3I1atTQiRMnzP9++ukni+UDBgxQWFiYQkNDtXbtWt2+fVuBgYF68uSJJOnJkycKDAzUnTt3tHbtWoWGhmrVqlUaNGiQeR1nz55Vq1atVLlyZW3fvl19+vRR//79tXLlytQ/EAAAAAAApDKntNrw8uXLLX6eMWOGPD09tXfvXtWrV8/8eoYMGeTu7m51HbGxsZo3b56mTZummjVrmtdTtmxZhYeHy9/fX1u3btUff/yh3377Tfnz55ckDRs2TJ988okGDx6sbNmyafbs2cqTJ4/Gjh0rSSpZsqQOHjyoqVOnqnHjxqmx+wAAAAAA/GdemTH/d+7cUVxcnAwGg8Xre/bsUbFixVShQgV98sknun79unnZkSNH9OjRI7377rvm1/Lnz6+SJUtq3759kqT9+/erZMmS5uAvSf7+/nrw4IGOHDliLvPsOkxlDh8+rEePHqX4vgIAAAAA8F96ZcL/F198obJly6py5crm12rVqqXp06dr5cqVGjFihA4dOqRGjRrpwYMHkqRr167J0dFRuXLlsliXq6urrl27Zi7j6upqsTxXrlxydHRMtIyrq6seP36sqKioFN9XAAAAAAD+S2nW7f9ZAwcO1N69e7V+/Xo5OjqaX2/evLn5/6VLl1a5cuVUtmxZbdiwQY0aNUpwfUajUQ4ODuafn/3/sxIrYzQaE/1dSTp16lSCy14NmdO6AgBSyKt/vgGSj/c3gNcd5zG8CooXL57o8jQP/wMGDNDy5csVFhamQoUKJVo2b9688vDw0JkzZyRJbm5uevLkiaKiopQ7d25zuRs3bsjX19dcxjQEwCQqKkpPnjwxt/a7ubmZewE8uw4nJyflzJkzwfq86OCmuZ2XXlwGwGvhlT/fAMl06tQp3t8AXmucx/C6SNNu/8HBwfr555+1atUqlShR4oXlo6KidOXKFfMEgOXKlZOzs7O2bdtmLnPp0iWdOHFC3t7ekqTKlSvrxIkTFo//27ZtmzJkyKBy5cqZy4SHh1tsa9u2bXr77bfl7Oz8srsJAAAAAECaSrPw369fPy1cuFAzZ86UwWDQ1atXdfXqVd25c0fS0wkAv/zyS+3fv1/nzp3Tjh071Lp1a7m6uqpBgwaSpOzZs+uDDz7QV199pfDwcB09elRBQUEqXbq0atSoIUl699139cYbb6hbt246evSowsPD9dVXX6l9+/bKli2bJKljx466fPmyvvjiC504cUJz587VwoUL1atXrzQ5NgAAAAAApKQ06/Y/c+ZMSYr3KL3g4GANGDBAjo6OioyM1OLFixUbGyt3d3e98847mj17tlxcXMzlv/nmGzk6Oqpjx466f/++/Pz8NH36dPPcAY6OjlqyZIn69eununXrKmPGjGrRooVGjBhhXkehQoW0dOlSDRw4ULNmzVKePHkUEhLCY/4AAAAAAHbBISYmxpjWlUDqMMxmzD9gL2I65kvrKgCpgrGyAF53nMfwunhlHvUHAAAAAABSB+EfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsnNPL/PKDBw8UFhammJgY1a1bV/nz50+pegEAAAAAgBRic8t/v379VK1aNfPPjx8/Vp06ddS1a1d9/vnn8vHx0fHjx1OlkgAAAAAAIPlsDv8RERGqU6eO+ecVK1bo6NGjGjdunDZt2qRcuXJp7NixqVJJAAAAAACQfDZ3+79y5YoKFixo/nnt2rUqU6aMOnXqJEnq1KmTpk+fnvI1BAAAAAAAL8Xmln8nJyfdu3dPkmQ0GrV9+3b5+/ublxsMBt28eTPlawgAAAAAAF6KzeHfy8tLS5cuVUxMjObPn6/o6GjVqlXLvPz8+fPKnTt3qlQSAAAAAAAkn83d/oODgxUYGKgiRYpIkry9vS0mANywYYPKly+f8jUEAAAAAAAvxebwX716dUVERGjbtm1ycXFR8+bNzcuio6NVrVo1BQQEpEolAQAAAABA8tkc/iWpZMmSKlmyZLzXc+TIoVGjRqVYpQAAAAAAQMqxecx/ly5dNGvWLP3xxx+pWR8AAAAAAJDCbA7/R48eVd++fVW1alUVKVJEbdq00dSpU/Xrr78qLi4uyRueMGGCatasqQIFCqho0aIKDAxUZGSkRRmj0ahRo0apVKlSypMnjwICAuLdfIiJiVHXrl3l6ekpT09Pde3aVTExMRZljh8/rvr16ytPnjx64403FBISIqPRaFFm5cqV8vb2lpubm7y9vRUWFpbkfQIAAAAA4FVkc/g/cOCATp06pdmzZ6tFixa6cOGChgwZolq1asnT01NNmzbVuHHjbN7wzp071blzZ23YsEGrVq2Sk5OTmjRpoujoaHOZyZMna9q0aQoJCdHWrVvl6uqqpk2b6vbt2+YyXbp00bFjx/TTTz/p559/1rFjxxQUFGRefuvWLTVt2lRubm7aunWrRo8erSlTpmjq1KnmMvv371enTp3UsmVL7dixQy1btlSHDh108OBBm/cHAAAAAIBXlUNMTIzxxcWsi42N1Zo1azRp0iSdOnVKDg4OunnzZrLWdefOHXl6emrBggWqV6+ejEajSpUqpY8++kj9+vWTJN27d0/FixfX8OHD1bFjR504cULe3t5av369qlSpIknas2eP6tWrpwMHDqh48eIKDQ3V0KFDdfLkSWXKlEmSNHbsWM2aNUuRkZFycHBQx44dFR0drV9++cVcn8aNGyt37twKDQ1N7uFJc4bZl9K6CgBSSEzHfGldBSBVnDp1SsWLF0/ragBAsnEew+vC5pZ/k8uXL+vnn39W3759VbduXfXq1Uvnzp1TlSpV1Lt372RX5M6dO4qLi5PBYJAknTt3TlevXtW7775rLpMpUyb5+vpq3759kp622GfNmlXe3t7mMlWqVFGWLFksyvj4+JiDvyT5+/vrypUrOnfunKSnvRqe3Y6pjGkdAAAAAAC8zmye7b979+7avXu3Lly4oCxZsqhSpUpq1qyZfH19VbFiRWXIkOGlKvLFF1+obNmyqly5siTp6tWrkiRXV1eLcq6urrpy5Yok6dq1a8qVK5ccHBzMyx0cHJQ7d25du3bNXMbDwyPeOkzLChUqpKtXr1rdjmkdCTl16lRSd/M/ljmtKwAghbz65xsg+Xh/A3jdcR7Dq+BFPVBsDv+LFy+Wo6OjmjZtqm7duqlChQpKly7JHQesGjhwoPbu3av169fL0dHRYtmzwV56Ogng82H/eS8qY5rs70VlrK37Wa98956ddPsH7MUrf74BkonusgBed5zH8LqwOfxPnjxZe/bs0Z49e1SnTh1lzZpVlSpVkq+vr7n139nZOckVGDBggJYvX66wsDAVKlTI/Lq7u7ukp63z+fPnN79+48YNcyu9m5ubbty4YRHUjUajoqKiLMo834J/48YNSf+/B4C7u7vVMs/3BgAAAAAA4HVkc9N9+/bt9f333+vIkSP6/fffNWHCBBUqVEjLli1TgwYN5OnpqQYNGiRp48HBwfr555+1atUqlShRwmJZwYIF5e7urm3btplfu3//vvbs2WMe41+5cmXduXNH+/fvN5fZv3+/7t69a1Fmz549un//vrnMtm3blDdvXhUsWFCSVKlSJYvtmMo8O5cAAAAAAACvK5tb/p/l4eGh9957Ty4uLsqSJYsePXqk06dPa/fu3Tavo1+/flqyZInmz58vg8FgHuOfJUsWZc2aVQ4ODurevbvGjx+v4sWLq1ixYho3bpyyZMmiFi1aSJJKliypWrVq6bPPPtPkyZNlNBr12WefqU6dOuauNy1atFBISIh69Oihfv366fTp05o0aZL69+9v7i3QrVs31a9fXxMmTFCDBg20evVq7dixQ+vXr0/O4QEAAAAA4JVi86P+bty4oV27dmn37t3avXu3/vjjD8XFxSljxoyqWLGifHx85Ovrq+rVq9u0YdOs/s8LDg7WgAEDJD3twj969Gj93//9n2JiYlShQgWNGzdOXl5e5vLR0dEKDg7WunXrJEn16tXTmDFjLNZ//Phx9evXT7/++qsMBoM6duyo4OBgizH9K1eu1IgRI3T27FkVLlxYX375pRo1amTTvryqeNQfYD941B/sFWNlAbzuOI/hdWFz+M+RI4ccHBzk4uKiKlWqyNfXVz4+PipfvrycnJLVgQCpjPAP2A/CP+wVF80AXnecx/C6sDm1jx49Wr6+vipTpswLZ8EHAAAAAACvDpvDf1BQUGrWAwAAAAAApBKbZ/uXpFu3bmncuHFq1KiRfH19dfDgQUnSzZs3NXnyZP3111+pUkkAAAAAAJB8Nrf8X758WfXr19elS5dUtGhRnTx5Unfv3pUk5cyZU3PnztXly5cVEhKSapUFAAAAAABJZ3P4Hzp0qG7duqWIiAi5u7urWLFiFssDAgK0cePGFK8gAAAAAAB4OTZ3+9+8ebOCgoLk5eVldcK/QoUK6fLlyylaOQAAAAAA8PJsDv///vuv3N3dE10eFxeXIpUCAAAAAAApx+bwX7RoUR06dCjB5Zs3b5aXl1eKVAoAAAAAAKQcm8P/hx9+qMWLF2vx4sXmFn4HBwfdvXtXgwcP1vbt29W5c+dUqygAAAAAAEgemyf869q1q/744w91795dLi4ukqROnTopJiZGT548UVBQkAIDA1OtogAAAAAAIHlsDv+SNHHiRLVu3VorVqzQmTNnFBcXp8KFC6tZs2by8fFJrToCAAAAAICXkKTwL0ne3t7y9vZOjboAAAAAAIBUYPOYfwAAAAAA8HpKsOW/QYMGSpcunZYvXy4nJyc1bNjwhStzcHDQqlWrUrSCAAAAAADg5SQY/o1Go3lWf0mKi4uTg4NDoiszGo0pVzMAAAAAAJAiEgz/a9asSfRnAAAAAADwemDMPwAAAAAAds7m8F+2bFkNHTpUR48eTc36AAAAAACAFGZz+Pfy8tJ3332nmjVrqmLFiho1apROnDiRmnUDAAAAAAApwObwv2TJEp08eVKTJk1SgQIFNH78ePn4+Khq1aqaOHGizp49m4rVBAAAAAAAyZWkMf8Gg0Ht27fXihUr9OeffyokJETZsmXT8OHDVb58edWqVSu16gkAAAAAAJIp2RP+5c6dWx999JHCwsI0adIkZc2aVb/++mtK1g0AAAAAAKSABB/19yI7duzQ8uXLFRYWpps3bypHjhzq0KFDClYNAAAAAACkhCSF//3792vZsmVatWqVrl69qqxZs6p+/fpq0aKFatasKUdHx9SqJwAAAAAASCabw3/ZsmV16dIlZcyYUbVr11azZs1Up04dZciQITXrBwAAAAAAXpLN4d/Ly0uDBw9WQECAsmTJkpp1AgAAAAAAKcjm8L9kyZLUrAcAAAAAAEglSZrt/8mTJ1q6dKl69eqlwMBA/f7775KkmJgYrVixQv/880+qVBIAAAAAACSfzeE/NjZWtWvXVlBQkFauXKlNmzYpKipKkuTi4qJBgwbphx9+SLWKAgAAAACA5LE5/A8bNkx//vmnfvrpJx05ckRGo9G8zNHRUQ0bNtSmTZtSpZIAAAAAACD5bA7/a9asUdeuXVWrVi05ODjEW160aFFduHAhRSsHAAAAAABens3hPyYmRoULF05wudFo1MOHD1OkUgAAAAAAIOXYHP49PT0VGRmZ4PJdu3apWLFiKVIpAAAAAACQcmwO/y1bttTcuXO1a9cu82um7v8zZszQ6tWr1aZNm5SvIQAAAAAAeClOthb87MdXmM0AACAASURBVLPPdPDgQTVq1EjFihWTg4ODvvjiC928eVNXr15VQECAgoKCUrOuAAAAAAAgGWwO/87Ozlq6dKl++ukn/fLLL3JwcNDjx4/11ltvqVmzZmrVqpXViQABAAAAAEDasjn8m7Rs2VItW7ZMjboAAAAAAIBUYPOY/xeJiorS8OHDU2p1AAAAAAAghdgU/o1Go65du6b/x96dh8d4Lm4cv0cWiZKEJLLQiCWCU7ui1BLUEmpfWrqIrbW0tZRS1e1UUeq0tRZB1VKltKiS9oitRdBWWmvQBEEQJgixJPP7wy9zpCGGzJhk+v1cl+sk8z55555znFfueZ/nmWvXrmU7duLECY0YMUJVqlTRf/7zH6sHBAAAAAAAuZNj+TeZTPrggw9UqlQpVahQQYGBgXr++eeVkpKiq1evatSoUapZs6bmzJmjhg0bas2aNQ8rNwAAAAAAsFCOa/5nzpypjz/+WI8++qiaNGmihIQErVmzRk5OTjp9+rR2796tZ599Vq+++qrKlSv3sDIDAAAAAID7kGP5X7hwoWrWrKnvv/9eBQsWlCS9/fbbmjJlikqUKKFNmzapUqVKDyUoAAAAAAB4MDlO+z969Kg6d+5sLv6S9MILL0iShg4dSvEHAAAAACAfyLH8p6WlydvbO8tjxYoVkySVKVPGdqkAAAAAAIDV3HO3f4PBcOcfLGC1TwkEAAAAAAA2lOOaf+nWGv+JEyeav09PT5ckDRw4UIUKFcoy1mAwaPv27VaOCAAAAAAAciPH8l+vXr073vn39/e3WSAAAAAAAGBdOZb/77///mHlAAAAAAAANsLCfQAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcnEXlPyMjQ8ePH9eFCxdsnQcAAAAAAFiZReU/PT1d1atX16JFi2ydBwAAAAAAWJlF5d/FxUX+/v4yGAy2zgMAAAAAAKzM4jX/L7zwghYvXqy0tDRb5gEAAAAAAFbmbOnA0qVLy2Qy6fHHH9ezzz6r4OBgubu7ZxvXoUMHqwYEAAAAAAC5YzAajSZLBhYtWvTeJzMYdP78+VyHgnV4zUu0dwQAVmKMKGHvCIBNxMXFKSQkxN4xAOCBcR1DfmHxnf/Vq1fbMgcAAAAAALARi8v/k08+acscAAAAAADARiwu/5muXr2q3377TWfPnlX9+vXl4+Nji1wAAAAAAMBKLN7tX5Jmzpyp0NBQtWnTRhEREdq7d68kKTk5WUFBQVqwYIFNQgIAAAAAgAdncflftGiRRo0apWbNmmnKlCkymf63T6C3t7fCwsK0cuVKm4QEAAAAAAAPzuLyP23aNLVo0UJz585Vq1atsh2vVq2aDh48aNVwAAAAAAAg9ywu/0eOHFGLFi3uetzb21vJyclWCQUAAAAAAKzH4vJfpEgRpaSk3PX4kSNH2PwPAAAAAIA8yOLy37BhQy1atEjXrl3LdiwxMVFffPGFmjVrZtVwAAAAAAAg9ywu/2+99ZbOnTunxo0ba/bs2TIYDPrxxx/17rvvqn79+nJxcdGIESNsmRUAAAAAADwAi8t/mTJltG7dOvn7+2vChAkymUyaNm2aPv30U1WtWlXr1q1TiRIlbJkVAAAAAAA8AOf7GRwaGqqVK1fKaDTq6NGjysjIUHBwMGv9AQAAAADIw+6r/Gfy8vJSjRo1rJ0FAAAAAADYwH2X/z179ig+Pl5Go1Emkynb8Z49e1ojFwAAAAAAsBKLy39cXJx69+6tP//8846lX5IMBgPlHwAAAACAPMbi8j9w4EAdOXJE7777rmrWrCkPDw9b5gIAAAAAAFZicfmPjY3V8OHD9eqrr9oyDwAAAAAAsDKLP+ovKChIbm5utswCAAAAAABswOLyP3ToUM2fP19Go9GWeQAAAAAAgJVZPO3/mWee0c2bN1WjRg2Fh4crMDBQTk5OWcYYDAaNGDHC6iEBAAAAAMCDs7j879mzRx988IEuXLigRYsW3XEM5R8AAAAAgLzH4vI/dOhQXb9+XTNmzFCtWrXY7R8AAAAAgHzC4vK/b98+vfnmm3rmmWdsmQcAAAAAAFiZxRv+lS5dWunp6VZ98p9//lnPPPOMKlasKC8vr2zLCfr37y8vL68sf5o1a5ZlzLVr1zR8+HCVKVNGgYGBeuaZZ5SYmJhlzPHjx9WtWzcFBgaqTJkyGjFihK5fv55lzNatW9WoUSP5+fmpatWqmjt3rlVfKwAAAAAA9mJx+R89erTmzJmjhIQEqz15amqqKlWqpPHjx8vd3f2OYxo3bqyDBw+a/yxbtizL8VGjRmn16tWKjIzU2rVrdenSJXXr1s38RkV6erq6deumy5cva+3atYqMjNSqVas0evRo8zni4+PVtWtX1a5dW5s3b9bQoUM1YsQIfffdd1Z7rQAAAAAA2IvF0/43bNggLy8v1a5dWw0bNlSJEiXuuNv/pEmTLH7y5s2bq3nz5pKkAQMG3HFMwYIF5efnd8djKSkp+vLLLzVt2jSFhYVJkj7//HNVrlxZGzduVNOmTbVhwwbt379ff/zxh0qWLClJeu+99/Tqq69qzJgx8vDw0Lx58+Tv76+JEydKkkJDQ7Vr1y5NnTpV7dq1s/j1AAAAAACQF1lc/m+fBv/TTz/dccz9ln9LbNu2TeXKlZOnp6fq16+vMWPGyNfXV5L0+++/68aNG2rSpIl5fMmSJRUaGqodO3aoadOmiomJUWhoqLn4S1LTpk117do1/f7772rYsKFiYmKynCNzzJIlS3Tjxg25uLhY9TUBAAAAAPAwWVz+L1y4YMscd9SsWTM9/fTTKlWqlI4dO6YPPvhAbdu21caNG1WwYEGdOXNGTk5O8vb2zvJzvr6+OnPmjCTpzJkz5jcLMnl7e8vJySnLmMaNG2c7x82bN5WcnCx/f/875ouLi7PSK7WVQvYOAMBK8v71Bnhw/P0GkN9xHUNeEBISkuNxi8u/PXTq1Mn89b/+9S9Vq1ZNlStX1vr169W2bdu7/pzJZJLBYDB/f/vXt8tpjMlkyvFnpXv/l2t3WxPvPQZAvpDnrzfAA4qLi+PvN4B8jesY8ov7Lv9//fWXoqKidOzYMUlSUFCQmjdvrtKlS1s93N8FBAQoMDBQR48elSQVL15c6enpSk5Olo+Pj3ncuXPnVK9ePfOYHTt2ZDlPcnKy0tPTzTMCihcvbp4FcPs5nJ2dVaxYMVu+JAAAAAAAbO6+yv/o0aM1c+ZMZWRkZHn8zTff1Msvv6yxY8daNdzfJScn69SpU+YNAKtVqyYXFxdFR0erS5cukqTExEQdPHhQderUkSTVrl1bkyZNUmJiokqUKCFJio6OVsGCBVWtWjXzmO+//z7Lc0VHR6t69eqs9wcAAAAA5HsWf9TftGnTNH36dIWHhysqKkoJCQlKSEhQVFSUWrdurRkzZmj69On39eSXL19WbGysYmNjlZGRoRMnTig2NlbHjx/X5cuX9dZbbykmJkYJCQnasmWLnnnmGfn6+qpNmzaSJE9PTz3//PN6++23tXHjRu3Zs0cvvfSS/vWvf5nX8Ddp0kQVK1bUyy+/rD179mjjxo16++239cILL8jDw0OSFBERoZMnT2rkyJE6ePCgFixYoMWLF2vQoEH39XoAAAAAAMiLDEaj0WTJwDp16ig4OFhLly694/GuXbsqPj5eMTExFj/5li1b9PTTT2d7/Nlnn9XkyZPVo0cPxcbGKiUlRX5+fmrQoIFGjx6dZef+tLQ0jRkzRsuXL1daWpoaNmyojz/+OMuY48eP6/XXX9fmzZvl5uamzp0764MPPlDBggXNY7Zu3ao333xTBw4ckL+/vwYPHqxevXpZ/FryIq95rPkHHIUxooS9IwA2wVpZAPkd1zHkFxaXfz8/P3344Yfq3bv3HY/PmTNHo0ePVlJSklUD4sFR/gHHQfmHo+KXZgD5Hdcx5BcWT/svWrRojh9hcfjwYRUtWtQqoQAAAAAAgPVYXP7Dw8MVGRmpRYsWmT8GT7r1kXiLFy/W3Llz1bp1a5uEBAAAAAAAD87iaf9Go1Ft2rTRvn375O3trbJly0qSjh49qrNnz+qxxx7T6tWr5eXlZdPAsBzT/gHHwbR/OCqmywLI77iOIb+w+KP+vLy8tGHDBs2fP19RUVE6duyYJKlKlSpq0aKFXnjhhSwb6AEAAAAAgLzB4vIvSa6ururXr5/69etnqzwAAAAAAMDKLF7zX7VqVa1du/aux9etW6eqVataJRQAAAAAALAei8v/sWPHlJqaetfjqampOn78uFVCAQAAAAAA67G4/EuSwWC467HDhw+rSJEiuQ4EAAAAAACsK8c1/4sXL9aSJUvM30+aNElffPFFtnFGo1H79u1TixYtrJ8QAAAAAADkSo7lPzU1VUlJSebvU1JSlJGRkWWMwWBQoUKF9OKLL2rkyJG2SQkAAAAAAB5YjuW/b9++6tu3r6RbH+k3fvx4hYeHP5RgAAAAAADAOiz+qL/Y2Fhb5gAAAAAAADZi8YZ/+/fv16pVq7I8tnnzZnXs2FFNmjTRtGnTrB4OAAAAAADknsV3/t99911JUtu2bSVJJ06cUPfu3VWwYEH5+vpqzJgxKlq0qLp3726ToAAAAAAA4MFYfOc/NjZW9erVM3//9ddfKyMjQ1u2bNH27dvVokULzZkzxyYhAQAAAADAg7O4/J8/f17e3t7m73/88Uc1aNBAgYGBkqQWLVro8OHD1k8IAAAAAAByxeLy7+vrq2PHjkmSjEajdu3apbCwMPPxa9euWT8dAAAAAADINYvX/IeFhWnWrFny8PDQ1q1bJSnLx/4dOHBAJUqUsH5CAAAAAACQKxaX/7fffluHDx/WmDFj5OLionfffVdBQUGSpLS0NH377bfq2rWrzYICAAAAAIAHY3H59/X11Q8//KCLFy/Kzc1Nrq6u5mMmk0mrVq1SyZIlbRISAAAAAAA8OIvLfyYPD49sj7m7u6ty5cpWCQQAAAAAAKzL4vK/ZMkSi8Y9++yzDxwGAAAAAABYn8Xlf8CAAXc9ZjAYzF9T/gEAAAAAyFssLv979uzJ9lhGRoYSEhI0e/ZsnTx5UjNmzLBqOAAAAAAAkHsWl//Mnf3/Ljg4WI0aNVLHjh0VGRmpjz76yGrhAAAAAABA7hWw1olatWqlFStWWOt0AAAAAADASqxW/s+cOaOrV69a63QAAAAAAMBKLJ72f/z48Ts+npKSoi1btmjatGl68sknrRYMAAAAAABYh8Xlv0qVKll29b+dyWRS3bp1NXnyZKsFAwAAAAAA1mFx+Z86dWq28m8wGOTl5aUyZcooNDTU6uEAAAAAAEDuWVz+e/ToYcscAAAAAADARu654d8333yj9evX5zhm/fr17PQPAAAAAEAelWP5X7Nmjfr27SsnJ6ccT+Ls7Kw+ffooKirKquEAAAAAAEDu5Vj+Fy1apCeeeELNmjXL8SRNmzZV/fr19cUXX1g1HAAAAAAAyL0cy//u3bvVokULi0701FNPadeuXVYJBQAAAAAArCfH8m80GuXt7W3Riby9vXXhwgWrhAIAAAAAANaTY/n39PTUqVOnLDrR6dOn5enpaZVQAAAAAADAenIs/zVq1NB3331n0Ym+/fZb1ahRwyqhAAAAAACA9eRY/nv27Kk///xTI0eOVEZGxh3HmEwmjRo1Snv37lVERIRNQgIAAAAAgAfnnNPBVq1aqUePHvr888+1ceNGde7cWZUqVVLhwoV1+fJl7du3T8uXL9fBgwf1/PPPq2XLlg8rNwAAAAAAsFCO5V+Spk6dqvLly+uTTz7R2LFjZTAYzMdMJpO8vLz0/vvv65VXXrFpUAAAAAAA8GDuWf4l6dVXX1W/fv20fft2HTx4UJcuXVKRIkUUGhqqunXrys3NzdY5AQAAAADAA7Ko/EuSm5ubGjdurMaNG9swDgAAAAAAsLYcN/wDAAAAAAD5H+UfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwdy3/S5YsUUJCwsPMAgAAAAAAbOCu5X/gwIGKiYkxf1+sWDEtW7bsoYQCAAAAAADWc9fy7+HhoQsXLpi/N5lMDyUQAAAAAACwLue7HahVq5Y++ugjJSQkyMPDQ5K0evVqHT169K4nMxgMGjFihPVTAgAAAACAB2YwGo13vKUfHx+vQYMGafv27UpPT5fBYLjn3X+DwaDz58/bJCjun9e8RHtHAGAlxogS9o4A2ERcXJxCQkLsHQMAHhjXMeQXd73zHxwcrDVr1igjI0PJyckqX768Jk2apKeffvph5gMAAAAAALl01/KfqUCBAvL19dUbb7yhJ554QsWLF38YuQAAAAAAgJXcs/xnGjlypPnrlJQUnThxQpJUsmRJeXp6Wj8ZAAAAAACwirvu9n8nv/76q1q1aqUyZcqoQYMGatCggcqUKaPw8HD9+uuvtsoIAAAAAAByweI7/7t371br1q3l4uKiF154QaGhoTKZTDp06JCWL1+u1q1b6/vvv1eNGjVsmRcAAAAAANwni8v/Bx98IF9fX0VFRSkgICDLsREjRqh58+b64IMPtGLFCquHBAAAAAAAD87iaf+7du1Sr169shV/SQoICFCvXr20c+dOq4YDAAAAAAC5Z3H5N5lMcnJyuvuJChSQyWSySigAAAAAAGA9Fpf/6tWra/78+bpw4UK2YxcuXNAXX3zBen8AAAAAAPIgi9f8v/nmm2rfvr1q1aql7t27KyQkRJJ06NAhffXVV7p06ZKmT59us6AAAAAAAODBWFz+n3jiCa1YsUKjR4/W1KlTsxyrVq2axo4dq7p161o9IAAAAAAAyB2Ly78k1a9fXxs3btSZM2d07NgxSVJQUJCKFy9uk3AAAAAAACD37qv8ZypevDiFHwAAAACAfMLiDf8AAAAAAED+RPkHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABycReX/2rVrWrJkiXbv3m3rPAAAAAAAwMosKv8FCxbUa6+9pj/++MPWeQAAAAAAgJVZPO0/JCRESUlJtswCAAAAAABswOLyP2LECM2ePVt79+61ZR4AAAAAAGBlzpYO3Lx5s3x9fdWwYUPVrl1bpUuXlru7e5YxBoNBkyZNsnpIAAAAAADw4AxGo9FkycCiRYve+2QGg86fP5/rULAOr3mJ9o4AwEqMESXsHQGwibi4OIWEhNg7BgA8MK5jyC8svvN/4cIFW+YAAAAAAAA2YvGafwAAAAAAkD9ZfOc/0/bt27V582adPXtWL730ksqVK6fU1FQdOHBAISEh8vDwsEVOAAAAAADwgCwu/9evX1evXr20du1amUwmGQwGtWnTRuXKlZOTk5M6d+6sgQMH6vXXX7dlXgAAAAAAcJ8snvY/btw4rV+/XhMnTtTOnTtlMv1vn0A3Nze1b99eP/zwg01CAgAAAACAB2dx+V+2bJl69uyp3r17q1ixYtmOh4SEKD4+3prZAAAAAACAFVhc/s+ePavKlSvf9XjBggWVmppqlVAAAAAAAMB6LC7/fn5+Od7Z3717t0qVKnVfT/7zzz/rmWeeUcWKFeXl5aVFixZlOW4ymTRu3DhVqFBB/v7+at26tfbv359ljNFoVL9+/RQUFKSgoCD169dPRqMxy5i9e/cqPDxc/v7+qlixoiZMmJBl2YIkfffdd6pTp46KFy+uOnXqaPXq1ff1WgAAAAAAyKssLv9t27bVvHnzdPjwYfNjBoNBkvTDDz9o2bJl6tix4309eWpqqipVqqTx48fL3d092/FPP/1U06ZN04QJE7Rhwwb5+vqqQ4cOunTpknlMnz59FBsbq2XLlmn58uWKjY3VSy+9ZD5+8eJFdejQQcWLF9eGDRs0fvx4TZkyRVOnTjWPiYmJUa9evdSlSxdt2bJFXbp0Uc+ePbVr1677ej0AAAAAAORFBqPRaLr3MOnSpUtq3bq1jhw5ojp16mjjxo1q2LChLl++rF9//VU1a9bU6tWr5ebm9kBBSpQooY8++kg9evSQdOuuf4UKFdS3b1/zJwhcvXpVISEh+ve//62IiAgdPHhQderU0bp161S3bl1J0rZt29SqVSvt3LlTISEhioyM1LvvvqtDhw6Z32CYOHGi5s6dq3379slgMCgiIkIXLlzQt99+a87Trl07+fj4KDIy8oFeT17gNS/R3hEAWIkxooS9IwA2ERcXp5CQEHvHAIAHxnUM+YXFd/6LFCmiqKgoDR06VGfPnpWbm5u2b9+u1NRUjRo1KlfF/04SEhKUlJSkJk2amB9zd3dXvXr1tGPHDkm37tgXLlxYderUMY+pW7euHnnkkSxjnnjiiSwzC5o2bapTp04pISFBkrRz584sz5M5JvMcAAAAAADkZ873M9jNzU3Dhg3TsGHDbJXHLCkpSZLk6+ub5XFfX1+dOnVKknTmzBl5e3ublx9It5Yi+Pj46MyZM+YxgYGB2c6ReSw4OFhJSUl3fJ7Mc9xNXFzcA7yyh6mQvQMAsJK8f70BHhx/vwHkd1zHkBfcawbKfZX/TCkpKTpx4oQkqWTJkvL09HyQ01jk9mIv3VoO8Pey/3f3GpO52d+9xtzp3LfL89N7tjLtH3AUef56AzwgpssCyO+4jiG/sHjav3RrPX3Lli1VunRpNWjQQA0aNFDp0qXVsmVL/fLLL1YN5ufnJ0nZ7r6fO3fOfJe+ePHiOnfuXJad+00mk5KTk7OMudM5pP/NAPDz88vxeQAAAAAAyM8sLv9RUVFq27atDh48qN69e2vcuHH68MMP1bt3bx08eFDt2rVTVFSU1YKVKlVKfn5+io6ONj+Wlpambdu2mdf4165dW5cvX1ZMTIx5TExMjFJTU7OM2bZtm9LS0sxjoqOjFRAQYP5owscffzzL82SOuX0vAQAAAAAA8iuLp/2/9957Kl26tNavX6+iRYtmOTZq1Cg1b95c7733npo3b27xk1++fFlHjx6VJGVkZOjEiROKjY1V0aJF9eijj6p///76+OOPFRISonLlymnSpEl65JFH1LlzZ0lSaGiomjVrpiFDhujTTz+VyWTSkCFD1KJFC/PUm86dO2vChAkaMGCAXn/9dR0+fFiffPKJRowYYZ7W//LLLys8PFyTJ09WmzZttGbNGm3ZskXr1q2z+LUAAAAAAJBXWXzn/8iRI3rxxRezFX9JKlasmF588UUdOXLkvp78t99+U8OGDdWwYUNdvXpV48aNU8OGDfXhhx9Kkl577TUNGDBAw4cPV1hYmE6fPq0VK1aoSJEi5nPMnj1bjz32mDp27KhOnTrpscce0+eff24+7unpqZUrV+rUqVMKCwvT8OHDNXDgQA0aNMg8pk6dOpo7d66WLFmi+vXr66uvvtLcuXNVq1at+3o9AAAAAADkRQaj0Wi697BbH6HXsWNHjRgx4o7Hx48fr5UrV/LxeHmI1zw2/AMchTGihL0jADbBRlkA8juuY8gvLL7z/8Ybb2jmzJnatWtXtmM7d+7U7NmzNWrUKKuGAwAAAAAAuXfXNf/Dhg3L9pi/v7+aN2+u6tWrq2zZspJuLQf47bffVLFiRW3dulXt27e3XVoAAAAAAHDf7jrt/05r++95MoNB58+fz3UoWAfT/gHHwbR/OCqmywLI77iOIb+4653/CxcuPMwcAAAAAADARixe8w8AAAAAAPKnu975v5cbN27IZMq+YsDV1TVXgQAAAAAAgHVZXP4zMjI0a9Ysffnll4qPj9fVq1ezjTEYDEpOTrZqQAAAAAAAkDsWl/833nhDkZGRKl++vNq3by8PDw9b5gIAAAAAAFZicflfunSp2rVrp3nz5tkyDwAAAAAAsDKLN/xzcXFRw4YNbZkFAAAAAADYgMXl/+mnn9amTZtsmQUAAAAAANiAxeX/ww8/1JUrV9S/f3/9/PPPio+P1/Hjx7P9AQAAAAAAeYvFa/6dnZ0VHBysOXPmaOnSpXcdd/78easEAwAAAAAA1mFx+R86dKgWL16sJ598UrVq1WK3fwAAAAAA8gmLy/+qVavUo0cPTZkyxZZ5AAAAAACAlVm85r9gwYKqVq2aLbMAAAAAAAAbsLj8d+nSRWvXrrVlFgAAAAAAYAMWT/tv3bq1tm7dqk6dOqlHjx4qWbKknJycso2rWbOmVQMCAAAAAIDcsbj8t2nTxvx1dHR0tuMmk0kGg4Hd/gEAAAAAyGMsLv/Tpk2zZQ4AAAAAAGAjFpf/7t272zIHAAAAAACwEYs3/AMAAAAAAPmTxXf+Bw4ceM8xBoNBU6dOzVUgAAAAAABgXRaX/82bN8tgMGR5LCMjQ6dPn1Z6erp8fHxUqFAhqwcEAAAAAAC5Y3H5/+OPP+74+PXr1xUZGalZs2bp22+/tVowAAAAAABgHble8+/q6qr+/furYcOGeuONN6yRCQAAAAAAWJHVNvyrXr26tm7daq3TAQAAAAAAK7Fa+d+5c6dcXV2tdToAAAAAAGAlFq/5X7JkyR0fT0lJ0ZYtW7R27Vr17t3basEAAAAAAIB1WFz+BwwYcNdjPj4+ev311/X6669bJRQAAAAAALAei8v/nj17sj1mMBhUtGhRFS5c2KqhAAAAAACA9Vhc/oOCgmyZAwAAAAAA2IjVNvwDAAAAAAB5U453/qtWrXpfJzMYDPr9999zFQgAAAAAAFhXjuW/XLlyMhgM9zxJYmKiDhw4YNFYAAAAAADwcOVY/r/55pscfzgxMVGTJ0/Wli1b5Orqqh49elg1HAAAAAAAyD2LN/y73cmTJzV58mQtXLhQJpNJ3bt317Bhw1SyZElr5wMAAAAAALl0X+Wf0g8AAAAAQP5jUfmn9AMAAAAAkH/lWP4p/QAAAAAA5H85lv/q1avrxo0bqly5soYOHaqSJUsqKSlJSUlJd/2ZmjVrWj0kAAAAAAB4cDmW/+vXr0uSYmNjFRERkeOJTCaTDAaDzp8/b710AAAAAAAg13Is/9OmTXtYOQAA2A/jJwAAIABJREFUAAAAgI3kWP67d+/+sHIAAAAAAAAbKWDvAAAAAAAAwLYo/wAAAAAAODjKPwAAAAAADo7yDwAAAACAg6P8AwAAAADg4Cj/AAAAAAA4OMo/AAAAAAAOjvIPAAAAAICDo/wDAAAAAODgKP8AAAAAADg4yj8AAAAAAA6O8g8AAAAAgIOj/AMAAAAA4OAo/wAAAAAAODjKPwAAAAAADo7yDwAAAACAg6P8AwAAAADg4Cj/AAAAAAA4OMo/AAAAAAAOjvIPAAAAAICDo/wDAAAAAODgKP8AAAAAADg4yj8AAAAAAA6O8g8AAAAAgIOj/AMAAAAA4OAo/wAAAAAAODjKPwAAAAAADo7yDwAAAACAg6P8AwAAAADg4Cj/AAAAAAA4OMo/AAAAAAAOjvIPAAAAAICDo/wDAAAAAODgKP8AAAAAADg4yj8AAAAAAA6O8g8AAAAAgIOj/AMAAAAA4OAo/wAAAAAAOLg8Xf7HjRsnLy+vLH/Kly9vPm4ymTRu3DhVqFBB/v7+at26tfbv35/lHEajUf369VNQUJCCgoLUr18/GY3GLGP27t2r8PBw+fv7q2LFipowYYJMJtNDeY0AAAAAANhani7/khQSEqKDBw+a//zyyy/mY59++qmmTZumCRMmaMOGDfL19VWHDh106dIl85g+ffooNjZWy5Yt0/LlyxUbG6uXXnrJfPzixYvq0KGDihcvrg0bNmj8+PGaMmWKpk6d+lBfJwAAAAAAtuJs7wD34uzsLD8/v2yPm0wmzZgxQ4MHD1a7du0kSTNmzFBISIiWL1+uiIgIHTx4UD/99JPWrVunOnXqSJL+85//qFWrVoqLi1NISIiWLVumq1evasaMGXJ3d1elSpV06NAhTZ8+XYMGDZLBYHiorxcAAAAAAGvL83f+4+PjVbFiRVWpUkW9evVSfHy8JCkhIUFJSUlq0qSJeay7u7vq1aunHTt2SJJiYmJUuHBhc/GXpLp16+qRRx7JMuaJJ56Qu7u7eUzTpk116tQpJSQkPIRXCAAAAACAbeXp8l+rVi1Nnz5dy5Yt02effaakpCQ1b95c58+fV1JSkiTJ19c3y8/4+vrqzJkzkqQzZ87I29s7y917g8EgHx+fLGPudI7MYwAAAAAA5Hd5etr/U089leX7WrVqqVq1alq8eLEef/xxSco2Ld9kMmUr+393rzGZm/3da8p/XFycBa/CngrZOwAAK8n71xvgwfH3G0B+x3UMeUFISEiOx/N0+f+7woULq0KFCjp69KjatGkj6dbd+ZIlS5rHnDt3znznvnjx4jp37lyWsm8ymZScnJxlzN/v8J87d05S9lkFf3ev/3LtbmuivRMAsJI8f70BHlDmHjwAkF9xHUN+kaen/f9dWlqa4uLi5Ofnp1KlSsnPz0/R0dFZjm/bts28xr927dq6fPmyYmJizGNiYmKUmpqaZcy2bduUlpZmHhMdHa2AgACVKlXqIb0yAAAAAABsJ0+X/7feektbt25VfHy8du3apRdffFFXrlzRs88+K4PBoP79++uTTz7RqlWrtG/fPg0YMECPPPKIOnfuLEkKDQ1Vs2bNNGTIEO3cuVMxMTEaMmSIWrRoYX53rnPnznJ3d9eAAQO0b98+rVq1Sp988okGDBjATv8AAAAAAIeQp6f9nzx5Un369FFycrJ8fHxUq1Yt/fjjjwoKCpIkvfbaa7p69aqGDx8uo9GomjVrasWKFSpSpIj5HLNnz9Ybb7yhjh07SpJatWqljz76yHzc09NTK1eu1Ouvv66wsDB5eXlp4MCBGjRo0MN9sQAAAAAA2IjBaDSa7B0CtuE1jzX/gKMwRpSwdwTAJlgrCyC/4zqG/CJPT/sHAAAAAAC5R/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHJyzvQMAAHAnXvMS7R0BD0UhaSv/W/8TGCNK2DsCAPyjcecfAAAAAAAHR/kHAAAAAMDBMe0fAAAAsAGWL/1TsHzpn8ARli5x5x8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlH8AAAAAABwc5R8AAAAAAAdH+QcAAAAAwMFR/gEAAAAAcHCUfwAAAAAAHBzlHwAAAAAAB0f5BwAAAADAwVH+AQAAAABwcJR/AAAAAAAcHOUfAAAAAAAHR/kHAAAAAMDBUf4BAAAAAHBwlP/bzJkzR1WqVJGfn58aNWqkX375xd6RAAAAAADINcr//1uxYoVGjhypYcOGafPmzapdu7a6dOmi48eP2zsaAAAAAAC5Qvn/f9OmTVP37t314osvKjQ0VBMnTpSfn5/mzp1r72gAAAAAAOSKs70D5AXXr1/X77//rldeeSXL402aNNGOHTvslCr3jBEl7B0BAB4Y1zAA+R3XMQB5CXf+JSUnJys9PV2+vr5ZHvf19dWZM2fslAoAAAAAAOug/N/GYDBk+d5kMmV7DAAAAACA/IbyL8nb21tOTk7Z7vKfO3cu22wAAAAAAADyG8q/JFdXV1WrVk3R0dFZHo+OjladOnXslAoAAAAAAOtgw7//N3DgQL300kuqWbOm6tSpo7lz5+r06dOKiIiwdzQAAAAAAHKF8v//OnbsqPPnz2vixIlKSkpSxYoV9fXXXysoKMje0QAAwN+wLw8AAPfHYDQaTfYOAQAAcC8LFy7U/v37NXbsWEm8AQAAwP1gzT/wD2Uy8b4fgPwjLS1Nu3fv1ubNmzVu3DhJtz6lh2sZAEfB9Qy2RvkH/mEy/2G5efOmJCk9PV2SlJGRYbdMAHAvbm5uGjNmjMLCwhQVFWW++88bAADyK373wsPGmn/gHyRzimx0dLRWr16tU6dOKSQkRL169VJwcDBTaAHkWRkZGSpWrJgGDx6sjIwM/fTTT5Kk0aNHm98A4PoFIL/IyMhQgQK37sMuWLBAv/32m4xGoxo1aqSePXvaNxwcFnf+gX8Qg8Gg1atXq0ePHvL09FTlypW1c+dONW7cWEajkV+cAeRZmb8kFytWTEOHDlW9evX0008/MQMAQL6UeU175513NH78eBUsWFCVK1fWkCFD9N577yktLc3OCeGIuPMP/IOcOXNGkydP1rvvvqt+/frp5MmT+vLLL9W+fXt5eXmZx3EHDUBekXk9Sk9Pl5OTk6RbbwAMGTJEkrLNALj9bhoA5GVbtmzRypUrNX/+fNWuXVubNm1SgQIFVLZsWbm5udk7HhwQ5R/4B7l48aIuXLigjh07KjExUc2bN1eLFi30ySefSJK+//57Pfnkk/L09LRzUgD4X/HfuHGj1q5dq2PHjik8PFwNGzZUcHCwBg8eLOnWGwBOTk4aOXIkxR9AnpV5Tcv8z6SkJJUpU0a1a9fWd999p4EDB2rSpEl67rnnZDQadfjwYdWqVcveseFA+BcS+Ac4ceKEJMnV1VUBAQHauXOnWrRooaeeekqTJk2SJMXHx2vt2rXas2ePPaMCgFnmUqXu3bvLZDLJw8NDS5Ys0ejRo3Xo0CH5+vpq8ODBatCggZYuXaqPP/7Y3pEB4K4yZ1VevHhR0q2p/9euXdOCBQs0aNAgvf/++4qIiJAkxcTEaPLkyUpMTLRbXjgeyj/g4P744w/17dtX8fHxKlGihG7evKnu3burfv36+uSTT+TsfGsC0Ny5c/XHH3+ofPnydk4MALf89ttveuuttzR+/HhNnDhR48aN0/79+/Xnn39q1KhRiouLk6+vrwYNGqROnTqpU6dO9o4MADn6+uuv1a1bN126dElly5bV5cuXNXz4cA0ePFi9evWSdOujTSMjI+Xh4aHAwEA7J4YjcRo5cuS79g4BwHYuXbqkDz/8UAEBAapTp46eeuoprV+/XpcvX5arq6uOHDmiyMhILVq0SIsWLVLZsmXtHRnAP1jmdNjr168rPj5eqampGjlypBISEtSqVSu1aNFCnTp10ldffaVDhw6pUqVKCg4O1pNPPqmiRYvaOz4A5GjHjh3atGmTOnTooPLly+vKlSvas2ePihcvLpPJpMOHD2v06NE6efKkli1bJicnJ2VkZLAXE6zCYDQa2RoXcDB/3yBrypQpWrJkiebNm6fQ0FCdOnVKL730ks6cOaOMjAyVKlVK77zzjh577DF7RwcArVu3TvHx8eratatSUlIUFBSk5557Tl5eXpoxY4YkKSwsTAkJCapfv74iIyPl4uLCL8cA8pTbN1C+/eu6devqX//6lyIjIyVJ06dP13//+19t3rxZtWrVko+Pj+bOnSsXF5csm50CucWGf4ADuH79ulxdXc3/sFy+fFlFihQx/2NRo0YNffnllzpw4IBCQ0MVEBCg7777TmfPnpWTk5Pc3d1VqFAhO78KAP9kmdevPXv2qGfPnvrss8/k4eGhYsWK6cyZMzp69KhGjRolSTIajSpTpow6duyozp07y9XV1c7pASCrv39y0u1fjxw5UpMnT9Yvv/yievXqacCAAerZs6eSkpJUrFgxeXh4yGAw6ObNm+blmYA1sOYfyOemTJmimTNnmv+R+fXXX9WyZUvNnz9fSUlJkqT69evr8ccf1zvvvKMrV65IuvWPUPHixeXt7U3xB2B3mcX/r7/+0oABA9S1a1fzzv03b97UI488om3btmnfvn2aNm2aDh8+rGeffVYBAQF2Tg4A/9O7d2/98ssv5rL/2WefqWvXrtqyZYtSU1MlSVWrVtXVq1e1efNm88+5u7urdOnS8vT0NH8iAMUf1saafyAfM5lMWrVqlbp06SJvb29J0unTp5WamqpPP/1Uv/76q/bv368GDRqobNmy2rlzp9LT01W9evVs70gDgD2kp6erQIECunr1qsLDw7VgwQIFBASoXbt25mtUkSJFlJSUpHXr1mn+/Pnau3evZs+erTJlytg5PQD8z6FDh3TixAl169bNPPvy/PnzWrdunTZt2qTly5erXLlyqly5sgICAvT++++rWbNm8vPzy/Y7Gb+jwRZY8w84iF9++UXbt2/Xyy+/rEKFCik2NlY//PCDFi9erCJFiqhp06aKjo5WhQoVNGvWLHvHBfAPlZGRoQIFCujixYvy8PCQJO3Zs0fBwcE6e/as+vXrp5SUFH311VcKCQnJ8kblnj17dOXKFQUFBalEiRL2fBkAcEeZ16w5c+YoICBArVu3liStX79eX3/9tTZt2qSaNWuqcuXK2r17t5o0aaKBAweaZzoBtkT5B/IZk+nW/2UNBoNu3LghFxcXSbfWj0VFRem5555T79695enpqfT0dN24cUNjx45VYmKiVq5cKUk6evSovLy8eFcZgF2cOnVKr7zyivr06aOMjAz16NFDP/74o2rVqqWjR4+qY8eOCgwM1Jw5cxQYGMhMJQB53u3r81NSUtS3b18dOnRIH374ocLDw83jfvjhB+3YsUNffPGFjEajOnfurNmzZ9srNv5hKP9APpL5C/C5c+fk4+MjSdq0aZNcXFxUt25djRo1Stu3b1ebNm308ssvq0iRIuafvXDhgjZu3KiKFSuqQoUK9noJAKDY2FhNnDhRhw4dUkJCgqZOnarOnTubf3k+cuSIOnTooEcffdR89wwA8qrbfy9buHChnn76af3111+aOXOmdu/erX//+99q2bJllp85evSoVqxYocGDB7O2Hw8Na/6BfMRgMOjChQtq3Lixzp8/r+vXr6tTp056+umnFRISoiZNmmj//v2Kjo7WpUuXVKVKFfOnALi7u6tixYrmf5wAwF78/Px05coVLVy4UCVLllTLli0VEhKiAgUKKD09Xd7e3mrevLnmzZunFStWqHXr1ipcuLC9YwNANlu3blXLli3Vtm1bTZgwQdOnT1f37t1Vvnx5lShRQidOnNDixYtVqlQplStXTpJ048YN+fj4qF69eipQoIBu3rzJtH88FJR/IJ+4ePGiChYsqGvXrqlYsWKaMGGCvvnmG82dO1etW7dWWlqaXF1d1bRpU/MbAFeuXNFjjz2mggUL2js+AGSZvn/16lVVrVpVkrRu3Tq5u7urUqVKWd4ACAsL0+rVq9W+fXt5enraMzoA3JG/v7927NihCRMm6Pfff9f3339vLvkBAQEqWbKkTpw4oSVLlqhUqVIqW7aseTPATBR/PCz8TQPygenTp6tly5a6efOmvLy8VLFiRV25ckXp6enat2+fJMnNzU3Xrl2Tk5OTxo8fr7p162revHmaP3++eZ8AALAng8GgHTt2qE+fPqpZs6b69Omjvn37KjAwULNmzdKKFSskSU5OTvrvf/8rPz8/bdiwQUFBQXZODgB35urqqipVquj8+fNyc3PLVuSrV6+u/v37q0aNGurbt6927Nhhp6QAd/6BfMHHx0ft27eXj4+Prl27Jl9fXzVq1EiPP/64JkyYoEuXLqlx48ZydnbWtWvX5OLioqZNmyo5OVldunRR0aJF7f0SAEAmk0k//fSTVq5cqV27dik8PFyPPvqoSpYsqQMHDig6OlopKSnasGGDXnvtNfXp00deXl72jg0AWfx9E9KyZcuqS5cuOnr0qD777DPVrVtXgYGBysjIkMFgUEBAgEqXLq3ChQura9eu3OmH3VD+gXygaNGiKlasmHbs2KF27dqpY8eOqly5sh599FEVLVpUn332mVJTU9WoUSM5Oztr0aJFunLlinr06MEvzgDyDIPBoNDQUHl4eOjHH3/Uli1b1KZNGz366KMqVaqUTp48qdWrVysuLk7Lli1T+fLl7R0ZALLI/LjSTKmpqfL29pa/v7/Cw8O1detWzZo1S08++aR5s9L//Oc/atSokZ566inz0ibeAIA9sNs/kI8cOXJEzz//vK5fv65Vq1YpMDBQycnJ+vrrrzV27FiFh4fLx8dHn3/+uXbs2GFecwYA9vTXX3+pdOnS5u/T0tK0dOlSRUZGqkyZMpo9e7ZcXFyUnJxsvlPG5qQA8prbi//MmTO1c+dOJSQk6IUXXlCbNm1UrFgxpaWl6bnnntNvv/2m4cOHa82aNUpOTtbWrVuzrfUHHjbu/AN5WOa0sqSkJLm4uMjX11dNmjTRf//7X82aNUtt27aVn5+fQkJCFBISoqioKBmNRi1YsEAVK1a0d3wAUFxcnCIiIpSQkKDGjRtLkpydnVW+fHmlp6dr6dKlOnLkiJo1a6YiRYrokUceUaFChewbGgDuIHOq/3vvvac5c+aoXr16euyxx/TWW29JkoKDg+Xj46OuXbvqzz//1LZt2+Tp6anVq1fL2dnZ/OYmYC/c+QfyqMzi/8MPP+jjjz/WsGHDFBYWJjc3Nx05ckT9+/dXUlKS1q5dqxIlSkiS0tPTdeXKFRUpUsTO6QHgluTkZI0dO1Z//PGHwsLC9Oabb5qPXb58WU2bNtWRI0fUqVMnff7553ZMCgD39s033+j999/XvHnzVKNGDf36669q2rSpnJ2d1b17dw0ZMkTBwcGSpNOnT8vPz08Gg0E3b96Us7OzfcPjH4/FJkAeZTAYtGbNGvXt21etWrVSaGio3NzcJN3aWGbWrFny9fVVu3btdPz4cUm3dsim+AOwp79/uoi3t7fefPNN1a5dW+vXr9e4cePMxzIyMlSzZk2NHTtWY8aMedhRAeCebr+mXbt2TTdv3tSrr76qGjVqaN26dWrfvr3mzZunOXPmaOHChYqMjNSBAwck3foYQIPBIJPJRPFHnsCdfyCPSkxMVPv27dW7d2+9/PLLSk9PV0ZGhrZt26bAwECVK1dOx44dU+fOneXm5qbo6GjWkgGwq8wZS9u3b1dMTIwSExPVrFkzPfXUU0pJSdFHH32kn3/+WTVq1FBERISWL1+u7du3a9GiRazxB5Dn3L6rf+bXCQkJKlCggFxdXdWtWzd16tRJr7zyik6fPq0GDRro3Llzev/99/XKK6/YOT2QHW9BAXnUlStX5OTkpLCwMJ07d04LFy7UTz/9pJ07d6patWoaPHiwWrVqpaVLl6pAgQIUfwB2ZzAYtGrVKg0ZMkS1a9eWp6enunbtqoEDB+r999/XsGHD5OvrqwULFmjt2rVyd3fXvHnzKP4A8pzbN/dbvny5oqKiNH36dJUqVUqStHfvXqWlpalOnTqSpBs3bqhbt25q0KCBmjZtarfcQE7+r737jquq/h84/gIRAQd8QZmyREQEUlJTUMEZiQgKibmScJsj98aZ4tZETVyJieZPwE1kLlxRafV1JuIKM8yBCCKyfn/wuOfLBUwoFbT38/HokffcM97n3M893Pf5LGn2L0QFVbt2be7evcuwYcNo1aoVP/74I15eXsTFxZGamsrFixcBsLW1Vf4QCSHEq5KXl6f8W9Us9vLly0yePJmQkBC2bt3KihUrqFSpElWqVAHA0NCQoUOH8vXXX/Pll18SFxdHo0aNyiV+IYR4lsKJf0JCArGxscTFxTFr1ixyc3OBgin+rly5wvfff8+JEycYO3Ys58+fx8vLCy0tLXJycsrzFIQokdT8C1EBqJqS3bt3Dx0dHTIyMjA2Nubo0aOsWbMGExMTAgMDMTIyQlNTkzp16ig/tgs3SRNCiFdFU1OTGzduUL16dQwNDQF4+PAhtra29O3bl6tXr+Lj40OvXr2U/vzXr1/HxsYGY2NjjI2NyzN8IYR4JlXiP2XKFE6fPo2ZmRmmpqZs27aNzMxM5s2bxzvvvMOkSZOYNm0atra2GBoaEhsbCyB9/EWFJX3+hShnquR93759LF++nPv376Orq0vv3r0ZNGiQ2rpPnz4lNDSUiIgI4uLisLOzK6eohRD/dtnZ2QQEBHDp0iVOnTqFkZERO3fuZPr06WzevJk+ffrQpk0blixZgqamJsePH2fNmjXMnz8fc3Pz8g5fCCH+0p49exg5ciRRUVE0atSIvLw85syZw4EDB3Bzc2PevHloaWlx/vx5tLS0sLe3R1NTU0b1FxWaNPsXopxpaGjw7bffEhwcjI+PD4MHD8bLy4tJkyYp88YC7Ny5k759+7J9+3aioqIk8RdClKvKlSsTGhqKlZUV3t7e3L17lzZt2lC7dm28vLxo1qwZy5YtU1omHTx4kNTUVKULgBBCVGR//PEHhoaG2Nvbo6GhQaVKlRg5ciRNmzYlMjKSadOmkZ2djZOTk5L45+XlSeIvKjRJ/oV4hQr3kVXJzc1l27Zt9OrVixEjRtC/f3+mTp3Kxo0bWblyJZs2bQLA0dERFxcXdu3aRcOGDV916EKIf7mS7l8NGjRg5cqV6Ojo0LlzZ3JycujSpQvGxsZUqVKF69ev88svvzB9+nTWr19PaGgoRkZG5RC9EEKUjqpPv5GRERoaGiQnJwMF90ADAwOGDx+Orq4uR48eZebMmWrjA6j+L0RFJSVUiFdE9cchOTmZiIgIVq9erUzPd/XqVbWpZHJycvDz82PIkCFs27aNR48e4eDgwIQJE6TGXwjxyqnuXykpKXz33Xdq79nb27Nu3To0NDTw9/cnICCAwYMHc+HCBVxdXfn44485dOgQe/fuxcnJqZzOQAghSlb0waYqgXdzc+Phw4csWrSI+/fvK8sfP36Mu7s7bdq0IT4+nl9//fWVxyzE3yXtUoR4BVQ/nM+dO0fPnj3R19fn+vXrACxevJjAwEAiIiK4fPky9erVU6btMzQ05PHjx+jq6gLIdH5CiHKhenDp4eHBgwcPcHNzo1GjRrRt25aGDRtib2/Ppk2bGDZsGH5+fuzcuZPg4GC+++47rKysqFGjhtT4CyEqnMK19hEREVy4cIGbN2/SrVs3unbtyldffYWPjw9ZWVl07doVa2tr5s6di6WlJWPGjGHNmjV8//33ODo6lvOZCFE6UvMvxEtWOPF/99138ff3Z8+ePcTExNCxY0emTZtGRkYGNWrUYPXq1Vy5ckVpBfDnn39ibGxMVlZWOZ+FEOLfLi8vDwsLC+zs7MjOziY9PZ0PP/yQzp078+GHH5KQkMCYMWN48uQJvXv3Ji0tDU9PT2xtbSXxF0JUSKrEPyQkhPnz55Obm4uDgwPBwcHMmTMHV1dX9u/fT3JyMjNmzKBv3748evSIefPmUa1aNRo0aICpqWk5n4UQpSej/QvxCiQnJ9O6dWtatGih9OEH2Lt3L8OGDWP//v2cOXOGzZs3c//+fVxdXXn8+DFHjx5l//79uLi4lGP0QghR4OrVq8ogVxMmTMDc3JyffvqJ8PBw0tPTuXjxItbW1ly8eJEOHTqwbds26QMrhKiQVJUzhw4dYsSIEWzevBlXV1fOnDlDu3btWLNmDYGBgUDBNKYPHz7k8ePHODg4oKGhwaxZs9i+fTuxsbFYWlq8vHFUAAAcS0lEQVSW89kIUTryF1mIVyA3NxcrKysyMzM5ceKEsrxWrVrk5uaSk5ND7969mTJlCj169ODBgweYm5tz4MABSfyFEBVGnTp1mDlzJjk5OcycOZPk5GS8vb3ZuXMne/fuZeXKlQQGBtK4cWOmTp0qib8QosL59ttv+fPPP5X7071793B2dsbV1ZWYmBh8fX2VLpkPHz7k4sWL6OvrY2VlRf369Tl//jxBQUFs3ryZLVu2SOIvXitS8y/EK3L16lXGjRtHdnY2CxYsoHbt2ri6uvLBBx8we/ZstXVzc3PR1NRUmv8LIURFkpSUxLhx48jNzWXs2LG0atVK7f3C/WiFEKKiePToER06dCAjI4MjR45gZGTEunXr+PLLLxk+fDijRo1i+vTp9OvXD4Do6Gh27tzJ0qVLle5LKSkpREZG4u3tjYODQ3mejhBlJsm/EK9QUlISEyZMID09nUuXLtGzZ0/mzp0LFCT8MqCfEOJ1kZSUxPjx48nJyWHixIm4ubkp7+Xn58vDSyFEhXTx4kWGDx9OWloa+/fvJz09neDgYP773/8ydepUPvnkEwAyMzMJDg7GwMCAVatWqd3T5B4nXlfyWF6IV8jOzo758+ejra1NtWrV8Pb2Vt6TWjIhxOvEzs6OBQsWoKOjw+TJk/n++++V9+RHsRCionJ0dCQsLAxdXV18fX2pXr063bp1w9ramkuXLpGQkEBsbCy9e/fmxo0brFixAg0NDbUpAeUeJ15Xkm0I8YrZ2dmxbNkyHBwcWLhwIadOnQLkD4kQ4vVjZ2fH7NmzsbS0xMzMrLzDEUKIYn788Ue+/vpr8vPzyc7OBsDBwYH169cD4O/vT2BgIEOHDuW3337D29ubxYsXU6VKFY4ePYqWlpbSHVOI1500+xeinCQlJTF58mTu3LnD/Pnzeeedd8o7JCGE+FuePn2KtrZ2eYchhBBq4uPj8fPzA+Dtt9/GxsYGHx8fnJ2dsbe35/Lly4wcOZKMjAxiYmIwMjLi/PnzWFhYoK+vj4aGBjk5OWhpaZXzmQjxYkjyL0Q5unz5MnPmzOHTTz+V0WKFEEIIIV6ga9euMWjQILKysjAzM8Pe3p7IyEj09PSoW7cuLVq0oE6dOoSEhGBpacmmTZswNjZWtpfBS8WbRpJ/IcqZ1JgJIYQQQrwcSUlJhISE8OTJE2bMmIGNjQ0XLlxg7dq1pKSk8PPPP6Ovr8+tW7fo168fixYtKu+QhXhpJPkXQgghhBBCvLGuXLmizE4yadIktdlJDh8+zK1btzh27BhhYWFUrly5HCMV4uWS5F8IIYQQQgjxRis8PenYsWNp1apVietlZ2fLAwDxxpJOLEIIIYQQQog3mmp6Ui0tLRYvXqzMtlSUJP7iTSbJvxBCCCGEEOKNp3oAoK2tzfjx4zl79mx5hyTEKyXJvxBCCCGEEOJfwc7OjtmzZ9OqVSucnJzKOxwhXinp8y+EEEIIIYT4V8rNzaVSpUrlHYYQr4TU/AshhBBCCCH+lSTxF/8mkvwLIYQQQgghhBBvOEn+hRBCCCGEEEKIN5wk/0IIIYQQQgghxBtOkn8hhBBCCCGEEOINJ8m/EEKIF+LGjRsYGBiwZcuW8g5FVFCdOnWiU6dOL2w9IQBcXFwYMmRIeYchhBAVniT/QgjxGjp//jxBQUG4uLhgYmJC/fr18fb2Zt68eS/92OHh4a91gp+ens68efM4duxYeYciXrG8vDy2bt2Kr68vtra21KpViwYNGhAcHEx8fPxLO+7ChQvZu3fvS9t/eXNxccHAwED5z9zcnLZt27J169byDk0IIUQhGqmpqfnlHYQQQojS++677/D19cXExISePXtiYWHB7du3+fHHHzl06BD37t17qcdv2rQpxsbG7Nu3T215fn4+WVlZVK5cuUJPnZSSkoKDgwMTJkxg0qRJ5R3Ov4qqNr9o2Snq6dOnAGhra7+wYz958oQPP/yQb775hubNm9OxY0cMDQ25ffs2e/bs4ezZs8TFxdGsWbMXdkwVExMT/P39Wb169Qvfd0Xg4uJCjRo1GDFiBFDwHYuIiODKlSssW7aMoKCgl3r8rKwsNDU1qVy58ks9jhBCvO60yjsAIYQQZbNkyRL09PQ4cuQIRkZGau/dvn27nKICDQ0NdHR0yu34/xa5ubnk5ua+0MS4onkZ5zZ16lS++eYbZs2apSSpKuPHjycyMhItLflZVJLHjx+jp6f3l+uYmprSvXt35XWPHj1wdXVl9erVLz35r1KlykvdvxBCvCmk2b8QQrxmrl27hqOjY7HEH8DMzKzYssOHD+Pj40Pt2rUxNzfHx8eHhIQEtXXmzZuHgYEBSUlJjBo1CltbWywsLOjbty/3799X1nNxcSExMZETJ04oTXxdXFyAkvv8q/abmJjIkCFDsLa2xtbWlunTp5OXl8eff/5JUFAQVlZW2NnZERoaWiz+/Px8wsPDcXd3x8TEBFtbWwYMGMCtW7fU1uvUqRNNmzYlKSmJgIAAzM3Nsbe3Z+bMmeTl5SkxOjg4ADB//nzlHJ7XX7g0Mfz666+YmprSr18/tW3PnTuHsbExQ4cOLRbr2bNn6dixI2ZmZjg5ObFs2TK1bVXXdOnSpaxbt463334bY2Nj5fMr7bW5evUqQUFBODg4YGJigpOTE3379uX3339X1jl69CgdO3bE2toaCwsLmjRpwpgxY9T28/TpUxYsWECTJk0wNjamXr16jBo1itTU1GLXa/ny5Tg7O2NqakqHDh2Klbm/UrTPf+HrsHXrVqX1ibu7O0eOHHnu/n7//Xe++OILPD09iyX+Kj179qRx48bA/8ptUceOHcPAwECty8jzrq2BgQFZWVls3bpVKW+Fz+23335jwIAB1KlTBxMTE1q2bFmsuXzh89+0aROurq6YmZnRuXNnrl+/DkBYWBguLi6YmpoSEBDAH3/8USz+n376ie7du2NlZYWpqSlt27bl66+/Vltny5YtGBgYEB8fz8SJE6lXrx7m5ubPvcZF1apVC3t7e65du1bsvbS0NKZOnYqLiwvGxsY4OzszY8YMsrKylHXc3Nzo2LFjifsu+l5Jff5LU1YnT56MpaUlubm5yrI5c+ZgYGDAp59+qizLycmhdu3azJgxQ1kWExNDmzZtsLS0xMrKCnd3d+bPn1/6CySEEOVAHnELIcRrxsrKioSEBM6ePask3s+yY8cOBg4cSKtWrZgyZQp5eXls2bIFX19f9u3bR5MmTdTW79evHyYmJkyZMoWkpCTCw8OpXLky69atAwqSorFjx1KjRg0lMaxatepzYw4ODqZu3bqEhIRw8OBBli9fjoGBAVFRUTRq1Ijp06eze/duQkNDcXZ2xsfHR9l29OjRRERE0L17d/r3709KSgrh4eEkJCQQHx+vlqSlpaXh5+fHe++9R6dOnfj2229ZunQp1tbWBAUFUbNmTRYuXMi4cePw8fGhc+fOANja2v5l/KWJwcHBgWnTpjFlyhR8fHzo2rUrT58+ZfDgwRgbGxcbjyEtLY2AgABl3f379zNjxgxyc3OLJd3bt28nPT2doKAgqlWrhqmpaanjys7Oxt/fnydPntC/f39MTExISUnh0KFD/P7775ibm3Pp0iUCAwNp0KABEydORE9Pj+vXrxMXF6fEkJ+fT+/evYmPj6dPnz44OTlx7do11q5dy88//8w333yjNLueP38+oaGhtG7dmhEjRpCUlET37t0xMDDAwsLiueXlWXbt2sW9e/f46KOP0NHRYfXq1fTu3ZuzZ8/yn//855nbHThwgJycHD744IO/feySlObarlmzhmHDhtGkSROlBtzY2BiAe/fu8d577/HgwQMGDhyIqakp0dHRDBkyhNTU1GIJbUxMDJmZmQQHB5Oens7y5cvp1asXAQEB7N69m6FDh/LHH38QFhbG6NGjiYyMVLY9fvw4AQEBNGjQgHHjxqGtrU1MTAw9evRg06ZN+Pr6qh1rwoQJ6OvrM3r0aNLS0sp8bXJycvj999+LfS6ZmZn4+Phw48YNgoKCsLW15ezZs4SFhXH58mUlZn9/f+bOncutW7fUyszFixe5ePEiCxcufOaxS1tW3d3dWbVqFb/88gtvv/02ACdPnkRTU5OTJ08q+/vll19IT0/Hzc0NgCNHjhAcHIyHhwchISFUqlSJxMREtW2EEKIikuRfCCFeMyNGjKBr1654enri6uqKm5sbrVq1wtPTU63ZfUZGBmPHjqV79+5qfY0/+ugjmjdvzqxZs9i9e7favuvVq0d4eLjyOj8/n7Vr17J48WL09fXx8fFh5syZ1KpVS62J7/M0bNiQsLAwoOBBgKurK7NmzWLs2LFMmTIFgF69elG/fn02b96sJP8JCQls3LiRlStX0qtXL2V/nTt3pnXr1oSHhzN+/HhleUpKCp999hkffvihcqyWLVuyadMmgoKCqFq1Kr6+vowbNw4nJ6dSnUNZYhg6dCixsbGMGTMGd3d31qxZw/nz59m5cyf6+vpq+01JSSEkJITRo0cD0L9/f3x9fVm0aBH9+/dXW//mzZucPn1aSfrLEtelS5e4fv06mzZtws/PT1lv3Lhxyr8PHz5MVlYWO3bsUGtRMn36dOXfO3bs4MCBA+zatQsPDw9leYsWLQgMDCQqKooPPviAe/fusWTJElq3bk10dDSamgWNDB0dHfnkk0/+UfJ/7do1Tp8+Tc2aNQFo2bIlHh4e7NixgwEDBjxzu19//RUAJyenv33skpTm2nbv3p0RI0ZgY2NTrLwtXbqUW7dusWvXLjw9PYGCMtuxY0fmzJlDz5491cpBcnIyZ86cUR54aWpqMm/ePJ48ecLJkyeV5u/p6els2LCBu3fvUrNmTfLz8xk1ahTvvPMOu3btUj6TAQMG4OXlRUhISLHkX09Pj71795a6K0R2drYy3khKSgrLly8nJSWFwYMHq623atUqEhMTOXLkiNIKBwrKx9ixYzl58iTu7u68//77fPrpp0RHRzN8+HBlvaioKCpVqqR2vYsqbVl1d3dHQ0ODEydO8Pbbb/P06VPOnDmDn58fsbGxPH36FG1tbeWBgGo8iLi4OKpXr050dHSFHt9ECCGKkmb/QgjxmvH09CQ2Npb33nuPX3/9lbCwMLp37069evX48ssvlfUOHz5MamoqgYGB3Lt3T/kvMzOT1q1bc+rUKbKzs9X2XbTJeosWLcjNzSU5OfkfxaxKxqFgbIDGjRsrtXMqOjo6ODs7K82YoaCms1q1arz77rtq52BmZoadnV2xEdp1dHTUEmHVORTeZ1mVJQYNDQ1WrlxJdnY2H3zwAcuXL2fgwIFKYleYpqYm/fv3V3s9YMAAMjMzi81E0KlTJ7XEvyxxVa9eHYCDBw+SkZFR4jmq1tm3b5/SRaKk61C3bl2cnJzUjte4cWOqVaumHO/w4cM8ffqUQYMGKUkmFDzcKfoApKy6dOmiJP4Ab731FjVq1Hju5/vo0SPgf+f5opTm2v6VuLg43nrrLbXyoa2tzZAhQ8jIyOD48eNq6/v6+qq1dFG13Hn//ffV+r2rvl83btwA4OzZsyQmJhIYGMiDBw+Uz+7Bgwe0b9+e69evc/PmTbVj9e3bt0xjIMTHx2NnZ4ednR3u7u5s376djz76iJkzZ6qtFxMTQ7NmzahZs6ZaOWrdurWyHyhojePq6kpMTIza9tHR0bRq1UppPVGS0pZVQ0NDHBwclBr706dP8+TJE0aPHs2TJ084c+YMACdOnKBBgwbKta9evToZGRkcOnSo1NdHCCEqAqn5F0KI11CzZs2IjIwkNzeXc+fOERcXR1hYGMOGDcPS0hJPT0+SkpIA6Nq16zP38/DhQ7VkytLSUu191Y/dBw8e/KN4a9eurfa6Ro0az1yemJiovE5KSiI9PR17e/sS96uhoaH22tzcvFhNnIGBwT+Kv6wxWFtbM23aNMaPH4+tra1aP+HCjI2NleugYmdnBxT0Ay/Mxsbmb8dlY2PD4MGD+fzzz9m+fTvNmjXDy8uL7t27K7X8AQEBbN68mREjRjBjxgw8PDzw9vama9euSlP+pKQkEhMTlRiLunv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tldbook_idamz_idauthor_nameratingauthor_urltext
0co.ukB005ZD6WQSRZGJ30KFZYWWQJulie L4https://www.amazon.co.uk/gp/profile/amzn1.acco...If you are looking for a cheap phone that work...
1co.ukB005ZD6WQSR32CR5MFXC9NSNSarah Wood5https://www.amazon.co.uk/gp/profile/amzn1.acco...Brought this phone for my Dad as he broke his ...
2co.ukB005ZD6WQSR7BDK8WADBMRQAmazon Customer1https://www.amazon.co.uk/gp/profile/amzn1.acco...Not happy with the iphone4 but then what did e...
3co.ukB005ZD6WQSR3BXAEGMEKE97IKindle Customer5https://www.amazon.co.uk/gp/profile/amzn1.acco...Bought earlier in the year and it is still goi...
4co.ukB005ZD6WQSR1HOWWVZJPW5AAJohnny Red5https://www.amazon.co.uk/gp/profile/amzn1.acco...Bought second hand as a back up phone for when...
\n", "
" ], "text/plain": [ " tld book_id amz_id author_name rating author_url text\n", "0 co.uk B005ZD6WQS RZGJ30KFZYWWQ Julie L 4 https://www.amazon.co.uk/gp/profile/amzn1.acco... If you are looking for a cheap phone that work...\n", "1 co.uk B005ZD6WQS R32CR5MFXC9NSN Sarah Wood 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Brought this phone for my Dad as he broke his ...\n", "2 co.uk B005ZD6WQS R7BDK8WADBMRQ Amazon Customer 1 https://www.amazon.co.uk/gp/profile/amzn1.acco... Not happy with the iphone4 but then what did e...\n", "3 co.uk B005ZD6WQS R3BXAEGMEKE97I Kindle Customer 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Bought earlier in the year and it is still goi...\n", "4 co.uk B005ZD6WQS R1HOWWVZJPW5AA Johnny Red 5 https://www.amazon.co.uk/gp/profile/amzn1.acco... Bought second hand as a back up phone for when..." ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5 16640\n", "4 8684\n", "1 4753\n", "3 3186\n", "2 1875\n", "Name: rating, dtype: int64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['rating'].value_counts()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color=seaborn.color_palette(\"husl\", 10)\n", "pd.Series(df[\"rating\"]).value_counts().plot(kind=\"pie\",\n", " labels=[\"5-Star\", \"1-Star\", \"4-Star\",\"3-Star\",\"2-Star\"],\n", " colors=color,autopct='%.2f',explode=[0.05,0,0.02,0.03,0.04],shadow=True,\n", " fontsize=12,figsize=(6, 6),title=\"Phones Ratings on Amazon\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import sys\n", "reload(sys) \n", "sys.setdefaultencoding('utf-8')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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polarity
00.276190
10.283333
2-0.031250
30.444444
40.116667
\n", "
" ], "text/plain": [ " polarity\n", "0 0.276190\n", "1 0.283333\n", "2 -0.031250\n", "3 0.444444\n", "4 0.116667" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "polar = pd.DataFrame()\n", "n = int(len(text)) \n", "sen = []\n", "for i in range(n):\n", " blob = TextBlob(str(text[i]))\n", " k = blob.sentiment.polarity\n", " sen.append(k)\n", "polar['polarity'] = sen\n", "polar.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'Distribution of Polarity of Customer Reviews')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "polar.plot.hist(alpha=0.5)\n", "plt.title(\"Distribution of Polarity of Customer Reviews\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "polar.plot.line(x=polar.index,y='polarity',figsize=(16,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Is there any difference in text length between poitive, negative and neutral reviews?" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
text
countuniquetopfreq
Polarity
negative42564160Not good16
neutral39603701Value for money56
positive2681322910Good580
\n", "
" ], "text/plain": [ " text \n", " count unique top freq\n", "Polarity \n", "negative 4256 4160 Not good 16\n", "neutral 3960 3701 Value for money 56\n", "positive 26813 22910 Good 580" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_data.groupby('Polarity').describe()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Polaritytextlength
0positiveIf you are looking for a cheap phone that work...378
1positiveBrought this phone for my Dad as he broke his ...451
2negativeNot happy with the iphone4 but then what did e...461
3positiveBought earlier in the year and it is still goi...96
4positiveBought second hand as a back up phone for when...237
\n", "
" ], "text/plain": [ " Polarity text length\n", "0 positive If you are looking for a cheap phone that work... 378\n", "1 positive Brought this phone for my Dad as he broke his ... 451\n", "2 negative Not happy with the iphone4 but then what did e... 461\n", "3 positive Bought earlier in the year and it is still goi... 96\n", "4 positive Bought second hand as a back up phone for when... 237" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_data['length'] = text_data['text'].astype('str').map(lambda text: len(text))\n", "text_data.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'Distibution of Length of Customer Reviews (No. of Customers)')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text_data.length.plot.line()\n", "plt.title(\"Distibution of Length of Customer Reviews (No. of Customers)\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ]],\n", " dtype=object)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('bmh')\n", "text_data.hist(column='length', by='Polarity', bins=50)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(35138, 3)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Now, get the shape of the dataframe\n", "text_data.shape" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Polaritytextlength
0positiveIf you are looking for a cheap phone that work...378
1positiveBrought this phone for my Dad as he broke his ...451
2negativeNot happy with the iphone4 but then what did e...461
3positiveBought earlier in the year and it is still goi...96
4positiveBought second hand as a back up phone for when...237
\n", "
" ], "text/plain": [ " Polarity text length\n", "0 positive If you are looking for a cheap phone that work... 378\n", "1 positive Brought this phone for my Dad as he broke his ... 451\n", "2 negative Not happy with the iphone4 but then what did e... 461\n", "3 positive Bought earlier in the year and it is still goi... 96\n", "4 positive Bought second hand as a back up phone for when... 237" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pre- processing" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from nltk.corpus import stopwords\n", "import re, string\n", "import nltk\n", "\n", "reviews_texts = text_data[\"text\"].tolist()\n", "stopwords=stopwords.words('english')\n", "english_vocab = set(w.lower() for w in nltk.corpus.words.words())" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "## CREATE A FUNCTION THAT WILL PREPROCESS THE DATA\n", "def text_clean(df):\n", " temp_df = df.copy()\n", " # Remove hyperlinks\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('https?:\\/\\/.*\\/\\w*', '', regex=True)\n", " # Remove citations\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\@\\w*', '', regex=True)\n", " # Remove tickers\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\$\\w*', '', regex=True)\n", " # Remove punctuation\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('[' + string.punctuation + ']+', '', regex=True)\n", " # Remove quotes\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\&*[amp]*\\;|gt+', '', regex=True)\n", " # Remove RT\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('RT', '', regex=True)\n", " # Remove linebreak, tab, return\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('[\\n\\t\\r]+', ' ', regex=True)\n", " # Remove via with blank\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('via+\\s', '', regex=True)\n", " # Remove multiple whitespace\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\s+\\s+', ' ', regex=True)\n", " # Remove multiple whitespace\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\s+\\s+', ' ', regex=True)\n", " # Remove HashTags \n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('\\#+[\\w_]+[\\w\\'_\\-]*[\\w_]+', ' ', regex=True)\n", " # Remove Smileys\n", " temp_df.loc[:, \"text\"] = temp_df.loc[:, \"text\"].replace('[:=]+(|o|O| )+[D\\)\\]]+[\\(\\[]+[pP]+[doO/\\\\]+[\\(\\[]+(\\^_\\^|)', ' ', regex=True)\n", " # Remove empty rows\n", " temp_df = temp_df.dropna()\n", " return temp_df" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [], "source": [ "text_clean = text_clean(text_data)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 25, "hidden": false, "row": 652, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors=seaborn.color_palette(\"husl\", 10)\n", "pd.Series(text_data[\"Polarity\"]).value_counts().plot(kind=\"pie\",colors=colors,\n", " labels=[\"positive\", \"neutral\", \"negative\"],explode=[0.05,0.02,0.04],\n", " shadow=True,autopct='%.2f', fontsize=12,figsize=(17,7),title = \"Total Reviews for Each Sentiment\")" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 677, "width": 12 }, "report_default": { "hidden": false } } } } }, "source": [ "### Visualization using wordcloud for the negative reviews" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 32, "hidden": false, "row": 681, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=text_data[text_data['Polarity']=='negative']\n", "words = ' '.join(text_data['text'].astype(str))\n", "cleaned_word = \" \".join([word for word in words.split()\n", " if 'http' not in word\n", " and not word.startswith('@')])\n", "\n", "wordcloud = WordCloud(stopwords=STOPWORDS,\n", " background_color='white',\n", " width=3000,\n", " height=2500\n", " ).generate(cleaned_word)\n", "\n", "plt.figure(1,figsize=(20, 20))\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 713, "width": 12 }, "report_default": { "hidden": false } } } } }, "source": [ "### Visualization using wordcloud for the positive review" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 32, "hidden": false, "row": 717, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=text_data[text_data['Polarity']=='positive']\n", "words = ' '.join(text_data['text'].astype(str))\n", "cleaned_word = \" \".join([word for word in words.split()\n", " if 'http' not in word\n", " and not word.startswith('@')])\n", "\n", "wordcloud = WordCloud(stopwords=STOPWORDS,\n", " background_color='white',\n", " width=3000,\n", " height=2500\n", " ).generate(cleaned_word)\n", "\n", "plt.figure(1,figsize=(20, 20))\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 749, "width": 12 }, "report_default": { "hidden": false } } } } }, "source": [ "### Visualization using wordcloud for the neutral reviews" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 32, "hidden": false, "row": 753, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=text_data[text_data['Polarity']=='neutral']\n", "words = ' '.join(text_data['text'].astype(str))\n", "cleaned_word = \" \".join([word for word in words.split()\n", " if 'http' not in word\n", " and not word.startswith('@')])\n", "wordcloud = WordCloud(stopwords=STOPWORDS,\n", " background_color='white',\n", " width=3000,\n", " height=2500\n", " ).generate(cleaned_word)\n", "plt.figure(1,figsize=(20, 20))\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 785, "width": 12 }, "report_default": { "hidden": false } } } } }, "source": [ "# Sentiment Classifier" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 810, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "from nltk.corpus import stopwords\n", "def review_to_words(raw_review):\n", " review = ''.join(c for c in raw_review if c not in string.punctuation)\n", " review = re.sub('((www\\S+)|(http\\S+))', 'urlsite', review)\n", " review = re.sub(r'\\d+', 'contnum', review)\n", " review = re.sub(' +',' ', review)\n", " words = review.lower().split()\n", " stops=stopwords.words('english')\n", " meaningful_words = [w for w in words if not w in stops] \n", " return( \" \".join( meaningful_words ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Splitting data is an important step in any classification process, where one has a hold out set (test set) which the classifier never sees), and one trains the classifier on the training set. A usual split is anywhere between 60/40, and 80/20. Here we choose 70/30.\n", "\n", "Be sure to 'stratify' your split, namely, have the same proportion of each class in both the training and test sets, as it is in the whole data set." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 814, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "text_data['clean_review']=text_data['text'].astype(str).apply(lambda x: review_to_words(x))\n", "train,test = train_test_split(text_data,test_size=0.30,random_state=0)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 818, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "train_clean_review=[]\n", "for review in train['clean_review']:\n", " train_clean_review.append(review)\n", "test_clean_review=[]\n", "for review in test['clean_review']:\n", " test_clean_review.append(review)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we create the usual common features for NLP ML tasks: the bag of words. We construct a dictionary of all words in the training set of reviews. From here, we break down the semantic structure of the review and create a vector whose elemental values correspond to the count of a given word in a review. Therefore, each word is a feature, and the feature space is extremely sparse. Note: we can also save some semantic structure by treating word pairs (bigrams) as features, or generalize this to ngrams.\n", "\n", "The transformation of the written word to some numerical representation is important step to using most classifiers in Scikit Learn.\n", "\n", "Here we further extend the transformation of the feature space by the inclusion of term-frequency inverse-document transformations. Instead of the raw word-count vector above, we can normalize the counts over the vector, weighting the words with respect to the phrase itself.\n", "\n", "Inverse document scaling, scales each word weight in the particular review to how common it is in the corpus (the review data set). More uncommon words are weighted more highly (hence 'inverse' in the transformation name), whereas more common words are weighted less, such as articles in a sentence (these common words are often also noted as 'stop words', see below)." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 12, "hidden": false, "row": 974, "width": 12 }, "report_default": { "hidden": false } } } } }, "source": [ "# Word n-grams (Bag of Words - BOW)\n", "** What it does:** A review (such as a sentence or a document) is represented as the bag (multiset) of its words, disregarding grammar and even word order but keeping multiplicity.\n", "- Strengths: Traditional, pretty solid feature representation.\n", "- Weaknesses: Lose grammar/word order.\n", "- Hyperparameters:\n", " -- CountVectorizer:\n", "1. ngram_range: the window length of words to look at -- (min, max). In this notebook, we look at unigrams and bigrams\n", "2. min_df, max_df: The minimum and maximum document freqency for an n-gram, respectively. Can be a count (3) or a percent (0.95)\n", "3. stop_words: Whether to remove stopwords based on the english word list. Can input another stopword list.\n", "4. binary: Whether to convert to a binary (yes/no) occurence. Can also just apply later in pipeline using Binarize" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 826, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "from sklearn.svm import SVC\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. CountVectorizer" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 822, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer\n", "v = CountVectorizer(analyzer = \"word\")\n", "train_features= v.fit_transform(train_clean_review)\n", "test_features=v.transform(test_clean_review)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 830, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "Classifiers = [\n", " RandomForestClassifier(),\n", " MultinomialNB(),\n", " SVC(kernel='linear')]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<24596x26052 sparse matrix of type ''\n", "\twith 260797 stored elements in Compressed Sparse Row format>" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_features" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<10542x26052 sparse matrix of type ''\n", "\twith 103111 stored elements in Compressed Sparse Row format>" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_features" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 111, "hidden": false, "row": 834, "width": 12 }, "report_default": { "hidden": false } } } }, "scrolled": false }, "outputs": [], "source": [ "Accuracy=[]\n", "Model=[]\n", "for classifier in Classifiers:\n", " fit = classifier.fit(train_features,train['Polarity'])\n", " pred = fit.predict(test_features)\n", " accuracy = accuracy_score(pred,test['Polarity'])\n", " print(\"--------------------------------------------------------------\")\n", " print('Accuracy of '+classifier.__class__.__name__+'is '+str(accuracy))\n", " print(\"--------------------------------------------------------------\")\n", " Accuracy.append(accuracy)\n", " print(\"Classification report for classifier %s:\\n%s\\n\"\n", " % (classifier, classification_report(test['Polarity'], pred)))\n", " cm = confusion_matrix(test['Polarity'], pred)\n", " print(\"--------------------------------------------------------------\")\n", " print(\"Confusion matrix:\\n%s\" % cm)\n", " Model.append(classifier.__class__.__name__)\n", " print(\"--------------------------------------------------------------\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 29, "hidden": false, "row": 945, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'Accuracies of Models')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Index = [1,2,3]\n", "plt.figure(1,figsize=(20, 10))\n", "plt.bar(Index,Accuracy)\n", "plt.xticks(Index, Model,rotation=45)\n", "#for a,b in zip(Index, Accuracy):\n", "# plt.text(Index, Accuracy, str(Accuracy))\n", "plt.ylabel('Accuracy')\n", "plt.xlabel('Model')\n", "plt.title('Accuracies of Models')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "SVM Linear gave the best accuracy with Count Vectoriser." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 2. TFIDF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### TFIDF Vectorizer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TF-IDF is another way to convert textual data to a numeric form and is short for Term Frequency-Inverse Document Frequency. The vector value it yields is the product of these two terms; TF and IDF." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first look at Term Frequency. We have already looked at term frequency above with count vectorizer, but this time, we need one more step to calculate the relative frequency. Let's say we have two documents in total as below.\n", "\n", "1. I love dogs\n", "2. I hate dogs and knitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Relative term frequency is calculated for each term within each document as below.\n", "\n", "$${TF(t,d)} = \\frac {number\\ of\\ times\\ term(t)\\ appears\\ in\\ document(d)}{total\\ number\\ of\\ terms\\ in\\ document(d)}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, if we calculate relative term frequency for 'I' in both document 1 and document 2, it will be as below.\n", "\n", "$${TF('I',d1)} = \\frac {1}{3} \\approx {0.33}$$\n", "\n", "$${TF('I',d2)} = \\frac {1}{5} = {0.2}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to get Inverse Document Frequency, which measures how important a word is to differentiate each document by following the calculation as below.\n", "\n", "$${IDF(t,D)} = \\log \\Big(\\frac {total\\ number\\ of\\ documents(D)}{number\\ of\\ documents\\ with\\ the\\ term(t)\\ in\\ it}\\Big)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we calculate inverse document frequency for 'I',\n", "\n", "$${IDF('I',D)} = \\log \\Big(\\frac {2}{2}\\Big) = {0}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have the values for TF and IDF, now we can calculate TFIDF as below.\n", "\n", "$${TFIDF(t,d,D)} = {TF(t,d)}\\cdot{IDF(t,D)}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the case of our example, TFIDF for term 'I' in both documents will be as below.\n", "\n", "$${TFIDF('I',d1,D)} = {TF('I',d1)}\\cdot{IDF('I',D)} = {0.33}\\times{0} = {0}$$\n", "\n", "$${TFIDF('I',d2,D)} = {TF('I',d2)}\\cdot{IDF('I',D)} = {0.2}\\times{0} = {0}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the term 'I' appeared equally in both documents, and the TFIDF score is 0, which means the term is not really informative in differentiating documents. The rest is same as count vectorizer, TFIDF vectorizer will calculate these scores for terms in documents, and convert textual data into a numeric form." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 822, "width": 12 }, "report_default": { "hidden": true } } } } }, "outputs": [], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer\n", "v = TfidfVectorizer(min_df=2, sublinear_tf=True, max_df=0.98,\n", " stop_words='english')\n", "train_features= v.fit_transform(train_clean_review)\n", "test_features=v.transform(test_clean_review)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 111, "hidden": false, "row": 834, "width": 12 }, "report_default": { "hidden": false } } } }, "scrolled": false }, "outputs": [], "source": [ "Accuracy=[]\n", "Model=[]\n", "for classifier in Classifiers:\n", " fit = classifier.fit(train_features,train['Polarity'])\n", " pred = fit.predict(test_features)\n", " accuracy = accuracy_score(pred,test['Polarity'])\n", " print(\"--------------------------------------------------------------\")\n", " print('Accuracy of '+ classifier.__class__.__name__+'is '+str(accuracy))\n", " print(\"--------------------------------------------------------------\")\n", " Accuracy.append(accuracy)\n", " print(\"Classification report for classifier %s:\\n%s\\n\"\n", " % (classifier, classification_report(test['Polarity'], pred)))\n", " cm = confusion_matrix(test['Polarity'], pred)\n", " print(\"--------------------------------------------------------------\")\n", " print(\"Confusion matrix:\\n%s\" % cm)\n", " Model.append(classifier.__class__.__name__)\n", " print(\"--------------------------------------------------------------\")" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 29, "hidden": false, "row": 945, "width": 12 }, "report_default": { "hidden": false } } } } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,u'Accuracies of Models')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Index = [1,2,3]\n", "plt.figure(1,figsize=(20, 10))\n", "plt.bar(Index,Accuracy)\n", "plt.xticks(Index, Model,rotation=45)\n", "#for a,b in zip(Index, Accuracy):\n", "# plt.text(Index, Accuracy, str(Accuracy))\n", "plt.ylabel('Accuracy')\n", "plt.xlabel('Model')\n", "plt.title('Accuracies of Models')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 3 - Using Bigram model as the feature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using Bigram Model with SVM Model" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = \\\n", " train_test_split(text_data['clean_review'], text_data['Polarity'], test_size=0.3)\n", " \n", "# Using Bigram Model with SVM Model\n", "bigram_rf = Pipeline([\n", " ('vectorizer', CountVectorizer(analyzer=\"word\",\n", " ngram_range=(2, 2),\n", " tokenizer=word_tokenize, \n", " preprocessor=lambda text: text.replace(\"
\", \" \"),)),\n", " ('classifier', RandomForestClassifier())\n", "])" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import nltk\n", "nltk.download('punkt')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "bigram_rf.fit(X_train, y_train)\n", "y_pred_bigram = bigram_rf.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,u'predicted label')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Accuracy and Confusion Matrix using SVM model with Bigram features\")\n", "print(\"=================================================================\")\n", "print('Accuracy', accuracy_score(y_test, y_pred_bigram))\n", "print('Confusion matrix\\n', confusion_matrix(y_test, y_pred_bigram))\n", "print('(row=expected, col=predicted)')\n", "plt.matshow(confusion_matrix(y_test, y_pred_bigram), cmap=plt.cm.binary, interpolation='nearest')\n", "plt.colorbar()\n", "plt.ylabel('expected label')\n", "plt.xlabel('predicted label')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 396, 203, 666],\n", " [ 15, 408, 857],\n", " [ 198, 454, 7345]], dtype=int64)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(y_test, y_pred_bigram)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Using Bigram Model with NB Model" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "bigram_nb = Pipeline([\n", " ('vectorizer', CountVectorizer(analyzer=\"word\",\n", " ngram_range=(2, 2),\n", " tokenizer=word_tokenize, \n", " preprocessor=lambda text: text.replace(\"
\", \" \"),)),\n", " ('classifier', MultinomialNB())\n", "])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "bigram_nb.fit(X_train, y_train)\n", "y_pred_bigram = bigram_nb.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,u'predicted label')" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Accuracy and Confusion Matrix using NB model with Bigram features\")\n", "print(\"=================================================================\")\n", "print('Accuracy', accuracy_score(y_test, y_pred_bigram))\n", "print('Confusion matrix\\n', confusion_matrix(y_test, y_pred_bigram))\n", "print('(row=expected, col=predicted)')\n", "plt.matshow(confusion_matrix(y_test, y_pred_bigram), cmap=plt.cm.binary, interpolation='nearest')\n", "plt.colorbar()\n", "plt.ylabel('expected label')\n", "plt.xlabel('predicted label')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 324, 14, 927],\n", " [ 59, 78, 1143],\n", " [ 66, 18, 7913]], dtype=int64)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(y_test, y_pred_bigram)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "positive 7997\n", "neutral 1280\n", "negative 1265\n", "Name: Polarity, dtype: int64" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using Bigram Model with SVM Model" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "bigram_svm = Pipeline([\n", " ('vectorizer', CountVectorizer(analyzer=\"word\",\n", " ngram_range=(2, 2),\n", " tokenizer=word_tokenize, \n", " preprocessor=lambda text: text.replace(\"
\", \" \"),)),\n", " ('classifier', SVC(kernel='linear'))\n", "])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "bigram_svm.fit(X_train, y_train)\n", "y_pred_bigram = bigram_svm.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,u'predicted label')" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Accuracy and Confusion Matrix using SVM model with Bigram features\")\n", "print(\"=================================================================\")\n", "print('Accuracy', accuracy_score(y_test, y_pred_bigram))\n", "print('Confusion matrix\\n', confusion_matrix(y_test, y_pred_bigram))\n", "print('(row=expected, col=predicted)')\n", "plt.matshow(confusion_matrix(y_test, y_pred_bigram), cmap=plt.cm.binary, interpolation='nearest')\n", "plt.colorbar()\n", "plt.ylabel('expected label')\n", "plt.xlabel('predicted label')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 505, 106, 691],\n", " [ 41, 310, 871],\n", " [ 329, 209, 7480]], dtype=int64)" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(y_test, y_pred_bigram)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def print_top_words(): \n", " # Print top words\n", " vect = CountVectorizer(stop_words='english',analyzer=\"word\",min_df = 2, max_df = 0.8)\n", " data_dtm = vect.fit_transform(text_data['text'].astype(str))\n", " feat_dtm = vect.get_feature_names()\n", "\n", " # Count words\n", " freq_tbl=pd.DataFrame({'Word':feat_dtm,'Occurence':np.asarray(data_dtm.sum(axis=0)).ravel().tolist()})\n", " freq_tbl['Word']=freq_tbl['Word'].str.strip()\n", "\n", " # Print top words\n", " topt = freq_tbl.sort_values(['Occurence'], ascending=[False]).head(10)\n", " y = topt['Occurence']\n", " plt.grid()\n", " X = range(1, 11)\n", " plt.bar(X,y,color='g')\n", " plt.xlabel('Top words')\n", " plt.ylabel('Occurence')\n", " plt.title('Frequency of top 10 words')\n", " plt.xticks(X,topt['Word'],rotation=90)\n", " \n", "def print_top_neg_words(): \n", " # Print top negative words\n", " vect = CountVectorizer(stop_words='english',analyzer=\"word\",min_df = 2, max_df = 0.8)\n", " filt = text_data[text_data['Polarity'] == \"negative\"]\n", " data_dtm = vect.fit_transform(filt['text'].astype(str))\n", " feat_dtm = vect.get_feature_names()\n", "\n", " # Count words\n", " freq_tbl=pd.DataFrame({'Word':feat_dtm,'Occurence':np.asarray(data_dtm.sum(axis=0)).ravel().tolist()})\n", " freq_tbl['Word']=freq_tbl['Word'].str.strip()\n", "\n", " # Print top negative words\n", " topt = freq_tbl.sort_values(['Occurence'], ascending=[False]).head(10)\n", " y = topt['Occurence']\n", " plt.grid()\n", " X = range(1, 11)\n", " plt.bar(X,y,color='g')\n", " plt.xlabel('Top negative words')\n", " plt.ylabel('Occurence')\n", " plt.title('Frequency of top 10 negative words')\n", " plt.xticks(X,topt['Word'],rotation=90)\n", " \n", "def print_top_pos_words(): \n", " # Print top positive words\n", " vect = CountVectorizer(stop_words='english',analyzer=\"word\",min_df = 2, max_df = 0.8)\n", " filt = text_data[text_data['Polarity'] == \"positive\"]\n", " data_dtm = vect.fit_transform(filt['text'].astype(str))\n", " feat_dtm = vect.get_feature_names()\n", "\n", " # Count words\n", " freq_tbl=pd.DataFrame({'Word':feat_dtm,'Occurence':np.asarray(data_dtm.sum(axis=0)).ravel().tolist()})\n", " freq_tbl['Word']=freq_tbl['Word'].str.strip()\n", "\n", " # Print top positive words\n", " topt = freq_tbl.sort_values(['Occurence'], ascending=[False]).head(10)\n", " y = topt['Occurence']\n", " plt.grid()\n", " X = range(1, 11)\n", " plt.bar(X,y,color='g')\n", " plt.xlabel('Top positive words')\n", " plt.ylabel('Occurence')\n", " plt.title('Frequency of top 10 positive words')\n", " plt.xticks(X,topt['Word'],rotation=90)\n", "\n", "\n", "plt.figure(1,figsize=(16, 16))\n", "plt.subplot(251)\n", "print_top_words() \n", "plt.subplot(253)\n", "print_top_pos_words()\n", "plt.subplot(255)\n", "print_top_neg_words()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Using Grid Search CV for hyper parameter tuning of Random Forest Model/SVM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid Searching\n", "An important part of machine learning is known as hyper-parameter tuning. This is process of fitting the hyperparameters of your model to the training data.\n", "\n", "As always one should also always be cautious of overfitting your data when hypertuning your model. We can circumvent this problem through crossvalidation.\n", "\n", "Below, we use a grid search method, to iterate over various combinations of parameters for our different models to find the optimum, cross-validated set of hyperparameters for our data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Pipelines\n", "Pipelines are useful tools when transforming data, and then fitting it. There is often a fixed series of steps from data to classifier training, and pipelines help this.\n", "\n", "Interestingly, one can apply a number of transforms to the data and then apply a classifier. What's interesting, is that this can also be used in conjuction with GridSearcCV (which we applied earlier), to further tune our classifier, and the transformation stage.\n", "\n", "Below, we build a pipeline for the RF classifier, but we include different preprocessing steps; for example, the selection between using only unigrams, or uni-, and bigrams; or estimators, max depth in classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "this is grid search - 3*3*4*7*5(cross validation) number of models will train below to find h best one, its time taking." ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "#3*3*4*7*5*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'Pipeline' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 5\u001b[0m \"rf__min_samples_split\": [2,3,4,5,7,8,9]}\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m clf = Pipeline([(\"tfidf\", TfidfVectorizer(sublinear_tf=True)),\n\u001b[0m\u001b[0;32m 8\u001b[0m (\"rf\", RandomForestClassifier())])\n\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'Pipeline' is not defined" ] } ], "source": [ "# you have to use this one, not the below one - thats for saving time.\n", "params = {\"tfidf__ngram_range\": [(1, 1), (1, 2), (2,2)],\n", " \"rf__n_estimators\": [50,100,200],\n", " \"rf__max_depth\": [3,5,7,9],\n", " \"rf__min_samples_split\": [2,3,4,5,7,8,9]}\n", "\n", "clf = Pipeline([(\"tfidf\", TfidfVectorizer(sublinear_tf=True)),\n", " (\"rf\", RandomForestClassifier())])\n", "\n", "gs = GridSearchCV(clf, params, verbose=2, n_jobs=-1, cv = 5)\n", "gs.fit(train_clean_review, train.Polarity)\n", "print(gs.best_estimator_)\n", "print(gs.best_score_)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'gs' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\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[0mgs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbest_estimator_\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mNameError\u001b[0m: name 'gs' is not defined" ] } ], "source": [ "gs.best_estimator_" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "test_predictions = gs.best_estimator_.predict(test_clean_review)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "positive 10542\n", "dtype: int64" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(test_predictions).value_counts()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "positive 625\n", "neutral 120\n", "negative 81\n", "Name: Polarity, dtype: int64" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.Polarity.value_counts()" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,u'predicted label')" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CXV0dEhMT4XQ60dbW5j0eFRWF8PBw1NfXIzk5uUev6dChQ95GMxfKazrfn1OfPn2QlJSE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\nOgIppqGhQToCKWjgwIHSEUyJqzZIeZxYR1rp6en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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Accuracy and Confusion Matrix using SVM model with Grid Search CV\")\n", "print(\"=================================================================\")\n", "print('Accuracy', accuracy_score(test.Polarity, test_predictions))\n", "print('Confusion matrix\\n', confusion_matrix(test.Polarity, test_predictions))\n", "print('(row=expected, col=predicted)')\n", "plt.matshow(confusion_matrix(test.Polarity, test_predictions), cmap=plt.cm.binary, interpolation='nearest')\n", "plt.colorbar()\n", "plt.ylabel('expected label')\n", "plt.xlabel('predicted label')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "classification_report(test.Polarity, test_predictions)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.85956416464891039" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy_score(test.Polarity, test_predictions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "85% accuracy " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Polaritytextlengthclean_review
0positiveDelivery was on time, product is legit with a ...274delivery time product legit proper indian warr...
1positiveProduct is good and I had paid through my cred...376product good paid credit card standard charter...
2positiveExcellent phone. Light weight and classy. I wa...321excellent phone light weight classy worried re...
3positiveTruly a class product by apple\\nThe camera is ...310truly class product applenthe camera upto mark...
4positiveWorking super....its been over two months i am...139working superits two months using itbattery ba...
\n", "
" ], "text/plain": [ " Polarity text length clean_review\n", "0 positive Delivery was on time, product is legit with a ... 274 delivery time product legit proper indian warr...\n", "1 positive Product is good and I had paid through my cred... 376 product good paid credit card standard charter...\n", "2 positive Excellent phone. Light weight and classy. I wa... 321 excellent phone light weight classy worried re...\n", "3 positive Truly a class product by apple\\nThe camera is ... 310 truly class product applenthe camera upto mark...\n", "4 positive Working super....its been over two months i am... 139 working superits two months using itbattery ba..." ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text_data.head()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(text_data['text'], text_data['Polarity'], random_state = 123, test_size = 0.3)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def accuracy_summary(pipeline, X_train, y_train, X_test, y_test):\n", " null_accuracy = 0.5\n", " t0 = time()\n", " sentiment_fit = pipeline.fit(X_train, y_train)\n", " y_pred = sentiment_fit.predict(X_test)\n", " train_test_time = time() - t0\n", " accuracy = accuracy_score(y_test, y_pred)\n", " print \"null accuracy: {0:.2f}%\".format(null_accuracy*100)\n", " print \"accuracy score: {0:.2f}%\".format(accuracy*100)\n", " if accuracy > null_accuracy:\n", " print \"model is {0:.2f}% more accurate than null accuracy\".format((accuracy-null_accuracy)*100)\n", " elif accuracy == null_accuracy:\n", " print \"model has the same accuracy with the null accuracy\"\n", " else:\n", " print \"model is {0:.2f}% less accurate than null accuracy\".format((null_accuracy-accuracy)*100)\n", " print \"train and test time: {0:.2f}s\".format(train_test_time)\n", " print \"-\"*80\n", " return accuracy, train_test_time" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cvec = CountVectorizer()\n", "rf = RandomForestClassifier()\n", "n_features = np.arange(100,6001,100)\n", "\n", "def nfeature_accuracy_checker(vectorizer=cvec, n_features=n_features, stop_words=None, ngram_range=(1, 1), classifier=rf):\n", " result = []\n", " print (classifier)\n", " print \"\\n\"\n", " for n in n_features:\n", " vectorizer.set_params(stop_words=stop_words, max_features=n, ngram_range=ngram_range)\n", " checker_pipeline = Pipeline([\n", " ('vectorizer', vectorizer),\n", " ('classifier', classifier)\n", " ])\n", " print \"Validation result for {} features\".format(n)\n", " nfeature_accuracy,tt_time = accuracy_summary(checker_pipeline, X_train.values.astype('str'), y_train, X_test.values.astype('str'), y_test)\n", " result.append((n,nfeature_accuracy,tt_time))\n", " return result" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%time\n", "tvec = TfidfVectorizer()\n", "print \"RESULT FOR UNIGRAM WITH STOP WORDS (Tfidf)\\n\"\n", "feature_result_ugt = nfeature_accuracy_checker(vectorizer=tvec)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%time\n", "print \"RESULT FOR BIGRAM WITH STOP WORDS (Tfidf)\\n\"\n", "feature_result_bgt = nfeature_accuracy_checker(vectorizer=tvec,ngram_range=(1, 2))" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%time\n", "print \"RESULT FOR TRIGRAM WITH STOP WORDS (Tfidf)\\n\"\n", "feature_result_tgt = nfeature_accuracy_checker(vectorizer=tvec,ngram_range=(1, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the results from count vectorizer together with TFIDF vectorizer." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o/9Hsx28Mmltuekq68X8UKjzR9kxrCVgyM0+kZGYpPGFQWVkZ6S6YwubSXE1u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\nS5cqpJFp0sIjejRLjSJ1QhG9+/N9Kem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BFSxLJhiGO0vyd4sZcTxy6HE8IY0zVcXmXgqA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\nQCAQCGoDsZeWQCAQCASCZx7h8AgEAoFAIHjmEQ6PDoS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nfeatures_plot_tgtt = pd.DataFrame(feature_result_tgt,columns=['nfeatures','validation_accuracy','train_test_time'])\n", "nfeatures_plot_bgtt = pd.DataFrame(feature_result_bgt,columns=['nfeatures','validation_accuracy','train_test_time'])\n", "nfeatures_plot_ugtt = pd.DataFrame(feature_result_ugt,columns=['nfeatures','validation_accuracy','train_test_time'])\n", "\n", "plt.figure(figsize=(8,6))\n", "plt.plot(nfeatures_plot_tgtt.nfeatures, nfeatures_plot_tgtt.validation_accuracy,label='trigram tfidf vectorizer',color='royalblue')\n", "plt.plot(nfeatures_plot_tgt.nfeatures, nfeatures_plot_tgt.validation_accuracy,label='trigram count vectorizer',linestyle=':', color='royalblue')\n", "plt.plot(nfeatures_plot_bgtt.nfeatures, nfeatures_plot_bgtt.validation_accuracy,label='bigram tfidf vectorizer',color='orangered')\n", "plt.plot(nfeatures_plot_bgt.nfeatures, nfeatures_plot_bgt.validation_accuracy,label='bigram count vectorizer',linestyle=':',color='orangered')\n", "plt.plot(nfeatures_plot_ugtt.nfeatures, nfeatures_plot_ugtt.validation_accuracy, label='unigram tfidf vectorizer',color='gold')\n", "plt.plot(nfeatures_plot_ugt.nfeatures, nfeatures_plot_ugt.validation_accuracy, label='unigram count vectorizer',linestyle=':',color='gold')\n", "plt.title(\"N-gram(1~3) test result : Accuracy\")\n", "plt.xlabel(\"Number of features\")\n", "plt.ylabel(\"Validation set accuracy\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From above chart, we can see including bigram and trigram boost the model performance both in count vectorizer and TFIDF vectorizer. And for every case of unigram to trigram, TFIDF yields better results than count vectorizer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algorithms Comparison" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.svm import LinearSVC\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", "from sklearn.naive_bayes import MultinomialNB, BernoulliNB\n", "from sklearn.linear_model import RidgeClassifier\n", "from sklearn.linear_model import PassiveAggressiveClassifier\n", "from sklearn.linear_model import Perceptron\n", "from sklearn.neighbors import NearestCentroid\n", "from sklearn.feature_selection import SelectFromModel\n", "\n", "names = [\"Logistic Regression\", \"Linear SVC\", \"LinearSVC with L1-based feature selection\",\"Multinomial NB\", \n", " \"Bernoulli NB\", \"Ridge Classifier\", \"Decision Tree\", \"Random Forest\"]\n", "classifiers = [\n", " LogisticRegression(),\n", " LinearSVC(),\n", " Pipeline([\n", " ('feature_selection', SelectFromModel(LinearSVC(penalty=\"l1\", dual=False))),\n", " ('classification', LinearSVC(penalty=\"l2\"))]),\n", " MultinomialNB(),\n", " BernoulliNB(),\n", " RidgeClassifier(),\n", " DecisionTreeClassifier(),\n", " RandomForestClassifier()\n", " ]\n", "zipped_clf = zip(names,classifiers)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tvec = TfidfVectorizer()\n", "def classifier_comparator(vectorizer=tvec, n_features=1500, stop_words=None, ngram_range=(1, 2), classifier=zipped_clf):\n", " result = []\n", " vectorizer.set_params(stop_words=stop_words, max_features=n_features, ngram_range=ngram_range)\n", " for n,c in classifier:\n", " checker_pipeline = Pipeline([\n", " ('vectorizer', vectorizer),\n", " ('classifier', c)\n", " ])\n", " print \"Validation result for {}\".format(n)\n", " print c\n", " clf_accuracy,tt_time = accuracy_summary(checker_pipeline, X_train.astype('str'), y_train, X_test.astype('str'), y_test)\n", " result.append((n,clf_accuracy,tt_time))\n", " return result" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%time\n", "trigram_result = classifier_comparator(n_features=6000,ngram_range=(1,2))" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.ensemble import VotingClassifier\n", "\n", "clf1 = LogisticRegression()\n", "clf2 = LinearSVC()\n", "clf3 = MultinomialNB()\n", "clf4 = RidgeClassifier()\n", "clf5 = RandomForestClassifier()\n", "\n", "eclf = VotingClassifier(estimators=[('lr', clf1), ('svc', clf2), ('mnb', clf3), ('rcs', clf4), ('rf', clf5)], voting='hard')\n", "\n", "for clf, label in zip([clf1, clf2, clf3, clf4, clf5, eclf], ['Logistic Regression', 'Linear SVC', 'Multinomial NB', 'Ridge Classifier', 'Random Forest Classifier', 'Ensemble']):\n", " checker_pipeline = Pipeline([\n", " ('vectorizer', TfidfVectorizer(max_features=6000,ngram_range=(1, 2))),\n", " ('classifier', clf)\n", " ])\n", " print \"Validation result for {}\".format(label)\n", " print clf\n", " clf_accuracy,tt_time = accuracy_summary(checker_pipeline, X_train.astype('str'), y_train, X_test.astype('str'), y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems like the voting classifier does no better than the RF model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }