{ "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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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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1/hk3bhylpaV8+eWXAa8Bqj8TUDdcTpw4wZ/+9Kc6+zscDu6++26OHDnCK6+8ct7lwMaPH09cXBwLFiyoE4Jz5szh+++/p3///gwZMiQAr0Q0RqYKQ0BqaiqvvvoqTz31FDfccAOTJ0+mS5cubNmyhY0bN5KUlMTrr79+0c/zwQcfMGnSJJ544gnee+89hgwZQmxsLNnZ2Rw4cIBdu3bxySefkJKSQlVVle8E2yFDhpCSkoLb7WbDhg3s3r2bwYMHN3gguzmGDBnC2LFjWb58OR9//DEPPvggAL/61a/47W9/y6hRo5g4cSJGo5EtW7Zw8OBBxo0bx7Jly/weJzw8nKFDh5Kens5Pf/pTBg0ahNFoZPjw4fV2fF4oVVX529/+xpQpU/jZz37GxIkTfedxrV69mptuuomVK1f6OgkB/u///o/Vq1czYsQI0tLSiIyM5MiRIyxfvhybzdakhX9b6zNSn9mzZ+P1epkyZUqd0yJqe+CBB1i0aBGzZs3yO5cuUMaNG0fPnj1555132L9/P5dffjmnTp1i+fLljBkzxjeVWeO9995jy5YtJCcnU1hYWG9TUs3pH+Hh4bzzzjvcd999TJ48mYkTJ5KWlsaePXtYsWIF0dHRvPvuu/V2NIrAk+AKEVOnTqVnz568/fbbLF68mIqKChITE3nkkUf4/e9/3+BB4+ZITExkzZo1vP/++yxYsIDPP/8ct9tN586d6d27N6+88orvhN3w8HD+/Oc/s379erZt28bSpUux2Wx0796d6dOnM3Xq1Hrb5C/E888/z4oVK/jLX/7CPffcg81mY+rUqZjNZt59910+/fRTrFYrw4YN4+9//ztff/11neACmDlzJs8//zybNm1i5cqVaJrGtGnTAhpcACNHjmTx4sVMnz6dlStXAtXHsBYuXOib8qx9LOShhx4iNjaWHTt2sHXrVtxuN4mJidx11138+te/bnJ3YWt8Rs5V05QB1W3h53PjjTeSkpLCli1b2LdvHwMGDAhoLeHh4Xz99de8+OKLbNiwgfT0dNLS0nj66ad5/PHH+eKLL/z2r6ysBODUqVMNHv9KTU31Tf+OGzeOFStW8MYbb7B27VoWLFhAQkICd999N88880y9x8ZEy1BKSkrqzgkJIVrE2LFj2bJlC9u3b6/TKSmEaBo5xiVEgFVVVdV7zGrOnDls2bKFAQMGSGgJcRFkqlCIAMvJyWH48OFcf/319OzZE4/Hw+7du0lPT8dms/HGG28Eu0QhQppMFQoRYKWlpbzwwgts2rSJnJwcKisrSUhIYMSIEfz2t78N+LEdIToaCS4hhBAhRY5xCSGECCkSXEIIIUKKBJcQQoiQIsElhBAipEhwCSGECCkSXEIIIUKKBJcQQoiQIsElhBAipEhwCSGECCkSXEIIIUKKBJcQbdz48ePp0qULSUlJJCUlMXjw4Ab3Xbx4MSNGjCAlJYWePXsyceJETp48CcCMGTN45JFHWqtsIVqMrA4vRAj4y1/+0uiFGo8dO8Zjjz3G7Nmzue6667Db7axevdrvassXw+PxBOzioEJcDBlxCdFO7N69m9TUVEaNGoWiKERGRjJp0iRSUlJYtWoVb7zxBl988QVJSUm+qz5/8sknXH311SQnJ3PFFVfw4Ycf+h5v/fr1DBgwgDfffJO+ffvyq1/9KlgvTQg/ElxChIAXX3yRnj17MnbsWNavX1/vPldccQWHDx/mueeeY926ddjtdt+20aNH89RTT3HbbbeRlZXFxo0bAUhISGDu3LlkZmby97//nT/84Q/s3LnTd7+8vDyKi4vZvXs3b731Vsu+SCGaSIJLiDbuxRdfZOfOnezfv5/777+fu+++m+PHj9fZLy0tjUWLFpGTk8PUqVPp1asXjz32mF+AnWvs2LH06NEDRVEYMWIEN9xwA+np6b7tqqry3HPPYbFYsNlsLfL6hGguCS4h2rjBgwcTGRmJxWLhnnvu4ZprrmHFihUMHTrU17CxadMmAIYMGcJHH33E0aNHWbp0KZs2beL1119v8LFXrlzJ6NGjSUtLIzU1lZUrV1JYWOjbHh8fj9VqbfHXKERzyJFWIUKMoijous7mzZvPu9+VV17JhAkT2Ldvn+9+tTmdTu677z5mzpzJT37yE0wmE/fcc0+d5xKirZERlxBtWElJCd988w0OhwOPx8O8efPYtGkTP/7xj+vsm56ezqxZsygoKADg0KFDLF26lCFDhgDQuXNnMjIy0DQNAJfLhdPppFOnThiNRlauXMmaNWta78UJcYFkxCVEG+bxeJg+fTqHDx9GVVX69u3LnDlz6NOnT519o6OjWbJkCdOnT6eyspK4uDhuu+02nnjiCQAmT57MvHnz6NGjB927d2fdunW8+uqrTJ06FafTybhx47j55ptb+yUK0WxKSUmJHuwihBBCiKaSqUIhhBAhRYJLCCFESJHgEkIIEVIkuIQQQoQUCS4hhBAhRYJLCCFESJHgEkIIEVIkuIQQQoQUWTlDiJam69V/NP3s17oOqgImU7CrEyLkSHAJ0RBdh0oHSnkl2CtQ7FVnvq5EqflTXgkOZ91QOvNvRT//wjS6qoLVjG41g9Vy5msL2Czo4Tb0iDCIqP675msJO9HRSXCJjq3KiZJ7GjWvEKWgpDqgyitR7FVQUYVyZkHalqJoWnU4VjqafB/dZkGPj0VPiEXvHIuWUP01keEtWKkQbYesVSg6Bl2H4jLU3EKU3EKUvMLqr8savshiqNGtluowS4hBT4hD6yyBJtonCS7R/rg9KPlF1SOpMyGl5BWhuNzBriwoqgMtBq1bZ/Qe3dC6J1ZPSwoRoiS4ROjT9eoR1JFTqMcyUTJyUbwtO8UXynRFQU+MR+uRhNajG3pqVzluJkKKBJcITRVVqEdPoR7NRD2WhWKvDHZFIUs3qOhJnc8GWXIXMBiCXZYQDZLgEqHB60XJzEM9kol69BRK7mnkovItQzcZ0VO6oqV1Q+uVjN4tIdglCeFHgku0XRVVqPuOVYfViewOe4wq2LS4KLTLeqMN7IMeHxPscoSQ4BJtjNeLeugk6s5DqEcyW7wdXTSPlhiPNrAP3st6SbeiCBoJLtEmKNkFGHYeRN1zFKWq6ec0ieDQFQU9LRHvZX3QBvSQLkXRqiS4RPDYKzH8cAj1h0OoBcXBrkZcIN1gQOuTgjawD1rf7mCUxg7RsiS4ROvyeFEPnkDdebC6yaKRJZFEaNEtZrQBPfEOHYjeOS7Y5Yh2SoJLtI6iUozpu6qnAh3OYFcjWpgOaH1S8Q67HL1HUrDLEe2MBJdoUUpeIYYNO1H3HpXRVQelJcbjHX4F2oCeoMqVlMTFk+ASLUI5lYdh/feoh07K+VYCAD0mEu81A/FeeQmYZaUOceEkuERAKcdOYdzwPerx7GCXItoo3WrBO7g/3msGQkRYsMsRIUiCS1w8XUc9eBLDhu9Rs/KDXY0IEbrBgHZ5n+rjYAmxwS5HhBAJLnHhNA1179HqY1j5RcGuRoQoHdAG9sbz42sgOiLY5YgQIMElLoi65wiG1dtQi8uCXYpoJ3SjEe/wy/FeO0iOgYnzkuASzaLkF2FcsgH1ZE6wSxHtlB4ZhufGq9Gu6AuKtPaIuiS4RNM4nBjWbMOwbZ+0tYtWoSXG4xk7HL17YrBLEW2MBJc4P12vXuViRToGhyvY1YgOyNu/B56bhkJsVLBLEW2EBJdokJJdgLpoHcac08EuRXRwusGA95rL8F53JVjMwS5HBJkEl6ir0oFh5WYMOw/KycOiTdHDbXiuH4x2VX85/tWBSXCJs3Qddfs+1FVbMMhFG0UbpnVPxD35BoiJDHYpIggkuAQASm4h6hffYJTLi4gQoVvMeMYNRxvUL9iliFYmwdXR6TrK+u8xfrsdVboFRQjy9u+B55aREGYLdimilUhwdWB6STnefy8mvKA02KUIcVH0iDA8E66rvpClaPckuDoobftejEs3YtLk2y/aD++V/fGMHSYrb7RzElwdjdOF69MlRJ7MC3YlQrQIPTYK9603oKd0DXYpooVIcHUgWmYu+pzFhDk9wS5FiBalKwreawfhvf4qMBiCXY4IMAmuDqJq1SYiN+5G/guLjkRLjMc9ZTTERQe7FBFAElztnO5wUvnRl8TlSQOG6Jh0mwX3nWPQ07oFuxQRIBJc7ZgnMwdmLyLcrQW7FCGCSldVPD8ZUb3ihgh5ElztVOnWH4hZthmzfHeF8PEMHYh3zDBZLirESXC1M7quk/X5UtL2ZmCQlQaFqMPbJxXP7T+WxXpDmARXO+L1eMh6fy598u3BLkWINk3rHIf77nGy1mGIkuBqJ1yVlZx+91N62KXVXYim0MOsuO8aK+d7hSAJrnbAXnAa1wdfkOiSb6UQzaEbDHgmXod2ed9glyKaQYIrxBUePo517nLivHI8S4gL5RkxCO+NV0vTRoiQ4Aph2Vu+I2H5ViJ0+c8mxMXyXtoTz603ykobIcAY7ALEhclYsprUbYewSOegEAFh2HsMvBqeKaMlvNo4NdgFiObRdZ2jny6gp4SWEAFnOHAC47wV4PEGuxRxHhJcIcTr8bBn1jz6HcqRc7SEaCGGQxmY5i4Hj3TotlUSXCHC5XCw/Z//ZtDJYgktIVqYeiQT06fLwS3h1RZJcIUAl9PJln/9m2G5lRgltIRoFeqxU5g+WybThm2QBFcb53G7SZ/1GSNPuzBJaAnRqtRjWRj/swK8El5tiQRXG+b1eNj0yVxG5lZhkZZ3IYLCcCgD4xerQZOrLLQVElxtlOb1svHT+Qw/ZccmoSVEUBn2HcP49VrQ5bTXtkCCqw3SNI30+Qu45kQJ4ZqElhBtgeGHQxgXbwh2GQIJrjZH13U2L1jEjw7lEyWhJUSbYtixD8P674JdRocnK2e0Ibqus3XxCgbuzSZWQiskHSk+zeDZf+XWPgP58Oa7eG3ral7busa33atpOL1eMh79I/G28Dr3H/uf99hXmIfT6yEtKo4/Dr+JCb0u9W0vqLTz+28XsvzEARQUxvbox0c3390qr01UM6zeht45Dq1fWrBL6bBkrcI2ZNvqb+mZvp9uHhkIh6pbPv+AKo+b1KhYPrz5rjrbp6evZEPWcZZNeaTe++8uyKF/p84YVQNbczIY//n77HrgaRIjogD48dx3uaprMs8PHU2Y0czewlwGdU5q0dck6tLNJtwP3YqeEBvsUjok+QnZRuzcsInorfsktELYvIM7ibZYuSG1d73bdV3n3/u/42f9r2rwMQYmJGJUq9fJUxQFt6Zxyl4KwKqThzhlL2XGyPFEW2yYDAYJrSBRXG6Mny2DKmewS+mQZKqwDdi7dTsV6d9zjVO+HaGqzOng/21ayZIpDzNrz7Z699mYdZz8SjuT+1x23se67asPWZ1xBKfXw03d+3JVl+pw2pqTQd/YeB5aPo8VJw6SFh3HK9eNZ2Ryz4C/HtE4tagM0/xVuO+9GVT5hbM1ybsdZFnHT3B8fTojqyS0QtmLm1Zw/2VDSImMaXCfT/bt4NY+A4kwW877WF9MnkrB43/mq8lTGZ3WF1Wp/m+aVV7KqpOHGZXSkxOP/DdPXDWSO76exemqioC+FtF06rFTGFakB7uMDkeCK4gqyu1sXrSUH1eZMcmRxpD1Q342azIO85srRzS4T5XHzReHd/OzAQ1PE9ZmMhgY2+MSVp04xKKj+wCwGk10j4rlgcuuxmQwcGe/QSRHxJCefSIQL0NcIOOWPajfHwh2GR2K/JofJF6Ph28+/5Jr7SoxsppMSFt36igny4rp+8EMAOxuF15N40BRHun3PgHAV4f3EGsN47pmTut5NI1jpYUADEzoypJj+wNbvAgI4+L1uONj0FO6BruUDkFGXEGyadlK0vLtdHcFuxJxsR4ceA17fzGNzT97ks0/e5KHLr+GcT0u4etbH/TtM2ffDu7tfyXKeS4Nf7Aon+XHD1DlceP2evl0/3dsyDrOyKTqsJvY+zJKnFV8sncHXk3ji0O7yLaXMqxbWku/RNEIxathmrcSyuzBLqVDkBFXEBz4fieuA8e4So5rtQthJjNhJrPv3xEmC1ajiYSwCACy7KV8m3mUt348uc59/2vVFwC8Pfo2dF1n+uZVHFg8B4Oq0ismntnj7+Fyn3VpAAAgAElEQVRHZ5oz4qxh/Gfi/Ty5+iueXPMV/WITmDfx/nrPBxOtT7FXYpq7AvfUiWCU/9stSc7jamWFubms//d8JtlNWOWdF6Ld8Q7qh2fS9cEuo12TqcJW5Kxy8O0XC7ixSkJLiPbKsPMg6qGTwS6jXZPgaiWaprH6ywVcWaaTIBdVFaJdMy5cJycntyAJrlayfc06rNmnucQpaxAK0d4p9kqMyzYGu4x2S4KrFZw4eIhju/Yw3CEHbIXoKAy7DqMePBHsMtolCa4WVmmvIH35KgZ7zETJ+VpCdCjGReuhyhHsMtodCa4WpOs6GxYvJV430L9SujGE6GgUeyXGpTJlGGgSXC3o2L79nM7OZZhd3mghOirD7iOoB44Hu4x2RX6ethCXw8GOb9dzhWamk3QRCtGhGReth0qZMgwUCa4Wsmn5KsI9OpfbZYpQiI5OqaiSKcMAkuBqAdknTpJ1/ATDKxVZU0sIAYBhzxHU/TJlGAgSXAHmcXtIX76S/pqZrrKArhCiFuPi9eCUHwwXS4IrwLat+RZDlZsrZYpQCHEOpaIKw8adwS4j5ElwBVBhbi7H9u7nGocBi+SWEKIehs27wV4Z7DJCmgRXgGiaxobFy0k0WEhzSmoJIeqnuD0Yv90R7DJCmgRXgOzatJkKu50rKiS0hBDnp35/AKWwNNhlhCwJrgCoLLezf8f3JClmuslxVyFEIxRNw7B6a7DLCFkSXAGwbc23GIxGLrdrwS5FCBEiDPuOoWTlB7uMkCTBdZHspaWcOnaCRK9KV3ewqxFChBLjqi3BLiEkSXBdpK3ffIvJbOYKGW0JIZpJPZGNciQj2GWEHAmui1BaVETOyQyS3QoJMtoSQlwA46qtoEtTV3NIcF2EbavXYrJY5NiWEOKCqXmFqLsPB7uMkCLBdYGKTxeSl3mKVJciq78LIS6Kcc128MqVZptKgusCbf1mDWazmcsrZLQlhLg4Skk56u4jwS4jZEhwXYDCvDwKsrLp7laIldGWECIADNv2BruEkCHBdQG2fvMtFpuNgbKQrhAiQNTsAjmvq4kkuJop/1Q2hXl5dHZDjExJCyECyLB1T7BLCAkSXM20/dt1WKw2elfJaEsIEVjq3mNQURXsMto8Ca5mKMzNoyg/D7MOqQ4JLiFEYCleL4bvDwS7jDZPgqsZdm/Zhtlqo4dDxxjsYoQQ7ZJh+z45IbkRElxN5HG7ycs8haqqMk0ohGgxSqkd9dDJYJfRpklwNdHhXXvwejx0cuvSAi+EaFGGrdIafz4SXE10ZPdezFYrvStltCWEaFnKsVMohSXBLqPNkuBqguKC05QWF2HUdLo7JbiEEC1LAVQ5IblBElxNsHvzVswWK2kOHZPklhCiFRh2HgKXXHaiPhJcjfC4PeRkZEhThhCiVSlOF+rBE8Euo02S4GrE0b378LrdxLp1WQVeCNGqJLjqJ8HViCO7d2O22ugloy0hRCtTD2fK5U7qIcF1HqVFRZQUFAKQLE0ZQohWprjcKMezg11GmyPBdR6707disliIceuEy2W3hBBBYJDpwjokuBqgaRo5GZmoBgPdXDLaEkIEh3rwpCwBdQ4JrgYU5uXjrKwEIFGmCYUQQaKUV6DknA52GW2KBFcDjp5ZKcOo6STIqRRCiCBSD5wIdgltigRXAwpyclANBrq6wBDsYoQQHZq0xfuT4KqHo6qK8uJiADm+JYQIOjW/CIrLgl1GmyHBVY+MQ0d8x0K7yfEtIUQbIN2FZ0lw1SPj8BHMVivRHmmDF0K0DepBuUZXDQmuc2iaRnF+AYqiyGhLCNFmKBm54HAGu4w2QYLrHIV5+TgdVYBMEwoh2g5F06Qt/gwJrnMc3b0Xs0Xa4IUQbY+aXRDsEtoECa5znM7JRTUY6OyWNnghRNuiSHABElx+HFVVlBUXARDnlmlCIUTbIiOuahJctdRug4/zSHAJIdoWpaQcqhzBLiPoJLhqyTp+HLPVCkCcHN8SQrRBMl0oweXHXlqGoihYNDl/SwjRNsl0oQSXj+b1UlFWvaSKjLaEEG2VjLgkuHxKi4pxu6sTy6zpVKggR7mEEG2Nmi3nchmDXUBbkX3yJAZD9dtx0qZy0gYGXSfKA1EenSgvRHsgyqsT6ZE3TggRHEqZHSqqINwW7FKCRn7+nlGQlY3JbPa7zasoFJug2KT476xXHwOLrhVqNX/b5NiYEKKFqdkFaH1Sg11G0EhwnWEymUHXcToceDUvJpMZo8mEoih1d1YUKgxQYYBsi/92s3ZmlOY9+3e0ByK8Mi8rhAgMJbsAOnBwKSUlJXIo5wz9THCVFRWTn5VNUV4+lXY7lfYKHJWVeD0eFFXFbLGgqs2LIUXXifRClAeivf5TkGb5DgghmsHbvweeO8cEu4ygkRFXLYqiYLXZsCbZ6JzUzW+bx+2hoqyM07m55GdlU1FWTqXdTpW9Arfbje7VMFktGI31v6W6olBmhDIjnMJ/lGb11hxDqzXt6IFwDeoZ7wkhOjilvCLYJQSVjLgukq7rVNkrKCksJP9UFiWFhVTZK6i023FWOfB6PRgMJkwWc/3Tjufhaw7xjdDOfi2/cQjRcenREbievDfYZQSN/Pw7h+6uwlN8EkNMKqo5rNH9FUUhLDKCsMgIuqV199vmdrkoKy7hdHYOp3NzqSi3U2W3U1VRgcftQdd1zFYrBkP9y/k21hxSM90YLc0hQnQs9spgVxBUMuI6hytzG2VLpgGghnXCEJNa/Sc25ezXEZ0v6jk0TaOirJziggLyTmVRXlJCZXn1tKPL6Wy8OeQ8TGeaQ6K9/qO1SGkOEaJdcT59H4R1zJZ4GXGdw1t89vLYWmUhWmUh7uzv/fZRTDbU6GSMNUEWUxNqySgG87kPWYeqqkTGRBMZE01qn96+22s3hxRkZVOUn0/lmWlHR0V1cwiKitnacHOIW1UoNEPhOUfHFF0nota5aLVDzSK/uggRcpTySvQOGlzNHnF9+umn539ARcFqtdKtWzcGDRqE2dz4D/JgO3ZwLwf3fEdkdDRp9s1Y8zZf2AMpKmpkF9/IzBhzdpSm2mIuqkavx4O9tIzC3Dzys7OpKC2nssJOpd2Ox+VG07yYzBYMRmOzR2k1zSFnT7SuDrQwTUZpQrRVrntvRu/dMVvimx1csbGxvh+Muu5/19q3K4pCZGQkv//97/mv//qvAJXbMlYv/g952Znous5V3g10UksD/hyKNQpDdEqt0VkKxphU1KhuKOqFX7JS13WqKiopLSwkPyuL4tOFVJVXt/A7q6rweDwYjEbMFssFNYdE+rXvS3OIEG2Fe+IotB9dEuwygqLZP382bNjAY489RnR0NA899BC9e/dG13WOHj3K+++/j91u57XXXiMvL4+ZM2fypz/9iejoaO67776WqD8gKsqrV4VXFIVIvWUOeuqOMjyOvXjy9vpvUE0YorqdDbTYs1OPqjm80cdVFIWwiHDCIsJJ7O7/25fb5cJeWkp+di6nc3KoKCunyl5R3RzicaNrjTeHlJig5HzNIbXOSYuW5hAhWo1S3nEbNJo94nriiSc4efIkX375ZZ3f4DVN49Zbb6VHjx68+eabaJrGTTfdhNPpZMOGDQEtPJDm/vNNdF3HpDsZpa0Idjk+1c0htZpCagItonOzR0+1aZpGZXk5xacLyc88RVlxSfWJ1uV23C4XXq8Xo8l0Qc0hRq1Wl+M5K4dc+LhSCHEu7+ABeMaPDHYZQdHsEdfChQv5wx/+UO8PNFVVueWWW5gxYwZvvvkmqqoyefJkXn755YAU2xJcTgeOqkosVhth2INdjp+zzSE7/TcYrRhiajeHnAm16BQUY9OaQyKio4mIjialV0+/bc4qB2XFxeRnZZ1ZOaR5zSEeVaFQhUJT/c0h9XU8SnOIEBegA7fENzu4XC4XmZmZDW7PyMjA5XL5/m21WjGZTBdWXSsoKynC6/UAYMbVyN5thMeB9/QRvKeP+N+uqKgRXc6MzFLONIhUh5oaFtekh7bYrCTYEknoluh3u9fjwV5WRmFuPgVZ2dhLy5rVHKIrCuVGKDdC1jkdjxZNr3fB4nBp4ReiQR15qrDZwXX99dfz3nvvceWVVzJp0iS/bV999RXvv/8+o0eP9t32/fffk5radjtfcrMyMBqrg9Wkh0hwNUTX0Mpz0MpzcGdu9dukWCLPNofE1hqlRSU1qTnEYDQSHRdHdFwcPQecPSBc0xxSVlhIXj3NIV6vF9VgwGw2ozQwSnOqCvlmyDf7B5p6zsohNVOQkV4wyShNdHAdedmnZgfXq6++yoQJE5g6dSqdO3emR48eABw/fpz8/Hy6d+/Oq6++CoDD4SA/P5+f//znga06gIoK8jCZLQCYQmXEdQF0Zzme/H148vf5b1CN/s0htaYeVUtEo49buzmkawPNIQXZuZzOyaWi/Oz6jh63G10Hs8WMoYH1HbXzNIeE1WoOqX1uWpg0h4iOotIR7AqC5oJWzqiqquJf//oX33zzjW/aMCUlhdGjR/PAAw8QFtb4UkltxaqFczmdlw1Ab20fafrRIFfUdihhcb6pRr9Ai+gSwOaQLMqKi6msqD6W5nI40bweDEYTJnPz13c0avUvWBwpzSGindEVBdf/PBLsMoKiwy/5tOzzjykpLgSgv7aTJL3h43fiDKMVQ3Sy71ha7RVEFKPloh66pjmkICeHwtx8Ks+M0hyVVXjcbhRFwWy1XtBlZSK8+IVZtDSHiBDn/J9H4CJ+iQxVHf48Urf77PRgyB/jai0eB97CI3gLz2kOQUGN6Hz2+Flsqq9BJBDNIRXl5RTl5ZOflU15SalvFX63y4Xm9WKyNLE5xFK3OaS+BYulOUS0eZoGDZyH2Z5dUHB9++23zJo1ixMnTlBcXFzvCho7d+5s4N5ti9vt9n1twn2ePUXjdDR7Hpo9D/epbX5bFHOE36ohvqnH6KY3h0TFxhIVG0vaJf3OPqOu46ispLSwiPysbIoLTp85jlY9SvN6PagGY6PNIQVmKGiwOaRux6M0h4g2QdM75Bx4s4Pr3Xff5fnnnyc+Pp7BgwfTv3//lqir1bhdTt/X7bk5I9h0lx1P/n48+fv9N6hGDFGJdQMtJrXJzSG28HBs4eF0TU3x2+ZxuykvKeV0Tg4F2RfTHALnXtLTdk5TSE2TiDSHiFaldcwPXLOD6+9//zvXXnstn3/+eUgsoNsYt9t1th1egqv1aR68JZl4S+oeW1RssX7novmaQyK7Nqlpw2gyEZsQT2xCPH0uH3j2KTWNSrudkoJC8k5lUVZUdE5ziBeD0Xje5pAqg0KVAXLPCbSa5pDa046RXjDKCE0EgK5p2MLDz15pXe+YH6xmB1dhYSG/+93v2kVoeTxuNI8XfMElU4VtiV5VjKeqGE/OD/4bjBYMUUlnV+GvuVZadAqKydro46qqSkRUFBFRUST36uG3zeVwUFZcQn529gU1h3hUhSIVis5t4RciACrtDm6cPK7O57ajaXZwDRo0iIyMjJaopdW5nA50vXqobdDdqHTM315CjseJt+gY3qJj52xQUCMS6qztaIxJRQ3v1KSHNlutxCd2JT6xq9/tmteLvayMovwC8k9lU15aSpW9euUQt7O6OcRovrCLfwrRVIoCmuYNdhlB1+zgeumll7j77ru54YYbuO6661qiplbjdFShnZkjltFWe6Cj2fPR7Pm4T23326KYw+tdsNgQlYRiaPy/gWownG0O6df37DPW1xxSUUGVvQLtzFJiQgSKyVy9+HVH1+zgmjFjBlFRUUyePJlevXqRkpJS57IYiqIwb968gBXZUhxVVb4Rlxzfat90VwWe/AN48g/4b1ANGCIT6wZabCqqJbLRxz1fc4gQomU0O7gOHDiAoigkJyfjdDo5cuTcc3kImamSSnsZ6pnQVemY3TkdnubFW3oKb+kpOLnJb5NijTk73Vj7OmmRXVEUOcNLiGBpdnDt3r27JeoICntZCQZD9bBbk1NNxTl0Rwme3BI8ubtx1t5gMNdaOaTmJOvqVUQUky1Y5QrRYXTolTMq7eW+c3gkuESTeV2NNIf4H0szJV7RpJOshRBN06GDS9M037Sm1hFPPxcBVrs5ZEf1TQYznX6xuN69s6tKKHZ13EtTiJbRzRZDrDk82GW0qEaDKzY2FlVVycnJwWw2Exsb2+gxLEVRKCwsDFiRLcVoMqNpGgaDQUZcokUYO/VscLTV1RrNaWc56woOseH0IQqc5a1cnWiPnu53M+MSBza+YwhrNLieeeYZFEXxnald8+/2wGQ2nekqlOASLcMY3xe3sxSDKQxVNaFpXnZlLyU55jLiI9K4PCaFy2NSeLz3jRwoz2FdwSHWFxwix1ES7NJFiDJ0gMahRoPrueeeO++/Q5nJZEU/cx6XTBWKlmBM6Eth3jaK8rfT/6ppfPnNMrJLD2CPehOjHoXN2xOrtxdmPQEAGzCGOIrUcE6aKjhprKDUIOcYiqaT4KpHzRWQBwwYUO/2/fv38/XXXzNt2rSLLq6lmSwmtDNrfcmIS7QEY3xfSk8tI/fkcsIiUph4w085dKI3Gw97KDQsp9y0g3LTDhRPBKojGYMjBcXdCQWFVCCVcMqNXnLD3OSEuSkzy6oJ4vw6QnA1+xW+8sor7N27t8Ht+/fv59VXX72oolqLyWTxjbh0RUWjfUyBirZBV00Y4npQfLr6/8vRvR+w74e59EvrySM3P8u1Pe87u6/RjjfiAK74lTg7f407ageaOR8dnUiPgT5lVq7LjeSG7Ej6F1uJcRqQFcpEfTpCcAW8q9But2MKkSVJjGazL7gAdFRAfqMVgVHstUFBPs6K6rU9FaDg+L+YtWsf0Z0uYUC/q+jfOZP9+Wv872ioxBt+CG/4IfBaMTiSUR3JqK4uhHsM9Co30KvcSpVBI9fmJifMRZHFe+6VV0QHZWzm1cFDUZOCa8+ePX4nHqenp+Px1F2HraSkhH/961/07t07cBW2ILPJgqafDS4vKgYJLhEgZYZYtix5j6SoSt9tqqKREvEdGcVhrFiTgcFowpKcgNNQUP+DGBx4w4/gDT8CmhmDIwnVkYLq7IrNa6CH3UIPuwWnqlVPJ9rcFFo96BJiHVZ0BzgJvknBtWjRIt/0n6IofPjhh3z44Yf17hsZGcn7778fuApbkNFkQqk13VLdoCEHwkVglCkxmNXSOrcbVQfdbNs4xbXoGDHk/whX/Dp0k+P8D6i68IYdxxt2HDQTqrMbBkcKqiMRi2aku91Cd7sFl6qRZ6s+Jnba6kGTEOtQYk3t+xwuaGJw3XfffYwePRpd1xkzZgzPPvssP/7xj/32URSFsLAwevXqFTLX6jIYjNXXCThDGjREIJUq0VhNdS+QCWA1lNLV+h05jiEYdCuRxUMpi98AahNXlFfdaLaTaLaToBlQnYnVIeZMwqyZSKmwkFJhwa3o5J8JsQKrG698xNu9WHNYsEtocU0Krm7dutGtWzcAFi5cSL9+/UhISGjRwlqDajCg1JoP9kpLvAgQLyrlSiTxhrojrhoRxlw6mfdT6BqA0RNFRPFV2OO24jcN0BSqF812Cs12CnQV1dkV1ZGCwZGESbeQVGkmqdKMV9HJt1aHWL7NjSdEQ+zg859QcSgLxVD9AkxxkVz2zqN19sv7eiv5i7fjKavEYDUTO6I/yQ/82He/GuV7TnLov+fQ9Y7hJN17fWu8hBYTZjBjMYRGj8HFaHZzxogRI1qijqAwGIy1B1w4sRGJrF4gLl6ZEoWuKJjPE1wAceYjuLUIyjypmJ1dCCu7lMroPRf+xIqGZs1Gs2bj0RVUV+czIZaMQbORWGUmscqMF53TVg85YW7ybG7chtBqUUx9ZCzxNw067z4xQ/rQ6cbLMUZY8ZRXcey1L8hftI0uk67x7aN7vGR+sJLwvt1auuRW0RFGW3CBXYUFBQXMnj2bnTt3Ulpa6rsYYw1FUfj6668DUmBLMhgNKLVasaqUMGkxFgFRpkRjVCtQlcan/jpbfsCthVGlxWOt6InXaMcZfuLii1B0NEsemiUPT9QOFFc8BkdK9R8tjC4OE10cJjR0Cq0ecmxucsPcuEIsxBpiSYw9+w9dB0XBmVPst0/egi1EDeqJp7R9rBnZEY5vwQVej2v8+PFUVFTQq1cv9u/fzyWXXEJJSQk5OTn06NGDpKSklqg14AwG/8usV9Ixvumi5ZUqMZjVpi3bpCg6ibbtZFaOwK1HEFZ6GV5DBR5rA52GF0LR0S0FeCwFeKK+Q3F3OtPYkYLqjSDBYSLBYWJgsU6RxUtOmItcmxuHsW2GWNbsNZz6eA3WpE4k3TuKyIHd692vaO1eTs5cilblwhhlI3nq2WPzzvxSTn+zi/6v/4LMfyxvrdJbVHtfXLdGs4PrhRdewGQysXnzZiIjI+nduzczZsxg1KhRzJ8/n2eeeYZ//etfLVFrwJktFoyms40kMuISgVKqRGM21N+YUR+D4qKbbSuZlSPRMBFRPJiy+PVoJnvgi1NANxfiMRdC1E4Ud8zZEPNE08lppJPTyKXFOiVmLzlh1SOxSmPbuNhq8v03YE2JRzEaKF6/jyMv/YcBf33Qf4R1RtyoS4kbdSmO7CIK1+zGFHP2B3vmByvods91GGyh0UzWFB0luJp9eDY9PZ2pU6eSlpaGeqaxQT+zbNKUKVO47bbb+OMf/xjYKluIoijYws5+o6tkxCUCoKYxw9TI8a1zmVU7idZtgIaqm4gsugbF2/I/VHVTCZ7I3bgSluCMX4w7YheasRgFhViXkQElNm7MjmJkTgS9Sy1EuIPb1RHeNwmDzYJqMtLpxsuJ6J9M6Y66V2KvzdotDltqPBnvLQOgZOthtCoXcSPqX7ouVMkxrga43W4SExMBsFqtAJSWnv0POnDgQD777LMAldfybOEROJ3V589UEYaOLEAgLk5TGzPqE2Y8TWfLbvKdV2DwhhNRPITyTumgtM5oRzeV4TXtxRu5t876idFuI9GlRi4ptVFurBmJuSgzB3kk1sT/sLpXx5lbPX1bvusEFUdy+OGBtwDwVjpRVIWqkwX0/sMdLVVpi+soI65mB1dycjIZGdVL2NhsNrp27crWrVuZNGkSAPv27SM8PHTePFtYBMWFBSiKgqYYcGLFSiMnggpxHs1pzKhPtOkkLi2CEncvTK5OhJdcTkXszgBX2bia9RO9EQfAG1bdmehIQXElEOkxEFlmoG+ZlQqj19fYUWJp2ZVnPHYHFYezibw0FcWgUrRhH/a9maQ8eFOdfU+v3En0kD6YYsKpyiwg9/NNRP2oJwDd7r2OrrcP8+2b+cFKTHERJN4Z2l3T0pzRgJEjR7JkyRL++7//G4A77riDd955h7KyMjRNY+7cufz85z8PeKEtJTa+MxnHDmIyW4DqUZcEl7gYzWnMaEi8eS8uLYJKbxcsVal4jXYckeefDmtR9a6fmILq6ky4x0DvcgO9z6yfmBPmJtfWMusn6l4v2XPW4jhViKIqWJM70eu5KViTOlG+N4Mj/28uP/rsaQDs+0+R9cm3aA43xqgwYq+9hG73jKp+OTYLBpvF97iq2YhqNWGMDO3lkuItEcEuoVUoJSUlzWpHyMzM5LvvvmPs2LFYrVacTifTpk3jyy+/xGAwcPPNN/Pqq68SEREab2B2xnGWf/EJtjP1DtC+p5t+KshViVC23ngdqi2TSMuxi3ocr27kVNUIXFoUOjr22G24bbkBqjJAzlk/Ual1Er9D1ciT9RNbjQIsHPEkNmP7aTZpSLNGXFVVVUyYMIFHH33Ud3zLYrHw5ptv8uabb7ZIgS0tKiYORa11Lpc0aIiL0JQVM5rKoHjoZt1CZtVIvLqViJIrKTNsxGu++McOmPOsn2iV9RNbVYIlqkOEFjSzq9Bms1FWVhYyaxE2RVhEJEbj2SVSKukYXTmiZVxMY0Z9TGoVidZtKHhRdCORRVejeK0BeeyAO7N+ojt2A84uX+CK2YDXegJdcWPWVFIqLFxdEMFNp6IZdDqMrpUm1LbRYd8upIXHX9T9nU4nv/71r7nssstITk5m5MiRrFy5ssH909PTGTNmDKmpqaSlpTF27Fi+++47AObMmcO4ceMuqp7zaXZf65gxY1ixYkVL1BIUqqpitdVqiVdkxCUu3MU2ZtTHZiimi6W6OUPVbEQWXQ1aG19XU/Wi2TJxx6ZXh1jsWjy2Y+iKC5OukFxpZvDpcMZkRXNlQRjdKky0kdPEQlb3sE4XdX+Px0NSUhKLFy8mIyOD559/nqlTp3Ly5Mk6+5aVlfHTn/6URx55hOPHj7N//36mTZsWsEFNfZfNqq3ZwfXb3/6WjIwMHnjgAdauXUtGRgYFBQV1/oQSW3jtc7lkxCUuXCAaM+oTacoiznwAAKM7hoiSK0PnZPkz6yd6YrZUh1jcGjxhR9BVB0ZdoVuVmSsLw7npVDRDCsJJtpsweWUusbkudsQVHh7Oc889R/fu3VFVlXHjxpGamsrOnXU7Wo8ePQpUn7trMBiw2WzceOONXHbZZRw8eJCnnnqKrVu3kpSURGpqKgDLly9n5MiRpKSkcOmllzJjxgzf4508eZKYmBg+/vhjLrvsMiZMmHDeWpvdVTh06FAA9u/ff971CIuKipr70EFjtYVTXlb9w8atWHBIS7y4QM1dMaM5OpkP4dIisHuSMTsSsZX3pypqf4s8V4tRdDRLLpolF0/UdhRXwpn1E5Or10+sMtGlqv2un9iSelxkcJ0rPz+fo0eP0r9//zrbevXqhcFg4NFHH+X2229nyJAhxMTEANCvXz/eeOMNZs+ezbJly3z3CQsLY+bMmfTv3599+/Zx6623MnDgQG655RbfPhs3bmTLli2+xS0a0uzgeuaZZ/zW92sPImNiyc06icFY/XaUKHF01bODXJUINYFszGhIF8tOPFoYDi0Om70PXqMdV1jLBGWLU3R0Sz4eS371IsAhvn5iMBkVlR4RgbvUlBTo9l4AACAASURBVNvt5uGHH+buu++mb9++dbZHRUWxbNky3nzzTZ544gny8vK46aab+Nvf/kbnzp3rfcyRI0f6vr7sssu4/fbb2bhxo19wPffcc006D7jZwfXcc8819y5tXkKXbuz9fgu2muCiE12R4BLNE+jGjPqoikaidRuZVSPx6GGEl1yBZqjEYylssedsFXXWT4ytDrGqFFRvVJtfPzHY0sLjMasXdLGPOjRN45e//CVms5m//OUvQPWUYHp6OgB//etfufPOO+nXrx/vvvsuAIcOHeKRRx7hueee45///Ge9j7t9+3ZeeOEF9u/fj9vtxul0+hauqNHUBdoD80pDXOduKai1RpHFSlzoHD8QbUZLNGbUx6g6fW3yYCSiaAhlCevQjJUt+rytSTcV4zEVQ+QuFHfUmWuKpaB6Yol1GX1rKJaaPL4Qs5s6boj1iegSkMfRdZ1f//rX5Ofn85///AeTqbrjev78+ee9X9++fbnnnnv46KOPAOqdlXvooYd4+OGHmT9/PlarlWeffbbOIaWmzuaF6DVQAys8Igpb+NkTpiuIxEX7v4qoCKyWasyoj8VQTqJ1O6Cj6ubqBXm19vmZ1U1leCP34kpYhjNhIe7InWim6hFmtLt67cTrc6IYlRNJ3xIrka6O92OtT2TXgDzOU089xaFDh/jss8+w2RpeReTQoUO8/fbbZGVlAXDq1Ck+//xzBg8eDEDnzp3JysrC5XL57mO324mNjcVqtbJjx45Gw/B8Ot53uAExcfG+Ve5RFEqIC25BIuRUN2a0TnABhBvziTfvBcDgiSSiaDDtfXmK6vUT9+OKX4Gj8wLcUTvQTPno6ES6q9dOHJUbxQ3ZkVxSbCXa2cZPGwiQvpEXP+LKyMjgww8/ZPfu3fTr14+kpCSSkpKYN29enX0jIiLYsWMHo0ePplu3btx0003079+f6dOnA3DdddfRv39/+vbtS8+e1etDvv7667z88sskJyfz2muvceutt15wrc1e8qm92rMjne82f4vZUn1yZ6p2lL76viBXJUKFF5XlppuJD0/Hamzd4035jssp9aQB4Ag7QWXMrlZ9/jbhnPUTlVq/k1evn1jd2NES6ycGm81g4qtrf4NR7RghDXKMy6d770vYvvEb37+LlU5ynEs0WWs0ZjQkwbIblx5OlTcBa2UaXqMdZ8T/b+/O4+OqzoOP/869c2fTjPZ9sxbbkm15XwEjs9mY1UAIEAIJvAEa2rR8oLxNaUuXNyk0SYE05G1S3tCmLE1JY4ekJJBCSIhjjAFj8IKNV2Rblmzt+2z33vePEZKFJNuyJc2i5/v5+PORR3dGz4A8zz3nPOc559YnMeHoAcyU/Zgp+/v7J/YnsWAeHlOnostNRZebgGbR2L8m1uJKjv6JC9JLp1TSAklcA3yp6bi9g5uPu0gjggMHE7vQLpLDZBVmjEQpmwL3uxzpXUnY9uPtnIPl6CHsPj7pscQFLYTpPYjpPTjYP7GvBC0Y7Z9Y1u2irL9/YmP/PrFE7p+4JLM81iFMOklc/ZRSpGfm0N7a/MkDtJNBNonVBUTExmQWZoxEV2EKPVs40luLhRNf22I6szdiGl0xiyku9PdPtDx1YDnQggXR6sRgIU7LoLTHRWmPi7CyB5oAN7nDWAm0+r8koyzWIUw6SVwnySsspanxGEZ/v612lUW2LYlLnN5Edsw4U06tlwLPO9T3nYeyHfhal9OZvRFbD8Y0rrihRbA8R7A8R8DW+pNYMVqgGMN2Utwb/RNRNifc0ZHYCU+YSBwnsQJ3GsXeqVdIFsf/SyZf+czZRMKD5Ztt6tyaVoqp4ZOOGUYM1rc+zau3kOf6AADd9OJvXQq2/DMfRllY7nrC6VsI5v002j/RM3L/xCWf9E+Mw7nEqThNCDLiGiItIxvXSXsXOknHRENn6m5sFKcXy8KMkaQaRwhZPtrCM3CEM0lpW0hP5tZYhxW/lDXYP9Ee3j8xv88gv8/AarVpdkeixR2e+OifOBWnCUES1xBKKdIzsunsaAPAVhptZJPNiRhHJuJZLAszRpPl3E3I8tFjFuAKFGF2dRHw7411WPHvNP0TcwMGuQGDudi0uKJJrMETJhiD/om60liYMW3Sf248kMT1KTkFRbS2nBg4XLJRFZFtS+ISo4t1YcZIlIJ893sc7buAoJWOt6saS+8h5K2PdWiJY6T+iX2fJLFUsoMG2UFjSP/EBm+YvknqnzgrtZAUh2tSfla8kcnvT6mYOZdwcPBIkyaVj8nU2iMhxmayO2acKU2ZFLrfRld9AKS0L0APZcQ4qsRlG21EUrcTyv0FwexfEvbtwHK0oVADvRMvPZbKhQ0+pne4SAlP7MfrVJ0mBBlxDZORnYvHO9i30FQOmlSeHHMiRjQZR5mcC4cWoND9Nkf7LgAc+FuX0pm9EcvRF+vQEpptdGAaHZj+naiIb7AJcDiLtLCDtI5oD8Uuw6TBE6bBG6LLOb4jsaVTtDADZMQ1jKZp5BeXYVmDv2SNqjiGEYl4Fm+FGSNx6x3ku98DbDTLja91OVhyzzpehvRPzPkZYf97WEbTsP6JFx3zU90+Pv0TM50pzBynxrqJSBLXCGYvXE4wMHhH2kKOdIsXI4rHwoyR+ByNZDmjpyU7Iqn42hYnfUPemHD0Yvo+IpT9GsHcFwmnvoPpbMTGwhfRmd7p5sLjfi6pT2V2m5uMgH5WreUuzq0echTTVCO3XSPIySvE50vFtEwgWl14QhVSbNfFOLLxFYxY/M1Pj/Dm/i46eiOUZrt48PJCVlWnDbnuO6828J3XGvj3u6ZzwYzUYa9zrC3E2seHNiTuDVn8+VVF3FWbx4nOMH+14TA7j/ZyoivMb786h+LM5FhUjsfCjNFkOvcTsnx0RUpxBvPwds6mN21XrMNKXqfon+gdoX9igzdM6xn2T7w0d/bExx/HJHGNQClFcdl0Du7dhd5/KnKDKkq6xGVaNgXpBv/xBzMoTHfy2486+ZPnD/GL+2cNJJa6liCv7Gwj1z/6iLMww8n2ry0Y+PuR1iCXfnMXa2vSAdAU1Fal8uWL87jpn5OrJDseOmaMRa5rO2ErhYCVhbunMtqQNyW5fq/j0oj9E0vRgvkj9k9s8IZpGaV/Yoknk6rUgsl/D3FEpgpHMWfRCkKhwVY5HWTSx+gHqyUir1PnvtWFFGe60DTFJbPSKM50srN+8CTdv3vxCH92RRGG48ynJX66tZWl5b6B5JftN7jtvBzmFaeM+3uIpXjqmHGmNGVR6HkHQ/UA4O2YiyOYHeOoppj+/onhzI3Rrh3pv8d012GrME5Lo7THxfImH6uPprGg2Uter4F2Ul3HpXlTe7QFMuIaVWp6JukZ2QSD/WtdStGoiii398c2sAnU3BXmUHOQGXnRBP3L7W0YDsVF1WnAmY8qfvpeC1+5NPnvCBOhMGMkugr1N+S9EAsD3yeVhkb3hP7c5qMBXv3BERoP9uJNdXDx7UXMXJ4+4rXvvHSCLS8eJxyyqFqRzpq7S3AYGp1NIX5w/+4h14aDFhd/oZBl14zP8fWTakj/RB0tmN+/4bloSP/EnlCAvPnTafRGJHEhieuUSiur+PD9LRjO6MghmRNX2LR54D8/5oZFWVTmuukJmjz2yjF+eNf0Mb3OO4e6aemOsHbuyB9IySRRCjNG4tS6KXC/Q31gBZpt4B9oyBs6/ZPPgmXabPjmQRaszubmh6dz5MNu1n/jIHeUuMksdA+59uD7nbz14nFu+Zvp+DMMNnzrEL9/oYGLbisiNcfJA8/NH7i2/XiQp/74Q6pGSYAJRZlY7nosd31/E+DcaJl9sBgHGrfPvxS3MznWhs+VTBWewuz5S4eUxfeoVLrwxzCiiWFZNg/+58cYuuJvrisB4J9ebeC6RZmUjLGIYsPWFi6vSSfFlfybthOpMGMkXkczua4dAOhmCr62iWvI21IfoLs1zNKrc9B0xbS5foqqUtj5u9Zh1+78bSvzLskip8SD2+fg/Bvz2fnb4dcB7PxdKyWzfaTlJtkHurKw3I1E0t8hmPsivsI6SVonkcR1Cp4UH5nZQ6cfkm1Pl23bPPSTOpq7w/zf2ysw9Oha1ub9XTyz6QQrvradFV/bTkN7iD95/hD/8tvGUV8rELZ4eXsbNyyeGl3147VjxlikGXWkGwcAMEJZpLTPm5gfNELJt21D8+HAsMebj/aRO21wPTl3moeejgh9XcNHtrveaKVmVZIf66Fs5pSsiHUUcUWmCk+jsnou7276NU5XdDqjQZVQYX+UNB3j//qnR9h/IsAzd8/AbQzexzxz9wwi1uCnzfVP7uEvri5mVdXwcvhP/M/OdlI9DlZU+oZ9Lxi2MO3o64VMm2DYwmUk7n1TvHfMGIts5y5Clo9eMw9XXymmo5uAf3ynxDOL3HjTHLz98xMsuSqXw7u6OPJhN6U1w39XwgELl3dwxP7J16E+E49/8CPryO5uetojVK1IgmnCU/C5sllVc12sw4grkrhOY/qseWx98/WBv4eUi2OqhJIkKI2vbwvyoy3NOB2K876+Y+Dxr91QyrqFQ+9idU2R5tEHpgAf3nB44NpPbNjawvWLMlEjbIyc81fvD3y95h+je772f2PR+L2ZSZaohRkjiTbk3crRvpWErFQ8XbMwHd2EPaOPrsdKdyhu+LMKXnv6KG+9eJz8Si/V56ejj1Ctarg1gn3mwN9D/V87PUOnn3f+tpWqFenDHk82cwvWoKnkfo9jpdrb22N/qEyce3n9s7S3Ng18ILvtXs63Xkc7my3vIinUadPY46ygwPf66S9OEGHLw5G+Wkzbha0idGZtwnROXGJ+9i/3MveiTBasHlqO//Nvf0x6rpPaWwsBqNvRxX//08d85QdzB2MNWnz37h3c8L8rmDY3+dadByn+4IJnyfQWxTqQuJK4czWTaN7SC4a0gAooL8dVYQwjErGW6IUZIzG0Pgrcb6MwUbYDf+sylOk+/RPP0Im6PiIhi3DQYsvPj9PTFqbmouHrUzWrMtn+egvNR/oIdEd4c33jsOv2vd2OO0UfcaoxmVRkLZOkNQKZKjwDhSXlpGVkEejrHRh1faxmkG/XM3W7hU1tidYx40x59DbyXO/TGFyMZnnwty6jM2sTaObpn3wau95o5YPXW7AiNsWzUrj54elD9mbd9cQsUnOcVCxMZdm6PH70d/uJhCxmLk9n5c1D9wXueKOVOatGnpZOJivKbol1CHFJpgrP0KG9H/LGr36K2+MdeGy++TY5HI9hVCIWTDR+ZVxBdspm3I6WWIczIVqCVbSGqwAIuRvozngHuUubXAWp1dyx/HuxDiMuyVThGSqbMQuff2hF3SFtRoyiEbGUTIUZo8lyfYTPET0t2RkowNM1K8YRTT0y2hqdJK4zpJRi7uLzCfYN9vHrVBm0MjX2LIlBidwxYyzyXNtwaW0AeLpn4OwtiXFEU0eGt5iq3AtjHUbcksQ1BjPmLBxyOjLAxzLqmnKSsTBjJJqyKHS/jUNFb9ZS2ufjCMqN2mRYPu0mlJKP59HIf5kx0DSN6nlLCAcHu8a3qhw6STvFs0SySYaOGWfKoQUpdG9BEUGh4Wtdihbxnv6J4qylODOYW3h5rMOIa5K4xmjOwuU4nEPPpvpYG1sjWpG4EvEok3Pl0rsocG8FbDTbib91OcqSE8EnypLSz+DQnLEOI65J4hoj3eFgxuwFQ87qOkEBPSTXWVNiZFOhMGMkKY7jZDujpyXrET++1iWc0VG9YkycupdFxetiHUbck8R1FuYvXYmunfSfTikOqZmxC0hMmqlSmDGSDOdBUh0fA2CEcvB2zD31E8SYLSm9AbeR3Juqx4MkrrNgOF2Uz5xDJBweeKxRFdFORgyjEpNhqhRmjCbXtQOP3gSAu7cMV3dFjCNKHinODFaUfS7WYSQESVxnadF5F2OfdFYXSrFHm4cluzST2lQqzBiJUjYF7ncxVPS0ZG/nHIxAAp48HIdWVtyByyGFL2dCEtdZcnu8lM+cTTg8eGJst0rlqCqLWUxiYk3FwoyR6CpMoWcLGiEUCl/bYvRwMje6nXhZKdNYUHxVrMNIGJK4zsHyVZej60OPGzigqggiJ5Umo6lamDESp9ZDgecdwELZDnyty1GmVMKdrUtm/IEcXTIGkrjOgeF0seT8Swn2DXaON5XBPjU7hlGJiTKVCzNG4tVbyHN9AIBuevG1LgNbPlLGqixzEdNzzot1GAlFfsvO0Yw5C0jPysY6ab2rUSuWVlBJaKoXZowk1ThChrEPACOcSUr7ghhHlFgUGpfMvDfWYSQcSVznSClF7eXXEw4Fhjz+kTZXCjWSzFQvzBhNlnM3KXoDAK6+YtxdsjXkTNUUrCbPLw0MxkoS1zjIyMphevV8widtSu5Rfg4rKRVOFlKYMTqlIN/9Hq7+0ai3qxpnrxx+eDoOzcWq6V+KdRgJSRLXOFm2ag0Ox9DF6UNqJgHG7wRZETtSmHFqmjIpcL+NrqIzDyntC9BDsq/xVFZWfBG/OyfWYSQkSVzjxDCcLFl5KcHAyYUaDvZqc2IYlRgvUphxeoYWOKkhr46/dSlaxBPrsOJSfmoVy8tuinUYCUsS1ziaPmsemTl5Qwo1TqhCWsiOYVRiPEhhxplx6x3ku7cBNprlxte6HCxHrMOKK5pycPWcr0r5+zmQxDWOlFLUrrmOcCg05PE92jwiyC9pIpPCjDPnczSQ5dwNgCOSiq9tMdgxDiqOnF9+Gzm+8liHkdAkcY2ztIwsZs6eP6SjRp9KYa+qiWFU4lxIYcbYZTr343ccBsAZzMPbKVPmANkp5Zxf/vlYh5HwJHFNgKW1qzEcQ88rOqaV0qgKYxSROBdSmHF2cl3bcWstALh7KnH1TItxRLGl0Lim5s/RNZk6PVeSuCaAw2Fw3iVXDSnUANit5tGHLFYnGinMODuasij0vIOhegDwdszFEZy6670rym4hP1X2uI0HSVwTZFplFRVVc4bs7TKVwU5tkWxMTjBSmHH2dBXqb8gbRqHha12KFp56501lekpYWfnFWIeRNGTMOoHOv/gqjtcfIRQKovUfPNmhMjmkZlJpfxTj6MSZihZmHJmQ1/7lr5v4zaYW6uoDXLgsgz/+UnQ67cixPr7zgzoam6JrpZXTPHzp1mJKCkcesT/8zX3sPdCDrkdvijLTDb77SLRn5o49XTz9H0dpbg2jaTB7po+7P19MVsbkNMV1at3ku9/lWGA5mm3gb11GZ/bvsfXQ6Z+cBBQaV9f8OQ5NmhCPF9Xe3i71PhOovbWZn//o/+F0nbQR2bZZaG0hi6bYBSbOiInGr4wryE7ZjNvRMu6v/9bWdpSC93d1EQpZA4mrpzdCT69JTpYTy4ZXXm/itY0tPPF3s0Z8nYe/uY/aFRmsrh0+FdfeEcayIDPDIBy2+NGLDRxtCPAXf1I57u/nVNrD02gKzgcg7GyhK2szKOs0z0p8F02/m/PKb411GElFpgonWHpmNksuuIRQ4KRehkqxU1sk610JYKILM1YsTmf5onT8KUO3S6R4HeRmu1BKgQ2apmg4ERzlVU4tPc0gM2OwWEjTFI0nJn+0k27UkW4cBMAIZZHSPm/SY5hsZRlL5FTjCSBThZNg1vxlHPl4P02N9Tj6qw3DyskObQmLrU3oJP9dZ6KKdWHGbV/ZTiBoYttwy7qCU177/PoGnlt/jMJ8N5+/voCa6sHDHZtaQtz/N3voC5hoGtz7hdKJDn1E2c5dhKwUes08XH2lmI5uAv79MYllorm1NNbN+6vozYcYVwk74nrqqae46KKLyM3N5d57T30swObNm1mzZg2lpaWUlZVx+eWX89577wHw/PPPs3bt2gmNVSnFJVfeiOEwsO3BmdlOlc5eJftb4lmsCzOe++48nvvuPO66tZjy0tFH6LffWMj3/mE2P/jHGtbUZvHIdw7SeNIILSfLyXPfnccPvz2Xz11XSFFBbHpoKmWT796KU+sEwNM1C6MvPyaxTChb48ZFX8PrTIt1JEkpYRNXfn4+Dz74ILfddtspr+vs7OTmm2/mnnvu4dChQ+zevZuvfvWrOJ3js1AaiZzZnbjhdLH6uluHVBkC1GtlHFMl4xKLGH/x0DHD7dK5/KJsvvN0He2d4RGvmVmRgsejYxgaF1+QRfWMFLbu6Bx2nd/n4OILMvmH7x7ENGOzvK2rCIXuLegqiELha1+EHkquD/iLp99NScbcWIeRtBI2cV177bVcffXVZGZmnvK6AwcOAHDjjTei6zoej4dLLrmEmpoaPvroIx544AHefvttioqKKC2NTp/86le/4sILL6SkpIQ5c+bw6KOPDrxeXV0d6enpPPPMM9TU1HDNNdecccyZ2XksX3U5oUDvkMf3qLl0klz/cJNBPHXMsG0IhSxa20ZOXJ+mPnnSCEzTpqMzQm+fOX4BjpGh9VHgfhuFibId+FuXoczkOEmhIv18VlTcEuswklrCJq4zVVlZia7rfPnLX+bVV1+lvX3w7rmqqorHH3+cZcuWUV9fz+HD0RY1Xq+X73//+9TV1fHCCy/wr//6r7z00ktDXnfTpk1s2bKFDRs2jCmeqppFTJsxh3BwcORlKZ1t2nJ6SDmHdyrG22R0zDBNm1DYwrLBsqJfm6bN+7s6OVjXi2nZ9PaZ/NsL9aR4dYoLh3+49/RG2Lazc+C5b7zVyod7e1hQkwpEKxfrGwNYlk1HV5gfvlBPeakHvy+2S9wevY081/sAaJYHf+sysBK7p6fPkc/1i/4q1mEkvaRPXKmpqbzyyisopbjvvvuorKzklltu4cSJE6M+58ILL2TOnDlomkZNTQ2f+cxn2LRp05BrHnroIVJSUvB4xl4ZuPKya/ClpmFZg3e8YeVim7ZCzu+KI5NRmPFfLzVyy5c/YMMvj/PGW23c8uUP+K+XGuntNXniqY+5/Svb+cM//5DGE0Eevn86TiP6T/Ynv2jka09Eixoips1//LSBO+7bwRfv28Evf93EV79STlF+9HeppT3M1544wOf/aDv3//UelIKv/lF8HHLqN+rJNKJ7Gh3hdHztCxO2Ia+Oi88v/0ec+rlVC99zzz1UVVVRUlLC4sWLeeaZZ0a9Ntbr97GSdFWFN954I5s3bwbgiSee4KabbqKqqorvfe97AOzdu5d77rmHhx56iKeffnrE13j33Xf527/9W3bv3k04HCYYDLJu3boh1xQVnf0Jr7qus+b6z/Pic/+CreyBqqOA8rJNW8ESaxMGZzYlJCbOZBRm3LKuYNRqwfOXjn4Q441X5cNV0a/T/Abferhq1GuvujSHqy6N3wMLM50fEbJ9dEeKcAYK8XTNoi91d6zDGhtb46bFj5LpPfeTn++//36efPJJXC4Xe/fu5eqrr2bevHksWLBgyHWfrN8//vjjXH/99YRCITZv3jyu6/cOR3ymiKQbcf3kJz+hvr6e+vp6brpp+EFtM2fO5NZbb2X37ug/jJFKVe+66y6uuOIKdu3axeHDh7nzzjuHXXOuJa4pvlSuuPELhEOhIZWGPcrP+9oyTDkGJebioTBjKlAK8lzbcGltAHi6Z+DsTaCCJRvWVj1IWdbCcXm5WbNm4XK5gOjnjFKKQ4cODbsuntbvJ1vCJq5IJEIgEMA0TUzTJBAIjFjht3fvXp588knq6+sBOHr0KOvXr2fJkiUA5ObmUl9fT+ikM7S6u7vJyMjA7XazdetWfvKTn0zIe8jMzmP1us8RCgaGPN6hMtmuLZGehjEUT4UZU4GmLArdb+NQ0cKllPb5OIKnLryKF4vybmbhtCvG9TX/9E//lIKCApYuXUpeXh6rV68edk28rd9PpoRNXN/61rfIz8/niSee4Mc//jH5+fl861vfGnadz+dj69atXHbZZRQWFrJ69WpmzZrF17/+dQBqa2uZNWsWM2fOpKIiOu//2GOP8cgjj1BcXMw3v/lNrr/++gl7HwXF01i19npCn+ok36Jy2aUWJup0f8KTo0wmn0MLUuh+G0WkvyHvMrSIN9ZhnVJ5Si2Xz//yuL/uY489xtGjR3n55Ze55pprBkZgJ4vH9fvJIr0K48SeHVvZ8sYruNxD/6EWW4eotnfGKKqpq06bxh5nBQW+12MdypTTHcmjIbAMUJiOrmhDXi3+1nxzHHP40kVPTnhnjPvvv5+qqipee+21Yev3J/tk/b6yspKnn36a559/nmeffZZXXnll4JrR1u+feuop6urqmD9/Pk1NTRjG0PME403CjriSTfXcxcxfWjvsDK+jWjkHlZzhM9li3TFjKvM5jpPt3AWAHvHja1sMdnxNm/so5o7axyelnVMkEuHQoUMJs34/GSRxxZEFyy+keu7iYcnroFbFEVUWk5imKinMiK0M50FSHR8DYARz8XbETxcKp5XBXav+GYc+/seUNDU1sX79erq7uzFNk1//+tesX7+e2traYdfG8/r9RJPEFWeW1a6hrLJ6WMHGR6qGRlUYo6imFinMiA+5rh149OjRP+7eMlzd5TGOCBymny+t/Gc8Tv/pLz4LSimefvppZs+eTVlZGQ8//DCPPvooV1111bBr4339fiLJGlccsiyLV3/+I04cO4LhHFyUVbbFLHs7hfbEHGoootpUOm8aKynyvxyzrvAiyrQNjvReSNj2YWPTnbmFsHv04oOJpId9fGnl98lKPfe9WuLcyIgrDmmaxmXX3EJ6Vi6R8OCitK00PtQWcEjNiGF0yS/WR5mIQboKU+jZgkYo2pC3bQl6eGJGO6eihfx8YcWTkrTihCSuOKXrOmtvuA1vin/Y/rQDWjV71FwplZ8gUpgRX5xaDwWedwALZTvwtS5HmeO/vjQaLejnlkX/SH5m2aT9THFqkrjimGE4ufrmO0lNSx92HMpRrYzt2hJM+V847qQwI/549RZyXdsB0E0vvtZlYE/8774WTONzSx5nWoFU9sYT+dSLc06Xm6s+eye5hSXDCjaa3rXEnAAAEJNJREFUVAHvaSsIE997LhKJFGbErzTjMBnGPgCMcCYp7QtO84xzowczuH3ZtynNnz6hP0eMnSSuBKA7HKxZdyvlM2cTCny6PVQW72oXSFf5cSIdM+JblnM3KXoDAK6+YtxdEzMS0gOZfPG871CYWzYhry/OjSSuBKGUYuVl1zJn0Yph+7x6lJ93tJV0M/mL1slGCjPim1KQ734Plxa9sfB2VePsHd+CCUcgh/+18p/Jyyoe19cV40cSVwJRSrH4/ItZvmrNsN6GQeXhHe0C2siKUXTJQQoz4p+mTArcW9BVdPYhpX0Bemj0I2DGwtVdxt2rvkd2Rt64vJ6YGJK4ElD13CVcdOVnCQcDQ45EMZXBe9pyjjPy+U7i9KQwIzEYWoBC95b+hrw6/talaJFzaAprK7wdNdy9+p9IT5Wbv3gniStBlVbM4IrPfBHTjGBZ1sDjttLZoS3mkJou5fJjJIUZicWtd5Dn3gbYaJYbX+tysM7i4EPLQVrHedx91T/g96WOe5xi/EniSmDZ+YWs+9w9aJqGaZ60JqMUB7RZbNOWE2Ty9rskOinMSDx+RwNZzj0AOCKp/Q15z/z5KuymOHAld637a7yelAmKUow3SVwJzp+WzvW3fRmPx0c4HBryvVaVyxZtFS1kxyi6xCKFGYkp07kPvyPaBs0ZzMPbOeeMnqcF0pjruYPPX3MfTufw865E/JLElQRcbg/X3noXeQUlw8rlQ8rNNm0F+1W1nKh8GlKYkbhyXR/g1loAcPdU4uqZdsrr9e58Lip+gKsuvhlNk4/BRCP/x5KEw2Gwet3nWHzBJYQ+VbSBUnyszWCrdj59xO+pprEmhRmJS1MWBZ53cKgeALwdc3EER5hpsBXO1hncuOj/sHzh8KNCRGKQxJVElFLMWbicq2/+Eg6Hg8inpg47VCZbtFpOkB+jCOOXFGYkPocK9TfkDaPQ8LUuRQv7Br6vIm78zedz55pHqJgmjaoTmSSuJJSZncv1t99LUdl0QoHeId+LKCfb9aXsUTXS5/AkUpiRHFxaN/nudwELzTbwty5DmU703mwKuq/krhv+kswMWfNNdHIeV5Lb9+H7vPWbV9ANY9hcvs/uYK61lRR6YhRd/KjTprHHWUGB7/VYhyLGQVOwhvZw9PDE3kgLVaWLWHPJtTj0syiXF3FHEtcU0NXRzms/+xHdXR0YrqHVU5ododreOeUPp9yuz6fFpZHlfS/WoYhzoXRO9JTTYc3CsmwikTCXXLiWOdUT25BXTC5JXFOEaZq89ZuX2b/7A1we77DvZ9jNVFk78dEVg+hib6OjFs1zBL/rYKxDEWfJ4cxm/vl/S2uPkw3//R9kZmRz3ZWfIyM9M9ahiXEmiWuKqTvwERv/52coTUPX9SHfU7ZFiX2ICnsvDqbOXiYTjV8ZV5Cdshm3oyXW4Ygxsm3oCpYS1pfy2Vu+AkDD8XpysvNkajBJSeKagvp6unntv1+gtalxxNGX0w4w0/6QfLs+BtFNvjaVzpvGSor8L8vm4wQTNlNo7KymoOQ8Lrn0WhwOOZtuKpDENUXZts3ene+xdfNvMCMmhnN4a6ipMn0ohRmJx7YVncFy2noqWbnqGmZWzY11SGISSeKa4sKhIG+98QoH9+zEcLmHVR5OhelDKcxILCHTz/GOWaRnz2HN5Z/B45Ueg1ONJC4BQGvzcTb+z89ob2kadfpwhv0hBUk4fSiFGYnBsnXa+6bTGSznggvWUjVrfqxDEjEiiUsMsG2bvbu2sfXN10edPky3m6lOoulDKcyIf7YNveFijneWU1A4i0tXX4fbLa3LpjJJXGKYk6cPnW4PSg1tzqtsi3y7njJ7Pyl0xyjK8SGFGfEtZKbT1F1NxM6idtWVVE6fHeuQRByQxCVG1dp8go3/8+Ko04fYNrk0UG7tw0/n5Ac4DqQwIz6Zlou2QBVt3bnMmFHDygsvx+lyxzosESckcYlTsm2bfbveZ+ubrxOJhDFGObcoyz5OubWPdNomOcJzI4UZ8cWyHXSFKmjuLCQzq5iLL72WzMycWIcl4owkLnFGwuEQ29/5PXt3biMcDo1695tuN1Nu7SOL5kmO8OxIYUZ8sGyd7lA5Ld0lGEYq569cTeX02cOmqYUASVxijMxIhF3b3mL39ncJ9PXiGmWRPNVuo8zaRw7H4/b4SinMiD3b1ugOTaOtt4JwxEHNvMUsW3YxukM6XojRSeISZ8U0TT7asZVd296it6cLl3uENTAgxe6k3N5Prn0Mjfj6VZPCjNixbY2ecAltvZUEQzpl5TNZWbsWr9d3+ieLKU8SlzgnlmVxcM8OPnhnE12dbbhGqEIE8Ng9FNqHKbCP4iYQg0iHk8KMyWfaBj2hMjoD0+gLQmlpJSsvXIs/NT3WoYkEIolLjAvbtqk7sIf3N79Be3vLqAkM2yaTJgrso+TaDehYkx9sPynMmDwRy0tXqIKuQDHBYITComnUrrqSNOncLs6CJC4xrmzb5tiRQ2zd9Gtam47jdHuGtZH6hG5HyLOPUWAfIZ3WSV8Lk8KMiRcy0+kMVtITyiMUDJFfUMLK2rVkZeXGOjSRwCRxiQlzouEoO7ZuovHoYSLh0IibmT/htnspsI9QYB/FS++ExyaFGRPHsnV6w8X0hErpCfqwbZOSkkpWnHcp6RlZsQ5PJAFJXGLCRSJhDn60i30736OlqRGl6SO2kwLAtkmnlQL7KHn2sQlr7CuFGeMvaKbTE5pGb7iIQDCCYRhUTp/D0mWr8Iy0gV2IsySJS0yqvp5udr2/hbr9e+hsb8Xl8Y46lajZJtkcJ9NuIstuwkPfuMUhhRnjw7SNgdFVyEwl0NeLz5fKrDmLmL9guZyPJSaEJC4RE7Zt09p0nB1b36ThyCGCwT5cbu8pN5x67J6BJJZBM8Y5jMakMOPsWbaDvnA+vZEiApEcwuEIlmmRl1/E/AUrKJ02fdSbESHGgyQuEXOmaVJ3YA97tr9L8/FjAKfvS2fbpNJOlt1Ept1EGm1j2icmhRljE01WeQPJyra16OjKn8r06bOZv+A8ORdLTBpJXCKuBAN97Nv1Pkfr9tPWfIJAXy9Ol/u0nRR0O0IGLWT2JzLfKbrWS2HGmYlYbgKRXAKRPPoiudi2RjDYh67p5BeUsGDR+RQVlUlbJjHpJHGJuGVZFm3NJ9i/+wOOHztCR1szkXD4lOtin3DaQfy047c78dOBz+7ESw8KKcwYjW1rBM3M/mSVS9hKBSAY7EOhkZ2Tz8zqucyYUYNzlGbLQkwGSVwiYYTDIRqP1nHgox20nGiku7MN22b0zc4nCYWCLFy8nMMf/g7LCtHpcE/5wgzbhrCVStDMIhDJIRjJxiY6sg0GAygF2dn5zJhZw8yZc+VYERE3pJOlSBiG4aSkfAYl5TOAaIVi3YE91B38iPbmE/T19oBSIyYyMxwip7iSze+9hcudilc7Gou3EFOWrRMy0wmZmQTNTIKRTGyiVX+WZRLo68PldpOVlUd5RTXV1fMkWYm4JIlLJCxPio/qeUuonrcE27bp6mjj+LHDHDt8iK6ONro72wkG+rAsC113EAqHMM0w4Mapt8c6/AllWk7Clp+wmUrYSiVkpvdP/UUTum3bBIN9QIT0tAxy84uorl5AXn6xVASKuCdThSJp2bZNoLeHpuPH6O7qoL27nT0fvo/ucOBQ3Tj1dgy9C4fWhaF1o2t9aMqMddhjYlpOIraXiOkjbKUSNlMJWalY9tCRkm3bBAJ9KGy8KX4yMrIpr6iionK2bA4WCUcSl5gy/vtnz9PaeuKU12gqiK76cGi9OLTega91LYCmQmgqPCkFHbatsGwDy3Zi2U5M203E8mBa3miisryYlmdgTerTIpEIwWAfhsOJPzWNjIwsSktnUDKtEp8vdcLjF2IiyVShmDJamhuJmBEcDmPUYg7LdmHZLsLWqY7ZsE5KYqH+PxEUFmChlH3S11b/12CjYdsaoGHbOjaq/zEdG30gSVmWEwsDzqDtsGVZ0Sk/28YwXPj8qfh8qWRk5lBWVkVObj6GMUp7LSESlIy4xJRx4vgxjhw+QHNzI93dnfT0dBEMBjAjEWzLwmEYGE5X3O1LMk2TcDiIaZo4dAcOhwO3x0tKSippaRkUFE4jP78Yf2q6rE+JKUESl5jSTNOkp6eLrs52mpsbaW05QW9vN319vQQDAULhIJFwCNu2sSwTy7JAKRwOA03T0ZRCaQqlogljtKRn23b/H6v/tSwsy8KMhFFKoTQNTWnouo7hdGEYTlwuDx6PF58vlZzcArKy8vD5UnF7Tt0aS4hkJ4lLiNOwLItQKEgwGCAUDNDT00V3dwd9fb2YkXB0RBQJY5nRxGbb0aQENkpp0QSnaTgMA103MAwHDocTt9uD35+ONyUFl9ONy+055TSmECJKEpcQQoiEIhPiQoghDhw4QF5eHvfcc8+o1/ziF79g5cqVlJSUUFFRwbXXXktdXR0Ajz766CmfK8S5kqpCIcQQDz74IIsWLRr1+wcPHuTee+/l2Wefpba2lu7ubl5//fVxKwyJRCI4TtNUWUxtMuISQgxYv349aWlp1NbWjnrNjh07KC0tZdWqVSil8Pv9rFu3jpKSEl577TUef/xxNmzYQFFRERdccAEAzz33HMuWLaO4uJj58+fzb//2bwOvt3HjRmbPns23v/1tZs6cyR/+4R9O+PsUiU1ua4QQAHR2dvLII4/ws5/9jGeffXbU6+bPn8++fft46KGHuOKKK1i0aBE+nw+Ayy67jAceeIBDhw7x1FNPDTwnJyeHF154gbKyMjZt2sRnP/tZFi5cyIIFCwA4fvw4bW1t7Nixo7+wRYjRyYhLCAHA3//933P77bdTXFx8yuvKysp46aWXaGho4M4776SyspJ7772X7u7Rz0C7/PLLKS8vRynFypUrufjii9m8efPA9zVN46GHHsLlcuHxeMbtPYnkJIlLCMH27dt54403RpymW7FiBUVFRRQVFfHmm28CsHTpUn74wx9y4MABXn75Zd58800ee+yxUV//1Vdf5bLLLqOsrIzS0lJeffVVWloGD/HMzs7G7ZZO9OLMyFShEILf//73HD58mJqaGgB6enowTZM9e/bw1ltvnfK5ixYt4pprruHDDz8Ehm/CDgaDfOELX+D73/8+V155JYZhcOuttw65RvauibGQEZcQgjvuuINt27axceNGNm7cyJ133smaNWvYsGHDsGs3b97Mv//7v9PU1ATA3r17efnll1m6dCkAubm5HD58eGCtKhQKEQwGycrKwuFw8Oqrr/Kb3/xm8t6cSDoy4hJC4PV68XoHjzdJSUnB7XaTnZ097Nq0tDR++ctf8vWvf53e3l4yMzO54YYbuO+++wC47rrr+PGPf0x5eTnTpk3jd7/7Hd/4xje48847CQaDrF27liuuuGLS3ptIPtI5QwghREKRqUIhhBAJRRKXEEKIhCKJSwghREKRxCWEECKhSOISQgiRUCRxCSGESCiSuIQQQiQUSVxCCCESiiQuIYQQCUUSlxBCiIQiiUsIIURCkcQlhBAioUjiEkIIkVAkcQkhhEgokriEEEIkFElcQgghEookLiGEEAlFEpcQQoiEIolLCCFEQpHEJYQQIqFI4hJCCJFQJHEJIYRIKJK4hBBCJBRJXEIIIRKKJC4hhBAJ5f8DsH5u9fznF5oAAAAASUVORK5CYII=\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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