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+<h1>Amazon Reviews</h1>
+<ul>
+<li><a href = "data\10101.html">A charger</a></li>
+<li><a href = "data\99904.html">amazon power fast usb charger</a></li>
+<li><a href = "data\89604.html">Amazon powerfast wall charger</a></li>
+<li><a href = "data\58704.html">correct plug for kindle</a></li>
+<li><a href = "data\38104.html">Fast Charger</a></li>
+<li><a href = "data\76407.html">Good charger</a></li>
+<li><a href = "data\83810.html">Great item</a></li>
+<li><a href = "data\32310.html">Nice one</a></li>
+<li><a href = "data\22010.html">not any faster</a></li>
+<li><a href = "data\1410.html">Satisfied</a></li>
+<li><a href = "data\50013.html">Works good</a></li>
+<li><a href = "data\122.html">A great assistant</a></li>
+<li><a href = "data\89925.html">A Great portable Speaker and More</a></li>
+<li><a href = "data\59025.html">A must for Prime members.</a></li>
+<li><a href = "data\28125.html">A nice buy</a></li>
+<li><a href = "data\7525.html">Alexa</a></li>
+<li><a href = "data\66428.html">Alexa House</a></li>
+<li><a href = "data\42931.html">Amazing</a></li>
+<li><a href = "data\91534.html">amazing sound quality</a></li>
+<li><a href = "data\29734.html">Amazon Tap</a></li>
+<li><a href = "data\9134.html">Amazon Tap</a></li>
+<li><a href = "data\78337.html">Amazon Tap</a></li>
+<li><a href = "data\68037.html">Amazon Tap</a></li>
+<li><a href = "data\57737.html">amazon tap</a></li>
+<li><a href = "data\37137.html">amazon tap</a></li>
+<li><a href = "data\26837.html">Amazon Tap</a></li>
+<li><a href = "data\6237.html">Amazon Tap</a></li>
+<li><a href = "data\65140.html">Amazon tap is great</a></li>
+<li><a href = "data\44540.html">another one...</a></li>
+<li><a href = "data\13640.html">Awesome</a></li>
+<li><a href = "data\72543.html">Awesome</a></li>
+<li><a href = "data\21043.html">Awesome</a></li>
+<li><a href = "data\79946.html">Awesome for college students</a></li>
+<li><a href = "data\69646.html">Awesome gadget</a></li>
+<li><a href = "data\59346.html">Awesome portable speaker.</a></li>
+<li><a href = "data\49046.html">Awesome product</a></li>
+<li><a href = "data\28446.html">Awesome smart device</a></li>
+<li><a href = "data\18146.html">Awesome speaker</a></li>
+<li><a href = "data\97649.html">Awesome speaker</a></li>
+<li><a href = "data\87349.html">Awesome speaker</a></li>
+<li><a href = "data\77049.html">Awesome speaker with Alexa</a></li>
+<li><a href = "data\15249.html">Best new product</a></li>
+<li><a href = "data\43252.html">Brilliant product</a></li>
+<li><a href = "data\2052.html">Cool little gadget</a></li>
+<li><a href = "data\91855.html">Cool product</a></li>
+<li><a href = "data\71255.html">Coolest high tech gadget.</a></li>
+<li><a href = "data\40355.html">Disappointed with Coverage</a></li>
+<li><a href = "data\19755.html">does a lot more than I expected.</a></li>
+<li><a href = "data\9455.html">Does what it says it does</a></li>
+<li><a href = "data\99258.html">Easy setup</a></li>
+<li><a href = "data\88958.html">Easy small decent sound</a></li>
+<li><a href = "data\68358.html">Easy to set up</a></li>
+<li><a href = "data\27158.html">Enjoy my amazion blue tooth speaker Great sound</a></li>
+<li><a href = "data\75761.html">Excellent</a></li>
+<li><a href = "data\44861.html">Excellent intelligent speaker</a></li>
+<li><a href = "data\13961.html">Excellent product</a></li>
+<li><a href = "data\3661.html">excellent product</a></li>
+<li><a href = "data\83164.html">Excellent sound on this portable speaker</a></li>
+<li><a href = "data\28767.html">Fun gadget</a></li>
+<li><a href = "data\97970.html">Fun product</a></li>
+<li><a href = "data\46470.html">gift</a></li>
+<li><a href = "data\15570.html">Good</a></li>
+<li><a href = "data\5270.html">Good</a></li>
+<li><a href = "data\74473.html">Good but setup to enable voice control only</a></li>
+<li><a href = "data\43573.html">Good investment</a></li>
+<li><a href = "data\2373.html">Good Speaker</a></li>
+<li><a href = "data\92176.html">Good Speaker for good price</a></li>
+<li><a href = "data\50976.html">Great</a></li>
+<li><a href = "data\40676.html">Great</a></li>
+<li><a href = "data\30376.html">Great</a></li>
+<li><a href = "data\27479.html">Great addition to the Echo</a></li>
+<li><a href = "data\6879.html">Great Alexa product</a></li>
+<li><a href = "data\76082.html">Great and a lot of fun</a></li>
+<li><a href = "data\65782.html">Great and fun Bluetooth speaker</a></li>
+<li><a href = "data\24582.html">Great baby Alexa</a></li>
+<li><a href = "data\93785.html">Great Blutooth Speaker</a></li>
+<li><a href = "data\83485.html">Great buy</a></li>
+<li><a href = "data\73185.html">Great Buy</a></li>
+<li><a href = "data\11385.html">Great Device</a></li>
+<li><a href = "data\1085.html">Great device</a></li>
+<li><a href = "data\80588.html">Great device</a></li>
+<li><a href = "data\49688.html">Great device to control the home</a></li>
+<li><a href = "data\39388.html">Great extension of Echo</a></li>
+<li><a href = "data\8488.html">great for beginner</a></li>
+<li><a href = "data\98291.html">Great for easy set up</a></li>
+<li><a href = "data\87991.html">Great for entire family</a></li>
+<li><a href = "data\40997.html">Great Item for Beginners</a></li>
+<li><a href = "data\17500.html">Great Portable Echo</a></li>
+<li><a href = "data\66103.html">Great price</a></li>
+<li><a href = "data\55803.html">Great price</a></li>
+<li><a href = "data\45503.html">Great price</a></li>
+<li><a href = "data\35203.html">Great Price on the Tap</a></li>
+<li><a href = "data\94106.html">Great product</a></li>
+<li><a href = "data\73506.html">Great product</a></li>
+<li><a href = "data\63206.html">Great product</a></li>
+<li><a href = "data\52906.html">great product</a></li>
+<li><a href = "data\42606.html">Great Product</a></li>
+<li><a href = "data\22006.html">Great product</a></li>
+<li><a href = "data\1406.html">Great product</a></li>
+<li><a href = "data\80909.html">Great product</a></li>
+<li><a href = "data\70609.html">Great product</a></li>
+<li><a href = "data\60309.html">Great product</a></li>
+<li><a href = "data\50009.html">Great product</a></li>
+<li><a href = "data\39709.html">Great product</a></li>
+<li><a href = "data\29409.html">Great product</a></li>
+<li><a href = "data\8809.html">Great product</a></li>
+<li><a href = "data\67712.html">Great product but requires Amazon membership...</a></li>
+<li><a href = "data\57412.html">great product for price</a></li>
+<li><a href = "data\47112.html">Great product with a ton of features</a></li>
+<li><a href = "data\36812.html">Great product with good bass for the price.</a></li>
+<li><a href = "data\3015.html">Great sound</a></li>
+<li><a href = "data\59021.html">great source of info</a></li>
+<li><a href = "data\38421.html">Great speaker</a></li>
+<li><a href = "data\17821.html">Great speaker</a></li>
+<li><a href = "data\7521.html">Great speaker</a></li>
+<li><a href = "data\45824.html">Great Speaker Quality</a></li>
+<li><a href = "data\84127.html">Great tech works well highly recommended no issues</a></li>
+<li><a href = "data\70930.html">Great. I returned Alexxa and love it</a></li>
+<li><a href = "data\29730.html">Happy</a></li>
+<li><a href = "data\19430.html">Has a lot of apps built in</a></li>
+<li><a href = "data\98933.html">Home theater like sound</a></li>
+<li><a href = "data\37133.html">I love being able ask questions of Alexa</a></li>
+<li><a href = "data\6233.html">I love my Amazon Tab</a></li>
+<li><a href = "data\85736.html">I really enjoy Amazon Products</a></li>
+<li><a href = "data\13636.html">It a must</a></li>
+<li><a href = "data\3336.html">It awesome</a></li>
+<li><a href = "data\72539.html">It was a gift</a></li>
+<li><a href = "data\21039.html">Its a pain to use</a></li>
+<li><a href = "data\439.html">Its loud and has a good battery</a></li>
+<li><a href = "data\59342.html">Last chance for battery echo</a></li>
+<li><a href = "data\28442.html">Like it very much.</a></li>
+<li><a href = "data\87345.html">Love Alexa</a></li>
+<li><a href = "data\66745.html">Love it</a></li>
+<li><a href = "data\46145.html">Love it</a></li>
+<li><a href = "data\4945.html">Love it</a></li>
+<li><a href = "data\94748.html">Love it</a></li>
+<li><a href = "data\12348.html">Love it.</a></li>
+<li><a href = "data\68354.html">Love this product</a></li>
+<li><a href = "data\47754.html">Love this so much</a></li>
+<li><a href = "data\37454.html">lovely speaker with many extras</a></li>
+<li><a href = "data\16854.html">Luv this product</a></li>
+<li><a href = "data\86057.html">More than a gimmick</a></li>
+<li><a href = "data\75757.html">Much more then a speaker</a></li>
+<li><a href = "data\65457.html">Music on the go</a></li>
+<li><a href = "data\93460.html">My sons xmas gift</a></li>
+<li><a href = "data\90563.html">Nice for the Price</a></li>
+<li><a href = "data\69963.html">Nice portable speaker</a></li>
+<li><a href = "data\28763.html">Nice to have music anytime you want.</a></li>
+<li><a href = "data\67066.html">Not as good as I think..</a></li>
+<li><a href = "data\36166.html">Not impressed</a></li>
+<li><a href = "data\95069.html">Not what I thought</a></li>
+<li><a href = "data\12669.html">ok product</a></li>
+<li><a href = "data\81872.html">On the go</a></li>
+<li><a href = "data\71572.html">Outstanding</a></li>
+<li><a href = "data\50972.html">Perfect companion for Amazon Echo</a></li>
+<li><a href = "data\30372.html">Perfect speaker for house</a></li>
+<li><a href = "data\89275.html">Perfect.</a></li>
+<li><a href = "data\24578.html">She is the 2nd one I got</a></li>
+<li><a href = "data\14278.html">Small Echo that you can take outside</a></li>
+<li><a href = "data\73181.html">So much fun for traveling</a></li>
+<li><a href = "data\31981.html">Solid Bluetooth Speaker</a></li>
+<li><a href = "data\1081.html">sound is great with affordable price</a></li>
+<li><a href = "data\80584.html">Sound quality is great</a></li>
+<li><a href = "data\70284.html">Super easy to set up and use</a></li>
+<li><a href = "data\39384.html">Tap</a></li>
+<li><a href = "data\18784.html">Tap</a></li>
+<li><a href = "data\2690.html">The Tap</a></li>
+<li><a href = "data\82193.html">They missed on this one</a></li>
+<li><a href = "data\99896.html">Unable to rate at this time</a></li>
+<li><a href = "data\79296.html">Use it every day.</a></li>
+<li><a href = "data\7196.html">Very decent sound and the portability is excellent</a></li>
+<li><a href = "data\86699.html">Very good and fun</a></li>
+<li><a href = "data\24899.html">Very responsive and intuitive.</a></li>
+<li><a href = "data\14599.html">Very versatile. Great sound for small device</a></li>
+<li><a href = "data\4299.html">Very well built</a></li>
+<li><a href = "data\39705.html">Works great.</a></li>
+<li><a href = "data\23611.html">Nice cheap reader for kids</a></li>
+<li><a href = "data\92814.html">The lighting is great</a></li>
+<li><a href = "data\82514.html">Very good</a></li>
+<li><a href = "data\87020.html">Great gift</a></li>
+<li><a href = "data\56120.html">a decent gift</a></li>
+<li><a href = "data\94423.html">A pleasure to use.</a></li>
+<li><a href = "data\84123.html">A worthy successor to the Kindle paperwhite</a></li>
+<li><a href = "data\32623.html">amazing product</a></li>
+<li><a href = "data\81226.html">Amazon Voyager</a></li>
+<li><a href = "data\29726.html">As expected</a></li>
+<li><a href = "data\19426.html">Automatic backlight adjustment</a></li>
+<li><a href = "data\9126.html">Awesome</a></li>
+<li><a href = "data\98929.html">Awesome</a></li>
+<li><a href = "data\88629.html">Awesome</a></li>
+<li><a href = "data\34232.html">Best e reader anyone can get</a></li>
+<li><a href = "data\23932.html">Best e reader out there.</a></li>
+<li><a href = "data\69638.html">Best kindle ever</a></li>
+<li><a href = "data\59338.html">Best Kindle ever</a></li>
+<li><a href = "data\49038.html">Best Kindle Ever</a></li>
+<li><a href = "data\28438.html">Best kindle ever received it earlier than expected</a></li>
+<li><a href = "data\56441.html">Best kindle yet</a></li>
+<li><a href = "data\25541.html">Best Kindle yet</a></li>
+<li><a href = "data\74144.html">best reader yet</a></li>
+<li><a href = "data\50647.html">cant reed at night</a></li>
+<li><a href = "data\40347.html">Comfortable reader</a></li>
+<li><a href = "data\88950.html">Daughter loves it</a></li>
+<li><a href = "data\68350.html">Delivery on time.</a></li>
+<li><a href = "data\37450.html">Easy</a></li>
+<li><a href = "data\96353.html">Easy to Read</a></li>
+<li><a href = "data\86053.html">Easy to read in outdoor settings.</a></li>
+<li><a href = "data\34553.html">Encourages reading</a></li>
+<li><a href = "data\41956.html">Excellent ereader</a></li>
+<li><a href = "data\31656.html">Excellent ereader</a></li>
+<li><a href = "data\80259.html">Excellent Product</a></li>
+<li><a href = "data\28759.html">Excellent reader</a></li>
+<li><a href = "data\77362.html">Excellent. No eye strain.</a></li>
+<li><a href = "data\15562.html">fabulous for a beginning reader</a></li>
+<li><a href = "data\20068.html">Good eReader</a></li>
+<li><a href = "data\9768.html">good experience</a></li>
+<li><a href = "data\99571.html">Good for avid readers</a></li>
+<li><a href = "data\89271.html">Good for kindle lovers</a></li>
+<li><a href = "data\96674.html">good reader with great battery life</a></li>
+<li><a href = "data\65774.html">Good screen</a></li>
+<li><a href = "data\55474.html">Good so far</a></li>
+<li><a href = "data\34874.html">Great</a></li>
+<li><a href = "data\93777.html">Great buy</a></li>
+<li><a href = "data\83477.html">Great Buy</a></li>
+<li><a href = "data\21677.html">Great display</a></li>
+<li><a href = "data\11377.html">Great E Reader</a></li>
+<li><a href = "data\70280.html">Great e reader but a bit over priced</a></li>
+<li><a href = "data\95386.html">Great ebook reader</a></li>
+<li><a href = "data\74786.html">Great enhancements</a></li>
+<li><a href = "data\2686.html">Great for avid reader</a></li>
+<li><a href = "data\61589.html">Great for outdoor use</a></li>
+<li><a href = "data\51289.html">great for reading</a></li>
+<li><a href = "data\40989.html">Great for reading in all settings</a></li>
+<li><a href = "data\79292.html">Great Gift</a></li>
+<li><a href = "data\58692.html">Great gift for book lovers</a></li>
+<li><a href = "data\17492.html">Great Kindle</a></li>
+<li><a href = "data\76395.html">Great Kindle</a></li>
+<li><a href = "data\35195.html">Great Kindle</a></li>
+<li><a href = "data\24895.html">Great Kindle Reader</a></li>
+<li><a href = "data\83798.html">Great new kindle</a></li>
+<li><a href = "data\29401.html">Great purchase</a></li>
+<li><a href = "data\19101.html">Great Quality</a></li>
+<li><a href = "data\8801.html">Great reader</a></li>
+<li><a href = "data\98604.html">Great reader</a></li>
+<li><a href = "data\67704.html">Great reader</a></li>
+<li><a href = "data\57404.html">Great reader</a></li>
+<li><a href = "data\47104.html">Great Reader</a></li>
+<li><a href = "data\36804.html">Great reader</a></li>
+<li><a href = "data\26504.html">Great reader</a></li>
+<li><a href = "data\16204.html">Great reader</a></li>
+<li><a href = "data\75107.html">Great reading experience</a></li>
+<li><a href = "data\51610.html">Harder to use than the old Kindle</a></li>
+<li><a href = "data\10410.html">i like it</a></li>
+<li><a href = "data\110.html">I love it</a></li>
+<li><a href = "data\59013.html">I really like not having the bump on the bottom li</a></li>
+<li><a href = "data\28113.html">If you read a lot this is for you</a></li>
+<li><a href = "data\7513.html">Is it worth it</a></li>
+<li><a href = "data\25216.html">kindle</a></li>
+<li><a href = "data\4616.html">kindle</a></li>
+<li><a href = "data\73819.html">Kindle is Marvellous</a></li>
+<li><a href = "data\63519.html">Kindle seems to get it right.</a></li>
+<li><a href = "data\53219.html">Kindle Voyage</a></li>
+<li><a href = "data\60622.html">larger screen would be nice</a></li>
+<li><a href = "data\47425.html">like feel and looks</a></li>
+<li><a href = "data\37125.html">Like having the back light</a></li>
+<li><a href = "data\75428.html">love</a></li>
+<li><a href = "data\44528.html">love it</a></li>
+<li><a href = "data\34228.html">Love it</a></li>
+<li><a href = "data\13628.html">love it</a></li>
+<li><a href = "data\3328.html">Love It</a></li>
+<li><a href = "data\93131.html">love it</a></li>
+<li><a href = "data\97637.html">love my kindle</a></li>
+<li><a href = "data\87337.html">Love my Kindle Voyage</a></li>
+<li><a href = "data\94740.html">Love the new kindle en</a></li>
+<li><a href = "data\84440.html">Love the size of it</a></li>
+<li><a href = "data\81543.html">Much improved over early models</a></li>
+<li><a href = "data\71243.html">Must Have for Avid Readers</a></li>
+<li><a href = "data\60943.html">my favorite kindle yet</a></li>
+<li><a href = "data\40343.html">My first Kindle</a></li>
+<li><a href = "data\19743.html">My son loves it</a></li>
+<li><a href = "data\68346.html">nice device</a></li>
+<li><a href = "data\37446.html">Nice product</a></li>
+<li><a href = "data\75749.html">Nice upgrade</a></li>
+<li><a href = "data\44849.html">Not in love</a></li>
+<li><a href = "data\72852.html">Perfect digital reader</a></li>
+<li><a href = "data\59655.html">Really like the form factor.</a></li>
+<li><a href = "data\39055.html">Simple</a></li>
+<li><a href = "data\56758.html">So much better</a></li>
+<li><a href = "data\36158.html">so much easier to read</a></li>
+<li><a href = "data\74461.html">terrific.</a></li>
+<li><a href = "data\81864.html">The Light Makes All the Difference</a></li>
+<li><a href = "data\40664.html">Unparalleled reading experience</a></li>
+<li><a href = "data\20064.html">Very Clear</a></li>
+<li><a href = "data\9764.html">Very easy to read</a></li>
+<li><a href = "data\68667.html">very good produ ct and service</a></li>
+<li><a href = "data\37767.html">Very good.</a></li>
+<li><a href = "data\17167.html">Very Impressed with the lighting</a></li>
+<li><a href = "data\96670.html">very nice</a></li>
+<li><a href = "data\86370.html">Very nice device</a></li>
+<li><a href = "data\76070.html">very nice product and good design</a></li>
+<li><a href = "data\65770.html">very nice reader</a></li>
+<li><a href = "data\55470.html">Was a gift</a></li>
+<li><a href = "data\45170.html">We bought it for our son and he loves it.</a></li>
+<li><a href = "data\24570.html">What you would expect</a></li>
+<li><a href = "data\73173.html">Wonderful Product</a></li>
+<li><a href = "data\21673.html">Worth the extra money</a></li>
+<li><a href = "data\80576.html">Yay the side page turn buttons are back</a></li>
+<li><a href = "data\87979.html">Smart Device</a></li>
+<li><a href = "data\57079.html">2 year old loves it</a></li>
+<li><a href = "data\79288.html">A great table for kids</a></li>
+<li><a href = "data\68988.html">a great tablet for a 6 year old</a></li>
+<li><a href = "data\96991.html">A nice gift for my grandaughter to learn her ABCs</a></li>
+<li><a href = "data\45491.html">a perfect gift for our 5 year old granddaughter</a></li>
+<li><a href = "data\24891.html">A real home run</a></li>
+<li><a href = "data\14591.html">A real value</a></li>
+<li><a href = "data\60297.html">Agreat gift for the grandkids</a></li>
+<li><a href = "data\31006.html">Amazon Fire</a></li>
+<li><a href = "data\69309.html">Amazon Fire</a></li>
+<li><a href = "data\59009.html">amazon fire</a></li>
+<li><a href = "data\87012.html">amazon fire hd8</a></li>
+<li><a href = "data\35512.html">Amazon Fire Tablet</a></li>
+<li><a href = "data\25212.html">Amazon Fire Tablet</a></li>
+<li><a href = "data\12015.html">Amazon tablet</a></li>
+<li><a href = "data\16521.html">Awesome</a></li>
+<li><a href = "data\96024.html">Awesome</a></li>
+<li><a href = "data\44524.html">Awesome</a></li>
+<li><a href = "data\13624.html">Awesome</a></li>
+<li><a href = "data\41627.html">awesome</a></li>
+<li><a href = "data\31327.html">Awesome</a></li>
+<li><a href = "data\10727.html">Awesome</a></li>
+<li><a href = "data\90230.html">Awesome</a></li>
+<li><a href = "data\38730.html">Awesome</a></li>
+<li><a href = "data\77033.html">Awesome camera</a></li>
+<li><a href = "data\46133.html">Awesome for all ages</a></li>
+<li><a href = "data\25533.html">Awesome for my kids</a></li>
+<li><a href = "data\4933.html">Awesome for the kids</a></li>
+<li><a href = "data\22636.html">Awesome kids tablet</a></li>
+<li><a href = "data\6542.html">Awesome tablet</a></li>
+<li><a href = "data\96345.html">Awesome tablet</a></li>
+<li><a href = "data\52248.html">Awesome tablet for kids</a></li>
+<li><a href = "data\31648.html">Awesome Tablet for Kids</a></li>
+<li><a href = "data\80251.html">Awesome tablet for toddler</a></li>
+<li><a href = "data\97954.html">awesome tablet.</a></li>
+<li><a href = "data\33257.html">Baby loved it</a></li>
+<li><a href = "data\78963.html">best</a></li>
+<li><a href = "data\14266.html">Best for 2 Years to learn</a></li>
+<li><a href = "data\3966.html">Best gift</a></li>
+<li><a href = "data\62869.html">Best kids tablet</a></li>
+<li><a href = "data\49672.html">Best Tab for kids</a></li>
+<li><a href = "data\39372.html">Best tablet</a></li>
+<li><a href = "data\57075.html">Best tablet for kids</a></li>
+<li><a href = "data\26175.html">Best tablet for kids</a></li>
+<li><a href = "data\64478.html">Best Tablet for Toddlers</a></li>
+<li><a href = "data\43878.html">Best tablet for young children</a></li>
+<li><a href = "data\89584.html">Better then my first kindle</a></li>
+<li><a href = "data\17484.html">Birthday gift</a></li>
+<li><a href = "data\32290.html">Bought for my grandson</a></li>
+<li><a href = "data\21990.html">bought for my grandson and he loves it.</a></li>
+<li><a href = "data\80893.html">Boy tablet</a></li>
+<li><a href = "data\77996.html">Charger</a></li>
+<li><a href = "data\67696.html">Charging cord</a></li>
+<li><a href = "data\57396.html">Charging plug</a></li>
+<li><a href = "data\5896.html">Child friendly</a></li>
+<li><a href = "data\85399.html">Child Kindle Review</a></li>
+<li><a href = "data\75099.html">childrens kindle</a></li>
+<li><a href = "data\76708.html">Could be a great tablet</a></li>
+<li><a href = "data\42911.html">Decent</a></li>
+<li><a href = "data\12011.html">Decent game so far</a></li>
+<li><a href = "data\1711.html">Decent item</a></li>
+<li><a href = "data\47417.html">Did not work properly.</a></li>
+<li><a href = "data\79926.html">Durable</a></li>
+<li><a href = "data\69626.html">Durable</a></li>
+<li><a href = "data\59326.html">Durable and easy to navigate</a></li>
+<li><a href = "data\38726.html">Durable tablet for 3 year okd</a></li>
+<li><a href = "data\28426.html">E Tablet</a></li>
+<li><a href = "data\97629.html">Easiest Solution</a></li>
+<li><a href = "data\35829.html">Easy for kids</a></li>
+<li><a href = "data\25529.html">Easy for my 3 year old to use</a></li>
+<li><a href = "data\43232.html">Easy setup</a></li>
+<li><a href = "data\19735.html">easy to teach my 3 year old to use it</a></li>
+<li><a href = "data\99238.html">Easy to use</a></li>
+<li><a href = "data\78638.html">Easy to use</a></li>
+<li><a href = "data\68338.html">Easy to use</a></li>
+<li><a href = "data\58038.html">Easy to use</a></li>
+<li><a href = "data\44841.html">Easy to use</a></li>
+<li><a href = "data\3641.html">Easy to use</a></li>
+<li><a href = "data\18447.html">Easy to use for the six year old</a></li>
+<li><a href = "data\8147.html">Easy to use for young children</a></li>
+<li><a href = "data\36150.html">Easy to use.</a></li>
+<li><a href = "data\5250.html">Easy to use.</a></li>
+<li><a href = "data\95053.html">Easy to used..</a></li>
+<li><a href = "data\2353.html">Educational</a></li>
+<li><a href = "data\92156.html">Educational and Fun</a></li>
+<li><a href = "data\3962.html">excellent</a></li>
+<li><a href = "data\93765.html">excellent</a></li>
+<li><a href = "data\73165.html">Excellent</a></li>
+<li><a href = "data\62865.html">excellent</a></li>
+<li><a href = "data\31965.html">Excellent</a></li>
+<li><a href = "data\59968.html">Excellent</a></li>
+<li><a href = "data\64474.html">Excellent combo</a></li>
+<li><a href = "data\12974.html">excellent for children</a></li>
+<li><a href = "data\82177.html">Excellent for kids</a></li>
+<li><a href = "data\89580.html">Excellent gift for grandkids</a></li>
+<li><a href = "data\96983.html">Excellent learning device for my son</a></li>
+<li><a href = "data\52886.html">excellent product</a></li>
+<li><a href = "data\60289.html">Excellent Purchase for Grandson</a></li>
+<li><a href = "data\85395.html">Excellent Tablet for a toddler</a></li>
+<li><a href = "data\23595.html">Excellent Tablet for kids</a></li>
+<li><a href = "data\2995.html">Excellent tablet for kids.</a></li>
+<li><a href = "data\92798.html">Excellent tablet for little kids</a></li>
+<li><a href = "data\72198.html">Excellent tablet for my grandson.</a></li>
+<li><a href = "data\4604.html">Fair</a></li>
+<li><a href = "data\73807.html">Fantastic</a></li>
+<li><a href = "data\1707.html">Fantastic tablet for kids</a></li>
+<li><a href = "data\41619.html">Fire Kids table</a></li>
+<li><a href = "data\46125.html">For kids</a></li>
+<li><a href = "data\15225.html">For my 3 year old son</a></li>
+<li><a href = "data\84428.html">For my Grandchild</a></li>
+<li><a href = "data\74128.html">For my granddaughter</a></li>
+<li><a href = "data\63828.html">For son</a></li>
+<li><a href = "data\2028.html">Four Year Old Niece Loves it</a></li>
+<li><a href = "data\81531.html">Fun</a></li>
+<li><a href = "data\99234.html">Fun new toy</a></li>
+<li><a href = "data\88934.html">Fun new toy</a></li>
+<li><a href = "data\78634.html">Fun product</a></li>
+<li><a href = "data\96337.html">ganddaughter loves it</a></li>
+<li><a href = "data\11040.html">Gift</a></li>
+<li><a href = "data\53849.html">Good</a></li>
+<li><a href = "data\43549.html">Good</a></li>
+<li><a href = "data\71552.html">good</a></li>
+<li><a href = "data\9752.html">good</a></li>
+<li><a href = "data\89255.html">Good</a></li>
+<li><a href = "data\76058.html">Good babysitter for my 19 month old</a></li>
+<li><a href = "data\14258.html">Good basic tablet</a></li>
+<li><a href = "data\3958.html">Good basic tablet</a></li>
+<li><a href = "data\62861.html">Good beginning tablet for kids</a></li>
+<li><a href = "data\59964.html">good buy</a></li>
+<li><a href = "data\8464.html">Good Buy for Kids</a></li>
+<li><a href = "data\36467.html">Good child tablet</a></li>
+<li><a href = "data\33570.html">Good for 4 year old</a></li>
+<li><a href = "data\92473.html">Good for beginning users.</a></li>
+<li><a href = "data\71873.html">good for games</a></li>
+<li><a href = "data\40973.html">Good for grandchild</a></li>
+<li><a href = "data\30673.html">Good for grandson</a></li>
+<li><a href = "data\10073.html">Good for kid</a></li>
+<li><a href = "data\89576.html">Good for kids</a></li>
+<li><a href = "data\68976.html">Good for kids</a></li>
+<li><a href = "data\76379.html">Good for kids 6 to 10</a></li>
+<li><a href = "data\45479.html">Good for kids under 10y</a></li>
+<li><a href = "data\35179.html">Good for kids.</a></li>
+<li><a href = "data\14579.html">Good for little kids</a></li>
+<li><a href = "data\63182.html">Good for my 2 yr old</a></li>
+<li><a href = "data\32282.html">Good for nights out</a></li>
+<li><a href = "data\21982.html">Good for preschoolers</a></li>
+<li><a href = "data\75091.html">Good for toddlers</a></li>
+<li><a href = "data\23591.html">Good for young kids</a></li>
+<li><a href = "data\92794.html">good games</a></li>
+<li><a href = "data\41294.html">Good idea</a></li>
+<li><a href = "data\10394.html">Good item for my granddaughters</a></li>
+<li><a href = "data\89897.html">Good kids kindle</a></li>
+<li><a href = "data\79597.html">Good kids tablet</a></li>
+<li><a href = "data\35500.html">Good parental controls</a></li>
+<li><a href = "data\14900.html">Good poduct</a></li>
+<li><a href = "data\53203.html">Good Price great tablet</a></li>
+<li><a href = "data\32603.html">Good Product</a></li>
+<li><a href = "data\22303.html">Good Product</a></li>
+<li><a href = "data\19406.html">Good Product</a></li>
+<li><a href = "data\9106.html">Good Product</a></li>
+<li><a href = "data\88609.html">good product</a></li>
+<li><a href = "data\96012.html">Good product for toddler</a></li>
+<li><a href = "data\85712.html">Good product for young child.</a></li>
+<li><a href = "data\54812.html">Good purchase</a></li>
+<li><a href = "data\72515.html">Good size</a></li>
+<li><a href = "data\31315.html">Good stuff</a></li>
+<li><a href = "data\21015.html">Good tab for kids</a></li>
+<li><a href = "data\28418.html">Good tablet</a></li>
+<li><a href = "data\74124.html">Good tablet</a></li>
+<li><a href = "data\91827.html">Good tablet for a kid</a></li>
+<li><a href = "data\99230.html">Good tablet for kids</a></li>
+<li><a href = "data\78630.html">Good tablet for kids</a></li>
+<li><a href = "data\68330.html">Good tablet for kids</a></li>
+<li><a href = "data\62536.html">Good tablet for toddlers</a></li>
+<li><a href = "data\69939.html">Good tablet.</a></li>
+<li><a href = "data\84745.html">Good value and well made for a four year old</a></li>
+<li><a href = "data\9748.html">Grand kids Christmas Gift</a></li>
+<li><a href = "data\89251.html">grand kids love it.</a></li>
+<li><a href = "data\65754.html">Grandkids first tablet.</a></li>
+<li><a href = "data\24554.html">Grandkids love this</a></li>
+<li><a href = "data\83457.html">Grandson loved it</a></li>
+<li><a href = "data\62857.html">Grandson loves</a></li>
+<li><a href = "data\42257.html">Grandson loves it</a></li>
+<li><a href = "data\8460.html">Great</a></li>
+<li><a href = "data\98263.html">Great</a></li>
+<li><a href = "data\67363.html">Great</a></li>
+<li><a href = "data\15863.html">Great</a></li>
+<li><a href = "data\95366.html">Great</a></li>
+<li><a href = "data\85066.html">Great</a></li>
+<li><a href = "data\64466.html">great</a></li>
+<li><a href = "data\43866.html">Great</a></li>
+<li><a href = "data\12966.html">Great</a></li>
+<li><a href = "data\17472.html">Great</a></li>
+<li><a href = "data\7172.html">very fast</a></li>
+<li><a href = "data\66075.html">Just what we expected</a></li>
+<li><a href = "data\24875.html">Great and lightweight reader</a></li>
+<li><a href = "data\14575.html">nice tablet for the price</a></li>
+<li><a href = "data\94078.html">Great Value</a></li>
+<li><a href = "data\83778.html">Excellect</a></li>
+<li><a href = "data\73478.html">Living It</a></li>
+<li><a href = "data\42578.html">Nice Tablet for the Price</a></li>
+<li><a href = "data\32278.html">Great quality tablet</a></li>
+<li><a href = "data\21978.html">Kindle fire 8</a></li>
+<li><a href = "data\60281.html">Great price for a basic tablet.</a></li>
+<li><a href = "data\29381.html">I like it</a></li>
+<li><a href = "data\88284.html">Great product</a></li>
+<li><a href = "data\67684.html">Perfect size</a></li>
+<li><a href = "data\47084.html">Great product</a></li>
+<li><a href = "data\26484.html">Great Tablet</a></li>
+<li><a href = "data\16184.html">Great</a></li>
+<li><a href = "data\95687.html">Enjoyable</a></li>
+<li><a href = "data\85387.html">Good starter tablet</a></li>
+<li><a href = "data\54487.html">Was looking for an Kindle</a></li>
+<li><a href = "data\23587.html">Ease of use</a></li>
+<li><a href = "data\2987.html">Decent Tablet for Teen Basic Games</a></li>
+<li><a href = "data\72190.html">Good for Kids</a></li>
+<li><a href = "data\61890.html">My wife loves it.</a></li>
+<li><a href = "data\41290.html">Great Device</a></li>
+<li><a href = "data\10390.html">Great little device</a></li>
+<li><a href = "data\79593.html">Great tablet</a></li>
+<li><a href = "data\69293.html">Good pad for a beginner</a></li>
+<li><a href = "data\58993.html">Pretty Decent</a></li>
+<li><a href = "data\48693.html">Great deal</a></li>
+<li><a href = "data\7493.html">Kindle Fire tablet</a></li>
+<li><a href = "data\97296.html">Great tablet for a beginner</a></li>
+<li><a href = "data\86996.html">Hd tablet</a></li>
+<li><a href = "data\76696.html">Great tablet</a></li>
+<li><a href = "data\66396.html">Pretty nice</a></li>
+<li><a href = "data\56096.html">Great tablet</a></li>
+<li><a href = "data\35496.html">Great Price for the reader</a></li>
+<li><a href = "data\14896.html">Awesome tablet for kids</a></li>
+<li><a href = "data\4596.html">Great basic tab</a></li>
+<li><a href = "data\81202.html">Easy to use</a></li>
+<li><a href = "data\98905.html">Works great</a></li>
+<li><a href = "data\78305.html">Awesome</a></li>
+<li><a href = "data\6205.html">Disappointed no access to Apps without credit card</a></li>
+<li><a href = "data\96008.html">Daughter loves it</a></li>
+<li><a href = "data\93111.html">Great tablet for the price</a></li>
+<li><a href = "data\41611.html">Small And Compact</a></li>
+<li><a href = "data\10711.html">Purchased as a Christmas Gift</a></li>
+<li><a href = "data\90214.html">Christmas present</a></li>
+<li><a href = "data\79914.html">Great tablet for kids</a></li>
+<li><a href = "data\69614.html">Great update to my existing kindle</a></li>
+<li><a href = "data\59314.html">Excellent device</a></li>
+<li><a href = "data\49014.html">Works very well especially for non tech people</a></li>
+<li><a href = "data\7814.html">Great tablet for readers</a></li>
+<li><a href = "data\77017.html">Good for the price</a></li>
+<li><a href = "data\25517.html">Great for kids</a></li>
+<li><a href = "data\15217.html">Great value for pricing</a></li>
+<li><a href = "data\12320.html">Great Reader</a></li>
+<li><a href = "data\2020.html">Easy to use.</a></li>
+<li><a href = "data\60923.html">Great for college students</a></li>
+<li><a href = "data\30023.html">I love it</a></li>
+<li><a href = "data\19723.html">Good</a></li>
+<li><a href = "data\99226.html">Great tablet for the whole family</a></li>
+<li><a href = "data\78626.html">Ended up returning</a></li>
+<li><a href = "data\68326.html">Good</a></li>
+<li><a href = "data\58026.html">tablet</a></li>
+<li><a href = "data\37426.html">Nice tablet</a></li>
+<li><a href = "data\96329.html">nice product for the money</a></li>
+<li><a href = "data\75729.html">Perfect</a></li>
+<li><a href = "data\65429.html">Best Bang For Your Money</a></li>
+<li><a href = "data\55129.html">Xmas gift</a></li>
+<li><a href = "data\13929.html">Great tablet for the price</a></li>
+<li><a href = "data\3629.html">Tablet</a></li>
+<li><a href = "data\93432.html">Great Kids Tablet</a></li>
+<li><a href = "data\83132.html">Christmas Gift</a></li>
+<li><a href = "data\72832.html">Great for on the go</a></li>
+<li><a href = "data\21332.html">good value</a></li>
+<li><a href = "data\11032.html">Handy and fun.</a></li>
+<li><a href = "data\59635.html">Mom Loves it</a></li>
+<li><a href = "data\39035.html">Great product.</a></li>
+<li><a href = "data\8135.html">Awesome</a></li>
+<li><a href = "data\87638.html">Great tablet</a></li>
+<li><a href = "data\67038.html">Good overall tablet</a></li>
+<li><a href = "data\36138.html">worth having the product to kids</a></li>
+<li><a href = "data\25838.html">nice beginner tablet</a></li>
+<li><a href = "data\15538.html">Perfect for my kids</a></li>
+<li><a href = "data\5238.html">Gift for my dad.</a></li>
+<li><a href = "data\74441.html">great for reading</a></li>
+<li><a href = "data\64141.html">Great tablet</a></li>
+<li><a href = "data\53841.html">powerful</a></li>
+<li><a href = "data\33241.html">A cheap tablet</a></li>
+<li><a href = "data\2341.html">Awesome tablet</a></li>
+<li><a href = "data\81844.html">Great Tablet for the casual user</a></li>
+<li><a href = "data\71544.html">Easy To use</a></li>
+<li><a href = "data\40644.html">Great tablet</a></li>
+<li><a href = "data\30344.html">Works great for my 6 yr old</a></li>
+<li><a href = "data\9744.html">Great price on a nice tablet</a></li>
+<li><a href = "data\89247.html">Great tablet</a></li>
+<li><a href = "data\48047.html">Great tablet</a></li>
+<li><a href = "data\76050.html">Computer in my palm</a></li>
+<li><a href = "data\65750.html">Great and versatile</a></li>
+<li><a href = "data\34850.html">Excellent fire tab</a></li>
+<li><a href = "data\62853.html">Great first tablet</a></li>
+<li><a href = "data\42253.html">Performs as expected</a></li>
+<li><a href = "data\59956.html">It is amazing</a></li>
+<li><a href = "data\49656.html">Fire HD 8</a></li>
+<li><a href = "data\39356.html">Budget priced and Easy to use</a></li>
+<li><a href = "data\18756.html">Great tablet</a></li>
+<li><a href = "data\77659.html">Great Tablet</a></li>
+<li><a href = "data\46759.html">Great tablet</a></li>
+<li><a href = "data\36459.html">Excellent Tablet</a></li>
+<li><a href = "data\26159.html">short life</a></li>
+<li><a href = "data\95362.html">Good reader</a></li>
+<li><a href = "data\85062.html">Ok</a></li>
+<li><a href = "data\64462.html">basic but good</a></li>
+<li><a href = "data\43862.html">Machine meets all expectations</a></li>
+<li><a href = "data\23262.html">great</a></li>
+<li><a href = "data\92465.html">Bought it for my son</a></li>
+<li><a href = "data\71865.html">Works great</a></li>
+<li><a href = "data\20365.html">good</a></li>
+<li><a href = "data\10065.html">April love best buy</a></li>
+<li><a href = "data\79268.html">good quality for school</a></li>
+<li><a href = "data\27768.html">Broke in 5 mos</a></li>
+<li><a href = "data\96971.html">Good for the books.</a></li>
+<li><a href = "data\45471.html">Son loves it</a></li>
+<li><a href = "data\14571.html">Happy with this purchase</a></li>
+<li><a href = "data\94074.html">My son really enjoys it.</a></li>
+<li><a href = "data\83774.html">Easy to use tablet</a></li>
+<li><a href = "data\52874.html">Good for the price</a></li>
+<li><a href = "data\42574.html">good</a></li>
+<li><a href = "data\70577.html">Awesome tab for the price.</a></li>
+<li><a href = "data\60277.html">Great for reading</a></li>
+<li><a href = "data\98580.html">Great product</a></li>
+<li><a href = "data\57380.html">Great tablet for a beginner</a></li>
+<li><a href = "data\36780.html">Fun tablet for anyone</a></li>
+<li><a href = "data\26480.html">This is great for a second reader</a></li>
+<li><a href = "data\54483.html">Fun tablet</a></li>
+<li><a href = "data\33883.html">Very pleased with tablet</a></li>
+<li><a href = "data\23583.html">great tablet for any age</a></li>
+<li><a href = "data\92786.html">Kids gift for Xmas</a></li>
+<li><a href = "data\72186.html">Kids tablet</a></li>
+<li><a href = "data\51586.html">Great Tablet</a></li>
+<li><a href = "data\41286.html">Great size kindle</a></li>
+<li><a href = "data\89889.html">Christmas gift</a></li>
+<li><a href = "data\79589.html">Great tablet for a small child</a></li>
+<li><a href = "data\48689.html">Excellent Product</a></li>
+<li><a href = "data\66392.html">Good product.</a></li>
+<li><a href = "data\25192.html">Great for reading</a></li>
+<li><a href = "data\84095.html">Great Tablet for the price</a></li>
+<li><a href = "data\42895.html">killer tab.</a></li>
+<li><a href = "data\11995.html">a Good buy</a></li>
+<li><a href = "data\81198.html">love it</a></li>
+<li><a href = "data\9098.html">Perfect for a gift</a></li>
+<li><a href = "data\88601.html">Bought for grandkids they love it</a></li>
+<li><a href = "data\47401.html">Best Kindle to date</a></li>
+<li><a href = "data\26801.html">Christmas gift</a></li>
+<li><a href = "data\96004.html">love it</a></li>
+<li><a href = "data\65104.html">Fun tablet</a></li>
+<li><a href = "data\34204.html">Best value for a tablet</a></li>
+<li><a href = "data\82807.html">Ok for the price</a></li>
+<li><a href = "data\31307.html">Great little online browser for the price</a></li>
+<li><a href = "data\10707.html">Good tablet</a></li>
+<li><a href = "data\69610.html">A very good deal</a></li>
+<li><a href = "data\38710.html">Very versatile.</a></li>
+<li><a href = "data\56413.html">Nice for the price</a></li>
+<li><a href = "data\35813.html">Great Tablet</a></li>
+<li><a href = "data\25513.html">Love the larger sized screen</a></li>
+<li><a href = "data\15213.html">This is the clearest screen ive ever seen</a></li>
+<li><a href = "data\4913.html">Awesome to use</a></li>
+<li><a href = "data\63816.html">Love my HD 8</a></li>
+<li><a href = "data\91819.html">Great tablet</a></li>
+<li><a href = "data\81519.html">poor photo quality</a></li>
+<li><a href = "data\40319.html">Great pics</a></li>
+<li><a href = "data\99222.html">Great product</a></li>
+<li><a href = "data\68322.html">Great tablet</a></li>
+<li><a href = "data\47722.html">great tablet</a></li>
+<li><a href = "data\27122.html">Great tablet</a></li>
+<li><a href = "data\16822.html">Super fast</a></li>
+<li><a href = "data\86025.html">Decent tablet</a></li>
+<li><a href = "data\55125.html">Christmas gift</a></li>
+<li><a href = "data\13925.html">Great ebook reader</a></li>
+<li><a href = "data\93428.html">Good tablet</a></li>
+<li><a href = "data\52228.html">Its a good small tablet</a></li>
+<li><a href = "data\21328.html">I love everything you can do on it.</a></li>
+<li><a href = "data\11028.html">good</a></li>
+<li><a href = "data\728.html">Great product</a></li>
+<li><a href = "data\69931.html">Like the size</a></li>
+<li><a href = "data\28731.html">Great pad</a></li>
+<li><a href = "data\97934.html">Good Deal</a></li>
+<li><a href = "data\87634.html">A good value</a></li>
+<li><a href = "data\46434.html">Excellent tablet for the price</a></li>
+<li><a href = "data\25834.html">Great fire tablet</a></li>
+<li><a href = "data\84737.html">MY AMAZON FIRE ROCKS</a></li>
+<li><a href = "data\53837.html">Better than the Kindle HD 7</a></li>
+<li><a href = "data\92140.html">corporate consultant</a></li>
+<li><a href = "data\81840.html">Very good</a></li>
+<li><a href = "data\71540.html">Love Kindle Fire</a></li>
+<li><a href = "data\50940.html">Great for anyone.</a></li>
+<li><a href = "data\30340.html">Great product</a></li>
+<li><a href = "data\9740.html">Tablet</a></li>
+<li><a href = "data\89243.html">My favorite Kindle</a></li>
+<li><a href = "data\78943.html">GREAT VALUE</a></li>
+<li><a href = "data\96646.html">I like the Kindle Fire very much.</a></li>
+<li><a href = "data\45146.html">Like the size and lite weight</a></li>
+<li><a href = "data\24546.html">Great tablet for browsing</a></li>
+<li><a href = "data\3946.html">Great to travel with</a></li>
+<li><a href = "data\93749.html">Kindle</a></li>
+<li><a href = "data\62849.html">great</a></li>
+<li><a href = "data\52549.html">I love it</a></li>
+<li><a href = "data\42249.html">good for its range</a></li>
+<li><a href = "data\70252.html">Replace a tablet</a></li>
+<li><a href = "data\59952.html">Great for hearing impaired in downloading videos</a></li>
+<li><a href = "data\8452.html">great product and service</a></li>
+<li><a href = "data\87955.html">Needed the bigger tablet.</a></li>
+<li><a href = "data\15855.html">great product</a></li>
+<li><a href = "data\95358.html">CHEAP OPTION</a></li>
+<li><a href = "data\92461.html">Love my kindle</a></li>
+<li><a href = "data\71861.html">More ideal for a child or teen.</a></li>
+<li><a href = "data\10061.html">good price</a></li>
+<li><a href = "data\99864.html">Great for my needs...mainly reading and games.</a></li>
+<li><a href = "data\89564.html">Wife loves it.</a></li>
+<li><a href = "data\79264.html">Easy to use and set up</a></li>
+<li><a href = "data\58664.html">Great item</a></li>
+<li><a href = "data\38064.html">love my new Kindle</a></li>
+<li><a href = "data\27764.html">Works great</a></li>
+<li><a href = "data\7164.html">Excellent</a></li>
+<li><a href = "data\86667.html">Tablet</a></li>
+<li><a href = "data\76367.html">Great kindle</a></li>
+<li><a href = "data\4267.html">product works real well.</a></li>
+<li><a href = "data\94070.html">Great tablet</a></li>
+<li><a href = "data\42570.html">Perfect size for my nephew</a></li>
+<li><a href = "data\1370.html">Great for my mother in law</a></li>
+<li><a href = "data\60273.html">PERFECT SIZE</a></li>
+<li><a href = "data\8773.html">Nice tablet</a></li>
+<li><a href = "data\36776.html">nice improvments</a></li>
+<li><a href = "data\95679.html">Very poor.</a></li>
+<li><a href = "data\85379.html">I LOVE this tablet.</a></li>
+<li><a href = "data\64779.html">smiles</a></li>
+<li><a href = "data\54479.html">Fire 8 HD</a></li>
+<li><a href = "data\33879.html">Very nice tablet for the money</a></li>
+<li><a href = "data\92782.html">Awesome little tablet</a></li>
+<li><a href = "data\61882.html">Nice product</a></li>
+<li><a href = "data\20682.html">Love it</a></li>
+<li><a href = "data\82.html">Good</a></li>
+<li><a href = "data\79585.html">Good tablet</a></li>
+<li><a href = "data\17785.html">Very Cool for teen</a></li>
+<li><a href = "data\97288.html">Easy to use</a></li>
+<li><a href = "data\66388.html">Tablet</a></li>
+<li><a href = "data\56088.html">Great device for viewing video and books</a></li>
+<li><a href = "data\94391.html">Great for the price</a></li>
+<li><a href = "data\42891.html">Easy Peasy</a></li>
+<li><a href = "data\81194.html">Works good. Easy setup.</a></li>
+<li><a href = "data\70894.html">My daughter loves it</a></li>
+<li><a href = "data\39994.html">Love it.</a></li>
+<li><a href = "data\29694.html">Better than expected</a></li>
+<li><a href = "data\19394.html">Does all that I need.</a></li>
+<li><a href = "data\9094.html">Great</a></li>
+<li><a href = "data\98897.html">Good</a></li>
+<li><a href = "data\67997.html">Great tablet for my kids</a></li>
+<li><a href = "data\57697.html">Great tablet for a novice</a></li>
+<li><a href = "data\16497.html">Great</a></li>
+<li><a href = "data\75400.html">It was a good buy</a></li>
+<li><a href = "data\23900.html">Tablet</a></li>
+<li><a href = "data\3300.html">Kindle to Fire</a></li>
+<li><a href = "data\72503.html">Nice Tablet</a></li>
+<li><a href = "data\62203.html">Great Kindle for reading</a></li>
+<li><a href = "data\41603.html">Great device</a></li>
+<li><a href = "data\79906.html">Great tablet easy to use</a></li>
+<li><a href = "data\69606.html">Easy to use</a></li>
+<li><a href = "data\59306.html">Great tablet for wife.</a></li>
+<li><a href = "data\28406.html">Great tablet for the price</a></li>
+<li><a href = "data\97609.html">Awesome product.</a></li>
+<li><a href = "data\87309.html">Great tablet.</a></li>
+<li><a href = "data\56409.html">Just ok</a></li>
+<li><a href = "data\46109.html">Very nice</a></li>
+<li><a href = "data\35809.html">Amazon</a></li>
+<li><a href = "data\4909.html">Handy</a></li>
+<li><a href = "data\60915.html">Good</a></li>
+<li><a href = "data\30015.html">nice for a grandparent</a></li>
+<li><a href = "data\88918.html">Love it</a></li>
+<li><a href = "data\68318.html">dead</a></li>
+<li><a href = "data\47718.html">Great tablet</a></li>
+<li><a href = "data\27118.html">Great price</a></li>
+<li><a href = "data\16818.html">Great tablet</a></li>
+<li><a href = "data\96321.html">Awesome tablet</a></li>
+<li><a href = "data\65421.html">Nice product</a></li>
+<li><a href = "data\44821.html">Nice</a></li>
+<li><a href = "data\34521.html">Good value</a></li>
+<li><a href = "data\13921.html">Good tablet</a></li>
+<li><a href = "data\3621.html">Kindle fire rocks</a></li>
+<li><a href = "data\83124.html">A Quality Product</a></li>
+<li><a href = "data\62524.html">Great for beginner</a></li>
+<li><a href = "data\52224.html">Good tablet at a great price.</a></li>
+<li><a href = "data\41924.html">Great guft</a></li>
+<li><a href = "data\31624.html">Perfect tablet</a></li>
+<li><a href = "data\724.html">Great tablet for beginner</a></li>
+<li><a href = "data\39027.html">Love it</a></li>
+<li><a href = "data\28727.html">Great birthday gift</a></li>
+<li><a href = "data\8127.html">Great for every day use</a></li>
+<li><a href = "data\87630.html">Great tablet</a></li>
+<li><a href = "data\77330.html">Great Tablet</a></li>
+<li><a href = "data\67030.html">Great replacement</a></li>
+<li><a href = "data\46430.html">Great</a></li>
+<li><a href = "data\84733.html">Love it</a></li>
+<li><a href = "data\53833.html">Too many ads</a></li>
+<li><a href = "data\12633.html">Everything you expect</a></li>
+<li><a href = "data\92136.html">Overall great prodcut</a></li>
+<li><a href = "data\61236.html">Sad</a></li>
+<li><a href = "data\20036.html">great</a></li>
+<li><a href = "data\9736.html">Pleased</a></li>
+<li><a href = "data\78939.html">Great budget tablet</a></li>
+<li><a href = "data\27439.html">great fire</a></li>
+<li><a href = "data\86342.html">Great tablet</a></li>
+<li><a href = "data\45142.html">Great Service</a></li>
+<li><a href = "data\83445.html">Good for the money</a></li>
+<li><a href = "data\73145.html">Great tablet</a></li>
+<li><a href = "data\42245.html">Great</a></li>
+<li><a href = "data\90848.html">Great kindle</a></li>
+<li><a href = "data\80548.html">Kindle Fire HD8</a></li>
+<li><a href = "data\70248.html">Great tablet for a gift</a></li>
+<li><a href = "data\49648.html">Not charging well</a></li>
+<li><a href = "data\39348.html">Works great</a></li>
+<li><a href = "data\8448.html">Great Kindle</a></li>
+<li><a href = "data\98251.html">Excellent</a></li>
+<li><a href = "data\87951.html">picked one up for fun</a></li>
+<li><a href = "data\74754.html">It nice</a></li>
+<li><a href = "data\43854.html">great</a></li>
+<li><a href = "data\23254.html">Excellent</a></li>
+<li><a href = "data\12954.html">Excellent tablet for the price.</a></li>
+<li><a href = "data\71857.html">Enter than I thought</a></li>
+<li><a href = "data\61557.html">Great tablet</a></li>
+<li><a href = "data\10057.html">the first Fire HD8 we purchased died</a></li>
+<li><a href = "data\68960.html">Great price</a></li>
+<li><a href = "data\58660.html">Great</a></li>
+<li><a href = "data\38060.html">Perfect for what I wanted it for.</a></li>
+<li><a href = "data\27760.html">great product</a></li>
+<li><a href = "data\7160.html">works great.</a></li>
+<li><a href = "data\86663.html">like it</a></li>
+<li><a href = "data\76363.html">Awesome tablet</a></li>
+<li><a href = "data\66063.html">Great item</a></li>
+<li><a href = "data\55763.html">Great device</a></li>
+<li><a href = "data\60269.html">Not for computer beginner</a></li>
+<li><a href = "data\8769.html">Great kindle</a></li>
+<li><a href = "data\77972.html">Great tablet</a></li>
+<li><a href = "data\5872.html">Excellent</a></li>
+<li><a href = "data\54475.html">Good low budget</a></li>
+<li><a href = "data\23575.html">Great</a></li>
+<li><a href = "data\72178.html">good upgrade from my old kindle</a></li>
+<li><a href = "data\51578.html">Nice Gift</a></li>
+<li><a href = "data\41278.html">Everything we needed</a></li>
+<li><a href = "data\30978.html">Easy to use</a></li>
+<li><a href = "data\20678.html">good product</a></li>
+<li><a href = "data\89881.html">Pretty nice. Light weight</a></li>
+<li><a href = "data\79581.html">User friendly</a></li>
+<li><a href = "data\69281.html">Good Replacement for Ipad</a></li>
+<li><a href = "data\97284.html">Easy to use</a></li>
+<li><a href = "data\76684.html">Good device for beginners</a></li>
+<li><a href = "data\56084.html">WHAT CAN I SAY</a></li>
+<li><a href = "data\14884.html">Great Value after additions</a></li>
+<li><a href = "data\63487.html">Great Tablet</a></li>
+<li><a href = "data\42887.html">Nice tablet</a></li>
+<li><a href = "data\22287.html">stopped working after 3 weeks.</a></li>
+<li><a href = "data\1687.html">Really love my new Kindle.</a></li>
+<li><a href = "data\60590.html">Love the Fire</a></li>
+<li><a href = "data\9090.html">Perfect Gift</a></li>
+<li><a href = "data\98893.html">Good product</a></li>
+<li><a href = "data\54796.html">My second one</a></li>
+<li><a href = "data\44496.html">Fire HD</a></li>
+<li><a href = "data\34196.html">Love this tablet</a></li>
+<li><a href = "data\82799.html">nice upgrade</a></li>
+<li><a href = "data\69602.html">Great for beginner</a></li>
+<li><a href = "data\97605.html">Great</a></li>
+<li><a href = "data\15205.html">Very useful for the low cost</a></li>
+<li><a href = "data\84408.html">Gift</a></li>
+<li><a href = "data\43208.html">great value</a></li>
+<li><a href = "data\32908.html">Good product</a></li>
+<li><a href = "data\22608.html">Great for web surfing and email</a></li>
+<li><a href = "data\2008.html">Does the job</a></li>
+<li><a href = "data\91811.html">New and improved kindle</a></li>
+<li><a href = "data\71211.html">basic tablet</a></li>
+<li><a href = "data\50611.html">Good</a></li>
+<li><a href = "data\68314.html">Great Tablet</a></li>
+<li><a href = "data\58014.html">Perfect size</a></li>
+<li><a href = "data\6514.html">Good tablet.</a></li>
+<li><a href = "data\96317.html">Nice tablet for price</a></li>
+<li><a href = "data\86017.html">Perfect for my kids</a></li>
+<li><a href = "data\55117.html">Great as a gift they love it better than paper bac</a></li>
+<li><a href = "data\34517.html">Great for my grandsons</a></li>
+<li><a href = "data\24217.html">Amazon is the best</a></li>
+<li><a href = "data\62520.html">Better than the kindle fire 6</a></li>
+<li><a href = "data\52220.html">Inexpensive</a></li>
+<li><a href = "data\97926.html">Great for on the go</a></li>
+<li><a href = "data\77326.html">good tablet</a></li>
+<li><a href = "data\5226.html">Great overall tablet for multiple uses</a></li>
+<li><a href = "data\43529.html">Perfect for kids</a></li>
+<li><a href = "data\71532.html">less cumbersome</a></li>
+<li><a href = "data\50932.html">Great tablet so far</a></li>
+<li><a href = "data\40632.html">Great tablet</a></li>
+<li><a href = "data\30332.html">Works well</a></li>
+<li><a href = "data\20032.html">Tablethe Review</a></li>
+<li><a href = "data\89235.html">Love the features but...</a></li>
+<li><a href = "data\78935.html">Great product love it perfect for book lovers</a></li>
+<li><a href = "data\68635.html">Great for learning to use computer</a></li>
+<li><a href = "data\48035.html">Repeat purchaser</a></li>
+<li><a href = "data\37735.html">Awesome tablet</a></li>
+<li><a href = "data\6835.html">great tablet</a></li>
+<li><a href = "data\86338.html">Good stuff</a></li>
+<li><a href = "data\34838.html">Works good with Alexia.</a></li>
+<li><a href = "data\24538.html">Great for reading.</a></li>
+<li><a href = "data\14238.html">Impressive for kids</a></li>
+<li><a href = "data\52541.html">Great for kids</a></li>
+<li><a href = "data\42241.html">Great tablet for my child</a></li>
+<li><a href = "data\31941.html">Great. Simple easy to use</a></li>
+<li><a href = "data\21641.html">Great ereader</a></li>
+<li><a href = "data\1041.html">Love it</a></li>
+<li><a href = "data\59944.html">Good device.</a></li>
+<li><a href = "data\18744.html">Great Inexpensive Tablet</a></li>
+<li><a href = "data\87947.html">Perfect purchase</a></li>
+<li><a href = "data\46747.html">Great tablet</a></li>
+<li><a href = "data\74750.html">Good affordable tablet</a></li>
+<li><a href = "data\64450.html">Great tablet</a></li>
+<li><a href = "data\92453.html">Great product</a></li>
+<li><a href = "data\20353.html">Easy to use especially if you are a prime member.</a></li>
+<li><a href = "data\89556.html">Good Tv</a></li>
+<li><a href = "data\58656.html">Great product.</a></li>
+<li><a href = "data\38056.html">Great</a></li>
+<li><a href = "data\7156.html">Great low cost tablet</a></li>
+<li><a href = "data\45459.html">Great low cost tablet for movies</a></li>
+<li><a href = "data\35159.html">Got this for my son for Christmas. He loves it.</a></li>
+<li><a href = "data\83762.html">Great Amazon tablet works for me .</a></li>
+<li><a href = "data\21962.html">Great for my son</a></li>
+<li><a href = "data\11662.html">Love Alexa</a></li>
+<li><a href = "data\80865.html">simple to use and reliable so far</a></li>
+<li><a href = "data\70565.html">great tablet</a></li>
+<li><a href = "data\49965.html">Good for the price</a></li>
+<li><a href = "data\98568.html">Great Door Prize</a></li>
+<li><a href = "data\77968.html">Nice upgrade</a></li>
+<li><a href = "data\36768.html">Excellent value</a></li>
+<li><a href = "data\16168.html">Product Review</a></li>
+<li><a href = "data\5868.html">ok tablet</a></li>
+<li><a href = "data\85371.html">Nice travel companion</a></li>
+<li><a href = "data\75071.html">Great value for the money. Fast processor as well</a></li>
+<li><a href = "data\54471.html">kindle hd</a></li>
+<li><a href = "data\82474.html">light and compact</a></li>
+<li><a href = "data\72174.html">Love it</a></li>
+<li><a href = "data\10374.html">should have operating instructions included</a></li>
+<li><a href = "data\74.html">Kindle upgrade</a></li>
+<li><a href = "data\89877.html">good tablet</a></li>
+<li><a href = "data\69277.html">Nice Tablet for the Money</a></li>
+<li><a href = "data\48677.html">Great for the price</a></li>
+<li><a href = "data\76680.html">I like</a></li>
+<li><a href = "data\56080.html">Fire Tablet</a></li>
+<li><a href = "data\35480.html">Great small tablet</a></li>
+<li><a href = "data\25180.html">Easy play Apps</a></li>
+<li><a href = "data\94383.html">Just the right price</a></li>
+<li><a href = "data\84083.html">Awesome</a></li>
+<li><a href = "data\63483.html">good tablet</a></li>
+<li><a href = "data\42883.html">Love this pad</a></li>
+<li><a href = "data\11983.html">A great buy</a></li>
+<li><a href = "data\91486.html">Great product and great price</a></li>
+<li><a href = "data\39986.html">give for my granddaughter and she seems happy</a></li>
+<li><a href = "data\9086.html">Is a great gift for the kids.</a></li>
+<li><a href = "data\88589.html">Outstanding</a></li>
+<li><a href = "data\78289.html">Love it</a></li>
+<li><a href = "data\67989.html">A gift for a very appreciative grandson</a></li>
+<li><a href = "data\47389.html">Great tablet</a></li>
+<li><a href = "data\16489.html">Perfect for reading</a></li>
+<li><a href = "data\6189.html">great for the money</a></li>
+<li><a href = "data\85692.html">Bought for 5 year old.</a></li>
+<li><a href = "data\23892.html">Awesome tablet.</a></li>
+<li><a href = "data\13592.html">Love it</a></li>
+<li><a href = "data\3292.html">Love the apps.</a></li>
+<li><a href = "data\93095.html">GREAT BUY FOR MY GRANDSON</a></li>
+<li><a href = "data\72495.html">Exactly what we wanted.</a></li>
+<li><a href = "data\20995.html">Excellent reader</a></li>
+<li><a href = "data\395.html">Poor quality tablet</a></li>
+<li><a href = "data\79898.html">A nice upgrade</a></li>
+<li><a href = "data\28398.html">wife love it</a></li>
+<li><a href = "data\77001.html">Great tablet</a></li>
+<li><a href = "data\35801.html">Great for travel.</a></li>
+<li><a href = "data\84404.html">My wife and I really enjoy our kindle fire HD8</a></li>
+<li><a href = "data\63804.html">well worth it</a></li>
+<li><a href = "data\32904.html">It was good</a></li>
+<li><a href = "data\2004.html">good tablet for the price.</a></li>
+<li><a href = "data\81507.html">Fire HD 8</a></li>
+<li><a href = "data\9407.html">Like our Kindle Fire</a></li>
+<li><a href = "data\88910.html">Sweet tablet</a></li>
+<li><a href = "data\78610.html">Perfect for my kids</a></li>
+<li><a href = "data\68310.html">The perfect reader</a></li>
+<li><a href = "data\47710.html">Love the Tablet</a></li>
+<li><a href = "data\16810.html">Good for the price</a></li>
+<li><a href = "data\96313.html">Good item.</a></li>
+<li><a href = "data\75713.html">Nice Tablet</a></li>
+<li><a href = "data\13913.html">Fire 8 hd</a></li>
+<li><a href = "data\93416.html">Size and price good.</a></li>
+<li><a href = "data\21316.html">Great for Reading books</a></li>
+<li><a href = "data\11016.html">Great Buy</a></li>
+<li><a href = "data\90519.html">Grandson loved it.</a></li>
+<li><a href = "data\59619.html">Excellent tablet for a gift</a></li>
+<li><a href = "data\49319.html">Came mostly set up. Easy to use.</a></li>
+<li><a href = "data\18419.html">Great for kids</a></li>
+</ul>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/cats.html b/f23/Gurmail_Lecture_Notes/30_Web-2/cats.html
new file mode 100644
index 0000000000000000000000000000000000000000..a2a3181b36a0eb1e3f74548c911cc1d2ec11ba73
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/cats.html
@@ -0,0 +1,8 @@
+<h1>Adoptable Cats!</h1><h2>furball</h2>
+<img src="https://g.petango.com/photos/2627/ed886769-7076-411d-b96b-8ec265c341f5.jpg">
+<h2>leo</h2>
+<img src="https://g.petango.com/photos/2627/cb1e90e0-1c10-471a-95d5-107a35156eae.jpg">
+<h2>peach</h2>
+<img src="https://g.petango.com/photos/2627/fc87cde4-b761-4b99-9ea1-40df4e42de3c.jpg">
+<h2>freddy</h2>
+<img src="https://g.petango.com/photos/2627/2dfcb001-b211-4b98-b81f-0c63f43ae506.jpg">
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10057.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10057.html
new file mode 100644
index 0000000000000000000000000000000000000000..c4542d1f670364c1f9ef3bce139e22394c635e87
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10057.html
@@ -0,0 +1,3 @@
+<h1>the first Fire HD8 we purchased died</h1>
+<h2>2 stars</h2>
+<p>The first Fire HD8 we purchased died within 1 week of purchase. We had to go back and exchange it for a new one. Not a good sign so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10061.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10061.html
new file mode 100644
index 0000000000000000000000000000000000000000..09d34eb8601241af22c6738ac2027eda0400cbfd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10061.html
@@ -0,0 +1,3 @@
+<h1>good price</h1>
+<h2>5 stars</h2>
+<p>For first tablet I am pleased. An amazon name is good value.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10065.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10065.html
new file mode 100644
index 0000000000000000000000000000000000000000..0412288bd0d126e74d37fa738df0e1ad5221b434
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10065.html
@@ -0,0 +1,3 @@
+<h1>April love best buy</h1>
+<h2>5 stars</h2>
+<p>Love best buy and I shop at Best Buy I always buy my TV for me and my kids I buy my kids tablets at Best Buy Love Best Buy</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10073.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10073.html
new file mode 100644
index 0000000000000000000000000000000000000000..c668cdd3257f495ab929d11141c8ecf8210608bd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10073.html
@@ -0,0 +1,3 @@
+<h1>Good for kid</h1>
+<h2>4 stars</h2>
+<p>Overall very good product for kid. Much robust and easy to operate.Only downside is that it is sometimes very slow.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10101.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10101.html
new file mode 100644
index 0000000000000000000000000000000000000000..d7c1b6b4ea3ca58e3fc9f7f01338141fc91d3832
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10101.html
@@ -0,0 +1,3 @@
+<h1>A charger</h1>
+<h2>5 stars</h2>
+<p>It seems to work just like any other usb plug in charger.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10374.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10374.html
new file mode 100644
index 0000000000000000000000000000000000000000..16bcc2dcbd4cde97f8f13f2c43b15412353763d1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10374.html
@@ -0,0 +1,3 @@
+<h1>should have operating instructions included</h1>
+<h2>4 stars</h2>
+<p>good value for the money ..............................................................................................................</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10390.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10390.html
new file mode 100644
index 0000000000000000000000000000000000000000..6968ca7fd109ab9d360aba22ae53fcc518362bd3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10390.html
@@ -0,0 +1,3 @@
+<h1>Great little device</h1>
+<h2>4 stars</h2>
+<p>Easy to figure out and used it extensively on my vacation.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10394.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10394.html
new file mode 100644
index 0000000000000000000000000000000000000000..057d31656f1c191d3c20662b081f8ef0a12e122a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10394.html
@@ -0,0 +1,3 @@
+<h1>Good item for my granddaughters</h1>
+<h2>4 stars</h2>
+<p>This was a good pick for first kids tablets. I just wish getting to their apps was a little easier</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1041.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1041.html
new file mode 100644
index 0000000000000000000000000000000000000000..3b286f3161634b942b38f7706184a3dafada2bc0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1041.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>I love my new Kindle Fire even more than my old one which I lost.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10410.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10410.html
new file mode 100644
index 0000000000000000000000000000000000000000..e4f6db5f9989033f5e9c6ca2f7f825a86005d0b9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10410.html
@@ -0,0 +1,3 @@
+<h1>i like it</h1>
+<h2>4 stars</h2>
+<p>this is a replacement for the kindle that i dropped. I love the new features of this model.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10707.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10707.html
new file mode 100644
index 0000000000000000000000000000000000000000..9b2f432c66c8abd6063c152e40e656fefe11de48
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10707.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>5 stars</h2>
+<p>Good tablet for the money. A good add on if you have Amazon prime</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10711.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10711.html
new file mode 100644
index 0000000000000000000000000000000000000000..bd7c743da256478f963cd336c568df0be9c385d1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10711.html
@@ -0,0 +1,3 @@
+<h1>Purchased as a Christmas Gift</h1>
+<h2>5 stars</h2>
+<p>The People I purchased this for during Christmas Holiday LOVED IT...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/10727.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10727.html
new file mode 100644
index 0000000000000000000000000000000000000000..bf281b39eea5d0e7f326cb9a9b724de6e0691cc7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/10727.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>My great granddaughter loves it. Easy to use and it holds the charge well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1081.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1081.html
new file mode 100644
index 0000000000000000000000000000000000000000..7dbf097060b4130908bdfc2231bff9bc01c56622
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1081.html
@@ -0,0 +1,3 @@
+<h1>sound is great with affordable price</h1>
+<h2>5 stars</h2>
+<p>Most speaker like this will be over USD150.00 but this one is less than that price with a great sound quality</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1085.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1085.html
new file mode 100644
index 0000000000000000000000000000000000000000..75768e0cb0a4419fc0733fc5aee031feb252ea0b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1085.html
@@ -0,0 +1,3 @@
+<h1>Great device</h1>
+<h2>5 stars</h2>
+<p>I shopped for a long time until I found this and I am very pleased.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/110.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/110.html
new file mode 100644
index 0000000000000000000000000000000000000000..f9d9b750ae35c6c31220b713aad2731595e205fe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/110.html
@@ -0,0 +1,3 @@
+<h1>I love it</h1>
+<h2>5 stars</h2>
+<p>Prefect for all reading conditions and environments. I take it everywhere.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11016.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11016.html
new file mode 100644
index 0000000000000000000000000000000000000000..fb7edde174ef0ca9ed77f9235c0a108e15545f1f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11016.html
@@ -0,0 +1,3 @@
+<h1>Great Buy</h1>
+<h2>4 stars</h2>
+<p>Great price on a good tablet... especially on Black Friday</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11028.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11028.html
new file mode 100644
index 0000000000000000000000000000000000000000..1b83e77605910f63a46c480de72cc39fe8c6892b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11028.html
@@ -0,0 +1,3 @@
+<h1>good</h1>
+<h2>4 stars</h2>
+<p>bought as a gift she loves it great with amazon prime</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11032.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11032.html
new file mode 100644
index 0000000000000000000000000000000000000000..7aadf4340a2abecc20a2663b0fa0a7929f6fa47c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11032.html
@@ -0,0 +1,3 @@
+<h1>Handy and fun.</h1>
+<h2>5 stars</h2>
+<p>I love the size and portability of this. Keeps me in touch and having fun.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11040.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11040.html
new file mode 100644
index 0000000000000000000000000000000000000000..a8bd98156bd7acea285270b01d0716dcab5366d8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11040.html
@@ -0,0 +1,3 @@
+<h1>Gift</h1>
+<h2>4 stars</h2>
+<p>Was a gift for 7 yr old granddaughter she just loved it one of her favorite item she plays with. It goes with her almost everywhere</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11377.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11377.html
new file mode 100644
index 0000000000000000000000000000000000000000..922076e1f6edee5864d93c872014d9cc897710bb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11377.html
@@ -0,0 +1,3 @@
+<h1>Great E Reader</h1>
+<h2>5 stars</h2>
+<p>Bought this as a Christmas gift. My daughter loves it. She specifically likes the screen lighting.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11385.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11385.html
new file mode 100644
index 0000000000000000000000000000000000000000..d6fb0bc4407ff16e3c2b3edc4cdc98fca671049a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11385.html
@@ -0,0 +1,3 @@
+<h1>Great Device</h1>
+<h2>5 stars</h2>
+<p>I am in love with the Alexa Tap. This is a great portable speaker and now that the added function of being able to talk to it without manually pushing the button sets this apart from the rest. I would recommend to all.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11662.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11662.html
new file mode 100644
index 0000000000000000000000000000000000000000..1368932bcb45c014b7f1496770e110d91246a524
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11662.html
@@ -0,0 +1,3 @@
+<h1>Love Alexa</h1>
+<h2>5 stars</h2>
+<p>Love Alexa and all of its features. Love that I can listen to music and read ebooks</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11983.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11983.html
new file mode 100644
index 0000000000000000000000000000000000000000..f1e50fda49ccf7df9823d781987ff8c825466255
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11983.html
@@ -0,0 +1,3 @@
+<h1>A great buy</h1>
+<h2>4 stars</h2>
+<p>Purchased the device for my son to take full benefits of his prime account. A decent device with reasonable features for the low cost.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/11995.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11995.html
new file mode 100644
index 0000000000000000000000000000000000000000..7f357524f80382ece9a2f3d2bde41e8407a86e40
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/11995.html
@@ -0,0 +1,3 @@
+<h1>a Good buy</h1>
+<h2>5 stars</h2>
+<p>The tablet is not for me it is for a Christmas gift</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12011.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12011.html
new file mode 100644
index 0000000000000000000000000000000000000000..aad0c876fb0b8049157850f8fdee62e1856ef25f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12011.html
@@ -0,0 +1,3 @@
+<h1>Decent game so far</h1>
+<h2>3 stars</h2>
+<p>I did read about the game prior to buying it but so far the game is only half decent. Too much of the same thing.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12015.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12015.html
new file mode 100644
index 0000000000000000000000000000000000000000..89f94b2a9b400c78f8bff7ea6a75986d326fcc91
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12015.html
@@ -0,0 +1,3 @@
+<h1>Amazon tablet</h1>
+<h2>1 stars</h2>
+<p>The screen breaks way to easy it drop one time broke</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/122.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/122.html
new file mode 100644
index 0000000000000000000000000000000000000000..bebdff94e9170289f4e58ad67d9a65998264f2c9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/122.html
@@ -0,0 +1,3 @@
+<h1>A great assistant</h1>
+<h2>5 stars</h2>
+<p>It works well it takes time for it to know your vocabulary</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12320.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12320.html
new file mode 100644
index 0000000000000000000000000000000000000000..42dfc5aceab534a2cc786a5337f8267fb6f127a8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12320.html
@@ -0,0 +1,3 @@
+<h1>Great Reader</h1>
+<h2>5 stars</h2>
+<p>I bought this for my wife to replace her old Kindle and she loves it. Much easier to read than an iPad and updated features make it a great purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12348.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12348.html
new file mode 100644
index 0000000000000000000000000000000000000000..c12907a82da23c3e32275b70940b326b9b5e5c6b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12348.html
@@ -0,0 +1,3 @@
+<h1>Love it.</h1>
+<h2>5 stars</h2>
+<p>Use is all the time. Backyard favorite. Great by the fire.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12633.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12633.html
new file mode 100644
index 0000000000000000000000000000000000000000..4409295134cf9773da7918eebdd329f313541695
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12633.html
@@ -0,0 +1,3 @@
+<h1>Everything you expect</h1>
+<h2>5 stars</h2>
+<p>Works great with my amazon prime account and for browsing Internet and playing game. Cheap tablet as well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12669.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12669.html
new file mode 100644
index 0000000000000000000000000000000000000000..7f6c25e59cd408f7df467c94cbec0ac2c1fa722a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12669.html
@@ -0,0 +1,3 @@
+<h1>ok product</h1>
+<h2>3 stars</h2>
+<p>Would buy the cheaper one than I bought.The echo is a better product</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12954.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12954.html
new file mode 100644
index 0000000000000000000000000000000000000000..f100500e42f0bdc1bd2ae6d29f395d6135aa636b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12954.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for the price.</h1>
+<h2>4 stars</h2>
+<p>I have a nexus 9 but it is painstakingly slow so I wanted something that does not lag Everytime I try to use the browser and does not freeze whilst playing games and this gets the job done very well. The battery life is also very good. Highly recommended for casual browsing and games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12966.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12966.html
new file mode 100644
index 0000000000000000000000000000000000000000..e564e198168a5a703d7db6fa054303301dd8aa11
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12966.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great..I love it..Glad I got it..My nephew loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/12974.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12974.html
new file mode 100644
index 0000000000000000000000000000000000000000..6a05b95a528a431c33a909c7cdc4ec564a70ffcb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/12974.html
@@ -0,0 +1,3 @@
+<h1>excellent for children</h1>
+<h2>5 stars</h2>
+<p>Definitely a good learning tool for children. Easy</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13592.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13592.html
new file mode 100644
index 0000000000000000000000000000000000000000..72954a716634d7f79e0c47a031a499cd1cf95d45
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13592.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Perfect size. Works great. Just as advertised. Has a long battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13624.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13624.html
new file mode 100644
index 0000000000000000000000000000000000000000..5983b2e326da95e2239fee3ec727b79aef7f4ff2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13624.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Have had other products similar for the kids but this is the best by far. Best Buy had a great price too so decided to try it. Love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13628.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13628.html
new file mode 100644
index 0000000000000000000000000000000000000000..00fc041743ffe81635e36c1ad0b3fe884a7a9679
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13628.html
@@ -0,0 +1,3 @@
+<h1>love it</h1>
+<h2>5 stars</h2>
+<p>even my luddite spouse loves it. Easy to use. Read in full sunlight.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13636.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13636.html
new file mode 100644
index 0000000000000000000000000000000000000000..b71db0250abee61b8e39b324835cb3261a38b937
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13636.html
@@ -0,0 +1,3 @@
+<h1>It a must</h1>
+<h2>5 stars</h2>
+<p>With this you have someone to talk to and answers you.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13640.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13640.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef395fc0e8c09e86dc508158aa7c98ce7b19ccf0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13640.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Awesome product. Enjoy using it everyday. Would definitely recommend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1370.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1370.html
new file mode 100644
index 0000000000000000000000000000000000000000..fd5a513be5d8869b9fca48e0ff2ffe0bdc488c92
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1370.html
@@ -0,0 +1,3 @@
+<h1>Great for my mother in law</h1>
+<h2>4 stars</h2>
+<p>Easy to follow directions allowed her to set it up with me watching over her shoulder.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13913.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13913.html
new file mode 100644
index 0000000000000000000000000000000000000000..e6ff23ec2c33d3f1e1ba67f71458027e36222c4a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13913.html
@@ -0,0 +1,3 @@
+<h1>Fire 8 hd</h1>
+<h2>5 stars</h2>
+<p>I love this tablet. The screen is so clear. So easy to read a book on.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13921.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13921.html
new file mode 100644
index 0000000000000000000000000000000000000000..d6477597f9c109591266f3213154f36f2ffe42cd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13921.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>5 stars</h2>
+<p>Good tablet for the price. Nice display good performance.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13925.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13925.html
new file mode 100644
index 0000000000000000000000000000000000000000..374fd27b0c1e624ca740ea082fe7780a1a94a8ae
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13925.html
@@ -0,0 +1,3 @@
+<h1>Great ebook reader</h1>
+<h2>4 stars</h2>
+<p>Easy to use as a tablet and easy to use as a ebook reader</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13929.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13929.html
new file mode 100644
index 0000000000000000000000000000000000000000..a9ebdf8fad8042d1a211d6f581294efd3f0cb893
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13929.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for the price</h1>
+<h2>5 stars</h2>
+<p>It may be cheap but this is a great tablet and works awesome.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/13961.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13961.html
new file mode 100644
index 0000000000000000000000000000000000000000..0156710e434fa487cfe27b03ba3d1f74bc53d943
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/13961.html
@@ -0,0 +1,3 @@
+<h1>Excellent product</h1>
+<h2>5 stars</h2>
+<p>I would recommend this to anyone who enjoys amazon. Excellent value.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1406.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1406.html
new file mode 100644
index 0000000000000000000000000000000000000000..1d60778a0edee9385838cfbc7f15a6b7d897d2a7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1406.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>Love the speaker and the assistance of Alexa. Was trying to choose between this and a regular Bluetooth speaker and this was a better choice for my needs.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1410.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1410.html
new file mode 100644
index 0000000000000000000000000000000000000000..2dd71cce5a808f0d2bc1d705391762e0b837113a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1410.html
@@ -0,0 +1,3 @@
+<h1>Satisfied</h1>
+<h2>4 stars</h2>
+<p>It does what it is suppose to. No problems with it...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14238.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14238.html
new file mode 100644
index 0000000000000000000000000000000000000000..32fbba45728f7b433268bec3f5576327e5d33478
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14238.html
@@ -0,0 +1,3 @@
+<h1>Impressive for kids</h1>
+<h2>4 stars</h2>
+<p>A gift to my 3 year old grandson. Great graphics and sound.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14258.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14258.html
new file mode 100644
index 0000000000000000000000000000000000000000..9d79c4f1809926678ce8b6c5e3210eea8aefcc49
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14258.html
@@ -0,0 +1,3 @@
+<h1>Good basic tablet</h1>
+<h2>4 stars</h2>
+<p>Pretty decent tablet. Good for mindless games and Netflix. You get what you pay for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14266.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14266.html
new file mode 100644
index 0000000000000000000000000000000000000000..fdfe531e6aba9f9e0da9bed04a9be7c75978c3b4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14266.html
@@ -0,0 +1,3 @@
+<h1>Best for 2 Years to learn</h1>
+<h2>5 stars</h2>
+<p>Cool tab. Must buy for kids. Amazon need load apps</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14278.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14278.html
new file mode 100644
index 0000000000000000000000000000000000000000..41b528f377fd2354ccda7618cb72283f7c06781b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14278.html
@@ -0,0 +1,3 @@
+<h1>Small Echo that you can take outside</h1>
+<h2>4 stars</h2>
+<p>Very happy with the Tap. We have the Echo and would have to unplug it and plug it in to use it on the deck. With the Tap we just take it off the charging stand and go. No more bothering with Bluetooth speakers and using our phone when we can just play music ever from the Internet with TAP.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14571.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14571.html
new file mode 100644
index 0000000000000000000000000000000000000000..d84681c89e87fad413cdb1eab892209f634cd092
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14571.html
@@ -0,0 +1,3 @@
+<h1>Happy with this purchase</h1>
+<h2>5 stars</h2>
+<p>I bought two of these Amazon Fire HD tablets in December as Christmas gifts. Both recipients are happy with these as gifts. I plan to purchase one in the near future for myself.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14575.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14575.html
new file mode 100644
index 0000000000000000000000000000000000000000..1379e8f1c88c44d1b25351fb48574ed7bd0948e3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14575.html
@@ -0,0 +1,3 @@
+<h1>nice tablet for the price</h1>
+<h2>4 stars</h2>
+<p>Not easy for elderly users cease of ads that pop up.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14579.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14579.html
new file mode 100644
index 0000000000000000000000000000000000000000..600da3add5b2dee95cbfbac29e3052bf893badf1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14579.html
@@ -0,0 +1,3 @@
+<h1>Good for little kids</h1>
+<h2>3 stars</h2>
+<p>Christmas gift for 8 yr. Ended up returning. too slow and not enough content for our 8 yr old. Kids....... Great 2yr protection tho</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14591.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14591.html
new file mode 100644
index 0000000000000000000000000000000000000000..0a327dd16f7048588e3651dec500d55180b516c1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14591.html
@@ -0,0 +1,3 @@
+<h1>A real value</h1>
+<h2>5 stars</h2>
+<p>We love the parent controls and durability. We would definitely buy another.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14599.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14599.html
new file mode 100644
index 0000000000000000000000000000000000000000..9c9119ac01c74a4a0d436d519e077fb7f93a4849
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14599.html
@@ -0,0 +1,3 @@
+<h1>Very versatile. Great sound for small device</h1>
+<h2>5 stars</h2>
+<p>This was a gift had no plan to purchase one. But very pleased with the portability and the sound quality</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14884.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14884.html
new file mode 100644
index 0000000000000000000000000000000000000000..f0f930c4b14c0492496e30d290ed48a0d93f6c2f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14884.html
@@ -0,0 +1,3 @@
+<h1>Great Value after additions</h1>
+<h2>4 stars</h2>
+<p>Great little tablet after you add google play store. Takes some research to do.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14896.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14896.html
new file mode 100644
index 0000000000000000000000000000000000000000..4a5d4084f64438b628ec529312a1b56a7a3234ad
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14896.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet for kids</h1>
+<h2>5 stars</h2>
+<p>Really enjoyed the price value of this tablet versus ipad</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/14900.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14900.html
new file mode 100644
index 0000000000000000000000000000000000000000..1aa743297119b5e5daad0da78d3b59e2af01f763
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/14900.html
@@ -0,0 +1,3 @@
+<h1>Good poduct</h1>
+<h2>5 stars</h2>
+<p>This product is well thoughts the kids seem to like the apps</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15205.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15205.html
new file mode 100644
index 0000000000000000000000000000000000000000..f3a7ee70f4cabd7fef6139539d6869fbbebaa6af
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15205.html
@@ -0,0 +1,3 @@
+<h1>Very useful for the low cost</h1>
+<h2>4 stars</h2>
+<p>Not the most powerful tablet but is flawless when utilizing the Amazon programs</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15213.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15213.html
new file mode 100644
index 0000000000000000000000000000000000000000..6b85d294c6ecd3a321f423e114d187d0522e3e13
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15213.html
@@ -0,0 +1,3 @@
+<h1>This is the clearest screen ive ever seen</h1>
+<h2>5 stars</h2>
+<p>this tablet has the best battery ive ever seen. The picture is great too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15217.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15217.html
new file mode 100644
index 0000000000000000000000000000000000000000..42c1a15111eb3e85b43fb6447bb167415a73b27b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15217.html
@@ -0,0 +1,3 @@
+<h1>Great value for pricing</h1>
+<h2>4 stars</h2>
+<p>Easy to use. Good size. Great eReader. Not so expensive that I worry about my kids using it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15225.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15225.html
new file mode 100644
index 0000000000000000000000000000000000000000..95d6afdb98c8c1d800dcddf1f5ed434fa2b7a80a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15225.html
@@ -0,0 +1,3 @@
+<h1>For my 3 year old son</h1>
+<h2>5 stars</h2>
+<p>I did some looking in the web and after looking at many tablets this was the best choice.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15249.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15249.html
new file mode 100644
index 0000000000000000000000000000000000000000..e38c72b676d93e835a005f910a9327018b4502ee
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15249.html
@@ -0,0 +1,3 @@
+<h1>Best new product</h1>
+<h2>5 stars</h2>
+<p>Truly amazing combination of portability and ease of use and good sound.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15538.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15538.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef9d57a5959467f27627a68c5a96a5cb25a5c19e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15538.html
@@ -0,0 +1,3 @@
+<h1>Perfect for my kids</h1>
+<h2>4 stars</h2>
+<p>This is perfect my kids to do their school work on and have fun as well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15562.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15562.html
new file mode 100644
index 0000000000000000000000000000000000000000..c670f512c5c0481149c255ce2f5663829fb59171
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15562.html
@@ -0,0 +1,3 @@
+<h1>fabulous for a beginning reader</h1>
+<h2>5 stars</h2>
+<p>Got this for my pre teen who took to it like a duck to water. It is great size and easy to pack</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15570.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15570.html
new file mode 100644
index 0000000000000000000000000000000000000000..1e9435f7a0ad86e7e655762d7f6bfff2e80c48b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15570.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>Good product works amazing . Works awesome from home .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15855.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15855.html
new file mode 100644
index 0000000000000000000000000000000000000000..e6cd16f425891038906164a02ad687c7a4847eb2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15855.html
@@ -0,0 +1,3 @@
+<h1>great product</h1>
+<h2>5 stars</h2>
+<p>Nice upgrade from my old kindle. I like it very much.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/15863.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15863.html
new file mode 100644
index 0000000000000000000000000000000000000000..6b55153e28b92f8741691948ab5f42336dcbcb2f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/15863.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>4 stars</h2>
+<p>Great for the kids to play with and easy to monitor their time spent on it and the content they can access.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16168.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16168.html
new file mode 100644
index 0000000000000000000000000000000000000000..34973ea801e8d9b24228687ca4c9493a3edc78fc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16168.html
@@ -0,0 +1,3 @@
+<h1>Product Review</h1>
+<h2>5 stars</h2>
+<p>This product met all of our my needs and I would recommend it to others.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16184.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16184.html
new file mode 100644
index 0000000000000000000000000000000000000000..d87a6c42327627048f14df054ee7e19b9ff887fa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16184.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great tablet fast screen good size never gives me problem</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16204.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16204.html
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index 0000000000000000000000000000000000000000..be75e6d6572d1368dc11ee45275c0d13ae4d65cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16204.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>4 stars</h2>
+<p>The technology just keeps getting better and better</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16489.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16489.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16489.html
@@ -0,0 +1,3 @@
+<h1>Perfect for reading</h1>
+<h2>4 stars</h2>
+<p>Nice size. Good processor speed. Not happy that I cannot gety Google music.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16497.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16497.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16497.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>I love my Kindle fire. Had a Kindle and it disappeared. Enjoy not having to go to library for books. I get a great selection of books every day.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16521.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16521.html
new file mode 100644
index 0000000000000000000000000000000000000000..261e09ffe42cecb7abfcc54cfb78b82c14c3e026
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16521.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great Christmas gift for my son. Best tablet ever.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16810.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16810.html
new file mode 100644
index 0000000000000000000000000000000000000000..6f55822604bf126cbcc705dd409d0df59f2a89a7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16810.html
@@ -0,0 +1,3 @@
+<h1>Good for the price</h1>
+<h2>4 stars</h2>
+<p>Really crisp picture. Fast and good amout of storage.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16818.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16818.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16818.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I purchased this tablet for my 9 year old son and he loves it. Nice bright screen and has two speakers for pretty good sound for a tablet. Great for games and watching videos.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16822.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16822.html
new file mode 100644
index 0000000000000000000000000000000000000000..e719c437ec2c9bdd6671346279e64df07df0e513
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16822.html
@@ -0,0 +1,3 @@
+<h1>Super fast</h1>
+<h2>5 stars</h2>
+<p>Perfect size and very responsive. I have 4 of them.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/16854.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16854.html
new file mode 100644
index 0000000000000000000000000000000000000000..576277d4385eaaa358f4db304fc313e4b4fd6564
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/16854.html
@@ -0,0 +1,3 @@
+<h1>Luv this product</h1>
+<h2>5 stars</h2>
+<p>It exceeded my expectations and recommend this product to friends</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1687.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1687.html
new file mode 100644
index 0000000000000000000000000000000000000000..631ea7671514adaa62f7a37310d0009c83b8e513
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1687.html
@@ -0,0 +1,3 @@
+<h1>Really love my new Kindle.</h1>
+<h2>5 stars</h2>
+<p>Love the added space. Easy to move around in. I am excited to use all the new features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1707.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1707.html
new file mode 100644
index 0000000000000000000000000000000000000000..1c632cc2883d9c4319853803c1fd5d685eb9f6cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1707.html
@@ -0,0 +1,3 @@
+<h1>Fantastic tablet for kids</h1>
+<h2>5 stars</h2>
+<p>This has been a wonderful tablet for our 9 year old son. I was able to set reading achievements that he must complete before he can play his games or watch videos. I like how you can secure it and adjust the setting to what we find appropriate for our child.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/1711.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1711.html
new file mode 100644
index 0000000000000000000000000000000000000000..ca89a5307eddce6e3f913e8942bd74613ea7e5bc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/1711.html
@@ -0,0 +1,3 @@
+<h1>Decent item</h1>
+<h2>4 stars</h2>
+<p>Purchased this for my son. Decent tablet but not optimum</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17167.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17167.html
new file mode 100644
index 0000000000000000000000000000000000000000..673319922488f46b53af04a29f36b9466de3ec4a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17167.html
@@ -0,0 +1,3 @@
+<h1>Very Impressed with the lighting</h1>
+<h2>4 stars</h2>
+<p>Got this product for a relative for christmas who had a kindle fire and was looking for an upgrade. With how far technology has grown on phones she was only looking for a reader and something that was lighter on her thumbs when reading then her kindle fire. This product was not only lighter on her thumbs but also worked great in any light.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17472.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17472.html
new file mode 100644
index 0000000000000000000000000000000000000000..a633402acf71324b831fc3270a91cb29d456cb51
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17472.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>It was easy to set up and use. Best Buy employees were a huge help teaching me about the many features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17484.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17484.html
new file mode 100644
index 0000000000000000000000000000000000000000..15553e3b6ad9c072c524359f465c5de2c5bf0898
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17484.html
@@ -0,0 +1,3 @@
+<h1>Birthday gift</h1>
+<h2>4 stars</h2>
+<p>Got it for my daughter for her 5th birthday. She enjoys it slot and I enjoy the time limit. So win win.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17492.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17492.html
new file mode 100644
index 0000000000000000000000000000000000000000..8dd695d9ed815d4808f140ad787499b736a84dbc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17492.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle</h1>
+<h2>5 stars</h2>
+<p>I have had several variations of the Kindle in the past. My most recent being a paperwhite. I have to say this is the best. The size and balance are better. The adaptable light feature and brightness is good. Screen quality and construction are both an improvement. The overall reading experience is much improved over the paperwhite.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17500.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17500.html
new file mode 100644
index 0000000000000000000000000000000000000000..6c0bb95b3ba4482e99d328a5939516e1e28a54fb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17500.html
@@ -0,0 +1,3 @@
+<h1>Great Portable Echo</h1>
+<h2>5 stars</h2>
+<p>This is the echo you can take anywhere. Runs on battery and can connect via bluetooth when away from wifi.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17785.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17785.html
new file mode 100644
index 0000000000000000000000000000000000000000..8d94cd84fb8dcdb43b0a712ecd99b0b01b69c70c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17785.html
@@ -0,0 +1,3 @@
+<h1>Very Cool for teen</h1>
+<h2>5 stars</h2>
+<p>My daughter loves her tablet. I had to make sure I brought a case because it is very thin. No problems and I can see everything she downloads</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/17821.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17821.html
new file mode 100644
index 0000000000000000000000000000000000000000..1aa548bf50e54918dd0b56fb20f71acd20d1c452
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/17821.html
@@ -0,0 +1,3 @@
+<h1>Great speaker</h1>
+<h2>5 stars</h2>
+<p>Great speaker and Echo substitute. This is great for on the go as a Bluetooth speaker and when connected to the internet it works great using the Alexa app.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18146.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18146.html
new file mode 100644
index 0000000000000000000000000000000000000000..eb7c89dd898122136476cd1535d12ad15898dfb0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18146.html
@@ -0,0 +1,3 @@
+<h1>Awesome speaker</h1>
+<h2>5 stars</h2>
+<p>Awesome speaker easy to set up. Easy to play. Great by the pool</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18419.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18419.html
new file mode 100644
index 0000000000000000000000000000000000000000..37932f504232b1c0c4359bafcfe5bd545d38f671
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18419.html
@@ -0,0 +1,3 @@
+<h1>Great for kids</h1>
+<h2>5 stars</h2>
+<p>Bought for a 6 years old she loves it and is always on it great starter tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18447.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18447.html
new file mode 100644
index 0000000000000000000000000000000000000000..b35f972c2c9c7356b3fa3bd5a200f01b7fcbe59d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18447.html
@@ -0,0 +1,3 @@
+<h1>Easy to use for the six year old</h1>
+<h2>5 stars</h2>
+<p>I purchased this tablet for a 6 yr old and it is very easy for him to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18744.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18744.html
new file mode 100644
index 0000000000000000000000000000000000000000..e67cb413c68e24e5561afa0e62517f4dc45afbef
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18744.html
@@ -0,0 +1,3 @@
+<h1>Great Inexpensive Tablet</h1>
+<h2>5 stars</h2>
+<p>This tablet is great for the price. It has good connection to wi if. The kindle store is a breeze. The picture quality is good. And seems to be the perfect size. A nice alternative compared to The more expensive tablet. And much better quality then the less expensive tablets I would recommend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18756.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18756.html
new file mode 100644
index 0000000000000000000000000000000000000000..9faed58ab33e698b2870b4f9bbd554e1acc39cef
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18756.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>This tablet is great. I loved the color and all the features it has. I will be buying more for my daughters. Great purchase</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/18784.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18784.html
new file mode 100644
index 0000000000000000000000000000000000000000..45bd34d38a27715dcde9fcdbdf8a46cb61e2fd76
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/18784.html
@@ -0,0 +1,3 @@
+<h1>Tap</h1>
+<h2>5 stars</h2>
+<p>It is a great addition to my home office. My Alexa is upstairs.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19101.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19101.html
new file mode 100644
index 0000000000000000000000000000000000000000..23043c4159a74838e02810be80c122a1efb8f68e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19101.html
@@ -0,0 +1,3 @@
+<h1>Great Quality</h1>
+<h2>5 stars</h2>
+<p>This kindle has better resolution and contrast ratio.It is light and comfortable. I would recommend this device at deal price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19394.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19394.html
new file mode 100644
index 0000000000000000000000000000000000000000..edaec194a3dd6d5c61b2fbee5d09ba7b4e22bf1b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19394.html
@@ -0,0 +1,3 @@
+<h1>Does all that I need.</h1>
+<h2>4 stars</h2>
+<p>Has meet all my needs plus some. Recommend you buy a good stylus pen at the same time.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19406.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19406.html
new file mode 100644
index 0000000000000000000000000000000000000000..7f0d0211fa94dc10eab96fa45bf7d5152e43f63d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19406.html
@@ -0,0 +1,3 @@
+<h1>Good Product</h1>
+<h2>5 stars</h2>
+<p>My daughter loves the device. Only had it a few days</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19426.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19426.html
new file mode 100644
index 0000000000000000000000000000000000000000..2439842d8c18c793bbecb624c777e0f5bc7de22d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19426.html
@@ -0,0 +1,3 @@
+<h1>Automatic backlight adjustment</h1>
+<h2>5 stars</h2>
+<p>I like that it has an Automatic backlight adjustment</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19430.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19430.html
new file mode 100644
index 0000000000000000000000000000000000000000..1edc328fe6a165983d8fadf62b8f71a07de770ba
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19430.html
@@ -0,0 +1,3 @@
+<h1>Has a lot of apps built in</h1>
+<h2>4 stars</h2>
+<p>I really liked this tablet. Got it for my nephew who just turned 4. Has many built in kid rated apps which keeps him entertained. The bumper is a bonus in case he drops it too. What I also like is that it had another mode to switch to in case an adult wanted to use it too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19723.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19723.html
new file mode 100644
index 0000000000000000000000000000000000000000..ee172a20b7cc3d0b6de4e91f5ec07982a193cad9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19723.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>4 stars</h2>
+<p>I like this is great I bought it my friend he was pleased abount</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19735.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19735.html
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index 0000000000000000000000000000000000000000..820c78808af613ff3e5eb55547cdfd23a6f9dd75
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19735.html
@@ -0,0 +1,3 @@
+<h1>easy to teach my 3 year old to use it</h1>
+<h2>5 stars</h2>
+<p>Easy and age appropriate. Can set timers for tv and movie watching my granddaughter finds the educational games more interesting and fun.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19743.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19743.html
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index 0000000000000000000000000000000000000000..46bc7a19bcb33acea83abc301d5d639211cbcb1f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19743.html
@@ -0,0 +1,3 @@
+<h1>My son loves it</h1>
+<h2>4 stars</h2>
+<p>Son loves it and uses it all e time but I wish it would share my audible acct so e would read what I listen to without us having to buy some items in two formats.. Recommended</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/19755.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19755.html
new file mode 100644
index 0000000000000000000000000000000000000000..813372429c6b839c2720b3009ca411a9cfc662d8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/19755.html
@@ -0,0 +1,3 @@
+<h1>does a lot more than I expected.</h1>
+<h2>5 stars</h2>
+<p>Great sound in a small package for the money and I would buy again.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20032.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20032.html
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index 0000000000000000000000000000000000000000..5ac19a4acf65bf4684b48869aad84ce6f8ee1465
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20032.html
@@ -0,0 +1,3 @@
+<h1>Tablethe Review</h1>
+<h2>5 stars</h2>
+<p>Great tablet. No problems at all. Excellent Price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20036.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20036.html
new file mode 100644
index 0000000000000000000000000000000000000000..e1299f45239087350fad56c86d2880f82ff5f0b4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20036.html
@@ -0,0 +1,3 @@
+<h1>great</h1>
+<h2>4 stars</h2>
+<p>Bought it for my daughter. Works great Store personnel did an excellent job</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2004.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2004.html
new file mode 100644
index 0000000000000000000000000000000000000000..2a123b180740f894ca3a1751893890d1af1979a0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2004.html
@@ -0,0 +1,3 @@
+<h1>good tablet for the price.</h1>
+<h2>4 stars</h2>
+<p>this Amazon fire tab works really well.the syncing aspect is very nice being able to pair it with all my devices.i wish it had Google play.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20064.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20064.html
new file mode 100644
index 0000000000000000000000000000000000000000..2776b0e07dd82c52ffc09f100228d5da93e61dc5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20064.html
@@ -0,0 +1,3 @@
+<h1>Very Clear</h1>
+<h2>5 stars</h2>
+<p>Text is clear. Nice not to have the battery die every few days like a conventional tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20068.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20068.html
new file mode 100644
index 0000000000000000000000000000000000000000..a7d37ce6db14988431db92b2cfece5bf254ba726
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20068.html
@@ -0,0 +1,3 @@
+<h1>Good eReader</h1>
+<h2>5 stars</h2>
+<p>My wife has had several Amazon Fire tablets. They all have one major flaw. Visibility in direct sunlight. This product addresses that issue. The Paper White screen is perfect for the days at the pool</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2008.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2008.html
new file mode 100644
index 0000000000000000000000000000000000000000..eb5ad00732baf75e41a04dcf3fbecb83fe6dc1e5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2008.html
@@ -0,0 +1,3 @@
+<h1>Does the job</h1>
+<h2>4 stars</h2>
+<p>Has a few quirks that are disconcerting bur overall a great product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2020.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2020.html
new file mode 100644
index 0000000000000000000000000000000000000000..c713414c556d504008a29bf7f75109a76862a7a6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2020.html
@@ -0,0 +1,3 @@
+<h1>Easy to use.</h1>
+<h2>5 stars</h2>
+<p>Great tablet and price. Ordering online easy. Not happy took so long to receive though.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2028.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2028.html
new file mode 100644
index 0000000000000000000000000000000000000000..69a64040d8106e6bb4942b5ca97781a85b70c160
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2028.html
@@ -0,0 +1,3 @@
+<h1>Four Year Old Niece Loves it</h1>
+<h2>5 stars</h2>
+<p>Bought two of these for both of my nieces birthdays and they were the hit of the party. Both love playing with them</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20353.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20353.html
new file mode 100644
index 0000000000000000000000000000000000000000..90a5a57bfba8b371df11ad1de80d0e2155178b98
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20353.html
@@ -0,0 +1,3 @@
+<h1>Easy to use especially if you are a prime member.</h1>
+<h2>5 stars</h2>
+<p>Love the access to films. Easy to read and work with. A Little like an Android. I am used to IPhone apps but this works great once you understand it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20365.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20365.html
new file mode 100644
index 0000000000000000000000000000000000000000..c3653440c3f64d5165cfbbd40e5a76079af86a23
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20365.html
@@ -0,0 +1,3 @@
+<h1>good</h1>
+<h2>5 stars</h2>
+<p>blueray is just twhat I was I was looking for great for watching movies thank you</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2052.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2052.html
new file mode 100644
index 0000000000000000000000000000000000000000..ecfc6fcf10fd795e8040f74a4c66d3a4a1b23083
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2052.html
@@ -0,0 +1,3 @@
+<h1>Cool little gadget</h1>
+<h2>4 stars</h2>
+<p>Mostly just use it for the speaker. Still waiting on the no touch feature they are adding.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20678.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20678.html
new file mode 100644
index 0000000000000000000000000000000000000000..a7828af93ac19ba5c8e9160b43bed4d2d3289b46
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20678.html
@@ -0,0 +1,3 @@
+<h1>good product</h1>
+<h2>5 stars</h2>
+<p>Bought this as a gift for my mother. She absolutely loves it. Easy to set up and use. and the price was right.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20682.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20682.html
new file mode 100644
index 0000000000000000000000000000000000000000..ccdaa588ce8a90db185d6b4596ee5c80dca07bc8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20682.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>This is a great tablet with great features. I love my kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/20995.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20995.html
new file mode 100644
index 0000000000000000000000000000000000000000..aae9f68c288f1dac4356d5f8411ee6c3e734aaa3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/20995.html
@@ -0,0 +1,3 @@
+<h1>Excellent reader</h1>
+<h2>5 stars</h2>
+<p>Works well. Easy to use. I like the auto on when you open the case</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21015.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21015.html
new file mode 100644
index 0000000000000000000000000000000000000000..bd6c28ef811f88519f220de649bc3c9736072256
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21015.html
@@ -0,0 +1,3 @@
+<h1>Good tab for kids</h1>
+<h2>5 stars</h2>
+<p>So read reviews on a few tablets but honeatly felt this was the one for my kids bought it and sure enough it was it best apps for kids especially reading for kids amazon did a good deal on this and if you have prime it links up with your account for videos too</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21039.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21039.html
new file mode 100644
index 0000000000000000000000000000000000000000..1d29cf4a7e89b25f1e110eb50a5acd3171754aab
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21039.html
@@ -0,0 +1,3 @@
+<h1>Its a pain to use</h1>
+<h2>3 stars</h2>
+<p>Great sound..easy to connect..problem is.. its not voice activated..so u have to push the wake button anytime u need to use it..that means it has b close at hand...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21043.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21043.html
new file mode 100644
index 0000000000000000000000000000000000000000..9f4d10e96df7fc2c85e2f6fcf30f92dfea4b6d6a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21043.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Works really well with echo and is really neat and fun</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21316.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21316.html
new file mode 100644
index 0000000000000000000000000000000000000000..e4af84ac697d94604aafbe7ec06dee85e288fac4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21316.html
@@ -0,0 +1,3 @@
+<h1>Great for Reading books</h1>
+<h2>5 stars</h2>
+<p>Great size and storage for reading my online books</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21328.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21328.html
new file mode 100644
index 0000000000000000000000000000000000000000..78b5b704ac982ff4ad113bb83ec170f563cf8c3e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21328.html
@@ -0,0 +1,3 @@
+<h1>I love everything you can do on it.</h1>
+<h2>5 stars</h2>
+<p>I like the portability of it. I take it with me when I babysit my granddaughter.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21332.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21332.html
new file mode 100644
index 0000000000000000000000000000000000000000..7d1f744232bd1d834f9169bb3c76636db5bd1a3e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21332.html
@@ -0,0 +1,3 @@
+<h1>good value</h1>
+<h2>4 stars</h2>
+<p>overall this is a good tablet. it is best with those who have Prime Amazon and the ability to watch Amazon video. a good price for a good tablet but has limitations based on the operating system. for video watching and basic use a good choice</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21641.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21641.html
new file mode 100644
index 0000000000000000000000000000000000000000..35cff4a3c8457abc1b25854b419acdedf45b525f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21641.html
@@ -0,0 +1,3 @@
+<h1>Great ereader</h1>
+<h2>5 stars</h2>
+<p>I would recommend this ereader above all others for its high quality and diversity. Not only as an ereader but as a web browser.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21673.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21673.html
new file mode 100644
index 0000000000000000000000000000000000000000..240e91ea0c7a9fe3d14f529a59bf81444d627390
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21673.html
@@ -0,0 +1,3 @@
+<h1>Worth the extra money</h1>
+<h2>5 stars</h2>
+<p>Upgraded from an old 2nd gen kindle and this is much better</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21677.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21677.html
new file mode 100644
index 0000000000000000000000000000000000000000..b9f5b0e15fdadb6056c38e2aa0e5f340a76702bc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21677.html
@@ -0,0 +1,3 @@
+<h1>Great display</h1>
+<h2>4 stars</h2>
+<p>Bought this for easier reading and it meets my expectations. Great display fidelity.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21962.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21962.html
new file mode 100644
index 0000000000000000000000000000000000000000..6af9166554e57507283aa87c0923bd8d09762506
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21962.html
@@ -0,0 +1,3 @@
+<h1>Great for my son</h1>
+<h2>4 stars</h2>
+<p>Great product for my 10 year old son. Very easy for him to find what he wants</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21978.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21978.html
new file mode 100644
index 0000000000000000000000000000000000000000..d6a8a40061edc157a9c5b06001ab2ba7e0910193
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21978.html
@@ -0,0 +1,3 @@
+<h1>Kindle fire 8</h1>
+<h2>5 stars</h2>
+<p>Love love love my kindle fire 8.....this is what my 9 yr old granddaughter said when I bought this for her at Christmas..we have purchased kindled in the past but this one has been the best....love the fact that you can now use a memory card in it...that helps so much when you use it for books...games...music and viedos...thanks</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21982.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21982.html
new file mode 100644
index 0000000000000000000000000000000000000000..25bd4b676087f289434de389823db73392ae31b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21982.html
@@ -0,0 +1,3 @@
+<h1>Good for preschoolers</h1>
+<h2>4 stars</h2>
+<p>Good tablet for young kids. Battery life could be better</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/21990.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21990.html
new file mode 100644
index 0000000000000000000000000000000000000000..9eaaa2f7b9a4a7bc804c894f4e69b46563e6e62f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/21990.html
@@ -0,0 +1,3 @@
+<h1>bought for my grandson and he loves it.</h1>
+<h2>5 stars</h2>
+<p>I got this because it is almost impossible to break</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22006.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22006.html
new file mode 100644
index 0000000000000000000000000000000000000000..1eb00873586168e7f0c0f79f296b3d2a4d3b519c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22006.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>I have an Amazon Echo and an Amazon Dot. Love the functionality. Decent sound for what they are. I just wanted something portable for outside.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22010.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22010.html
new file mode 100644
index 0000000000000000000000000000000000000000..6ed00a53bdc5fed4cd8473025a3a8bc9109a1f46
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22010.html
@@ -0,0 +1,3 @@
+<h1>not any faster</h1>
+<h2>3 stars</h2>
+<p>it does not charge any faster than regular charger.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22287.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22287.html
new file mode 100644
index 0000000000000000000000000000000000000000..6c30329b75d4163e529064460a8dbe9e5e28afcd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22287.html
@@ -0,0 +1,3 @@
+<h1>stopped working after 3 weeks.</h1>
+<h2>3 stars</h2>
+<p>the first worked fine for three weeks then stopped. took back and got a replacement. this one lasted almost a month. again took it back and was told I had to deal with Amazon.Found out thru Amazon webpage that units simply froze up and how to reset it. Was upset that store associate knew nothing about the product. Had to research everything myself.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22303.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22303.html
new file mode 100644
index 0000000000000000000000000000000000000000..4f32ae688a2fac52d4f3e0067a0c641af6c3db30
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22303.html
@@ -0,0 +1,3 @@
+<h1>Good Product</h1>
+<h2>5 stars</h2>
+<p>Bought for my son for Christmas and so far he loves it good value for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22608.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22608.html
new file mode 100644
index 0000000000000000000000000000000000000000..897e77f4bcf12c4b686d068023897a7d8f7bb71a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22608.html
@@ -0,0 +1,3 @@
+<h1>Great for web surfing and email</h1>
+<h2>5 stars</h2>
+<p>Tablet is a great tool to use the world wide web and check email.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/22636.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22636.html
new file mode 100644
index 0000000000000000000000000000000000000000..e645a3b6914ba129d01c9ff4fd2b4277898b8361
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/22636.html
@@ -0,0 +1,3 @@
+<h1>Awesome kids tablet</h1>
+<h2>5 stars</h2>
+<p>This is an excellent tool to help our granddaughter advance her learning skills and also allows her an opportunity to play educational games</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23254.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23254.html
new file mode 100644
index 0000000000000000000000000000000000000000..9fb19589213cf5aae9cbfb809e171368cbb0576c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23254.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>I have ordered a couple of these for my family members and say that they work great and do everything that they are supposed too. Highly recommend.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23262.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23262.html
new file mode 100644
index 0000000000000000000000000000000000000000..f8dfb190503c6427e8e577bb50032f44f5d5b4f6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23262.html
@@ -0,0 +1,3 @@
+<h1>great</h1>
+<h2>4 stars</h2>
+<p>bought as a gift she loves it all kinds of apps easy to use and even easyer with amazon prime</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2341.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2341.html
new file mode 100644
index 0000000000000000000000000000000000000000..17a21315b162bcdf559483613f6462b0eafc96ac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2341.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>4 stars</h2>
+<p>Screen is very clear and battery last a long time. Very good substitute if you can afford a iPad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2353.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2353.html
new file mode 100644
index 0000000000000000000000000000000000000000..26f7af29eaa03d00fe997b7c7d239886c04d1c9d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2353.html
@@ -0,0 +1,3 @@
+<h1>Educational</h1>
+<h2>5 stars</h2>
+<p>This tablet was bought for my 4 year old. She uses it to learn.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23575.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23575.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef5dc240fd2243b1a4e87181ad680491efe98f61
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23575.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>4 stars</h2>
+<p>My wife loved her gift. I made the right purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23583.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23583.html
new file mode 100644
index 0000000000000000000000000000000000000000..c2aa6ec2f9acf4dbaf0591d1173ce3ba3d7c424e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23583.html
@@ -0,0 +1,3 @@
+<h1>great tablet for any age</h1>
+<h2>5 stars</h2>
+<p>This product is easy to use. Screen size is great. Would recommend to anyone.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23587.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23587.html
new file mode 100644
index 0000000000000000000000000000000000000000..ddde128206d84e6cb5300e35defb3ae69337519d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23587.html
@@ -0,0 +1,3 @@
+<h1>Ease of use</h1>
+<h2>5 stars</h2>
+<p>Tablet is perfect for beginners who just want basic</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23591.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23591.html
new file mode 100644
index 0000000000000000000000000000000000000000..1d2359da361330e9cda6c7f58bb4b3f0b4b8ed7d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23591.html
@@ -0,0 +1,3 @@
+<h1>Good for young kids</h1>
+<h2>3 stars</h2>
+<p>Grandson became board with what it offers. Plug wears out fast</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23595.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23595.html
new file mode 100644
index 0000000000000000000000000000000000000000..d08fb1323eaf27395dc61e5680e84b0ddac9009c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23595.html
@@ -0,0 +1,3 @@
+<h1>Excellent Tablet for kids</h1>
+<h2>5 stars</h2>
+<p>Bought this for my step sons. They positively love it and it is so easy to navigate. The only draw back is with the capability for them to download games the memory is close to full</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23611.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23611.html
new file mode 100644
index 0000000000000000000000000000000000000000..9a3a73d8c2141bb551c45c58b772650eb5b72d3c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23611.html
@@ -0,0 +1,3 @@
+<h1>Nice cheap reader for kids</h1>
+<h2>4 stars</h2>
+<p>Nice alternative for reading kindle books for kids. Not many features but good enough for reading.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2373.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2373.html
new file mode 100644
index 0000000000000000000000000000000000000000..56c52951cb243bf5342a65ddaf9ab59fa2b40a2c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2373.html
@@ -0,0 +1,3 @@
+<h1>Good Speaker</h1>
+<h2>4 stars</h2>
+<p>If you are a Prime member its a good little speaker to have. Need WIFI or Hotspot.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23892.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23892.html
new file mode 100644
index 0000000000000000000000000000000000000000..1b8a8c87e60329db1178cf10104069faf592d371
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23892.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet.</h1>
+<h2>5 stars</h2>
+<p>I have two other versions of Kindle tablets and each one gets better. Great screen display allowing for clear and enjoyable viewing. Easy to use. Quick downloading and updating.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23900.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23900.html
new file mode 100644
index 0000000000000000000000000000000000000000..b71a182fb201ea6515e4fa199c85397cb5577a5d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23900.html
@@ -0,0 +1,3 @@
+<h1>Tablet</h1>
+<h2>5 stars</h2>
+<p>This was a birthday gift to my husband. He really likes it and it does what he needs it to do</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/23932.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23932.html
new file mode 100644
index 0000000000000000000000000000000000000000..b4393eda9510a07375710bd1fe3c64b14121f353
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/23932.html
@@ -0,0 +1,3 @@
+<h1>Best e reader out there.</h1>
+<h2>5 stars</h2>
+<p>Kindle voyage is the costliest of the kindle range but its worth it due to light weight and adaptive backlight. Enjoying it so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24217.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24217.html
new file mode 100644
index 0000000000000000000000000000000000000000..bf8146d30b565d90ab015b4762ac1be9a375cb37
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24217.html
@@ -0,0 +1,3 @@
+<h1>Amazon is the best</h1>
+<h2>5 stars</h2>
+<p>This tablet exceeds its reviews. its easy to use and the screen is great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24538.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24538.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24538.html
@@ -0,0 +1,3 @@
+<h1>Great for reading.</h1>
+<h2>4 stars</h2>
+<p>Wanted one that played bejeweled blitz. This one does not.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24546.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24546.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24546.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for browsing</h1>
+<h2>5 stars</h2>
+<p>Does great on browsing and doing research easy to use and love the features especially the private browsing a great price as well</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24554.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24554.html
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index 0000000000000000000000000000000000000000..3c74ae44f8be7b773eb4588cd3c0992c690683c5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24554.html
@@ -0,0 +1,3 @@
+<h1>Grandkids love this</h1>
+<h2>5 stars</h2>
+<p>My grandkids plays with this tablet all the time.lots of videos and games</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24570.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24570.html
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index 0000000000000000000000000000000000000000..3759d45498b0fd76fcdffb16cefd317518d4276a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24570.html
@@ -0,0 +1,3 @@
+<h1>What you would expect</h1>
+<h2>5 stars</h2>
+<p>Although expensive....is exactly what you would expect.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24578.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24578.html
new file mode 100644
index 0000000000000000000000000000000000000000..1da876169c507d930b065b62a2d2edd4f9334238
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24578.html
@@ -0,0 +1,3 @@
+<h1>She is the 2nd one I got</h1>
+<h2>5 stars</h2>
+<p>Love it I bought it for my mother and father she is easy for them to use and they are in there 70s</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24582.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24582.html
new file mode 100644
index 0000000000000000000000000000000000000000..1eb901e1e93b163307b314e5d44c2fda56611531
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24582.html
@@ -0,0 +1,3 @@
+<h1>Great baby Alexa</h1>
+<h2>5 stars</h2>
+<p>Pleased with all the features. Amazon did another fantastic job with bringing great sound inna small package.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24875.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24875.html
new file mode 100644
index 0000000000000000000000000000000000000000..68b95a74fe699985c4c10533299e93497789e9a6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24875.html
@@ -0,0 +1,3 @@
+<h1>Great and lightweight reader</h1>
+<h2>5 stars</h2>
+<p>I love ordering books and reading them with the reader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24891.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24891.html
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index 0000000000000000000000000000000000000000..2618224bd3881ec7e048e433513c6e65554bf032
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24891.html
@@ -0,0 +1,3 @@
+<h1>A real home run</h1>
+<h2>5 stars</h2>
+<p>This is a huge hit as a gift for my 3 year old daughter.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24895.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24895.html
new file mode 100644
index 0000000000000000000000000000000000000000..d36f12dc1d3a35b186e996fae0973071cb985009
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24895.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle Reader</h1>
+<h2>5 stars</h2>
+<p>bright screen which makes reading it day or night easy</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/24899.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24899.html
new file mode 100644
index 0000000000000000000000000000000000000000..632ceb27e38ad44774270a1f83b0e68f2aa42a23
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/24899.html
@@ -0,0 +1,3 @@
+<h1>Very responsive and intuitive.</h1>
+<h2>5 stars</h2>
+<p>This item was very easy to use from the very beginning and was very responsive to my request and commands. I like the fact that you can also add other items to work with it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25180.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25180.html
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index 0000000000000000000000000000000000000000..9884c409cb4e2d985614165a6cf1cac4ea24fe1d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25180.html
@@ -0,0 +1,3 @@
+<h1>Easy play Apps</h1>
+<h2>5 stars</h2>
+<p>Really enjoy this product. Love watching movies and playing games on my Fire HD 8</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25192.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25192.html
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index 0000000000000000000000000000000000000000..b502bf22950b28736432af52cbda7e7665da25be
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25192.html
@@ -0,0 +1,3 @@
+<h1>Great for reading</h1>
+<h2>4 stars</h2>
+<p>Purchased this for reading and the price. Good value for money.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25212.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25212.html
new file mode 100644
index 0000000000000000000000000000000000000000..751438d6b5f225ae591952a2d6a89a9b5c46ed09
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25212.html
@@ -0,0 +1,3 @@
+<h1>Amazon Fire Tablet</h1>
+<h2>5 stars</h2>
+<p>Solid Amazon tablet for those invested in the Amazon ecosystem.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25216.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25216.html
new file mode 100644
index 0000000000000000000000000000000000000000..d3cd1769f0bd1990417ab02b57042394cf96466a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25216.html
@@ -0,0 +1,3 @@
+<h1>kindle</h1>
+<h2>4 stars</h2>
+<p>Hy husband loves his kindle.the back light so he can read anywhere with low eye strain is awsome</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25513.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25513.html
new file mode 100644
index 0000000000000000000000000000000000000000..208c9d98f9930efbb8813dca38e3b521382f5633
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25513.html
@@ -0,0 +1,3 @@
+<h1>Love the larger sized screen</h1>
+<h2>4 stars</h2>
+<p>I love my kindle. I bought the larger screen after owning 2 previous 7 inch screens.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25517.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25517.html
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index 0000000000000000000000000000000000000000..21ee389efbe88e941a489f6efd660f813af166cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25517.html
@@ -0,0 +1,3 @@
+<h1>Great for kids</h1>
+<h2>4 stars</h2>
+<p>This is a great tablet for kids. I love that their time on the tablet can be restricted.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25529.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25529.html
new file mode 100644
index 0000000000000000000000000000000000000000..1a576999f1e1fef55a0255092868e41f70ebd449
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25529.html
@@ -0,0 +1,3 @@
+<h1>Easy for my 3 year old to use</h1>
+<h2>5 stars</h2>
+<p>Need to definitely get a memory card. Not enough memory to hold kids apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25533.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25533.html
new file mode 100644
index 0000000000000000000000000000000000000000..2c9feb598bcc04f785b5dc95b33a43df4c179638
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25533.html
@@ -0,0 +1,3 @@
+<h1>Awesome for my kids</h1>
+<h2>5 stars</h2>
+<p>I bought this for my 4 year old she loves it never outs if down</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25541.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25541.html
new file mode 100644
index 0000000000000000000000000000000000000000..cacacce59bf5a1731c69943745b7589964a7f3e3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25541.html
@@ -0,0 +1,3 @@
+<h1>Best Kindle yet</h1>
+<h2>5 stars</h2>
+<p>This is the best kindle yet. Very sharp text and easy page management.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25834.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25834.html
new file mode 100644
index 0000000000000000000000000000000000000000..c50241b352e386af79637757e02bc90959026e24
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25834.html
@@ -0,0 +1,3 @@
+<h1>Great fire tablet</h1>
+<h2>5 stars</h2>
+<p>Throughly enjoying my fire tablet. Can play games and read books. Am very pleased with it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/25838.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25838.html
new file mode 100644
index 0000000000000000000000000000000000000000..9953001f95edbc77578c6c3f7c135cdf1b0fdd47
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/25838.html
@@ -0,0 +1,3 @@
+<h1>nice beginner tablet</h1>
+<h2>4 stars</h2>
+<p>i like the features it has and it is easy to navigate.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26159.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26159.html
new file mode 100644
index 0000000000000000000000000000000000000000..8f896991ee3f173236349490334f34991e044321
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26159.html
@@ -0,0 +1,3 @@
+<h1>short life</h1>
+<h2>2 stars</h2>
+<p>Not a good product short battery life i can only use for 20 minutes</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26175.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26175.html
new file mode 100644
index 0000000000000000000000000000000000000000..d58c8c0095cd99f436aa5e21cf24556572fb648e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26175.html
@@ -0,0 +1,3 @@
+<h1>Best tablet for kids</h1>
+<h2>5 stars</h2>
+<p>The best tablet for kids the 1 year unlimited apps is my favorite my kids love it..</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26480.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26480.html
new file mode 100644
index 0000000000000000000000000000000000000000..1d981ffd60a1ee736c28248ff832d0a0acec82e0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26480.html
@@ -0,0 +1,3 @@
+<h1>This is great for a second reader</h1>
+<h2>4 stars</h2>
+<p>My grandmother enjoys this tablet ... it use as her reader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26484.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26484.html
new file mode 100644
index 0000000000000000000000000000000000000000..9ec0862bd7bab400c387c51345ee2b6a4a2c126f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26484.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>I bought 3 tablets and my family was not disappointed.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26504.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26504.html
new file mode 100644
index 0000000000000000000000000000000000000000..23d5b87d05894b58c803d153b4be7828b1ef0b8f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26504.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>4 stars</h2>
+<p>The Kindle is very great reader and recommendable for people.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26801.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26801.html
new file mode 100644
index 0000000000000000000000000000000000000000..6c1a6dbb6e988bad3b02c606db1b982c51b67085
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26801.html
@@ -0,0 +1,3 @@
+<h1>Christmas gift</h1>
+<h2>5 stars</h2>
+<p>Got this for my grandmother and she absolutely loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/26837.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26837.html
new file mode 100644
index 0000000000000000000000000000000000000000..2b38405002bb60779bfc4ffb07aff520f6d999b2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/26837.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>4 stars</h2>
+<p>The Tap is a great companion to your every day business. It has become my partner in my daily communications.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2686.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2686.html
new file mode 100644
index 0000000000000000000000000000000000000000..f1f46dca786f7e30f34016349f2a10c87f1fbccc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2686.html
@@ -0,0 +1,3 @@
+<h1>Great for avid reader</h1>
+<h2>5 stars</h2>
+<p>Love my new Kindle Voyage. I have an original Kindle but this one does so much more. Recommend it highly.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2690.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2690.html
new file mode 100644
index 0000000000000000000000000000000000000000..11f69c631f9b96262fa635ea5ddd7014506f16ab
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2690.html
@@ -0,0 +1,3 @@
+<h1>The Tap</h1>
+<h2>5 stars</h2>
+<p>I have the Echo and I just love it... I bought the Tap for my daughter for Christmas so she does not know she has it yet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27118.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27118.html
new file mode 100644
index 0000000000000000000000000000000000000000..e5f3e4bca78bb71f9ee24e678c60e14d896bf07e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27118.html
@@ -0,0 +1,3 @@
+<h1>Great price</h1>
+<h2>4 stars</h2>
+<p>My 8 year old loves this so much to do on it. She enjoys reading on it play games .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27122.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27122.html
new file mode 100644
index 0000000000000000000000000000000000000000..9ac31d35c676b5001a27d295a669a3af108c613f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27122.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>For its price. Amongst the others I felt this was a deal</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27158.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27158.html
new file mode 100644
index 0000000000000000000000000000000000000000..b967c8801e8c8130b8576af8d4943a337d3d048d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27158.html
@@ -0,0 +1,3 @@
+<h1>Enjoy my amazion blue tooth speaker Great sound</h1>
+<h2>4 stars</h2>
+<p>I would recommend this Prouducts it had great full sound full sound with a conpack</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27439.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27439.html
new file mode 100644
index 0000000000000000000000000000000000000000..ad421e055eb8b9635f07e8291d933edebcd4308d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27439.html
@@ -0,0 +1,3 @@
+<h1>great fire</h1>
+<h2>4 stars</h2>
+<p>amazon tablet is great. no google bloatware. everything is amazon. one thing i didnt like was. ads on the lock screen and no way to turn off.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27479.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27479.html
new file mode 100644
index 0000000000000000000000000000000000000000..d1eb79acc854cee83b2110a4277ff880e9ac712f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27479.html
@@ -0,0 +1,3 @@
+<h1>Great addition to the Echo</h1>
+<h2>5 stars</h2>
+<p>We love that it is portable and can move from room to room effortlessly.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27760.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27760.html
new file mode 100644
index 0000000000000000000000000000000000000000..d63ec452c838e05708cd946fdcd1058a52d179e5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27760.html
@@ -0,0 +1,3 @@
+<h1>great product</h1>
+<h2>5 stars</h2>
+<p>i really love this product because it lets me read books and surf the net</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27764.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27764.html
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index 0000000000000000000000000000000000000000..5caf2eaa8f95e4253fc9c38fad966f98382fe6d9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27764.html
@@ -0,0 +1,3 @@
+<h1>Works great</h1>
+<h2>5 stars</h2>
+<p>Love my kindle it does everything I wanted I to do.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/27768.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27768.html
new file mode 100644
index 0000000000000000000000000000000000000000..3312eeed9578a8f8442fa963e7f7e9a9d5f28560
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/27768.html
@@ -0,0 +1,3 @@
+<h1>Broke in 5 mos</h1>
+<h2>1 stars</h2>
+<p>I liked it at first except the browser is kind of clunky. Also you can. It use all android Apps. The worst thing though was mine just stopped working in the middle of watching a movie on a long plane flight. It was fully charged. I have tried recharging and turning on etc. it is just a blank screen and off. Kind of a cool paperweight. Hope I can get my money back. Or get a new one.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28113.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28113.html
new file mode 100644
index 0000000000000000000000000000000000000000..2b82e857206d6722b361119d84594a7c228aa24c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28113.html
@@ -0,0 +1,3 @@
+<h1>If you read a lot this is for you</h1>
+<h2>5 stars</h2>
+<p>The better resolution and slightly smaller size makes a worthwhile investment if you read for hours. The commercials that tell you how much better it is to read on a Kindle Voyage vs a tablet are true. I read for hours at a time on weekly plane trips. If I use a tablet my eyes hurt after just a couple of hours. On a Kindle because of the side lighting I can read for 5 hours and my eyes never hurt .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28125.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28125.html
new file mode 100644
index 0000000000000000000000000000000000000000..877d1c88f1444026c4769421c577298b2c3b8fdc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28125.html
@@ -0,0 +1,3 @@
+<h1>A nice buy</h1>
+<h2>5 stars</h2>
+<p>This has all the benefits of the Echo for a slightly better price. I also love the portability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28398.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28398.html
new file mode 100644
index 0000000000000000000000000000000000000000..b03cb7275a362a5f72fbb51a7c7a3f52c8ddf3ce
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28398.html
@@ -0,0 +1,3 @@
+<h1>wife love it</h1>
+<h2>5 stars</h2>
+<p>got this for wife for christmas she loves thing she can read her kindle book and surf the web like a regular tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28406.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28406.html
new file mode 100644
index 0000000000000000000000000000000000000000..2ce870645c2d19bffdfd28cc6ff4c20f889ea787
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28406.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for the price</h1>
+<h2>5 stars</h2>
+<p>Was a present for my 14 year old grandson. He was very pleased.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28418.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28418.html
new file mode 100644
index 0000000000000000000000000000000000000000..c0443f72f9d1cbbe243967d4c9260824da08cc79
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28418.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>5 stars</h2>
+<p>I definitely recommend this tablet is so perfect for children.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28426.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28426.html
new file mode 100644
index 0000000000000000000000000000000000000000..091a190e5a19273eae2bac106a19ca07b96e1dac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28426.html
@@ -0,0 +1,3 @@
+<h1>E Tablet</h1>
+<h2>5 stars</h2>
+<p>Great educational tool. Not just a toy. Kids love it .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28438.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28438.html
new file mode 100644
index 0000000000000000000000000000000000000000..2d621d007a710bebf8e0e940096b8758a549c3f8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28438.html
@@ -0,0 +1,3 @@
+<h1>Best kindle ever received it earlier than expected</h1>
+<h2>5 stars</h2>
+<p>received earlier than expected and was very happy. Will continue to buy at Best Buy in the future</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28442.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28442.html
new file mode 100644
index 0000000000000000000000000000000000000000..c88466f95d6ad7620bc088d3ca0f7001e715730a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28442.html
@@ -0,0 +1,3 @@
+<h1>Like it very much.</h1>
+<h2>5 stars</h2>
+<p>I live in a small apartment and this fan kept the whole place cool.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28446.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28446.html
new file mode 100644
index 0000000000000000000000000000000000000000..b4a47df6abfac2f9ba616486e538ae00ec744d56
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28446.html
@@ -0,0 +1,3 @@
+<h1>Awesome smart device</h1>
+<h2>5 stars</h2>
+<p>This is a great addition to my expanding smart home. The speaker sounds great and alexa is very responsive.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28727.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28727.html
new file mode 100644
index 0000000000000000000000000000000000000000..e847668107c5b71a99d50ffccfb5afc77c746a42
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28727.html
@@ -0,0 +1,3 @@
+<h1>Great birthday gift</h1>
+<h2>4 stars</h2>
+<p>Bought for my son as a birthday gift and as a way to not wear out his laptop. Works great especially for videos and general online use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28731.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28731.html
new file mode 100644
index 0000000000000000000000000000000000000000..b8d6ed6fcb00342db518b70537e5c436be0da676
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28731.html
@@ -0,0 +1,3 @@
+<h1>Great pad</h1>
+<h2>5 stars</h2>
+<p>Bought it for my husband and he loves it. This is perfect for what he wanted it for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28759.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28759.html
new file mode 100644
index 0000000000000000000000000000000000000000..1e5c35edfeb32d979b478cb04fa31486faafed31
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28759.html
@@ -0,0 +1,3 @@
+<h1>Excellent reader</h1>
+<h2>5 stars</h2>
+<p>The Kindle voyager is absolutely a best product for reading ebooks. The product is easy to read in all types of light. I also like the ability to get word definitions and the expansion or text ability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28763.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28763.html
new file mode 100644
index 0000000000000000000000000000000000000000..5cc014aefc37f302abf457bd3c7664a4faaaefa8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28763.html
@@ -0,0 +1,3 @@
+<h1>Nice to have music anytime you want.</h1>
+<h2>5 stars</h2>
+<p>Lets me choose the type of music I love. Can even go to the beach with me using my sling.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/28767.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28767.html
new file mode 100644
index 0000000000000000000000000000000000000000..9fc0e742dd6f0b964ef9e4e748e3b4ed53e3d15c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/28767.html
@@ -0,0 +1,3 @@
+<h1>Fun gadget</h1>
+<h2>5 stars</h2>
+<p>Fun gadget for adults and kids. Great range for asking questions..</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29381.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29381.html
new file mode 100644
index 0000000000000000000000000000000000000000..cd6d6ff4ba55f56cd08a2f776b510848e4613e46
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29381.html
@@ -0,0 +1,3 @@
+<h1>I like it</h1>
+<h2>5 stars</h2>
+<p>I got it for my son. Its user friendly and durable.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29401.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29401.html
new file mode 100644
index 0000000000000000000000000000000000000000..451d6016f91da3cd93540bb260dd5d21e6e62ec1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29401.html
@@ -0,0 +1,3 @@
+<h1>Great purchase</h1>
+<h2>3 stars</h2>
+<p>My son truly loves his Kindle. He uses it everyday.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29409.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29409.html
new file mode 100644
index 0000000000000000000000000000000000000000..eeb54ddde197a38b3e3d9810f9bcaa38e0bb6067
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29409.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>This is a great product I would highly recommend getting it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29694.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29694.html
new file mode 100644
index 0000000000000000000000000000000000000000..8973f9cce82c728f65d8888c3cd0b46d0b3759dd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29694.html
@@ -0,0 +1,3 @@
+<h1>Better than expected</h1>
+<h2>4 stars</h2>
+<p>Great little device that does almost everything a Tablet does. I use it as my computer when I travel as well as a reader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29726.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29726.html
new file mode 100644
index 0000000000000000000000000000000000000000..a980ecfcca327e0f2ef78eebc3c3380457c0c70d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29726.html
@@ -0,0 +1,3 @@
+<h1>As expected</h1>
+<h2>5 stars</h2>
+<p>As expected. i would suggest to get a cover. The dictionary is very easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29730.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29730.html
new file mode 100644
index 0000000000000000000000000000000000000000..f54afbae628b82adffe838af1638e1037538cc96
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29730.html
@@ -0,0 +1,3 @@
+<h1>Happy</h1>
+<h2>5 stars</h2>
+<p>Serves my needs as required. Sound is good. Ability to move device where required is ideal</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/29734.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29734.html
new file mode 100644
index 0000000000000000000000000000000000000000..71d2f7424a071128f624dbd8a46bd97a28e0a629
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/29734.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>5 stars</h2>
+<p>Amazon Tap is exactly what I expected it would be. The sound quality is good with the Alexa features. I love that you can charge it on the base or with micro USB cord. I would recommend it to anyone that is interested in Amazon Echo and would like the portability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2987.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2987.html
new file mode 100644
index 0000000000000000000000000000000000000000..7f7b7c8dd3aa80e9594169717820685b246ab4cc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2987.html
@@ -0,0 +1,3 @@
+<h1>Decent Tablet for Teen Basic Games</h1>
+<h2>4 stars</h2>
+<p>This 8 inch Fire is definitely better than the cheaper 7 inch. It works fine enough for teens to play games and watch movies.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/2995.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2995.html
new file mode 100644
index 0000000000000000000000000000000000000000..9229195df2267bb012c1551309591dbddeab2176
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/2995.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for kids.</h1>
+<h2>5 stars</h2>
+<p>My kid loves it and is easy to use.Plus the case is worth it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30015.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30015.html
new file mode 100644
index 0000000000000000000000000000000000000000..6e63aad1c3afc585b73aa04ce3ade6946ef939d5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30015.html
@@ -0,0 +1,3 @@
+<h1>nice for a grandparent</h1>
+<h2>4 stars</h2>
+<p>this is the perfect size for an older person who uses it minimally.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30023.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30023.html
new file mode 100644
index 0000000000000000000000000000000000000000..59c04b831fe4a5990edba9acb4f95596e75a5ecb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30023.html
@@ -0,0 +1,3 @@
+<h1>I love it</h1>
+<h2>5 stars</h2>
+<p>Sharp picture and easy to use. And a fantastic price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3015.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3015.html
new file mode 100644
index 0000000000000000000000000000000000000000..873a55e188fea06cd57b3f33bcabecd09f946e72
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3015.html
@@ -0,0 +1,3 @@
+<h1>Great sound</h1>
+<h2>5 stars</h2>
+<p>This speaker has great sound and is very easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30332.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30332.html
new file mode 100644
index 0000000000000000000000000000000000000000..43ac7fb84d1c91a706db9961fac2a746d6ca6309
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30332.html
@@ -0,0 +1,3 @@
+<h1>Works well</h1>
+<h2>4 stars</h2>
+<p>Works well. Probably best android tablet you can get for the money.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30340.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30340.html
new file mode 100644
index 0000000000000000000000000000000000000000..397e4f3409a98f0d22ecee6e3cb39e77db99d010
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30340.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>I really love the new shape and size of the kindle HD. My daughter uses it and can control it great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30344.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30344.html
new file mode 100644
index 0000000000000000000000000000000000000000..42acd1e3e7b864c3f7f5094a067380938ccdff90
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30344.html
@@ -0,0 +1,3 @@
+<h1>Works great for my 6 yr old</h1>
+<h2>4 stars</h2>
+<p>So far so good with the kindle fire hd. still need to play with it to see how to maximize our use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30372.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30372.html
new file mode 100644
index 0000000000000000000000000000000000000000..9a04764f0c344b4cbee5c5c434e4a171468eda95
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30372.html
@@ -0,0 +1,3 @@
+<h1>Perfect speaker for house</h1>
+<h2>5 stars</h2>
+<p>Great speaker for around the house listening to music and asking questions</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30376.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30376.html
new file mode 100644
index 0000000000000000000000000000000000000000..dcfd5a5dd8c6ebc3639fd057e03984aa91ce6c78
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30376.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>I Luke it a lot and good to for it for and good to</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30673.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30673.html
new file mode 100644
index 0000000000000000000000000000000000000000..8d2613097123c12b39c2ecd92a7c7dc1322f0814
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30673.html
@@ -0,0 +1,3 @@
+<h1>Good for grandson</h1>
+<h2>4 stars</h2>
+<p>He loves to play games and watch videos and take pics</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/30978.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30978.html
new file mode 100644
index 0000000000000000000000000000000000000000..575e5a6d5fea03374adfb2db3eec6267a567ccfd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/30978.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>Love it I sent one down to my family in Mexico they loved it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31006.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31006.html
new file mode 100644
index 0000000000000000000000000000000000000000..b93899e87e923635851eabe51ba44fd34f7c2dff
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31006.html
@@ -0,0 +1,3 @@
+<h1>Amazon Fire</h1>
+<h2>5 stars</h2>
+<p>Good deal from Black Friday sales and will make a very good Christmas gift. Kids edition excellent with the rubber bumper case which provides pretty good protection.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31307.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31307.html
new file mode 100644
index 0000000000000000000000000000000000000000..631d93d35c52d200f26c4c1db305a1e5f881c60c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31307.html
@@ -0,0 +1,3 @@
+<h1>Great little online browser for the price</h1>
+<h2>5 stars</h2>
+<p>I bought these as a starter online browser. It is a very portable pad . Great price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31315.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31315.html
new file mode 100644
index 0000000000000000000000000000000000000000..ba4254fa9a4819ee9fdf11f03741d0c4af1286f1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31315.html
@@ -0,0 +1,3 @@
+<h1>Good stuff</h1>
+<h2>5 stars</h2>
+<p>My daughter loves it and so does my son and wife too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31327.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31327.html
new file mode 100644
index 0000000000000000000000000000000000000000..f815627eb928df5d8953a36686506089e01e2fb6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31327.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>My 4 year old loves it. I love that she can use it unsupervised without worry. She has been learning her alphabet and this has been a great tool.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31624.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31624.html
new file mode 100644
index 0000000000000000000000000000000000000000..76fc26ea737d58c6a9950a2c304f0c78fee2ef53
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31624.html
@@ -0,0 +1,3 @@
+<h1>Perfect tablet</h1>
+<h2>5 stars</h2>
+<p>Was bought for a Christmas gift. My 11 year old son loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31648.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31648.html
new file mode 100644
index 0000000000000000000000000000000000000000..ab1b88507ab6b7c7e6ec18c82f77687fa80529ea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31648.html
@@ -0,0 +1,3 @@
+<h1>Awesome Tablet for Kids</h1>
+<h2>5 stars</h2>
+<p>This an awesome tablet for kids. My Grandson never wants to put it down. The case is great protection from drops.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31656.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31656.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31656.html
@@ -0,0 +1,3 @@
+<h1>Excellent ereader</h1>
+<h2>5 stars</h2>
+<p>Reading on the voyage is such a pleasure. Its so much more convenient than carrying around an actual book. I love that I can read in bed without disturbing my partner. The backlight makes reading a pleasure whether in the dark or outside in the sun. Truly well worth the price if you are a serious reader. I love having several books available so I never run out of reading material while at the doctors or on a plane......</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31941.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31941.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31941.html
@@ -0,0 +1,3 @@
+<h1>Great. Simple easy to use</h1>
+<h2>5 stars</h2>
+<p>Very easy to use and small enough to travel with. I slide it right into my bag.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31965.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31965.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31965.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>For the price this is a great investment. With amazon prime it becomes loads of fun</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/31981.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31981.html
new file mode 100644
index 0000000000000000000000000000000000000000..7638c9e230c97e8b6cece77b80433266586ccc11
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/31981.html
@@ -0,0 +1,3 @@
+<h1>Solid Bluetooth Speaker</h1>
+<h2>4 stars</h2>
+<p>I have really enjoyed my Tap. Alexa responds well and I love the charging dock on my desk. The only downside is the app used for setup is not very good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32278.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32278.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32278.html
@@ -0,0 +1,3 @@
+<h1>Great quality tablet</h1>
+<h2>5 stars</h2>
+<p>Great video quality lots of fun apps fun for the whole family</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32282.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32282.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32282.html
@@ -0,0 +1,3 @@
+<h1>Good for nights out</h1>
+<h2>3 stars</h2>
+<p>Good tablet to take for my child to play on when out to dinner. Keeps him busy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32290.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32290.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32290.html
@@ -0,0 +1,3 @@
+<h1>Bought for my grandson</h1>
+<h2>4 stars</h2>
+<p>Love the idea of it. Not as easy to put the DVD movies on it .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32310.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32310.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32310.html
@@ -0,0 +1,3 @@
+<h1>Nice one</h1>
+<h2>5 stars</h2>
+<p>Good one and working without any issues. Slim and portable</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32603.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32603.html
new file mode 100644
index 0000000000000000000000000000000000000000..4a35457112e1e4f198f33c22e206b9ab1be95d0b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32603.html
@@ -0,0 +1,3 @@
+<h1>Good Product</h1>
+<h2>4 stars</h2>
+<p>A great watch. I bought it for the heart rate feature and it is pretty accurate.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32623.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32623.html
new file mode 100644
index 0000000000000000000000000000000000000000..13fb44ae1b494376d9c367c576d22020b3e0378d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32623.html
@@ -0,0 +1,3 @@
+<h1>amazing product</h1>
+<h2>5 stars</h2>
+<p>love this device it is amazing. the screen is bright and easy to read</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32904.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32904.html
new file mode 100644
index 0000000000000000000000000000000000000000..6e48c99eaedb52e1b6aad0872ada826b945f0230
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32904.html
@@ -0,0 +1,3 @@
+<h1>It was good</h1>
+<h2>5 stars</h2>
+<p>The device is a good item and I really recommend to everyone</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/32908.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32908.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/32908.html
@@ -0,0 +1,3 @@
+<h1>Good product</h1>
+<h2>5 stars</h2>
+<p>Good product with best price available in the market place</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3292.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3292.html
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index 0000000000000000000000000000000000000000..50ce7156342fbdd8a695d1ecbc4f2111f28886e2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3292.html
@@ -0,0 +1,3 @@
+<h1>Love the apps.</h1>
+<h2>5 stars</h2>
+<p>Easy tablet to use. Great camera.Touch screen. Very clear screen.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3300.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3300.html
new file mode 100644
index 0000000000000000000000000000000000000000..703aee64bfe3d8ec9db73772333125a06a06470d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3300.html
@@ -0,0 +1,3 @@
+<h1>Kindle to Fire</h1>
+<h2>5 stars</h2>
+<p>I have a kindle and wanted more options. I love the bigger screen. I find it easy to read. It can have some reflection under lights but not much.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/33241.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33241.html
new file mode 100644
index 0000000000000000000000000000000000000000..d489e5c99ececb9e54d3a028a1b406168f284600
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33241.html
@@ -0,0 +1,3 @@
+<h1>A cheap tablet</h1>
+<h2>3 stars</h2>
+<p>I was hoping to use Google launcher with this tablet but it is really locked down and you cannot change the launcher or the lock screen. Still cheap and fine for watching movies.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/33257.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33257.html
new file mode 100644
index 0000000000000000000000000000000000000000..b2fc4fd1f52a05a22b0eff3422224c89a01c5046
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33257.html
@@ -0,0 +1,3 @@
+<h1>Baby loved it</h1>
+<h2>5 stars</h2>
+<p>My son loves his tablet. It is very easy to use. Very stutdy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3328.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3328.html
new file mode 100644
index 0000000000000000000000000000000000000000..8247cd7c1682a9c0c65c3f3ef9e737bd1fdf05bd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3328.html
@@ -0,0 +1,3 @@
+<h1>Love It</h1>
+<h2>4 stars</h2>
+<p>Great ereader. Light and easy to use. Only issue is a bit pricey.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3336.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3336.html
new file mode 100644
index 0000000000000000000000000000000000000000..e04c558c8866301033510647ca122913da0337a1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3336.html
@@ -0,0 +1,3 @@
+<h1>It awesome</h1>
+<h2>5 stars</h2>
+<p>I the awesome I use it at work at lot its loud enough to enjoy any where</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/33570.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33570.html
new file mode 100644
index 0000000000000000000000000000000000000000..5fa0d1ae323514cb731405ea94b388f06ea184cc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33570.html
@@ -0,0 +1,3 @@
+<h1>Good for 4 year old</h1>
+<h2>3 stars</h2>
+<p>This device is a good if you are looking for a starter tablet for a young individual.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/33879.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33879.html
new file mode 100644
index 0000000000000000000000000000000000000000..36eceec91fc8dcf0dfe7c0fd5613d757e20c1017
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33879.html
@@ -0,0 +1,3 @@
+<h1>Very nice tablet for the money</h1>
+<h2>5 stars</h2>
+<p>This tablet is very good especially considering the price. also has memory slot to increase storage.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/33883.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33883.html
new file mode 100644
index 0000000000000000000000000000000000000000..c7c099f55b90482dc762e1aaf80c3974e6dd4092
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/33883.html
@@ -0,0 +1,3 @@
+<h1>Very pleased with tablet</h1>
+<h2>5 stars</h2>
+<p>Was looking for a tablet to run my remote music server with from my easy chair. My first tablet I bought at about the same price ran through the battery in an hour. Amazon product is much better for battery life and image quality is very nice.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34196.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34196.html
new file mode 100644
index 0000000000000000000000000000000000000000..f65e3420bc79ae15dd085b2c22ae6741a11eb181
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34196.html
@@ -0,0 +1,3 @@
+<h1>Love this tablet</h1>
+<h2>5 stars</h2>
+<p>I always wanted a tablet and finally decided on the amazon fire 8. It is awesome and I love it.I downloaded some games and I am enjoying them. It is great for internet too. Definitely worth the price. You get a lot for the money. It had lots more options too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34204.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34204.html
new file mode 100644
index 0000000000000000000000000000000000000000..da6ef943145583e3f4ae5b267697ff028e0d9110
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34204.html
@@ -0,0 +1,3 @@
+<h1>Best value for a tablet</h1>
+<h2>4 stars</h2>
+<p>Love the tablet mainly use for games and internet. Grrat product foe the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34228.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34228.html
new file mode 100644
index 0000000000000000000000000000000000000000..9fd3ece8080fe5ea7a7ea4278b83c1b2e8473984
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34228.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Do most of my reading on one of my Kindles. Reading in sun light to no light is great. Easier to take anywhere size wise compared to a paperback. Really great for traveling. Download several books so I have a variety to read from. Long charge life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34232.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34232.html
new file mode 100644
index 0000000000000000000000000000000000000000..47c2b71cbb943c7646baf53c0772b30c8daaf11d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34232.html
@@ -0,0 +1,3 @@
+<h1>Best e reader anyone can get</h1>
+<h2>5 stars</h2>
+<p>This is my first e reader. I did ttry my friends papperwhite but voyage is the best of the e reader world. The screen is awesome. I read a lot at night before I sleep and I use to read in my mobile which after sometime feels like my eyes are burning. But with voyage I can read as much time I want. No strain no burning sensation in my eyes. Compared to the papperwhite the screen looks better. Feels like I am actually reading a paper book.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34517.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34517.html
new file mode 100644
index 0000000000000000000000000000000000000000..eab442d17640a25b04349cad0eeef65ea40f19db
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34517.html
@@ -0,0 +1,3 @@
+<h1>Great for my grandsons</h1>
+<h2>5 stars</h2>
+<p>Best B It is helping them to learn to read and follow directions .Best Buy had the products and provided great customer service. Grandsons are enjoying product use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34521.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34521.html
new file mode 100644
index 0000000000000000000000000000000000000000..03b13ec2b90bcd324a1ec41aaf18a8c17bbf4fea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34521.html
@@ -0,0 +1,3 @@
+<h1>Good value</h1>
+<h2>5 stars</h2>
+<p>Bought this for my niece for Christmas. She mostly uses as ereader and checking email.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34553.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34553.html
new file mode 100644
index 0000000000000000000000000000000000000000..84b1282f3bac3e92ad063ab977f5d6c3e9458548
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34553.html
@@ -0,0 +1,3 @@
+<h1>Encourages reading</h1>
+<h2>5 stars</h2>
+<p>It makes reading at night much easier. Easy access to books that are of interest.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34838.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34838.html
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index 0000000000000000000000000000000000000000..4a364bbf98c1950e09618a7c1472a41c6a95729b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34838.html
@@ -0,0 +1,3 @@
+<h1>Works good with Alexia.</h1>
+<h2>4 stars</h2>
+<p>Good product bought it as a Christmas gift. I will be purchasing another one soon.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34850.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34850.html
new file mode 100644
index 0000000000000000000000000000000000000000..5ef66b55df24e2d18bb5b2129f6b200c4aab0fa5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34850.html
@@ -0,0 +1,3 @@
+<h1>Excellent fire tab</h1>
+<h2>4 stars</h2>
+<p>I really didnt expect how its going to work.but its very good.gifted to my friend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/34874.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34874.html
new file mode 100644
index 0000000000000000000000000000000000000000..0b6ea42847b555ce5b24e9f4adc429ba74ac7df8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/34874.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Awesome thank goodness for the next week and we will have a good day</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35159.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35159.html
new file mode 100644
index 0000000000000000000000000000000000000000..4e133b0df2513487301eea96fd32d2b872998a29
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35159.html
@@ -0,0 +1,3 @@
+<h1>Got this for my son for Christmas. He loves it.</h1>
+<h2>5 stars</h2>
+<p>My son loves his kindle fire. He uses it every day.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35179.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35179.html
new file mode 100644
index 0000000000000000000000000000000000000000..221b6b5f5e04fa0f20130f9f989987e6f56f2520
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35179.html
@@ -0,0 +1,3 @@
+<h1>Good for kids.</h1>
+<h2>5 stars</h2>
+<p>My son loves it. Light weight. Good price for a great product. I would purchase another one.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35195.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35195.html
new file mode 100644
index 0000000000000000000000000000000000000000..3a13bb840b052aba6a02b29520faa13f1b8e9a76
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35195.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle</h1>
+<h2>4 stars</h2>
+<p>Very happy with this kindle. I purchased this kindle over the paperwhite due to the physical buttons.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35203.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35203.html
new file mode 100644
index 0000000000000000000000000000000000000000..371b26476f7d5475c9f8ec9e0d8af46fe82af70f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35203.html
@@ -0,0 +1,3 @@
+<h1>Great Price on the Tap</h1>
+<h2>5 stars</h2>
+<p>Want to try one and Best Buy put up the best price. Th tap is good for usage on the wifi network. Use it to play music outside around the house.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35480.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35480.html
new file mode 100644
index 0000000000000000000000000000000000000000..4f2dc1f6bf125a45d8c4b553f1f0834f49f6e276
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35480.html
@@ -0,0 +1,3 @@
+<h1>Great small tablet</h1>
+<h2>4 stars</h2>
+<p>Easy setup. Confusing screens but practical and inexpensive.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35496.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35496.html
new file mode 100644
index 0000000000000000000000000000000000000000..b30a9703482c118bb93ddc2e63e2e3e386c71de2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35496.html
@@ -0,0 +1,3 @@
+<h1>Great Price for the reader</h1>
+<h2>5 stars</h2>
+<p>Easy setup and connect to WIFI. Great viewing area. Easy to read in bright places.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35500.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35500.html
new file mode 100644
index 0000000000000000000000000000000000000000..8e5b14515117deb5be0f60edaac38e437e36beca
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35500.html
@@ -0,0 +1,3 @@
+<h1>Good parental controls</h1>
+<h2>4 stars</h2>
+<p>My 9 year old loves it. Good control options. Just need to figure out how to get the Web browser on her side.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35512.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35512.html
new file mode 100644
index 0000000000000000000000000000000000000000..751438d6b5f225ae591952a2d6a89a9b5c46ed09
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35512.html
@@ -0,0 +1,3 @@
+<h1>Amazon Fire Tablet</h1>
+<h2>5 stars</h2>
+<p>Solid Amazon tablet for those invested in the Amazon ecosystem.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35801.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35801.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35801.html
@@ -0,0 +1,3 @@
+<h1>Great for travel.</h1>
+<h2>4 stars</h2>
+<p>This is so much easier to travel with than the lap top.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35809.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35809.html
new file mode 100644
index 0000000000000000000000000000000000000000..2500f4e92c6fa2ec9840007e910682b00a81e43f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35809.html
@@ -0,0 +1,3 @@
+<h1>Amazon</h1>
+<h2>3 stars</h2>
+<p>Tablet stopped working after owning for two weeks. Came back on after an hour.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35813.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35813.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35813.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>I purchased two of these on Black Friday. What a great purchase. These are very inexpensive and have the ability to do so many things for the kids. I later bought tough cases to keep any damage minimal.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/35829.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35829.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/35829.html
@@ -0,0 +1,3 @@
+<h1>Easy for kids</h1>
+<h2>5 stars</h2>
+<p>granddaughter loves it and easy and durable. loves the pink case.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36138.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36138.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36138.html
@@ -0,0 +1,3 @@
+<h1>worth having the product to kids</h1>
+<h2>4 stars</h2>
+<p>this product is really awesome for kids to play in all sorts.We can use a strong case and let kids play in it .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36150.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36150.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36150.html
@@ -0,0 +1,3 @@
+<h1>Easy to use.</h1>
+<h2>5 stars</h2>
+<p>Great product. As advertised. Very easy to set up profiles with daily goals and limits. Great purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36158.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36158.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36158.html
@@ -0,0 +1,3 @@
+<h1>so much easier to read</h1>
+<h2>5 stars</h2>
+<p>I enjoy my kindle and would recommend to anyone. There is a good choice of books and reading material also.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36166.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36166.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36166.html
@@ -0,0 +1,3 @@
+<h1>Not impressed</h1>
+<h2>2 stars</h2>
+<p>Just really thought it would have been more useful without having to have to make additional purchases for music I like.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3621.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3621.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3621.html
@@ -0,0 +1,3 @@
+<h1>Kindle fire rocks</h1>
+<h2>5 stars</h2>
+<p>Loved my first kindle so the upgrade to the new one was practically seamless.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3629.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3629.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3629.html
@@ -0,0 +1,3 @@
+<h1>Tablet</h1>
+<h2>5 stars</h2>
+<p>My wife absolutely loves this tablet. It wad an early Christmas present</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3641.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3641.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3641.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>4 stars</h2>
+<p>Simple to use and setup for a 2 years old toddler.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36459.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36459.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36459.html
@@ -0,0 +1,3 @@
+<h1>Excellent Tablet</h1>
+<h2>5 stars</h2>
+<p>The Fire is an excellent table for many basic tasks.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36467.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36467.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36467.html
@@ -0,0 +1,3 @@
+<h1>Good child tablet</h1>
+<h2>4 stars</h2>
+<p>Excellent quality and durability for a young child</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3661.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3661.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3661.html
@@ -0,0 +1,3 @@
+<h1>excellent product</h1>
+<h2>5 stars</h2>
+<p>The sound in this is on par with other high end portable speakers. That however is really just the tip of the iceberg. If you have amazon prime you can access all your music just by asking. Also this works if you have Phillips hue so you can turn the lights off and on with your voice.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36768.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36768.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36768.html
@@ -0,0 +1,3 @@
+<h1>Excellent value</h1>
+<h2>5 stars</h2>
+<p>For the price you get alot of valueGreat for watching movies amazon shopping youtube</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36776.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36776.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36776.html
@@ -0,0 +1,3 @@
+<h1>nice improvments</h1>
+<h2>5 stars</h2>
+<p>the new sound and the faster speed plus other improvments are great</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36780.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36780.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36780.html
@@ -0,0 +1,3 @@
+<h1>Fun tablet for anyone</h1>
+<h2>5 stars</h2>
+<p>This tablet is perfect for just about anything you could want to do on a tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36804.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36804.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36804.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>5 stars</h2>
+<p>I wanted a reader that was easy to use indoor or outside. I am very pleased and so glad I purchased this product. Ordering books is also very easy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/36812.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36812.html
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index 0000000000000000000000000000000000000000..f91127f2550ab04ebecb57f8a61cf626b4b3471c
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/36812.html
@@ -0,0 +1,3 @@
+<h1>Great product with good bass for the price.</h1>
+<h2>5 stars</h2>
+<p>Love the fact that it has a rechargeable battery and can be moved with no issues for listening in other rooms. Has a decent amount of Bass for the size.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37125.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37125.html
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index 0000000000000000000000000000000000000000..c17550e95d93d471bac32dc4a33400df29e707bb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37125.html
@@ -0,0 +1,3 @@
+<h1>Like having the back light</h1>
+<h2>5 stars</h2>
+<p>Great product love the auto adjusting black lightLove the weight of the kindle light enough I can hold it with one hand an turn the pages</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37133.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37133.html
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index 0000000000000000000000000000000000000000..158677c24198b00cee3122bf94c6c58e227fdca7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37133.html
@@ -0,0 +1,3 @@
+<h1>I love being able ask questions of Alexa</h1>
+<h2>5 stars</h2>
+<p>This is a nice item..I can set reminders get news and weather..all by the tap of a button</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37137.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37137.html
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index 0000000000000000000000000000000000000000..e50e0dde04586dc26c26f36caafac32b57ff9b57
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37137.html
@@ -0,0 +1,3 @@
+<h1>amazon tap</h1>
+<h2>5 stars</h2>
+<p>purchased this as a christmas gift for our son in law. he loved it and works well. great sound and loves the portability of the unit.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37426.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37426.html
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index 0000000000000000000000000000000000000000..6b1144f7860d447ebebd641fbe0f10d2b07527c7
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37426.html
@@ -0,0 +1,3 @@
+<h1>Nice tablet</h1>
+<h2>5 stars</h2>
+<p>Awesome good size large enough for games and photos</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37446.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37446.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37446.html
@@ -0,0 +1,3 @@
+<h1>Nice product</h1>
+<h2>4 stars</h2>
+<p>Very nice and easy to use and the kindle is great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37450.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37450.html
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index 0000000000000000000000000000000000000000..9429657cff620bad8aae1979cea3f9b5db02d5a2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37450.html
@@ -0,0 +1,3 @@
+<h1>Easy</h1>
+<h2>5 stars</h2>
+<p>The voyage is so much easier on the eyes. The size is great and easy to carry in a briefcase for travel purposes.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37454.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37454.html
new file mode 100644
index 0000000000000000000000000000000000000000..b93fc1f05751f6fb662ed6c1ffec16f3e2b428db
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37454.html
@@ -0,0 +1,3 @@
+<h1>lovely speaker with many extras</h1>
+<h2>5 stars</h2>
+<p>This is a great piece of hardware...I love it. really good all around..</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37735.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37735.html
new file mode 100644
index 0000000000000000000000000000000000000000..747388c4aacc5f18871c0e2e6641e31e52a9eb40
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37735.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>5 stars</h2>
+<p>Super fast. Lots of storage. Great tablet for anyone.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/37767.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37767.html
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index 0000000000000000000000000000000000000000..46393548f378096b71dd5e255359a196b53d09be
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/37767.html
@@ -0,0 +1,3 @@
+<h1>Very good.</h1>
+<h2>5 stars</h2>
+<p>This was a move up from the Paper White reader. I like the option of touch screen or using the pressure switches on on the side which you can adjust to your pressure that you prefer. Sharp fonts refresh is fast and clean.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38056.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38056.html
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index 0000000000000000000000000000000000000000..695f482ecbe6d121b1a766d19d4b869244411852
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38056.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>I really enjoy my amazon. It is getting easyer to use and I am finding new apps every day.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38060.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38060.html
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index 0000000000000000000000000000000000000000..539a393b620752fe65dafc1b435b2d267f8a929b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38060.html
@@ -0,0 +1,3 @@
+<h1>Perfect for what I wanted it for.</h1>
+<h2>5 stars</h2>
+<p>It is easy to use. It was cheap. Have not found anything about it that I do not like.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38064.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38064.html
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index 0000000000000000000000000000000000000000..92b3887c65343ed0dd61c11baad83dd80b3b6789
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38064.html
@@ -0,0 +1,3 @@
+<h1>love my new Kindle</h1>
+<h2>5 stars</h2>
+<p>the performance is so much faster than my old one and the graphics are much better too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38104.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38104.html
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index 0000000000000000000000000000000000000000..e74a3602c5f364405b98a22860a504f1d36dc5af
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38104.html
@@ -0,0 +1,3 @@
+<h1>Fast Charger</h1>
+<h2>5 stars</h2>
+<p>Bought this charger for the Kindle voyage and its great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38421.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38421.html
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index 0000000000000000000000000000000000000000..f713733c58b5e197589527a07e760a69a3e00330
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38421.html
@@ -0,0 +1,3 @@
+<h1>Great speaker</h1>
+<h2>4 stars</h2>
+<p>Bought this gift for my wife and she loves it. Works as expected.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38710.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38710.html
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index 0000000000000000000000000000000000000000..7047125235b9e60b947e4ae1bd7939e21244d426
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38710.html
@@ -0,0 +1,3 @@
+<h1>Very versatile.</h1>
+<h2>5 stars</h2>
+<p>This is my 2nd Fire tablet. I will alwyas need one. Just wish they lasted longer than 4 years.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38726.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38726.html
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index 0000000000000000000000000000000000000000..1e867f4bec5b1a6cec6d315e7d983dd39aaae33d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38726.html
@@ -0,0 +1,3 @@
+<h1>Durable tablet for 3 year okd</h1>
+<h2>4 stars</h2>
+<p>Good tablet durable lots of apps just right for 3 year old</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/38730.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38730.html
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index 0000000000000000000000000000000000000000..bc229dcf265881dd5af788c090e4b5001db045ec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/38730.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>This is great for kids. My niece loves her new fire kids edition.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39027.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39027.html
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index 0000000000000000000000000000000000000000..570f398bcea51b10d71331e7aaba4395cd53359e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39027.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Great all around tablet. Color and resolution is very nice. Best price for a nice product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39035.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39035.html
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index 0000000000000000000000000000000000000000..1a963cb6a52f301f8c070888926737a59afb64af
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39035.html
@@ -0,0 +1,3 @@
+<h1>Great product.</h1>
+<h2>5 stars</h2>
+<p>Had a smaller version. Love the bigger screen. Use this product more than a computer.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39055.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39055.html
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index 0000000000000000000000000000000000000000..2cdd465eaf3183a19242f972519b2121cc93f517
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39055.html
@@ -0,0 +1,3 @@
+<h1>Simple</h1>
+<h2>5 stars</h2>
+<p>Very easy and portable I take it everywhere with me</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39348.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39348.html
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index 0000000000000000000000000000000000000000..c8fc7a19867374b559317796174a56fc85c3e994
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39348.html
@@ -0,0 +1,3 @@
+<h1>Works great</h1>
+<h2>5 stars</h2>
+<p>Nicer than my old fire. Better screen area to view</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39356.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39356.html
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@@ -0,0 +1,3 @@
+<h1>Budget priced and Easy to use</h1>
+<h2>5 stars</h2>
+<p>This inexpensive tablet does everything I want it to do. I can read my books and magazines and keeps tabs on my kids and grandkids on Facebook. Very easy to use and crystal clear pictures and video.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39372.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39372.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39372.html
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+<h1>Best tablet</h1>
+<h2>5 stars</h2>
+<p>My daughter loved it . Best gift for the price it comes with way more then I could have expected</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39384.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39384.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39384.html
@@ -0,0 +1,3 @@
+<h1>Tap</h1>
+<h2>5 stars</h2>
+<p>Great for travel. It is very loud for its size. Over all I love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39388.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39388.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39388.html
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+<h1>Great extension of Echo</h1>
+<h2>4 stars</h2>
+<p>This worked well as an extension of the Amazon Echo to cover our basement living area.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3946.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3946.html
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@@ -0,0 +1,3 @@
+<h1>Great to travel with</h1>
+<h2>4 stars</h2>
+<p>Wanted to travel without my laptop. Found the Fire to be perfect. Used it mainly for checking email and keeping up with Facebook posts of friends. Found the size of screen to be easy to read. Typing a tad uncomfortable until one has some experience using it. Have yet to use as an ereader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/395.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/395.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/395.html
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+<h1>Poor quality tablet</h1>
+<h2>1 stars</h2>
+<p>I brought this tablet during the Black Friday sale fast forward to Christmas when my 6 year opens it he was happy I set it up for him two days later it crashed never came back on. Blank screen. He was disappointed and so was I .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3958.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3958.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3958.html
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+<h1>Good basic tablet</h1>
+<h2>4 stars</h2>
+<p>Pretty decent tablet. Good for mindless games and Netflix. You get what you pay for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3962.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3962.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3962.html
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+<h1>excellent</h1>
+<h2>5 stars</h2>
+<p>Does everything we wanted. Great value for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/3966.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/3966.html
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+<h1>Best gift</h1>
+<h2>5 stars</h2>
+<p>My husband loves this. He is happy that he can read anything he chooses from his library and that he also has WiFi access to get to his email and the internet whenever he wants.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39705.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39705.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39705.html
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+<h1>Works great.</h1>
+<h2>5 stars</h2>
+<p>Alexa on the go. Works as Bluetooth speaker with your comparable phone.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39709.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39709.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39709.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>The product it amazing love that it turns in lights on and plays my favorite music.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39986.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39986.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39986.html
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+<h1>give for my granddaughter and she seems happy</h1>
+<h2>4 stars</h2>
+<p>It was a gift for my granddaughter and she seems very happy with it so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/39994.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/39994.html
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@@ -0,0 +1,3 @@
+<h1>Love it.</h1>
+<h2>4 stars</h2>
+<p>New Kindle replaced my old Kindle that had a lot of books. To my surprise the book transfer worked well. Seems to work surfing the net. Music sound is only okay.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40319.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40319.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40319.html
@@ -0,0 +1,3 @@
+<h1>Great pics</h1>
+<h2>5 stars</h2>
+<p>I am loving my fire tablet and I am using it everyday at home and at work on break</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40343.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40343.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40343.html
@@ -0,0 +1,3 @@
+<h1>My first Kindle</h1>
+<h2>5 stars</h2>
+<p>So user friendly that I had it for over a month before I read the owners guide to learn all the other features. Makes reading a book effortless. A must have for the avid book reader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40347.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40347.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40347.html
@@ -0,0 +1,3 @@
+<h1>Comfortable reader</h1>
+<h2>4 stars</h2>
+<p>This Kindle is really light weight and has an excellent screen that dims or brightens automatically. Very comfortable to hold and read. I like that it has page advance buttons on both sides including the touch screen finger swipe to advance.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40355.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40355.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40355.html
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+<h1>Disappointed with Coverage</h1>
+<h2>1 stars</h2>
+<p>We were so excited to get the tap since it was a larger speaker than the dot and unlike the echo has a battery charger with it to make it portable. We already have an echo which works perfectly in our home. When listening to online radio on the tap it cut in and out constantly. We returned it and exchanged gor the dot.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40632.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40632.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40632.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Everything I expected with none of the drawbacks I have found in other tablets</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40644.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40644.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40644.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I got this tablet on sale for my wife and she loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40664.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40664.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40664.html
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+<h1>Unparalleled reading experience</h1>
+<h2>5 stars</h2>
+<p>This is the reading machine I will recommended for everyone. The sharp font and responsiveness is unparalleled</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40676.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40676.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40676.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>I love this speaker it works wonderfully. Very recommend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40973.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40973.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40973.html
@@ -0,0 +1,3 @@
+<h1>Good for grandchild</h1>
+<h2>5 stars</h2>
+<p>Setup was extremely easy. Easy for grandchild to use. Only difficulty is with parental controls stopping connection with library.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40989.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40989.html
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index 0000000000000000000000000000000000000000..a7b1e148ea42de99dd79ab1bcd3de14c222a7ea1
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40989.html
@@ -0,0 +1,3 @@
+<h1>Great for reading in all settings</h1>
+<h2>4 stars</h2>
+<p>I was impressed with the voyage overall. I especially like the light sensor feature because it makes reading enjoyable in all settings.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/40997.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40997.html
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index 0000000000000000000000000000000000000000..fa4e7d2a2ede485fb6f3bcba775ca9acbddeb577
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/40997.html
@@ -0,0 +1,3 @@
+<h1>Great Item for Beginners</h1>
+<h2>5 stars</h2>
+<p>Great product for intro to an AI device. Cant wait to upgrade to echo.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41278.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41278.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41278.html
@@ -0,0 +1,3 @@
+<h1>Everything we needed</h1>
+<h2>5 stars</h2>
+<p>Purchased this for my 80 year old mother in law to replace her old cracked screen one. Everything was perfect easy to use and set up. She has zero problems using this for online and reading books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41286.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41286.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41286.html
@@ -0,0 +1,3 @@
+<h1>Great size kindle</h1>
+<h2>5 stars</h2>
+<p>So much more screen size than previously kindles. Fast charging. Longer battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41290.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41290.html
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index 0000000000000000000000000000000000000000..2abaa07b1e7c77513cbffc641801c122e21d8400
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41290.html
@@ -0,0 +1,3 @@
+<h1>Great Device</h1>
+<h2>5 stars</h2>
+<p>Best and most affordable option of all the Kindle devices available.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41294.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41294.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41294.html
@@ -0,0 +1,3 @@
+<h1>Good idea</h1>
+<h2>5 stars</h2>
+<p>Great idea for a 5 years old. very secure and good contents for that age.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41603.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41603.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41603.html
@@ -0,0 +1,3 @@
+<h1>Great device</h1>
+<h2>4 stars</h2>
+<p>I purchased the 8 inch device. Also purchased black cover.I played for it and asked if I could get it set up and was told it would be 40 more dollars. I did not have 40 more dollars so I left the store with my kindle and had someone else set it up for free. I was disappointed I had to get someone else to set up my kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41611.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41611.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41611.html
@@ -0,0 +1,3 @@
+<h1>Small And Compact</h1>
+<h2>5 stars</h2>
+<p>This was a birthday present and it was ideal for a traveler to read ebooks on while on the rood</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41619.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41619.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41619.html
@@ -0,0 +1,3 @@
+<h1>Fire Kids table</h1>
+<h2>4 stars</h2>
+<p>My little one loves all free apps.Shes quiet on long car rides when she brings along Fire table.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41627.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41627.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41627.html
@@ -0,0 +1,3 @@
+<h1>awesome</h1>
+<h2>5 stars</h2>
+<p>KIDS LOVE THEM. THEY ARE VERY DURABLE. VERY USER FRIENDLY.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41924.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41924.html
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index 0000000000000000000000000000000000000000..f363cb35f2a71b135409d2231b8cd6cd483e5733
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41924.html
@@ -0,0 +1,3 @@
+<h1>Great guft</h1>
+<h2>5 stars</h2>
+<p>Bought this for my great granddaughter for a gift. She loves it and it is easy for her to use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/41956.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41956.html
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index 0000000000000000000000000000000000000000..39127219486ab152877a0d42c080b9ec4ae7b3bb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/41956.html
@@ -0,0 +1,3 @@
+<h1>Excellent ereader</h1>
+<h2>5 stars</h2>
+<p>Perhaps the best ereader made until now. Fantastic reading experience.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42241.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42241.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42241.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for my child</h1>
+<h2>5 stars</h2>
+<p>Great tablet for my childthis tablet was just everything that I need it for my child</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42245.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42245.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42245.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Got this when it was on sale which is what really made it worth getting.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42249.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42249.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42249.html
@@ -0,0 +1,3 @@
+<h1>good for its range</h1>
+<h2>4 stars</h2>
+<p>its good performance and highly recommended to amazon users</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42253.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42253.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42253.html
@@ -0,0 +1,3 @@
+<h1>Performs as expected</h1>
+<h2>4 stars</h2>
+<p>Amazon MayDay functionality is not available and this was unexpected. Other services and functionality as expected</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42257.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42257.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42257.html
@@ -0,0 +1,3 @@
+<h1>Grandson loves it</h1>
+<h2>5 stars</h2>
+<p>Works great and have not had any issues. The case is great for younger kids</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42570.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42570.html
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index 0000000000000000000000000000000000000000..fd1eaa3e655190924a06d43c53644d0fad0bb2e2
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42570.html
@@ -0,0 +1,3 @@
+<h1>Perfect size for my nephew</h1>
+<h2>5 stars</h2>
+<p>This is an awesome tablet perfectly for watch tv for my little nephew</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42574.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42574.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42574.html
@@ -0,0 +1,3 @@
+<h1>good</h1>
+<h2>5 stars</h2>
+<p>i love it amazon is nice read book on it play games on it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42578.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42578.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42578.html
@@ -0,0 +1,3 @@
+<h1>Nice Tablet for the Price</h1>
+<h2>4 stars</h2>
+<p>I really like this tablet. I would have given 5 stars but sometimes you have to push start several times after you unlock the screen and it is a little annoying.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42606.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42606.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42606.html
@@ -0,0 +1,3 @@
+<h1>Great Product</h1>
+<h2>5 stars</h2>
+<p>I gave this to my daughter for Christmas because she wanted a portable speaker. I thought the addition of Alexa would be fun. She loves it. She said the sound is really great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4267.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4267.html
new file mode 100644
index 0000000000000000000000000000000000000000..32ee793db4d28a73eb963086aeaec1f5ba524482
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4267.html
@@ -0,0 +1,3 @@
+<h1>product works real well.</h1>
+<h2>1 stars</h2>
+<p>We bought this earlier on line from another vendor and it was never delivered. Best Buy was great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42883.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42883.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42883.html
@@ -0,0 +1,3 @@
+<h1>Love this pad</h1>
+<h2>5 stars</h2>
+<p>Easy to use and portable. Took on vacation and it was great to kkep up on emails and news.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42887.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42887.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42887.html
@@ -0,0 +1,3 @@
+<h1>Nice tablet</h1>
+<h2>5 stars</h2>
+<p>This is a good tablet to own. I like the features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42891.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42891.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42891.html
@@ -0,0 +1,3 @@
+<h1>Easy Peasy</h1>
+<h2>5 stars</h2>
+<p>Easy to transfer my stuff from my old Kindle into this new one. Love the price and how easy it is to use. Great buy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42895.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42895.html
new file mode 100644
index 0000000000000000000000000000000000000000..ec6807df2112c6325d98842509f4cb3264efe85b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42895.html
@@ -0,0 +1,3 @@
+<h1>killer tab.</h1>
+<h2>5 stars</h2>
+<p>So cool after playing with this for a while now I would never spend the money on an apple for what I am doing with it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42911.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42911.html
new file mode 100644
index 0000000000000000000000000000000000000000..60614f536178e15abb1db53d7ab40c745fb6e7b7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42911.html
@@ -0,0 +1,3 @@
+<h1>Decent</h1>
+<h2>4 stars</h2>
+<p>My son loves this thing. He is always on it. Great learning tool and it keeps him entertained</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/42931.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42931.html
new file mode 100644
index 0000000000000000000000000000000000000000..977f42dcb83471265468836a06aaf18f842ef1ac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/42931.html
@@ -0,0 +1,3 @@
+<h1>Amazing</h1>
+<h2>5 stars</h2>
+<p>I literally use this thing every single day. Love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4299.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4299.html
new file mode 100644
index 0000000000000000000000000000000000000000..3399e9bb3f958229e193563f6a996139e309714f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4299.html
@@ -0,0 +1,3 @@
+<h1>Very well built</h1>
+<h2>5 stars</h2>
+<p>I have a few top end Bluetooth speakers and this Amazon tap rates right up with them in sound and built quality plus it has alexa built in</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43208.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43208.html
new file mode 100644
index 0000000000000000000000000000000000000000..154c880ffc4d7a12c75714f9223a83dd23030200
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43208.html
@@ -0,0 +1,3 @@
+<h1>great value</h1>
+<h2>5 stars</h2>
+<p>serves all my needs in a economy tablet and I would reccomend it to all.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43232.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43232.html
new file mode 100644
index 0000000000000000000000000000000000000000..bdca81c98f7be4c15969207d74cabe734ab38c82
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43232.html
@@ -0,0 +1,3 @@
+<h1>Easy setup</h1>
+<h2>3 stars</h2>
+<p>My 4yr old was able to operate it flawlessly. The included case works its magic to keep the tablet from any accidental screen cracks.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43252.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43252.html
new file mode 100644
index 0000000000000000000000000000000000000000..e214eb336d09e2ea4091afafb4284ba47225d0f9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43252.html
@@ -0,0 +1,3 @@
+<h1>Brilliant product</h1>
+<h2>5 stars</h2>
+<p>We bought this product to compliment our other amazon product for its portability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43529.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43529.html
new file mode 100644
index 0000000000000000000000000000000000000000..3bf1638b470e2cb1a413979626edfb2d39fa39d3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43529.html
@@ -0,0 +1,3 @@
+<h1>Perfect for kids</h1>
+<h2>5 stars</h2>
+<p>My kids love it. Battery life is longer than others.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43549.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43549.html
new file mode 100644
index 0000000000000000000000000000000000000000..4273f8e3f79457fb776367cebe2e19a88e91eb53
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43549.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>Have fun with it .Good game Good apps . Easy to used</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43573.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43573.html
new file mode 100644
index 0000000000000000000000000000000000000000..c9999a676ea7004d227038ae6510ed99abc0c178
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43573.html
@@ -0,0 +1,3 @@
+<h1>Good investment</h1>
+<h2>4 stars</h2>
+<p>For its size this is a pretty well made product that produces great sound and I love the portability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43854.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43854.html
new file mode 100644
index 0000000000000000000000000000000000000000..a0c7e4f594a7c66127e938ac16ebdf4c64cb5907
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43854.html
@@ -0,0 +1,3 @@
+<h1>great</h1>
+<h2>4 stars</h2>
+<p>I like this and the price is right enjoying it now</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43862.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43862.html
new file mode 100644
index 0000000000000000000000000000000000000000..46974ffff3b86d3cf638bf74103d5011439f7ad5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43862.html
@@ -0,0 +1,3 @@
+<h1>Machine meets all expectations</h1>
+<h2>5 stars</h2>
+<p>I found it to be very versatile and enjoyable benefiting from a touch screen.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43866.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43866.html
new file mode 100644
index 0000000000000000000000000000000000000000..fbd7b6095d2beaa705a0bfa7904e780340773cb8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43866.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great tablet for a child to have great battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/43878.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43878.html
new file mode 100644
index 0000000000000000000000000000000000000000..e09410d91cd390e632094160512db7d08cf65ced
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/43878.html
@@ -0,0 +1,3 @@
+<h1>Best tablet for young children</h1>
+<h2>5 stars</h2>
+<p>Son loves this tablet and uses it everyday. Nice to know that this has a 2 year manufacturer warranty. No questions asked.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/439.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/439.html
new file mode 100644
index 0000000000000000000000000000000000000000..1aa57351233595ab298c0330572fcb5bdaa0f068
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/439.html
@@ -0,0 +1,3 @@
+<h1>Its loud and has a good battery</h1>
+<h2>5 stars</h2>
+<p>It has a good sound. The battery last long and it connects easily to WiFi and blue tooth. But you have to touch a button before you speak to it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44496.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44496.html
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index 0000000000000000000000000000000000000000..201e052b5e334c435c5e83396213b1d50ba8d505
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44496.html
@@ -0,0 +1,3 @@
+<h1>Fire HD</h1>
+<h2>4 stars</h2>
+<p>I bought this tablet for my mom on her birthday recently. She loves it and uses it all the time.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44524.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44524.html
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index 0000000000000000000000000000000000000000..423f6b47c0daba4f55f20129c0b167eb48424c5b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44524.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great tablet for kids very entertaining and informative for kids learning</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44528.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44528.html
new file mode 100644
index 0000000000000000000000000000000000000000..3d4fa4282eed9e1ed1dd4a5e62a983ba3a3ede3a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44528.html
@@ -0,0 +1,3 @@
+<h1>love it</h1>
+<h2>5 stars</h2>
+<p>Always great to upgrade new from old version when the staff is always knowledgeable</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44540.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44540.html
new file mode 100644
index 0000000000000000000000000000000000000000..4562f3072074e8127e9d7a919b5e6cd4fdc6ad53
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44540.html
@@ -0,0 +1,3 @@
+<h1>another one...</h1>
+<h2>5 stars</h2>
+<p>Already have a few other Alexas. Wanted on to be portable around the house without having to plug in or connect to another speaker. Works as expected.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44821.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44821.html
new file mode 100644
index 0000000000000000000000000000000000000000..29ca5cd756d320741c641ac50fa619f74b73106c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44821.html
@@ -0,0 +1,3 @@
+<h1>Nice</h1>
+<h2>5 stars</h2>
+<p>Nice look. Great memory and camera. For this much money everything is so good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44841.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44841.html
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index 0000000000000000000000000000000000000000..ab75af11144577438e2f77bd6f2f967343784aae
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44841.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>4 stars</h2>
+<p>Kids love it. Easy for them to use. Only issue is there is a ton of Ads that pop up.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44849.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44849.html
new file mode 100644
index 0000000000000000000000000000000000000000..77781c60d87d213bac07866f24af6946a533ca55
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44849.html
@@ -0,0 +1,3 @@
+<h1>Not in love</h1>
+<h2>3 stars</h2>
+<p>Replaced a v1 nook but this is not better for reading</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/44861.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44861.html
new file mode 100644
index 0000000000000000000000000000000000000000..b20f306f40523ee814eca31922b033d6e43b4fd9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/44861.html
@@ -0,0 +1,3 @@
+<h1>Excellent intelligent speaker</h1>
+<h2>5 stars</h2>
+<p>Great value and quality speaker that also connects to the information highway.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45142.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45142.html
new file mode 100644
index 0000000000000000000000000000000000000000..52647a43cb0274031cbbe50b01ccd59218653e73
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45142.html
@@ -0,0 +1,3 @@
+<h1>Great Service</h1>
+<h2>5 stars</h2>
+<p>Really nice customer first service. I have had other Kindle readers before so was familiar with the unit.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45146.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45146.html
new file mode 100644
index 0000000000000000000000000000000000000000..9baad332013ef956915a4da07eb1a0c7185a5e06
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45146.html
@@ -0,0 +1,3 @@
+<h1>Like the size and lite weight</h1>
+<h2>5 stars</h2>
+<p>I find this fire much lighter and very easy to use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45170.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45170.html
new file mode 100644
index 0000000000000000000000000000000000000000..05d803390eebfaec33fa7cc1dfb58c7cae20d7b2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45170.html
@@ -0,0 +1,3 @@
+<h1>We bought it for our son and he loves it.</h1>
+<h2>5 stars</h2>
+<p>This kindle has easier viewing and the light adjustment is great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45459.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45459.html
new file mode 100644
index 0000000000000000000000000000000000000000..6575877e8ba0793e99322130963da581b8283c6b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45459.html
@@ -0,0 +1,3 @@
+<h1>Great low cost tablet for movies</h1>
+<h2>5 stars</h2>
+<p>Purchased to watch movies. Quality is great. Sound from tablet needs work but earphone is usually used or at least recommended for personal use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45471.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45471.html
new file mode 100644
index 0000000000000000000000000000000000000000..650929f0b62a1b3a6aa5bb9674cf0f34ff993a99
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45471.html
@@ -0,0 +1,3 @@
+<h1>Son loves it</h1>
+<h2>5 stars</h2>
+<p>Bought as a Christmas present. Son uses it to watch youtube and Netflick. Works great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45479.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45479.html
new file mode 100644
index 0000000000000000000000000000000000000000..0109df028758c268d82b931022308f9d919d6537
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45479.html
@@ -0,0 +1,3 @@
+<h1>Good for kids under 10y</h1>
+<h2>5 stars</h2>
+<p>My son enjoys to play with his tablet but definitely you gotta take a little time to set it up for them to be safe while they are playing with.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45491.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45491.html
new file mode 100644
index 0000000000000000000000000000000000000000..5c0d77defcf7c4d02aa9fd289aa72d438a363c95
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45491.html
@@ -0,0 +1,3 @@
+<h1>a perfect gift for our 5 year old granddaughter</h1>
+<h2>5 stars</h2>
+<p>the tablet is just the right size for our granddaughter. she loves it. she can play her little games and has so much fun with it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45503.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45503.html
new file mode 100644
index 0000000000000000000000000000000000000000..47475a45e9eb0262f1aed859ba8faf9f185aec22
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45503.html
@@ -0,0 +1,3 @@
+<h1>Great price</h1>
+<h2>5 stars</h2>
+<p>Nice price for a gift idea at the time. Small compact version of Alexa.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/45824.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45824.html
new file mode 100644
index 0000000000000000000000000000000000000000..f491a85f198479a6af8ab0b10d40b6ef7d354c6a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/45824.html
@@ -0,0 +1,3 @@
+<h1>Great Speaker Quality</h1>
+<h2>5 stars</h2>
+<p>Sounds great. Must touch to activate. Easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4596.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4596.html
new file mode 100644
index 0000000000000000000000000000000000000000..d03b9dc0725ad77a06d19b7314ab2e0fd47e97be
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4596.html
@@ -0,0 +1,3 @@
+<h1>Great basic tab</h1>
+<h2>5 stars</h2>
+<p>Amazing tablet with fast processor. It looks great... got good deal</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4604.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4604.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4604.html
@@ -0,0 +1,3 @@
+<h1>Fair</h1>
+<h2>3 stars</h2>
+<p>The layout of the tablet is good. Internet is terrible.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46109.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46109.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46109.html
@@ -0,0 +1,3 @@
+<h1>Very nice</h1>
+<h2>4 stars</h2>
+<p>Very nice for reading and watching videos. Strong wi fi is a must. Slippery to hold so buy a cover</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46125.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46125.html
new file mode 100644
index 0000000000000000000000000000000000000000..af4ada0a5a902686070274abcc61965a75972843
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46125.html
@@ -0,0 +1,3 @@
+<h1>For kids</h1>
+<h2>5 stars</h2>
+<p>I am happy that the full internet option is not available on the kids free time side. My child is 4 and has a lot of fun with this tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46133.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46133.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46133.html
@@ -0,0 +1,3 @@
+<h1>Awesome for all ages</h1>
+<h2>5 stars</h2>
+<p>This is all around a great tablet. My 1yr old can use it with ease. Also love how we can change the profiles to suit adults as well. Would recommend to anyone and all ages.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46145.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46145.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46145.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>I have the Echo and bought this one for the bedroom. Great alarm clock.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4616.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4616.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4616.html
@@ -0,0 +1,3 @@
+<h1>kindle</h1>
+<h2>5 stars</h2>
+<p>Purchased after theft in Seattle. It was on sale and works great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46430.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46430.html
new file mode 100644
index 0000000000000000000000000000000000000000..7d5b94aff0d2a8e7b10412de16bcdded00c4fb6c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46430.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great for my son. I monitor school work and apps he downloads.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46434.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46434.html
new file mode 100644
index 0000000000000000000000000000000000000000..2617da4a178d238d116e690c50bdf837d67a74ac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46434.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for the price</h1>
+<h2>4 stars</h2>
+<p>I bought this to replace a Samsung Galaxy Tab 3. I absolutely love the Kindle HD 8. It was easy to set up and very easy to find my way around. The only reason I took off 1 star is that I have found some apps are not available for Kindle. But so far from info I have read online there are ways to resolve this issue.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46470.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46470.html
new file mode 100644
index 0000000000000000000000000000000000000000..042e1a0ff78958f93a5ac00e390ceb7cdaa073ce
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46470.html
@@ -0,0 +1,3 @@
+<h1>gift</h1>
+<h2>4 stars</h2>
+<p>Was gift fot my daughter. she seems to enjoy very much.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46747.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46747.html
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index 0000000000000000000000000000000000000000..1bd3839c0287ef47a086fcc195f7a4e4f9e71090
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46747.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>4 stars</h2>
+<p>I bought this for my wife she loves how easy it is to use and small enough to take on trips.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/46759.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46759.html
new file mode 100644
index 0000000000000000000000000000000000000000..d1e2271c4666f826c26a3e2e3764ee4b7770f3ba
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/46759.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>4 stars</h2>
+<p>Great tablet for the price. My father in law likes the easy use of the tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47084.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47084.html
new file mode 100644
index 0000000000000000000000000000000000000000..9a9c3a8b4a3c718f4868f1358646ba84ccb43176
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47084.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>Overall a nice product for traveling purposes Value for money</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47104.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47104.html
new file mode 100644
index 0000000000000000000000000000000000000000..017580df6f1cca445814e134014b03183498551f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47104.html
@@ -0,0 +1,3 @@
+<h1>Great Reader</h1>
+<h2>4 stars</h2>
+<p>I really enjoy reading on the new Kindle Voyage. Have had other Kindle models before this one. I especially like the brightness and lightness of it.Only drawback I needed to get use to was turning of pages being a little hesitant.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47112.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47112.html
new file mode 100644
index 0000000000000000000000000000000000000000..1e923bb54a5b6d3f884bb1a87be0bced8997d1c3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47112.html
@@ -0,0 +1,3 @@
+<h1>Great product with a ton of features</h1>
+<h2>5 stars</h2>
+<p>Great product with a ton of features. Add the Echo Dot to get even more out of it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47389.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47389.html
new file mode 100644
index 0000000000000000000000000000000000000000..dcb7f670e70de5029a2e5eea32790ea90c5d62ec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47389.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>4 stars</h2>
+<p>This is a great tablet for the price it is offered at. Great for amazon prime members.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47401.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47401.html
new file mode 100644
index 0000000000000000000000000000000000000000..635be14f4ea40ca2afc632a2a73b757300f0fdec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47401.html
@@ -0,0 +1,3 @@
+<h1>Best Kindle to date</h1>
+<h2>4 stars</h2>
+<p>Fast processing great battery reads to me when my eyes bother me. Expandable memory a big plus.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47417.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47417.html
new file mode 100644
index 0000000000000000000000000000000000000000..697c701a10d83039d91cfffa6616b7a72a4e9208
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47417.html
@@ -0,0 +1,3 @@
+<h1>Did not work properly.</h1>
+<h2>1 stars</h2>
+<p>It would not turn on or charge. We have to return it to Kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47425.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47425.html
new file mode 100644
index 0000000000000000000000000000000000000000..b4f80284dcc3ff7592cee9d4e016fe75fbd8c4ea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47425.html
@@ -0,0 +1,3 @@
+<h1>like feel and looks</h1>
+<h2>5 stars</h2>
+<p>have owned 2 kindles this is far the best. no light required. simple to use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47710.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47710.html
new file mode 100644
index 0000000000000000000000000000000000000000..52c36f08bd0ef1139c2ce629dad829f2f0681ab3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47710.html
@@ -0,0 +1,3 @@
+<h1>Love the Tablet</h1>
+<h2>5 stars</h2>
+<p>I really enjoy using this tablet it runs very well</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47718.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47718.html
new file mode 100644
index 0000000000000000000000000000000000000000..be7632399b6b96e8c5e6e4283ab85f67b09e25b4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47718.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>This is a fantastic tablet for the price. This is a great alternative to an IPad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47722.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47722.html
new file mode 100644
index 0000000000000000000000000000000000000000..938fcba519d1b128721440fee9a201e46c721f79
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47722.html
@@ -0,0 +1,3 @@
+<h1>great tablet</h1>
+<h2>5 stars</h2>
+<p>this tablet is perfect for surfing the internet and following social media</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/47754.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47754.html
new file mode 100644
index 0000000000000000000000000000000000000000..53fb5d8008d5f5f6312ec8daba3879cdb5edb285
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/47754.html
@@ -0,0 +1,3 @@
+<h1>Love this so much</h1>
+<h2>5 stars</h2>
+<p>Love that you can take this anywhere and hook up to my Bluetooth. Great sound quality.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/48035.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48035.html
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index 0000000000000000000000000000000000000000..2f058c5f9fa8dea2ba8a6366b817487cd3ebc561
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48035.html
@@ -0,0 +1,3 @@
+<h1>Repeat purchaser</h1>
+<h2>4 stars</h2>
+<p>This is a great Tablet. Love the features and resolution</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/48047.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48047.html
new file mode 100644
index 0000000000000000000000000000000000000000..3836210864df31d2c667a3c6a2e03a3a07baebf5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48047.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>The Amazon fire is simply amazing I would not buy anything else.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/48677.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48677.html
new file mode 100644
index 0000000000000000000000000000000000000000..0b1ca6551b89fd847bf1bae46840a6d17a294920
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48677.html
@@ -0,0 +1,3 @@
+<h1>Great for the price</h1>
+<h2>4 stars</h2>
+<p>No problems with the fire. Works well. Just need a case for it now. Size is very convenient.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/48689.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48689.html
new file mode 100644
index 0000000000000000000000000000000000000000..f71665a25f30e9f6f1c44f46175ea19c65ea4c99
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48689.html
@@ -0,0 +1,3 @@
+<h1>Excellent Product</h1>
+<h2>4 stars</h2>
+<p>Good product. Onboard storage does fill up quickly.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/48693.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48693.html
new file mode 100644
index 0000000000000000000000000000000000000000..d5e1443352a87f01e93b23639750c343a6748e31
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/48693.html
@@ -0,0 +1,3 @@
+<h1>Great deal</h1>
+<h2>5 stars</h2>
+<p>Purchased this for my daughter to do more reading. It has so much more options for her if she wants.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49014.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49014.html
new file mode 100644
index 0000000000000000000000000000000000000000..c6fcc587e10b09bbf0edc2da12dde1dd57907b81
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49014.html
@@ -0,0 +1,3 @@
+<h1>Works very well especially for non tech people</h1>
+<h2>5 stars</h2>
+<p>This tablet is great for kids and adults who have little to no knowledge of computers. It handles easily and has plenty of storage</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49038.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49038.html
new file mode 100644
index 0000000000000000000000000000000000000000..9b81477e8bf5e575d92dd7e5de141255b8e1a3e5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49038.html
@@ -0,0 +1,3 @@
+<h1>Best Kindle Ever</h1>
+<h2>5 stars</h2>
+<p>This is so far the best Kindle I have ever owned. I love the screen and the resolution on it. The device out performs all of the other e readers on the market.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49046.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49046.html
new file mode 100644
index 0000000000000000000000000000000000000000..9fb459c6a7a497062848b0f3fff2274c8ec3c230
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49046.html
@@ -0,0 +1,3 @@
+<h1>Awesome product</h1>
+<h2>5 stars</h2>
+<p>This is a awesome product. My husband and I love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4909.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4909.html
new file mode 100644
index 0000000000000000000000000000000000000000..2eca5bbb24d00a97d962e9b2490c7400def89a19
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4909.html
@@ -0,0 +1,3 @@
+<h1>Handy</h1>
+<h2>5 stars</h2>
+<p>Great device. Works very well and use it throughout the day.Keeps me informed and great for looking up things and staying in contact.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4913.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4913.html
new file mode 100644
index 0000000000000000000000000000000000000000..4f739f8640abc50b0f3a32f64fe10b202610f8d3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4913.html
@@ -0,0 +1,3 @@
+<h1>Awesome to use</h1>
+<h2>5 stars</h2>
+<p>LIke that there are lots of apps to choose from. Very user friendly</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49319.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49319.html
new file mode 100644
index 0000000000000000000000000000000000000000..5e6b5b8c1f6e0eb78942164a8965f4dc51fb7754
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49319.html
@@ -0,0 +1,3 @@
+<h1>Came mostly set up. Easy to use.</h1>
+<h2>5 stars</h2>
+<p>Purchased due to reviews and in sale. So far easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4933.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4933.html
new file mode 100644
index 0000000000000000000000000000000000000000..4238b5da3dbfa70c56870f23d4f312bfdd851733
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4933.html
@@ -0,0 +1,3 @@
+<h1>Awesome for the kids</h1>
+<h2>5 stars</h2>
+<p>Very awesome tablet for kids and great parental controls</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/4945.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4945.html
new file mode 100644
index 0000000000000000000000000000000000000000..ec35f6b4f8b71b6a9540be12a13d4ecc2fd0d3aa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/4945.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Looking for a radio for the kitchen this works great the more you use it the smarter it gets</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49648.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49648.html
new file mode 100644
index 0000000000000000000000000000000000000000..c5532f6dc838891a92acfddbb975a2389fb595c9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49648.html
@@ -0,0 +1,3 @@
+<h1>Not charging well</h1>
+<h2>2 stars</h2>
+<p>Will not seem to charge all the way and this is my 7th Kindlle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49656.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49656.html
new file mode 100644
index 0000000000000000000000000000000000000000..0ac24b2c0b1d7730d6835a7cf78b4222fefbe0c1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49656.html
@@ -0,0 +1,3 @@
+<h1>Fire HD 8</h1>
+<h2>5 stars</h2>
+<p>The fire is great. The size is really nice. Not to big. The clarity is really good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49672.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49672.html
new file mode 100644
index 0000000000000000000000000000000000000000..eab9e92bdf84c84a97f371706d0212d4d95bceaa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49672.html
@@ -0,0 +1,3 @@
+<h1>Best Tab for kids</h1>
+<h2>5 stars</h2>
+<p>This is one of the best tabs for kids to start with.Rugged and sophisticated.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49688.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49688.html
new file mode 100644
index 0000000000000000000000000000000000000000..94fbf832539e6b509d7f3ec3b2101f143fb149c6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49688.html
@@ -0,0 +1,3 @@
+<h1>Great device to control the home</h1>
+<h2>5 stars</h2>
+<p>The touch is a great device to control connected home products. Perfect for outside use for prime music also.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/49965.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49965.html
new file mode 100644
index 0000000000000000000000000000000000000000..98c68ac91e555585eac64e330f302d2b273413fd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/49965.html
@@ -0,0 +1,3 @@
+<h1>Good for the price</h1>
+<h2>4 stars</h2>
+<p>Does the trick. This is a good tablet for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50009.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50009.html
new file mode 100644
index 0000000000000000000000000000000000000000..099a7720e648f8cc73c086a18b346d9c3b6986cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50009.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>Smaller version but works great just like the bigger product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50013.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50013.html
new file mode 100644
index 0000000000000000000000000000000000000000..16c5ab513aa747731be5bd96e77ea9a8daba8f95
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50013.html
@@ -0,0 +1,3 @@
+<h1>Works good</h1>
+<h2>5 stars</h2>
+<p>Works good for a plug in for the kindle fire that I bought</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50611.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50611.html
new file mode 100644
index 0000000000000000000000000000000000000000..feffd73e52d0804e580194002ea79dd7735f6629
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50611.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>4 stars</h2>
+<p>Excellent product.Relable.Maximum speed.Fast downloading</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50647.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50647.html
new file mode 100644
index 0000000000000000000000000000000000000000..b2261581659e97f6175fb82d0c74d8232e7e6641
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50647.html
@@ -0,0 +1,3 @@
+<h1>cant reed at night</h1>
+<h2>2 stars</h2>
+<p>i cant at night it has no back light from one to ten its a 7</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50932.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50932.html
new file mode 100644
index 0000000000000000000000000000000000000000..a4bc6e9047ca62de47e05bb58308ad75610f494d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50932.html
@@ -0,0 +1,3 @@
+<h1>Great tablet so far</h1>
+<h2>4 stars</h2>
+<p>So far I love this tablet especially for reading. The battery life has also been good</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50940.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50940.html
new file mode 100644
index 0000000000000000000000000000000000000000..d2cd3b2be015053899c893ce59307769876c0716
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50940.html
@@ -0,0 +1,3 @@
+<h1>Great for anyone.</h1>
+<h2>5 stars</h2>
+<p>Excellent. Just as good as iPad with a fraction of the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50972.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50972.html
new file mode 100644
index 0000000000000000000000000000000000000000..3e469afaf364da3ca4fa4844889f70468e27f22c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50972.html
@@ -0,0 +1,3 @@
+<h1>Perfect companion for Amazon Echo</h1>
+<h2>5 stars</h2>
+<p>We love our Amazon Echo but it is hard wired to kitchen. Because of where we live AM reception is poor but through an Echo or Amazon Tap I can listen to some of my favorite stations through iHeart Radio and the Tap is portable.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/50976.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50976.html
new file mode 100644
index 0000000000000000000000000000000000000000..321e0e581223aed0c5de9f2d5bc3faa185c02544
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/50976.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great service I loved all of the items and were great gifts</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/51289.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51289.html
new file mode 100644
index 0000000000000000000000000000000000000000..2b812c25cccb59a1ca06c6ac0126ec9d21fefd45
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51289.html
@@ -0,0 +1,3 @@
+<h1>great for reading</h1>
+<h2>5 stars</h2>
+<p>This is an very good to use in all areas. The letters are very clear.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/51578.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51578.html
new file mode 100644
index 0000000000000000000000000000000000000000..feb77d321c5ab4fae3c2a532e068f15f8b03a1f2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51578.html
@@ -0,0 +1,3 @@
+<h1>Nice Gift</h1>
+<h2>5 stars</h2>
+<p>Purchased as a gift. The receiver loves it and said that it works nicely.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/51586.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51586.html
new file mode 100644
index 0000000000000000000000000000000000000000..517e4bcea2066abd53128fae185888b2089ed9b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51586.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>Very nice quality product. East to set up and use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/51610.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51610.html
new file mode 100644
index 0000000000000000000000000000000000000000..39751ffb6f72419c7c9e43bbfc5e90f397c58050
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/51610.html
@@ -0,0 +1,3 @@
+<h1>Harder to use than the old Kindle</h1>
+<h2>4 stars</h2>
+<p>More confusing. It would be nice to have a manual that is not online.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52220.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52220.html
new file mode 100644
index 0000000000000000000000000000000000000000..abde86453edd0b38e30fc1948a89f95fe5c9e1fd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52220.html
@@ -0,0 +1,3 @@
+<h1>Inexpensive</h1>
+<h2>5 stars</h2>
+<p>One of the best inexpensive tablets on the market. Great for the casual user</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52224.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52224.html
new file mode 100644
index 0000000000000000000000000000000000000000..94118b9b9dcc8d4fc8997d67ae13b50cbaff0cfd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52224.html
@@ -0,0 +1,3 @@
+<h1>Good tablet at a great price.</h1>
+<h2>4 stars</h2>
+<p>If you enjoy reading you will not find a better device. Excellent price for a product of this quality</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52228.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52228.html
new file mode 100644
index 0000000000000000000000000000000000000000..3136fd9a9cddb5c6864745e6a7da8bffb114e391
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52228.html
@@ -0,0 +1,3 @@
+<h1>Its a good small tablet</h1>
+<h2>4 stars</h2>
+<p>This tablet is a good one for everyday use. It is small but it has a clear image. Not sure if I really wanted one this small but its ok for now.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52248.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52248.html
new file mode 100644
index 0000000000000000000000000000000000000000..18d64a6424ca2330f764b302de748375d759312e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52248.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet for kids</h1>
+<h2>5 stars</h2>
+<p>I purchased this tablet for my five year old and he loves IT and so do I. The games and activities are age appropriate. This tablet is such a great buy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5226.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5226.html
new file mode 100644
index 0000000000000000000000000000000000000000..ddf307885179c36333a63fe4b40a1c5a6e66fbc7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5226.html
@@ -0,0 +1,3 @@
+<h1>Great overall tablet for multiple uses</h1>
+<h2>4 stars</h2>
+<p>The functionality is great although I wish it came in more colors.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5238.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5238.html
new file mode 100644
index 0000000000000000000000000000000000000000..aa7a264a72dd5dd5920182365065a95396aed164
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5238.html
@@ -0,0 +1,3 @@
+<h1>Gift for my dad.</h1>
+<h2>5 stars</h2>
+<p>Great gift for my dad. Clear picture and easy set up</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5250.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5250.html
new file mode 100644
index 0000000000000000000000000000000000000000..2b9f2dd75588a46ca0f840d64497d44681d04203
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5250.html
@@ -0,0 +1,3 @@
+<h1>Easy to use.</h1>
+<h2>5 stars</h2>
+<p>My son loves it. Easy set up. And the best part is the case. It really is childproof. My son has dropped it and nothing had happened. Very durable. Just what my son needed.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52541.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52541.html
new file mode 100644
index 0000000000000000000000000000000000000000..4d3cdd2c2c2c59a064750bb2c7acd2c68cb8d19c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52541.html
@@ -0,0 +1,3 @@
+<h1>Great for kids</h1>
+<h2>4 stars</h2>
+<p>I bought four of these for my kids and they love them</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52549.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52549.html
new file mode 100644
index 0000000000000000000000000000000000000000..07070756b69b27e4de2dfe87555ffc152d3eb6cd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52549.html
@@ -0,0 +1,3 @@
+<h1>I love it</h1>
+<h2>5 stars</h2>
+<p>I love the amazon tablet very much and love to use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5270.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5270.html
new file mode 100644
index 0000000000000000000000000000000000000000..b87398cfa6165e7050ec5a563932012915712a9f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5270.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>4 stars</h2>
+<p>Good sound quality. Charging dock is an added advantage.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52874.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52874.html
new file mode 100644
index 0000000000000000000000000000000000000000..b492ad154959e72256cb35924bd890f9aaa37437
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52874.html
@@ -0,0 +1,3 @@
+<h1>Good for the price</h1>
+<h2>4 stars</h2>
+<p>So I think I would have rated 5 stars however when I got my tablet home my 8 year old used it for a total of 2hrs...the next day it had a reboot screen similar to Dos windows. Excellent customer service at store allowed me to exchange next day. No problems with the second one. Great tablet for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52886.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52886.html
new file mode 100644
index 0000000000000000000000000000000000000000..04a3faba49bd5be43880aff41b9f2afccc6c7297
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52886.html
@@ -0,0 +1,3 @@
+<h1>excellent product</h1>
+<h2>5 stars</h2>
+<p>the product is working perfectly and the service was greatThank you</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/52906.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52906.html
new file mode 100644
index 0000000000000000000000000000000000000000..c9f6f60a882b1b40c120816f22d7cbfeadebe6b8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/52906.html
@@ -0,0 +1,3 @@
+<h1>great product</h1>
+<h2>5 stars</h2>
+<p>I bought this as a gift for Christmas and it was well liked</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53203.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53203.html
new file mode 100644
index 0000000000000000000000000000000000000000..8307ae277999319f434ab39cc879f2cb19fae70d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53203.html
@@ -0,0 +1,3 @@
+<h1>Good Price great tablet</h1>
+<h2>5 stars</h2>
+<p>Needed a tough little tablet for my grandson. Had it a couple of months and has held up very well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53219.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53219.html
new file mode 100644
index 0000000000000000000000000000000000000000..d9e36c6ea5cdb2c4f50bb23db801e8d3746b84cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53219.html
@@ -0,0 +1,3 @@
+<h1>Kindle Voyage</h1>
+<h2>5 stars</h2>
+<p>Got this for a family member who had on older Kindle that stopped working. They absolutely love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53833.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53833.html
new file mode 100644
index 0000000000000000000000000000000000000000..acd4a5b230bf10c1342bd3c4033cb99d7d22a1c9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53833.html
@@ -0,0 +1,3 @@
+<h1>Too many ads</h1>
+<h2>4 stars</h2>
+<p>This product is OK but is not the best you can get. for a sale item fine. battery life seems to be a little short. Bottom line.....So so</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53837.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53837.html
new file mode 100644
index 0000000000000000000000000000000000000000..dd1dfcde10b370606b7d37b0ae6c218e6abb6a56
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53837.html
@@ -0,0 +1,3 @@
+<h1>Better than the Kindle HD 7</h1>
+<h2>4 stars</h2>
+<p>Improved over the HD 7. Things set up differently but not hard to learn. Also a bit heavier than the 7 so reading in bed a little harder</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53841.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53841.html
new file mode 100644
index 0000000000000000000000000000000000000000..1a9ea92150b5a7b2f81ea02cf2568be54e3f5908
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53841.html
@@ -0,0 +1,3 @@
+<h1>powerful</h1>
+<h2>5 stars</h2>
+<p>small and powerful... great adult toy for a reader</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/53849.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53849.html
new file mode 100644
index 0000000000000000000000000000000000000000..92b85fb66657000788e02e3d19bf6fd594b176ea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/53849.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>Great for toddlers and preschoolers. My 3 yr old loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54471.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54471.html
new file mode 100644
index 0000000000000000000000000000000000000000..e86d9a02fb3b4bfefce964af76088e04e9218e66
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54471.html
@@ -0,0 +1,3 @@
+<h1>kindle hd</h1>
+<h2>5 stars</h2>
+<p>love the first now a new one. everything at your fingertips.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54475.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54475.html
new file mode 100644
index 0000000000000000000000000000000000000000..a5a37fd15fda229b4be87c2682657895c0da580c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54475.html
@@ -0,0 +1,3 @@
+<h1>Good low budget</h1>
+<h2>4 stars</h2>
+<p>Great tablet for a kid enjoys very much would buy again</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54479.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54479.html
new file mode 100644
index 0000000000000000000000000000000000000000..10ed07e2694cb51002b1f5f8ef47586d66a37ead
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54479.html
@@ -0,0 +1,3 @@
+<h1>Fire 8 HD</h1>
+<h2>5 stars</h2>
+<p>I love the fire....it works great and the navigation through the Fire is user friendly too. I think the 8 is the better buy for your money.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54483.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54483.html
new file mode 100644
index 0000000000000000000000000000000000000000..f9821e06d2c955208c419419921249713e187b6d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54483.html
@@ -0,0 +1,3 @@
+<h1>Fun tablet</h1>
+<h2>4 stars</h2>
+<p>I got it at a great price. They price matched for me. Much faster then getting my laptop out to check email</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54487.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54487.html
new file mode 100644
index 0000000000000000000000000000000000000000..b524c4a13527b20a54f7bc9afe8c3458807bcc28
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54487.html
@@ -0,0 +1,3 @@
+<h1>Was looking for an Kindle</h1>
+<h2>4 stars</h2>
+<p>More flexibility than a Kindle and bigger screen. Like it because I can surf the web and download and read books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54796.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54796.html
new file mode 100644
index 0000000000000000000000000000000000000000..6bc1954cdca4c8927121cf9dc5522a2610113728
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54796.html
@@ -0,0 +1,3 @@
+<h1>My second one</h1>
+<h2>5 stars</h2>
+<p>I like because I can download movies to watch offline with netflix</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/54812.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54812.html
new file mode 100644
index 0000000000000000000000000000000000000000..5078bf03350496c3bfbcf5d3d643fa598951f44f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/54812.html
@@ -0,0 +1,3 @@
+<h1>Good purchase</h1>
+<h2>4 stars</h2>
+<p>Bought this for my 3 year old and it is great. Wish it had a bit more storage but overall very happy with my purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55117.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55117.html
new file mode 100644
index 0000000000000000000000000000000000000000..90ad8725dccc0fa5217fe414fb39e9d766b6952b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55117.html
@@ -0,0 +1,3 @@
+<h1>Great as a gift they love it better than paper bac</h1>
+<h2>4 stars</h2>
+<p>This was a gift for a family member they really enjoy all the options of getting books</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55125.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55125.html
new file mode 100644
index 0000000000000000000000000000000000000000..85689c009a6f4fda097301c57ae90aeab69abd64
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55125.html
@@ -0,0 +1,3 @@
+<h1>Christmas gift</h1>
+<h2>5 stars</h2>
+<p>Think this will be a great product for my parents it is a Christmas gift.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55129.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55129.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55129.html
@@ -0,0 +1,3 @@
+<h1>Xmas gift</h1>
+<h2>5 stars</h2>
+<p>I got 2 of these for my 8 yr old twins. My 11 yr old has one but this one is better. Perfect way to get them to read</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55470.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55470.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55470.html
@@ -0,0 +1,3 @@
+<h1>Was a gift</h1>
+<h2>5 stars</h2>
+<p>Bought this for my cousins and he absolutely loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55474.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55474.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55474.html
@@ -0,0 +1,3 @@
+<h1>Good so far</h1>
+<h2>5 stars</h2>
+<p>I love to read and using the Kindle has been great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55763.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55763.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55763.html
@@ -0,0 +1,3 @@
+<h1>Great device</h1>
+<h2>5 stars</h2>
+<p>This device is s really good piece of electronic. It is a good reader and also is very good for my 2 year old granddaughter to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/55803.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55803.html
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index 0000000000000000000000000000000000000000..099a444b7d71493208f6a5f505cc180ac9371dc3
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/55803.html
@@ -0,0 +1,3 @@
+<h1>Great price</h1>
+<h2>4 stars</h2>
+<p>I liked it as it was a great price and the size was the major factor... Not too big and bulky compared to others.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56080.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56080.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56080.html
@@ -0,0 +1,3 @@
+<h1>Fire Tablet</h1>
+<h2>3 stars</h2>
+<p>Was looking for a cheap tablet for my a son to use saw this unit on sale on black Friday good unit.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56084.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56084.html
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index 0000000000000000000000000000000000000000..d5272a6af9218391da43f9bd60143ebf4562a25c
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56084.html
@@ -0,0 +1,3 @@
+<h1>WHAT CAN I SAY</h1>
+<h2>5 stars</h2>
+<p>YOU PAY FOR THE BEST AND YOU GET THE BEST. THANK YOU BEST BUY FOR PROVIDING THIS PRODUCT</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56088.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56088.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56088.html
@@ -0,0 +1,3 @@
+<h1>Great device for viewing video and books</h1>
+<h2>4 stars</h2>
+<p>Awesome.and repeat 50 times. That should do it. Blah.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56096.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56096.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56096.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I am very happy with this tablet. The worst thing is that my steals it all the time. Lol</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56120.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56120.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56120.html
@@ -0,0 +1,3 @@
+<h1>a decent gift</h1>
+<h2>5 stars</h2>
+<p>I bought this as a gift. I think it is pretty decent both quality and design.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56409.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56409.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56409.html
@@ -0,0 +1,3 @@
+<h1>Just ok</h1>
+<h2>3 stars</h2>
+<p>It is just an average tablet. Bit slow but is a good option for people on budget</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56413.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56413.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56413.html
@@ -0,0 +1,3 @@
+<h1>Nice for the price</h1>
+<h2>4 stars</h2>
+<p>Nice for the price had to put Google play store on myself but still a nice tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56441.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56441.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56441.html
@@ -0,0 +1,3 @@
+<h1>Best kindle yet</h1>
+<h2>5 stars</h2>
+<p>Nightlight allows me to read at night when the wife is sleeping</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/56758.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56758.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/56758.html
@@ -0,0 +1,3 @@
+<h1>So much better</h1>
+<h2>5 stars</h2>
+<p>Love the new look and feel of my new Kindle Voyage. I especially love how it adjusts the reading light automatically.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57075.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57075.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57075.html
@@ -0,0 +1,3 @@
+<h1>Best tablet for kids</h1>
+<h2>5 stars</h2>
+<p>Bought this tablet at my local store . The nephews love it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57079.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57079.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57079.html
@@ -0,0 +1,3 @@
+<h1>2 year old loves it</h1>
+<h2>5 stars</h2>
+<p>great tablet for kids when traveling. my grandchild loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57380.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57380.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57380.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for a beginner</h1>
+<h2>5 stars</h2>
+<p>The best tablet for the price i use it everyday to watch youtube videos</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57396.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57396.html
new file mode 100644
index 0000000000000000000000000000000000000000..b85c4aa6e66efd8889f3886978e0fd9a67bc68a0
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57396.html
@@ -0,0 +1,3 @@
+<h1>Charging plug</h1>
+<h2>2 stars</h2>
+<p>The charging plugs on these kindle damage way to easy. I am very disappointed as this is not the first time this has happened to one of my kindles.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57404.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57404.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57404.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>5 stars</h2>
+<p>I purchased this for my son overseas as he had broken the screen on his last one. When he opened it he was amazed at the size and weight of this one. He also was very elated that all his books that he purchased immediately downloaded to the new one with his bookmarks in place. All in all a great purchase from an excellent company.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57412.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57412.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57412.html
@@ -0,0 +1,3 @@
+<h1>great product for price</h1>
+<h2>4 stars</h2>
+<p>you can ask alexa almost anything kids love it Plays all my music</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57697.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57697.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57697.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for a novice</h1>
+<h2>5 stars</h2>
+<p>I would recommend this product it is a good tablet to use have had no problems.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/57737.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57737.html
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index 0000000000000000000000000000000000000000..24b0bc7836713cf99f4af98771470ff1892598c3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/57737.html
@@ -0,0 +1,3 @@
+<h1>amazon tap</h1>
+<h2>4 stars</h2>
+<p>I love this product. Great sound quality and at a good price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58014.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58014.html
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index 0000000000000000000000000000000000000000..2632d4c1fab55d19f7b301d0c3c85cbe57d031b6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58014.html
@@ -0,0 +1,3 @@
+<h1>Perfect size</h1>
+<h2>5 stars</h2>
+<p>The Fire HD 8 is the perfect size EReader. Big enough to see the text but small enough to hold comfortably.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58026.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58026.html
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index 0000000000000000000000000000000000000000..de6595d9f9e7c41a770a574b865289b60b2fea7f
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58026.html
@@ -0,0 +1,3 @@
+<h1>tablet</h1>
+<h2>4 stars</h2>
+<p>This is a good tablet for kids who are starting off</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58038.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58038.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58038.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>4 stars</h2>
+<p>Does a lot more than old tablet.It Hasmore memory.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58656.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58656.html
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index 0000000000000000000000000000000000000000..b2f1062b1aff8f384c0f3c2c0d1dc5fecebdcc68
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58656.html
@@ -0,0 +1,3 @@
+<h1>Great product.</h1>
+<h2>4 stars</h2>
+<p>This is a great tablet. My family and I love it. Lots of feature and faster than I thought it would be.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58660.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58660.html
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index 0000000000000000000000000000000000000000..ae8719c20adf903e003c994257615d03340033fc
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58660.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Very good tablet for the price economical and the ability to carry in backpack</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58664.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58664.html
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index 0000000000000000000000000000000000000000..691611d9e13d8a10fb9040a0b07526f9db3d1d9a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58664.html
@@ -0,0 +1,3 @@
+<h1>Great item</h1>
+<h2>5 stars</h2>
+<p>Does everything I needed and moreI use it as a travel companion and the size is great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5868.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5868.html
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index 0000000000000000000000000000000000000000..6bde97f57ba04e14098bf31bef61ade41d284f54
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5868.html
@@ -0,0 +1,3 @@
+<h1>ok tablet</h1>
+<h2>3 stars</h2>
+<p>Would recommend for the right person that wants low cost tablet BUT...Ended up returning this item because it was heavy and too wide for my hand to hold. It was too big to hold in hand and too small to use like a larger tablet. Ended up just using my Lenovo Yoga 900 since it was more flexible and only about .5 lb heavier.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58692.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58692.html
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index 0000000000000000000000000000000000000000..86e76003e6a87391c9d3ff2f5efeea15d9cfb1ed
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58692.html
@@ -0,0 +1,3 @@
+<h1>Great gift for book lovers</h1>
+<h2>5 stars</h2>
+<p>highly recommend this product to all book lovers...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58704.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58704.html
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index 0000000000000000000000000000000000000000..804313eaa9b90440212426bce2bb88ea162ba1d4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58704.html
@@ -0,0 +1,3 @@
+<h1>correct plug for kindle</h1>
+<h2>5 stars</h2>
+<p>Quickly charges kindle so son can use it. Worked great right out of the package</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5872.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5872.html
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index 0000000000000000000000000000000000000000..9ddcb3500ea04a4cb54fd12baa820cf08d43b51f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5872.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>Excellent product. I would definitely purchase again.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/5896.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5896.html
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index 0000000000000000000000000000000000000000..c04640d555b22d64fc160b1b71d98636b4dbc725
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/5896.html
@@ -0,0 +1,3 @@
+<h1>Child friendly</h1>
+<h2>5 stars</h2>
+<p>My godchild loves this tablet. Easy to use and kid friendly. Also allows parents to set controls and I love that</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/58993.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58993.html
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index 0000000000000000000000000000000000000000..a3c379787324e4e70c69c74a119ff0cd12fc7b16
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/58993.html
@@ -0,0 +1,3 @@
+<h1>Pretty Decent</h1>
+<h2>4 stars</h2>
+<p>This Kindle does what I need it to do. The camera could be better but overall I am pretty happy with my purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59009.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59009.html
new file mode 100644
index 0000000000000000000000000000000000000000..d771254df8abfb2b7c47e1f3fd6d7eb1583c2b00
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59009.html
@@ -0,0 +1,3 @@
+<h1>amazon fire</h1>
+<h2>5 stars</h2>
+<p>this tablet is a good for small children it has a good cover</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59013.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59013.html
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index 0000000000000000000000000000000000000000..f7fdbc78945e6f2c85a3f3ecf2dba8b75cfd62ae
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59013.html
@@ -0,0 +1,3 @@
+<h1>I really like not having the bump on the bottom li</h1>
+<h2>4 stars</h2>
+<p>I really like not having the bump on the bottom like the previous Kindle reader like the previous Kindle readerI dislike the fact that the screen is not recessed like the previous Kindle reader so that you cannot set the unit down facedown</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59021.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59021.html
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index 0000000000000000000000000000000000000000..31e9d02eca3b3e21f3e96a2fed793eb78d1e541e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59021.html
@@ -0,0 +1,3 @@
+<h1>great source of info</h1>
+<h2>5 stars</h2>
+<p>This Alexa is a super form of info with little wait time.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59025.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59025.html
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index 0000000000000000000000000000000000000000..15be3e81fb0656280d796e18f6bcb3db220c9e3e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59025.html
@@ -0,0 +1,3 @@
+<h1>A must for Prime members.</h1>
+<h2>5 stars</h2>
+<p>This is a must for Prime members great sound and can be used as Bluetooth speaker to boot.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59306.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59306.html
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index 0000000000000000000000000000000000000000..bb9bf27d371704d9386670e5d0ca2bbda4f9059d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59306.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for wife.</h1>
+<h2>4 stars</h2>
+<p>Easy to use. Pretty user friendly. It is good value for the price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59314.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59314.html
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index 0000000000000000000000000000000000000000..e1a1a29952920e9b1e7126417091c1293abfac56
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59314.html
@@ -0,0 +1,3 @@
+<h1>Excellent device</h1>
+<h2>5 stars</h2>
+<p>Functionality and ease of use are outstanding right out of the the box. Super clear screen and weight is minimum and is a joy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59326.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59326.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59326.html
@@ -0,0 +1,3 @@
+<h1>Durable and easy to navigate</h1>
+<h2>5 stars</h2>
+<p>This is very durable for a young child. It is very easy to use even for my 2 yo granddaughter.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59338.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59338.html
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index 0000000000000000000000000000000000000000..ea78234bf77320cad424ba0b1744fa711b6e32a7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59338.html
@@ -0,0 +1,3 @@
+<h1>Best Kindle ever</h1>
+<h2>5 stars</h2>
+<p>I have owned several Kindles and this is the best one yet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59342.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59342.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59342.html
@@ -0,0 +1,3 @@
+<h1>Last chance for battery echo</h1>
+<h2>5 stars</h2>
+<p>Now that this supports hands free access and amazon has discontinued it this is the last chance to get a battery operated echo device.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59346.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59346.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59346.html
@@ -0,0 +1,3 @@
+<h1>Awesome portable speaker.</h1>
+<h2>5 stars</h2>
+<p>My 8 yr old daughter loves her Tap. She uses it for HW and play. Never a dual moment when she is learning something new from her Tap.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59619.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59619.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59619.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for a gift</h1>
+<h2>5 stars</h2>
+<p>I gave my husband this tablet for Christmas. He is very pleased with the product. He likes it much better than the last tablet that I purchased him 3 years ago. He highly recommends the product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59635.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59635.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59635.html
@@ -0,0 +1,3 @@
+<h1>Mom Loves it</h1>
+<h2>4 stars</h2>
+<p>Bought as a gift for my 86 yr old mom to stalk her kids and grandkids on FB. She mastered it in a few.minutes with minimal instruction. Now I have to watch my posts.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59655.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59655.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59655.html
@@ -0,0 +1,3 @@
+<h1>Really like the form factor.</h1>
+<h2>5 stars</h2>
+<p>Coming from a nook reader. Love the even backlighting and weight.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59944.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59944.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59944.html
@@ -0,0 +1,3 @@
+<h1>Good device.</h1>
+<h2>5 stars</h2>
+<p>I travel a lot and this is perfect for watching movies or reading on the flights</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59952.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59952.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59952.html
@@ -0,0 +1,3 @@
+<h1>Great for hearing impaired in downloading videos</h1>
+<h2>4 stars</h2>
+<p>Light to carry and good picture quality. This was purchased for a hearing impaired person to download video in American Sign Language . This product was easy to maneuver for someone that was not use to a tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59956.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59956.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59956.html
@@ -0,0 +1,3 @@
+<h1>It is amazing</h1>
+<h2>5 stars</h2>
+<p>Great gift for a younger person who wants a tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59964.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59964.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59964.html
@@ -0,0 +1,3 @@
+<h1>good buy</h1>
+<h2>5 stars</h2>
+<p>grandson really enjoys this and plays with it all the time</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/59968.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59968.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/59968.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>My sons love playing on their tablet. Not only does it allow me additional time to get things done but they enjoy the educational apps provided.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60269.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60269.html
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index 0000000000000000000000000000000000000000..5bf0c688379511360469672e10bc2f4a6bbd2e0e
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60269.html
@@ -0,0 +1,3 @@
+<h1>Not for computer beginner</h1>
+<h2>3 stars</h2>
+<p>Need to have some computer savvy. Wound be much more helpful if it came with a simple basic instructions.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60273.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60273.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60273.html
@@ -0,0 +1,3 @@
+<h1>PERFECT SIZE</h1>
+<h2>5 stars</h2>
+<p>I use it for downloading and reading books. It is the perfect size for this purpose. It is also very light.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60277.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60277.html
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index 0000000000000000000000000000000000000000..f4e666af361c212a593c8aa06e57294f2d75861c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60277.html
@@ -0,0 +1,3 @@
+<h1>Great for reading</h1>
+<h2>5 stars</h2>
+<p>So easy to download and then read. Enjoy reading that I can take anywhere without the heaviness of a book</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60281.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60281.html
new file mode 100644
index 0000000000000000000000000000000000000000..4b355dfb4333cc8fd66a2ec81ff452de6e2c3fba
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60281.html
@@ -0,0 +1,3 @@
+<h1>Great price for a basic tablet.</h1>
+<h2>4 stars</h2>
+<p>I purchased this when my last tablet died. It meets all basic needs and the price was great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60289.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60289.html
new file mode 100644
index 0000000000000000000000000000000000000000..f65820fd8c4eb97dc2daf71816b309ee9821268e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60289.html
@@ -0,0 +1,3 @@
+<h1>Excellent Purchase for Grandson</h1>
+<h2>5 stars</h2>
+<p>Bought this for my six year old grandson. The set up was very easy. He is able to download kids only stuff and can send us videos of himself using the app. He just loves it. Truly kid friendly.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60297.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60297.html
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index 0000000000000000000000000000000000000000..8282adbb059fe66009531eca496110e47acb737f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60297.html
@@ -0,0 +1,3 @@
+<h1>Agreat gift for the grandkids</h1>
+<h2>5 stars</h2>
+<p>The grandkids love it they spend time playing the games they like.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60309.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60309.html
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index 0000000000000000000000000000000000000000..0b7ef1037bde6dff71b236835483bbd6b483600d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60309.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>Sleep design and works great. Ideal gift for the person who has everything.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60590.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60590.html
new file mode 100644
index 0000000000000000000000000000000000000000..a9aa1a66e1646e70d4576f52610fac52cb806598
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60590.html
@@ -0,0 +1,3 @@
+<h1>Love the Fire</h1>
+<h2>5 stars</h2>
+<p>We had an old Fire and upgraded to the Fire HD. Love everything about it so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60622.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60622.html
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index 0000000000000000000000000000000000000000..2240513385d7004ac8eb7ecef26988fb819e9e48
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60622.html
@@ -0,0 +1,3 @@
+<h1>larger screen would be nice</h1>
+<h2>4 stars</h2>
+<p>It will be great if the screen is larger. Otherwise it is good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60915.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60915.html
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index 0000000000000000000000000000000000000000..3f0c0e9a524893b990bfd2b77ecdb3c2b3b15446
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60915.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>Thank..............................................</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60923.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60923.html
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index 0000000000000000000000000000000000000000..7b2c4720d2f78398eccfb5b80f46e5edd7a0efda
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60923.html
@@ -0,0 +1,3 @@
+<h1>Great for college students</h1>
+<h2>5 stars</h2>
+<p>We bought this for our son when he went to college. He is able to upload all of his books and other documents.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/60943.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60943.html
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index 0000000000000000000000000000000000000000..703ef3da0a60c2eeeaa368a24fb9d3dbe53954ad
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/60943.html
@@ -0,0 +1,3 @@
+<h1>my favorite kindle yet</h1>
+<h2>5 stars</h2>
+<p>love kindles and this one is the best one made by amazon. but expensive.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/61236.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61236.html
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index 0000000000000000000000000000000000000000..6cd05861ee270e28cd6708db2bf3fa5b48e9148d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61236.html
@@ -0,0 +1,3 @@
+<h1>Sad</h1>
+<h2>3 stars</h2>
+<p>It all of a sudden has stoped charging I have only used it a few times in the short time off purchase. Can I get a replacement or how best can I be helped</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/61557.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61557.html
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index 0000000000000000000000000000000000000000..500f689e51293ad08dae66cc2b8bb6d51caaecbb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61557.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I am very satisfied with this product. It performs extremely well in all areas of its operation.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/61589.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61589.html
new file mode 100644
index 0000000000000000000000000000000000000000..246d08ecdf4efd41b3b7f4fb33ff310954597e11
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61589.html
@@ -0,0 +1,3 @@
+<h1>Great for outdoor use</h1>
+<h2>5 stars</h2>
+<p>Great and easy read especially when outside in the sun.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/61882.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61882.html
new file mode 100644
index 0000000000000000000000000000000000000000..7faf87089907491d2a048dbbced28e67ddb36053
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61882.html
@@ -0,0 +1,3 @@
+<h1>Nice product</h1>
+<h2>5 stars</h2>
+<p>Bought it for a friend he likes it.would recommend it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6189.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6189.html
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index 0000000000000000000000000000000000000000..5c02f0c410b2be74c8b606a2f3b7def7a1d79ba7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6189.html
@@ -0,0 +1,3 @@
+<h1>great for the money</h1>
+<h2>5 stars</h2>
+<p>I think that my Amazon tablet does all that I need for it to do.Handy to have when traveling.Easy to operate.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/61890.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61890.html
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index 0000000000000000000000000000000000000000..b591b01722ef868934a33c8c541d7160f655c288
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/61890.html
@@ -0,0 +1,3 @@
+<h1>My wife loves it.</h1>
+<h2>4 stars</h2>
+<p>Got this for my wife and she loves it. She had the previous generation and this one is a giant keep forward.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6205.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6205.html
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index 0000000000000000000000000000000000000000..0a7d5456ec31a4179a479a628c648b8335fce55b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6205.html
@@ -0,0 +1,3 @@
+<h1>Disappointed no access to Apps without credit card</h1>
+<h2>4 stars</h2>
+<p>Great tablet but apps limited comparison of other tablets.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62203.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62203.html
new file mode 100644
index 0000000000000000000000000000000000000000..df6ac974cbde3b43d3cb3feea581e63aa85fe326
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62203.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle for reading</h1>
+<h2>5 stars</h2>
+<p>Liked this Kindle upgrade. The color screen and backlights allowed for easy night use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6233.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6233.html
new file mode 100644
index 0000000000000000000000000000000000000000..a8fcebc6dac322497b74d0a4b75890dc844a2534
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6233.html
@@ -0,0 +1,3 @@
+<h1>I love my Amazon Tab</h1>
+<h2>5 stars</h2>
+<p>It is a very handy device and I highly recommend it. I also enjoy using Alexa on it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6237.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6237.html
new file mode 100644
index 0000000000000000000000000000000000000000..db9ff5d1a9c905167780b9bd4b3463485c093090
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6237.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>4 stars</h2>
+<p>Was a little difficult to sync the first time. I really have only used the Tap to play music and to ask for the weather. I like that the device takes up little space in my kitchen.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62520.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62520.html
new file mode 100644
index 0000000000000000000000000000000000000000..9080aad8b5424661533445755ae9a42e7b38f037
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62520.html
@@ -0,0 +1,3 @@
+<h1>Better than the kindle fire 6</h1>
+<h2>5 stars</h2>
+<p>Won the kindle fire 6 last xmas2015 at work raffle. Gladly got this kindle fire 8 for a bigger screen and better battery life. Love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62524.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62524.html
new file mode 100644
index 0000000000000000000000000000000000000000..9f062535f786d1159fb4fdcf927eba10812994fb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62524.html
@@ -0,0 +1,3 @@
+<h1>Great for beginner</h1>
+<h2>5 stars</h2>
+<p>My dad is a first time user for anything techie he has really enjoyed it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62536.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62536.html
new file mode 100644
index 0000000000000000000000000000000000000000..3716a52cc71c912e9422cb778feec1793f615279
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62536.html
@@ -0,0 +1,3 @@
+<h1>Good tablet for toddlers</h1>
+<h2>4 stars</h2>
+<p>This is a good entry tablet for toddlers. I like the Amazon exchange policy if it breaks.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62849.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62849.html
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index 0000000000000000000000000000000000000000..82aa96777e3a7115a03912584d0e7601f8a90f2c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62849.html
@@ -0,0 +1,3 @@
+<h1>great</h1>
+<h2>5 stars</h2>
+<p>The kindle is great to read on. I also like that you can play some games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62853.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62853.html
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index 0000000000000000000000000000000000000000..114b494f7478b446890b80f799b08b9265d9260f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62853.html
@@ -0,0 +1,3 @@
+<h1>Great first tablet</h1>
+<h2>4 stars</h2>
+<p>Works well. Easy to use. Battery seems to be good. Would buy again.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62857.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62857.html
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index 0000000000000000000000000000000000000000..4b176a6d7e479d1e699e1dcd1bd279cb3c6e38ef
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62857.html
@@ -0,0 +1,3 @@
+<h1>Grandson loves</h1>
+<h2>5 stars</h2>
+<p>Bought for my 2 yr old grandson.. and he loves it has a lot of learning numbers alphabet and shapes</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62861.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62861.html
new file mode 100644
index 0000000000000000000000000000000000000000..16b911c34bcc29725ad40c4a8c4590919e574d72
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62861.html
@@ -0,0 +1,3 @@
+<h1>Good beginning tablet for kids</h1>
+<h2>4 stars</h2>
+<p>my grandson had one and likes it. so i bought it for my other grandson</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62865.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62865.html
new file mode 100644
index 0000000000000000000000000000000000000000..cad2a931c42c866522cc69ff655fb2e6b771a311
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62865.html
@@ -0,0 +1,3 @@
+<h1>excellent</h1>
+<h2>5 stars</h2>
+<p>excellent for kids and safe cover so if dropped it survives</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/62869.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62869.html
new file mode 100644
index 0000000000000000000000000000000000000000..7aa6f8ed5e7c7544c99ef2e8ef2be94011fd5e50
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/62869.html
@@ -0,0 +1,3 @@
+<h1>Best kids tablet</h1>
+<h2>5 stars</h2>
+<p>I needed this for my daughter and needed a tablet that cal handle all my daughters apps and have parental saggy This has it all</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63182.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63182.html
new file mode 100644
index 0000000000000000000000000000000000000000..331f9a890bff31c44d70565930a23e4afb2eb36d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63182.html
@@ -0,0 +1,3 @@
+<h1>Good for my 2 yr old</h1>
+<h2>4 stars</h2>
+<p>I like it my son can watch his 2 favorite shows with out any problems</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63206.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63206.html
new file mode 100644
index 0000000000000000000000000000000000000000..7ba4bc0189d10bffab01bf97b83fce247ceb087f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63206.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>Great speaker. Love how its portable. Good battery life. Would be 5 stars if it had the drop in capabilities like the rest of the echo family.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63483.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63483.html
new file mode 100644
index 0000000000000000000000000000000000000000..feb5da1ce9982911577befb9aff2103d1f4a5257
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63483.html
@@ -0,0 +1,3 @@
+<h1>good tablet</h1>
+<h2>4 stars</h2>
+<p>I use it at home instead of a computer. I gave it four stars instead of five because it seems to lose wifi frequently. However this could be due to house wifi issues. The tablet is fast and easy to use. Love the ease of downloading books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63487.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63487.html
new file mode 100644
index 0000000000000000000000000000000000000000..49fe07ddc62eb3d4a05663d32c0c8b9989026420
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63487.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>Easy to use. Great picture clarity. Wish they had a cellular version.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63519.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63519.html
new file mode 100644
index 0000000000000000000000000000000000000000..282346b264fafdc7267540f4b9e9bda0a677d513
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63519.html
@@ -0,0 +1,3 @@
+<h1>Kindle seems to get it right.</h1>
+<h2>5 stars</h2>
+<p>I like the size and battery life. It would be nice to have instant definitions for foreign language books. I really like the vocabulary review.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63804.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63804.html
new file mode 100644
index 0000000000000000000000000000000000000000..8ea57901eb4f493e503e9b6a77cde9aa8ee10e77
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63804.html
@@ -0,0 +1,3 @@
+<h1>well worth it</h1>
+<h2>5 stars</h2>
+<p>i really like this tablet..easy to use and looks great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63816.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63816.html
new file mode 100644
index 0000000000000000000000000000000000000000..8a062979e70c4389d5e7df01fb83f39db44c77d7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63816.html
@@ -0,0 +1,3 @@
+<h1>Love my HD 8</h1>
+<h2>5 stars</h2>
+<p>Great to take with me when I need alone time to just surf and read.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/63828.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63828.html
new file mode 100644
index 0000000000000000000000000000000000000000..5dab3b4a441f81c9962fb745a2841c75ede0a302
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/63828.html
@@ -0,0 +1,3 @@
+<h1>For son</h1>
+<h2>5 stars</h2>
+<p>Purchased for my 5 year old. Love the echo dot sync</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64141.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64141.html
new file mode 100644
index 0000000000000000000000000000000000000000..8efbe455421e9fe3938a32813fd3b9f3431f94a4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64141.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>The screen picture is crisp and bright. I will use this tablet for many things.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64450.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64450.html
new file mode 100644
index 0000000000000000000000000000000000000000..83bca291a03b5bf398e8247c7ea245c93aa1de22
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64450.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>This tablet is small enough to pack but the screen is the perfect size for watching movies on the plane when traveling.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64462.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64462.html
new file mode 100644
index 0000000000000000000000000000000000000000..b6f85851316a87eb5c5d4dbb6bc4dea099ee59d3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64462.html
@@ -0,0 +1,3 @@
+<h1>basic but good</h1>
+<h2>4 stars</h2>
+<p>Good if you want something inexpensive and Will do the minimum very well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64466.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64466.html
new file mode 100644
index 0000000000000000000000000000000000000000..1ba55de276127e65e9749bc3504ad4b6bddd720e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64466.html
@@ -0,0 +1,3 @@
+<h1>great</h1>
+<h2>5 stars</h2>
+<p>great table for kids and parents control great gre</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64474.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64474.html
new file mode 100644
index 0000000000000000000000000000000000000000..f48228745e612fc121e8eb4b83be2d98394987e4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64474.html
@@ -0,0 +1,3 @@
+<h1>Excellent combo</h1>
+<h2>5 stars</h2>
+<p>This deal it very convenient for Little ones all in one set</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64478.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64478.html
new file mode 100644
index 0000000000000000000000000000000000000000..aa18124abeb0e0152ffccd73c622d950ce627e25
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64478.html
@@ -0,0 +1,3 @@
+<h1>Best Tablet for Toddlers</h1>
+<h2>5 stars</h2>
+<p>Easy to use great cover and a lot of options for app games. My daughter loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/64779.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64779.html
new file mode 100644
index 0000000000000000000000000000000000000000..61fbd1818ec165478fd12b54ec3b865c13dcc517
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/64779.html
@@ -0,0 +1,3 @@
+<h1>smiles</h1>
+<h2>5 stars</h2>
+<p>bought it as a gift for my mother and she loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65104.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65104.html
new file mode 100644
index 0000000000000000000000000000000000000000..dfbe16aca9a6b9060ab214f5285fc7a701a5e597
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65104.html
@@ -0,0 +1,3 @@
+<h1>Fun tablet</h1>
+<h2>4 stars</h2>
+<p>Exciting tablet still amazed by the ease of use great product all in all</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6514.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6514.html
new file mode 100644
index 0000000000000000000000000000000000000000..3c08e41a596dd59e0c3c082d18c918533ec5ed26
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6514.html
@@ -0,0 +1,3 @@
+<h1>Good tablet.</h1>
+<h2>5 stars</h2>
+<p>Good quality android tablet. also makes a very nice gift.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65140.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65140.html
new file mode 100644
index 0000000000000000000000000000000000000000..11158fe00d5af5fdae8399ae91d551183c4299f9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65140.html
@@ -0,0 +1,3 @@
+<h1>Amazon tap is great</h1>
+<h2>5 stars</h2>
+<p>Is it operate my wife loves it my granddaughter knows how to operate a good sounding Bluetooth speaker great freedom it even tells knock knock jokes in makes my granddaughter crack up that makes it worth every penny I paid useful to recommend to anybody</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6542.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6542.html
new file mode 100644
index 0000000000000000000000000000000000000000..712a433219d005ad0a24c10fd40bcc3e16ab9d25
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6542.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>5 stars</h2>
+<p>Love my new Kindle fire. This replaces my old one and is just as good. Videos are as good as my tv with cable. Well with every penny spent and better deal than when I tried Amazon.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65421.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65421.html
new file mode 100644
index 0000000000000000000000000000000000000000..97eb0dd64e4ca338772412f2aa8c991e21ff8b66
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65421.html
@@ -0,0 +1,3 @@
+<h1>Nice product</h1>
+<h2>5 stars</h2>
+<p>Nice product for the price. It does what we need it to do. Easy to use and handy to have with you instead of a heavy laptop.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65429.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65429.html
new file mode 100644
index 0000000000000000000000000000000000000000..21975e4ee60e0bc78cb9305814d49ead8e7f8b1d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65429.html
@@ -0,0 +1,3 @@
+<h1>Best Bang For Your Money</h1>
+<h2>4 stars</h2>
+<p>Great budget tablet for web browsing. Also useful as an MP3 player and ebook reader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65457.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65457.html
new file mode 100644
index 0000000000000000000000000000000000000000..30bf11bbec3bcf8a40406430da5ca7af2a9183d4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65457.html
@@ -0,0 +1,3 @@
+<h1>Music on the go</h1>
+<h2>5 stars</h2>
+<p>It is great to take my Tap on the road. Easy to use and sounds great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65750.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65750.html
new file mode 100644
index 0000000000000000000000000000000000000000..91e526e45ba89e9824a34299425bc858c5e66d6d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65750.html
@@ -0,0 +1,3 @@
+<h1>Great and versatile</h1>
+<h2>5 stars</h2>
+<p>Excellent resource for children video streaming by Wifi using mobile hotspot with kids.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65754.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65754.html
new file mode 100644
index 0000000000000000000000000000000000000000..f67200a6d6bd945b8044283478fd718193c41fd0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65754.html
@@ -0,0 +1,3 @@
+<h1>Grandkids first tablet.</h1>
+<h2>5 stars</h2>
+<p>Great tablet for young children. Parental locks so you can control what they see. A great deal of educational apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65770.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65770.html
new file mode 100644
index 0000000000000000000000000000000000000000..5fc0c48b4e972d7fea22f9ab67422f84c8470f34
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65770.html
@@ -0,0 +1,3 @@
+<h1>very nice reader</h1>
+<h2>4 stars</h2>
+<p>Bought this reader for a present for my mom. She loves it. Able to take her book with her in a smaller form loves how it looks like paper pages. Easy to order a new book.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65774.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65774.html
new file mode 100644
index 0000000000000000000000000000000000000000..e2fefc191a79ffa86ff4aa69e306b32be39113f7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65774.html
@@ -0,0 +1,3 @@
+<h1>Good screen</h1>
+<h2>4 stars</h2>
+<p>Very good screen for outdoors and nighttime use. Lightweight.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/65782.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65782.html
new file mode 100644
index 0000000000000000000000000000000000000000..36d9e13c1071068e229e8531d2ff0d2989ba5aeb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/65782.html
@@ -0,0 +1,3 @@
+<h1>Great and fun Bluetooth speaker</h1>
+<h2>5 stars</h2>
+<p>Amzon tap is great and fun Bluetooth speaker with inbuilt Alexa. I can talk it to end of the room and it can still understand my commands and plays music. Cool device and I highly recommend it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66063.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66063.html
new file mode 100644
index 0000000000000000000000000000000000000000..cdd8c64f7e0bb54bc6443fb9e2bce41943d7a018
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66063.html
@@ -0,0 +1,3 @@
+<h1>Great item</h1>
+<h2>5 stars</h2>
+<p>This is the perfect tablet for my purposes. Easy to use and the perfect size. Not too large and not too small.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66075.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66075.html
new file mode 100644
index 0000000000000000000000000000000000000000..93a02e70da0091e3cad194889f5d21f1937cab1a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66075.html
@@ -0,0 +1,3 @@
+<h1>Just what we expected</h1>
+<h2>5 stars</h2>
+<p>This amazon fire 8 inch tablet is the perfect size. I purchased it for my husband so that he has a bigger screen than just his phone. He had gotten me one a few years ago so I knew it would be a good purchase.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66103.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66103.html
new file mode 100644
index 0000000000000000000000000000000000000000..3e878a38f24393b140dd584b2a6ee75b01ee39a4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66103.html
@@ -0,0 +1,3 @@
+<h1>Great price</h1>
+<h2>5 stars</h2>
+<p>Good price works great would buy again good value for the price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66388.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66388.html
new file mode 100644
index 0000000000000000000000000000000000000000..dea71e3b8f033e8b84e9bee7a4095e59d417f530
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66388.html
@@ -0,0 +1,3 @@
+<h1>Tablet</h1>
+<h2>4 stars</h2>
+<p>Nice little tablet. Functional and easy to use.Fits the needs that I need to use it for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66392.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66392.html
new file mode 100644
index 0000000000000000000000000000000000000000..47e5ac52237458b50c298fb15082779e1bc08db7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66392.html
@@ -0,0 +1,3 @@
+<h1>Good product.</h1>
+<h2>4 stars</h2>
+<p>Good quality product. Clear display and easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66396.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66396.html
new file mode 100644
index 0000000000000000000000000000000000000000..ab24c862eb6489a6c78ed4c14d4a8eebd4665eea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66396.html
@@ -0,0 +1,3 @@
+<h1>Pretty nice</h1>
+<h2>4 stars</h2>
+<p>Decent tablet. Access to kindle and pretty much all your google apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66428.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66428.html
new file mode 100644
index 0000000000000000000000000000000000000000..122f2eed374202e215c05ed2347d14a29a47603b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66428.html
@@ -0,0 +1,3 @@
+<h1>Alexa House</h1>
+<h2>5 stars</h2>
+<p>Before I bought this I had a blue tooth speaker and an iPod touch. Both of which had to be charged and turned on etc. now I just tell Alexa to play music.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/66745.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66745.html
new file mode 100644
index 0000000000000000000000000000000000000000..2b284292d51c619194cdf9a54fcf5ca614f6cc3d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/66745.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>4 stars</h2>
+<p>Great companion if you already have an echo and need something on the go. Love that this stream and plays Prime music. Battery life could be a little better and sound is good for speaker this size but not the best.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67030.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67030.html
new file mode 100644
index 0000000000000000000000000000000000000000..4afc1f26078875ff1f0d35dfbbacaee3d33e712c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67030.html
@@ -0,0 +1,3 @@
+<h1>Great replacement</h1>
+<h2>4 stars</h2>
+<p>So far so good. This is replacing a broken kindle fire.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67038.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67038.html
new file mode 100644
index 0000000000000000000000000000000000000000..41768eb56ed5612daaf0fbbc0b04c3f2f6bc6dc6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67038.html
@@ -0,0 +1,3 @@
+<h1>Good overall tablet</h1>
+<h2>5 stars</h2>
+<p>This is a good device for entertainment and entry level tasks. I think it can do a lot for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67066.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67066.html
new file mode 100644
index 0000000000000000000000000000000000000000..264082774eac978d63c8773fa72cbfbee4d63587
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67066.html
@@ -0,0 +1,3 @@
+<h1>Not as good as I think..</h1>
+<h2>3 stars</h2>
+<p>Amazon Tap.. got it on Black Friday sale.. But so far feel not as easy as I think to use.. But if you just use as Bluetooth speaker and sound is good.. Maybe just have to learn how to use it more..</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67363.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67363.html
new file mode 100644
index 0000000000000000000000000000000000000000..248268c89341d847b2179489f5cb34baa865eaf7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67363.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Got this the another day for my niece and she loves everything it has to offer</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67684.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67684.html
new file mode 100644
index 0000000000000000000000000000000000000000..610068432a6da48575f93774ca590e2093da3274
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67684.html
@@ -0,0 +1,3 @@
+<h1>Perfect size</h1>
+<h2>5 stars</h2>
+<p>Just the right size for reading books and playing some games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67696.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67696.html
new file mode 100644
index 0000000000000000000000000000000000000000..2bd2160c8e1d3a9f2e2d78ebbf6ee0183e86093c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67696.html
@@ -0,0 +1,3 @@
+<h1>Charging cord</h1>
+<h2>4 stars</h2>
+<p>It would have been nice if the charging cord was more compatible with other devices.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67704.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67704.html
new file mode 100644
index 0000000000000000000000000000000000000000..edc83129c6f34a563eed714f4be80a6f0ab8b271
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67704.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>5 stars</h2>
+<p>I love the back light and has lots of memory. Very compact...easy to carry.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67712.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67712.html
new file mode 100644
index 0000000000000000000000000000000000000000..f68bf9e52c2069234273894717ee45b39d4a8b31
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67712.html
@@ -0,0 +1,3 @@
+<h1>Great product but requires Amazon membership...</h1>
+<h2>4 stars</h2>
+<p>If you want to listen to music you will have to sign for Amazon unlimited or Prime which is very expensive. Pandora does not work too well with this device as it does with Google Home.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67989.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67989.html
new file mode 100644
index 0000000000000000000000000000000000000000..709e8a6d6656a91fa01f572390827149e6067018
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67989.html
@@ -0,0 +1,3 @@
+<h1>A gift for a very appreciative grandson</h1>
+<h2>5 stars</h2>
+<p>Grandson used a borrowed one at school. So now has his own .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/67997.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67997.html
new file mode 100644
index 0000000000000000000000000000000000000000..801639b229745512b7075ff1ae096ee272c6a313
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/67997.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for my kids</h1>
+<h2>5 stars</h2>
+<p>This tablet has been the best one for the price we have purchased 3 other tabs for our kids and they have all broke and ran super slow they love them would definitely recommend this to anyone who wants to save a buck but want quality</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68037.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68037.html
new file mode 100644
index 0000000000000000000000000000000000000000..ea4ac01376aed36bea21941352b10acb434a68c1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68037.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>5 stars</h2>
+<p>I like the Amazon Tap because it is portable. I have used it several times and it makes things a lot easier.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68310.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68310.html
new file mode 100644
index 0000000000000000000000000000000000000000..a5717a3f55e48550875b672e8a4c32062f47229f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68310.html
@@ -0,0 +1,3 @@
+<h1>The perfect reader</h1>
+<h2>5 stars</h2>
+<p>The kindle is great not only is it a reader its bascially a computer. It connects to the internet it takes pictures and has many other great features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68314.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68314.html
new file mode 100644
index 0000000000000000000000000000000000000000..9f7addf8471b2a0a9ddf23c0f3bcae8df02b1abf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68314.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>Need to buy a tablet for my Mother as a Christmas gift. Functionality is great and she uses it for all her online needs</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68318.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68318.html
new file mode 100644
index 0000000000000000000000000000000000000000..eea64127dbb059a177027b67b478f161d5585377
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68318.html
@@ -0,0 +1,3 @@
+<h1>dead</h1>
+<h2>1 stars</h2>
+<p>This thing lasted not even a month before it went dead. Going to try and take it back</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68322.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68322.html
new file mode 100644
index 0000000000000000000000000000000000000000..afb10294b7a04e7484b1e34d0f4d26f5a64b9fcb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68322.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Perfect thing I needed to read books on and play my games</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68326.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68326.html
new file mode 100644
index 0000000000000000000000000000000000000000..ac0511c02e172e886094dc55eb068a4b3f04c38e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68326.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>This is a step up from what my son was using. He said it does well and easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68330.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68330.html
new file mode 100644
index 0000000000000000000000000000000000000000..c7011e49abd6b51cfc528bd48844d58bbebd59a3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68330.html
@@ -0,0 +1,3 @@
+<h1>Good tablet for kids</h1>
+<h2>4 stars</h2>
+<p>Good tablet for younger kids as it keeps them occupied in many ways.and great learning tool.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68338.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68338.html
new file mode 100644
index 0000000000000000000000000000000000000000..4d97c1927924a456897bf4b2598f59769bb1aa2d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68338.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>4 stars</h2>
+<p>Does a lot more than old tablet.It Hasmore memory.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68346.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68346.html
new file mode 100644
index 0000000000000000000000000000000000000000..e06c9c119d434cb4fda74f7a9da5166b0d1cba2a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68346.html
@@ -0,0 +1,3 @@
+<h1>nice device</h1>
+<h2>4 stars</h2>
+<p>the reader is very compact so it can easliy fit into a bag or pocket. The auto light feature is also a plus.it takes a little bit to get adjusted to the side tabs and presume that future versions of this device will be improved upon.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6835.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6835.html
new file mode 100644
index 0000000000000000000000000000000000000000..33872c074350722106e6f5eb43bfbd862d681e50
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6835.html
@@ -0,0 +1,3 @@
+<h1>great tablet</h1>
+<h2>5 stars</h2>
+<p>very easy to use I live my fire the best purchase I have made in months</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68350.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68350.html
new file mode 100644
index 0000000000000000000000000000000000000000..8912290a0868a633d971a6f78fc80e21e6bc50c2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68350.html
@@ -0,0 +1,3 @@
+<h1>Delivery on time.</h1>
+<h2>5 stars</h2>
+<p>Product was as described and delivered on time as scheduled.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68354.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68354.html
new file mode 100644
index 0000000000000000000000000000000000000000..14274a5bd2e745ae0e191e871234c6c4dcbde0a6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68354.html
@@ -0,0 +1,3 @@
+<h1>Love this product</h1>
+<h2>5 stars</h2>
+<p>So glad I purchased this productive it use it all the time</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68358.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68358.html
new file mode 100644
index 0000000000000000000000000000000000000000..23a24c73c560211f8c29aa2616b1415727004905
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68358.html
@@ -0,0 +1,3 @@
+<h1>Easy to set up</h1>
+<h2>5 stars</h2>
+<p>Enjoying the product and feel the ease of use is good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68635.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68635.html
new file mode 100644
index 0000000000000000000000000000000000000000..5fc41ff795fa57dddae0a5b07f3407f2cb3da285
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68635.html
@@ -0,0 +1,3 @@
+<h1>Great for learning to use computer</h1>
+<h2>3 stars</h2>
+<p>Bought the fire for my mother who is 72 to learn how to use a computer the price was right and she can use it to search the web</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68667.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68667.html
new file mode 100644
index 0000000000000000000000000000000000000000..2771137dffe7537fc5bfe2b26909be34acca051a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68667.html
@@ -0,0 +1,3 @@
+<h1>very good produ ct and service</h1>
+<h2>1 stars</h2>
+<p>very good produ ct and service will defintely refer to a freind.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/6879.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6879.html
new file mode 100644
index 0000000000000000000000000000000000000000..bbd9b45f4f648805dbde8cf355c1bc5a65d867f5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/6879.html
@@ -0,0 +1,3 @@
+<h1>Great Alexa product</h1>
+<h2>5 stars</h2>
+<p>The tap is amazing. portable and connected to all amazon content</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68960.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68960.html
new file mode 100644
index 0000000000000000000000000000000000000000..49e2e7a80cd10ef4d4db5f69b29cdd8f37e59a74
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68960.html
@@ -0,0 +1,3 @@
+<h1>Great price</h1>
+<h2>5 stars</h2>
+<p>Love customer service very knowledgeable and helpful</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68976.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68976.html
new file mode 100644
index 0000000000000000000000000000000000000000..a256337926a8151c8d1fee9087135186619d257a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68976.html
@@ -0,0 +1,3 @@
+<h1>Good for kids</h1>
+<h2>4 stars</h2>
+<p>Good product for a young child to play with without breaking</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/68988.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68988.html
new file mode 100644
index 0000000000000000000000000000000000000000..45ffd15a6654136370f186d97153a92ac294e28d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/68988.html
@@ -0,0 +1,3 @@
+<h1>a great tablet for a 6 year old</h1>
+<h2>5 stars</h2>
+<p>my 6 year old granddaughter loves her new tablet. she uses it to play games and download movies.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69277.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69277.html
new file mode 100644
index 0000000000000000000000000000000000000000..a89766fea8dc52a4e2352c770fa3bb0aaf40697c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69277.html
@@ -0,0 +1,3 @@
+<h1>Nice Tablet for the Money</h1>
+<h2>5 stars</h2>
+<p>This is a great tablet for the money. Perfect for someone who does not want to shell out hundreds for an iPad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69281.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69281.html
new file mode 100644
index 0000000000000000000000000000000000000000..da0910e880d85ff7e3d31b72417332c1f9889c8d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69281.html
@@ -0,0 +1,3 @@
+<h1>Good Replacement for Ipad</h1>
+<h2>5 stars</h2>
+<p>One of the best purchases or investments you could make for technology.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69293.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69293.html
new file mode 100644
index 0000000000000000000000000000000000000000..12048ce2dc9c3b1a7c84f50c16ab847775084a4d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69293.html
@@ -0,0 +1,3 @@
+<h1>Good pad for a beginner</h1>
+<h2>5 stars</h2>
+<p>Easy to use. As a beginner I found this pad very good. Enjoy the kindle app.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69309.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69309.html
new file mode 100644
index 0000000000000000000000000000000000000000..31b19088ccf6d2f119a085365d64146de26e821c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69309.html
@@ -0,0 +1,3 @@
+<h1>Amazon Fire</h1>
+<h2>5 stars</h2>
+<p>These are great devices for the price. Good performance and awesome warranty. Having the Freetime is also very nice as app purchases are less frequent.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69602.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69602.html
new file mode 100644
index 0000000000000000000000000000000000000000..91b4239b8ca5394dc99e8e888090f2b8d050dba2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69602.html
@@ -0,0 +1,3 @@
+<h1>Great for beginner</h1>
+<h2>5 stars</h2>
+<p>I would recommend this to my friends that you can shop on amazon has many preloaded games. Many Apps</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69606.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69606.html
new file mode 100644
index 0000000000000000000000000000000000000000..3f9b1225ac025be104a8b06301b85c4fbbc2cf43
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69606.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>This is an item that is easy to use for novices. My child uses it and has no issues</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69610.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69610.html
new file mode 100644
index 0000000000000000000000000000000000000000..06787f3364d4573eebafd5542bd34ac5e7b12c08
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69610.html
@@ -0,0 +1,3 @@
+<h1>A very good deal</h1>
+<h2>4 stars</h2>
+<p>I love it.....Reading E books here is so easyPerfect for price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69614.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69614.html
new file mode 100644
index 0000000000000000000000000000000000000000..5e8a142a089f4f7443fe63d50f05c7efcc4cd262
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69614.html
@@ -0,0 +1,3 @@
+<h1>Great update to my existing kindle</h1>
+<h2>5 stars</h2>
+<p>Really like the updates this product has in comparison to my first one</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69626.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69626.html
new file mode 100644
index 0000000000000000000000000000000000000000..9d0be91ef27f79aeacc899f51ceb686bad3fc94f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69626.html
@@ -0,0 +1,3 @@
+<h1>Durable</h1>
+<h2>5 stars</h2>
+<p>This is my 2yr. olds and he loves it. He loves the different games and watching reviews.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69638.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69638.html
new file mode 100644
index 0000000000000000000000000000000000000000..a1fb362a41628866fa4a5ee7cb45761e9ce53f0b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69638.html
@@ -0,0 +1,3 @@
+<h1>Best kindle ever</h1>
+<h2>5 stars</h2>
+<p>I choose store pick Up in New York and works Great. Love my Kindle Voyage</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69646.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69646.html
new file mode 100644
index 0000000000000000000000000000000000000000..91c0f5c26487b322ff506aa432c406103e0b0e6c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69646.html
@@ -0,0 +1,3 @@
+<h1>Awesome gadget</h1>
+<h2>5 stars</h2>
+<p>We really love our new Amazon Tap. My Son enjoys playing with it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69931.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69931.html
new file mode 100644
index 0000000000000000000000000000000000000000..7ea42ec8ad53e716c1e2763fa06c1b9f8468a219
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69931.html
@@ -0,0 +1,3 @@
+<h1>Like the size</h1>
+<h2>5 stars</h2>
+<p>The salesman was very good pointed us in the right direction. The tablets are perfect for our triplet grandsons.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69939.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69939.html
new file mode 100644
index 0000000000000000000000000000000000000000..a615af112722484347c47894c21a34b5ffdd6ba9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69939.html
@@ -0,0 +1,3 @@
+<h1>Good tablet.</h1>
+<h2>4 stars</h2>
+<p>So far this tablet has been efficient. It kinda bad is difficult to use and it seems to require a lot of steps to get the kids profiles set up and it actually does not do everything I hoped it would.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/69963.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69963.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/69963.html
@@ -0,0 +1,3 @@
+<h1>Nice portable speaker</h1>
+<h2>3 stars</h2>
+<p>Nice portable speaker but wish the sound quality was better.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70248.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70248.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70248.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for a gift</h1>
+<h2>5 stars</h2>
+<p>My wife loves this tablet.Much easier to use than previous 2 tablets that we purchased.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70252.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70252.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70252.html
@@ -0,0 +1,3 @@
+<h1>Replace a tablet</h1>
+<h2>5 stars</h2>
+<p>Mother needed something since her tablet had died. Was lot easier for her to learn than her old table. She does lots more with Kindle than she did with tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70280.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70280.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70280.html
@@ -0,0 +1,3 @@
+<h1>Great e reader but a bit over priced</h1>
+<h2>3 stars</h2>
+<p>It is the top of the line e reader by amazon which is also the leader in e readers. The voyage is an excellent device and very versatile to carry on your trips. I feel the premium for the page turn sensors is little too high. In hindsight I would go with the paper white and save a few bucks.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70284.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70284.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70284.html
@@ -0,0 +1,3 @@
+<h1>Super easy to set up and use</h1>
+<h2>5 stars</h2>
+<p>Bought as a family gift. We use it all the time now. Very helpful and covenient</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70565.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70565.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70565.html
@@ -0,0 +1,3 @@
+<h1>great tablet</h1>
+<h2>5 stars</h2>
+<p>great tablet well worth the price which was a deal on black friday</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70577.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70577.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70577.html
@@ -0,0 +1,3 @@
+<h1>Awesome tab for the price.</h1>
+<h2>4 stars</h2>
+<p>Great for watching sports events away from home but within wi fi range.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70609.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70609.html
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index 0000000000000000000000000000000000000000..04ccdcfeae7ea3a25a5fd00bb20ed4c0a416c0ef
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70609.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>No issues at all... wish it were water proof. My kids and family love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70894.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70894.html
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index 0000000000000000000000000000000000000000..a424e989bde778f82da426e2b3c67e65b926bb75
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70894.html
@@ -0,0 +1,3 @@
+<h1>My daughter loves it</h1>
+<h2>5 stars</h2>
+<p>Works great for everything we want our daughter to do</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/70930.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70930.html
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index 0000000000000000000000000000000000000000..45962801eefc145e0b8868da9f6d7020c1894ad7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/70930.html
@@ -0,0 +1,3 @@
+<h1>Great. I returned Alexxa and love it</h1>
+<h2>5 stars</h2>
+<p>I first boughy alezxa from amazon and found the voice recognition and search algorithms lacking</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71211.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71211.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71211.html
@@ -0,0 +1,3 @@
+<h1>basic tablet</h1>
+<h2>4 stars</h2>
+<p>I picked this tablet up for a 5 year old grandchild as a way to learn how to use a tablet works fine .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71243.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71243.html
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index 0000000000000000000000000000000000000000..dcfb28b05b38db1f86537400ddba54ca88e95298
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71243.html
@@ -0,0 +1,3 @@
+<h1>Must Have for Avid Readers</h1>
+<h2>5 stars</h2>
+<p>So many improvements over previous models. Love the new page turn feature.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71255.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71255.html
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index 0000000000000000000000000000000000000000..02e95eaa8f4c83ab5b689e14a56eb07009f73c27
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71255.html
@@ -0,0 +1,3 @@
+<h1>Coolest high tech gadget.</h1>
+<h2>5 stars</h2>
+<p>I love my new toy. Alexa is my personal girl Friday. She understands what I want and retrieves it. Easy to set up and use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71532.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71532.html
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index 0000000000000000000000000000000000000000..3358e0d777862ac4b4fa8c73c8b1fdef7d471fd8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71532.html
@@ -0,0 +1,3 @@
+<h1>less cumbersome</h1>
+<h2>5 stars</h2>
+<p>This is smaller and lighter than my previous fire and works even better</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71540.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71540.html
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index 0000000000000000000000000000000000000000..95a28c8de95b6e278ae79978db9739fbad2c5cae
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71540.html
@@ -0,0 +1,3 @@
+<h1>Love Kindle Fire</h1>
+<h2>5 stars</h2>
+<p>This is my third Kindle Fire and it improves each time. Colors are crisper and best of all it stays charged a lot longer.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71544.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71544.html
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index 0000000000000000000000000000000000000000..29cac7a6b40614aee67c2abd55c69e92dafceabe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71544.html
@@ -0,0 +1,3 @@
+<h1>Easy To use</h1>
+<h2>4 stars</h2>
+<p>Fun and reliable. Good quality for the money. Easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71552.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71552.html
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index 0000000000000000000000000000000000000000..c7121317fb4b6b0dfc5e4680921f1993ad9c5382
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71552.html
@@ -0,0 +1,3 @@
+<h1>good</h1>
+<h2>5 stars</h2>
+<p>i would not change any thing on it at all it works very good</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7156.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7156.html
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index 0000000000000000000000000000000000000000..c9dd8607e6a6032d90767f591453cc0f3823b479
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7156.html
@@ -0,0 +1,3 @@
+<h1>Great low cost tablet</h1>
+<h2>5 stars</h2>
+<p>I use my kindle on a daily basis. It is a good size for reading in bed.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71572.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71572.html
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index 0000000000000000000000000000000000000000..f725612e12c164bafa580161c5e07dba707985f5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71572.html
@@ -0,0 +1,3 @@
+<h1>Outstanding</h1>
+<h2>5 stars</h2>
+<p>Incredible range. Clear sound. We bought the sleeve and hung it in the backyard for a party. Amazing 360 clear sound.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7160.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7160.html
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index 0000000000000000000000000000000000000000..deee8b779593a6752dd33122991728c20edfe5f3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7160.html
@@ -0,0 +1,3 @@
+<h1>works great.</h1>
+<h2>5 stars</h2>
+<p>make sure you buy a micro sd card with at least 64 gb of memory. or you will have to constantly delete old items.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7164.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7164.html
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index 0000000000000000000000000000000000000000..80c3b176c3b64661c47f964f755f83dd17f6cd0c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7164.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>As expected. I am very happy with this. This serves the purpose</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7172.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7172.html
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index 0000000000000000000000000000000000000000..d211afdd261e43452f68f554ba01d9deb334554a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7172.html
@@ -0,0 +1,3 @@
+<h1>very fast</h1>
+<h2>5 stars</h2>
+<p>great for beginner or experienced person. Bought as a gift and she loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71857.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71857.html
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index 0000000000000000000000000000000000000000..978f682d94009671c7d1273d90e39d0c99e5ab79
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71857.html
@@ -0,0 +1,3 @@
+<h1>Enter than I thought</h1>
+<h2>4 stars</h2>
+<p>Better than I expected for the price. Works good and I would fully recommend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71861.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71861.html
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index 0000000000000000000000000000000000000000..80be95df46d5c0d568d24868921a5dcd8714df63
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71861.html
@@ -0,0 +1,3 @@
+<h1>More ideal for a child or teen.</h1>
+<h2>1 stars</h2>
+<p>This is not a bad product. Amazon offers greats products but this tablet was missing features even for a basic tablet. The lack of google chrome compatibility made this tablet not right for me.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71865.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71865.html
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index 0000000000000000000000000000000000000000..a276acd60a03b9785623bade64e3625772f48ed5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71865.html
@@ -0,0 +1,3 @@
+<h1>Works great</h1>
+<h2>5 stars</h2>
+<p>Works great and is fast. Great for reading and internet use</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/71873.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71873.html
new file mode 100644
index 0000000000000000000000000000000000000000..24a0fcbbfb2554a0dafae6076e716d8cfcbc5d58
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/71873.html
@@ -0,0 +1,3 @@
+<h1>good for games</h1>
+<h2>5 stars</h2>
+<p>This is a kid friendly tablet good for gaming and learning games as well. Glad we got it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7196.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7196.html
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index 0000000000000000000000000000000000000000..ccbaf912d9a86fef23c8aaef16b44f026c94fda8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7196.html
@@ -0,0 +1,3 @@
+<h1>Very decent sound and the portability is excellent</h1>
+<h2>5 stars</h2>
+<p>The speaker sounds very decent for the size and cost but my favorite thing about the speaker is it is wireless and portable. I can charge the speaker and practically take it anywhere without having to plug it in.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72174.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72174.html
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index 0000000000000000000000000000000000000000..454c919e5cade33207ffa91279afd99fb7aae006
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72174.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>4 stars</h2>
+<p>Great for reading. Ordering books and use as a tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72178.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72178.html
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index 0000000000000000000000000000000000000000..83360ddc372f77bbe9acc1503c0c07b01320d019
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72178.html
@@ -0,0 +1,3 @@
+<h1>good upgrade from my old kindle</h1>
+<h2>5 stars</h2>
+<p>Replaced my hd fire 7 because broke screed. Very pleased with the large screen.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72186.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72186.html
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index 0000000000000000000000000000000000000000..ee955ecd9f9085e0c9e5c4f9b6aba52e8aa909db
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72186.html
@@ -0,0 +1,3 @@
+<h1>Kids tablet</h1>
+<h2>5 stars</h2>
+<p>Great Christmas gifts for the kids. Hours of fun and games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72190.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72190.html
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index 0000000000000000000000000000000000000000..31c1ef8c1d77c499c418c4ce1e852b5ba0e822b9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72190.html
@@ -0,0 +1,3 @@
+<h1>Good for Kids</h1>
+<h2>4 stars</h2>
+<p>This fire tablet has long battery life. Reasonable fast</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72198.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72198.html
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index 0000000000000000000000000000000000000000..411c45e0f6898be40e03d6ed5cdfc4e7f6d1b05e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72198.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for my grandson.</h1>
+<h2>5 stars</h2>
+<p>I am very happy with this purchase. Keeps my grandsons entertained. Easy to set up and use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/724.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/724.html
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index 0000000000000000000000000000000000000000..a695dc7d690c081467dc804d44c3836f1eebae18
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/724.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for beginner</h1>
+<h2>4 stars</h2>
+<p>My kid enjoys the tablet. This one is inexpensive than ipad. The availability of apps are limited.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72495.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72495.html
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index 0000000000000000000000000000000000000000..1982f1e41920fc4b373c920dc4994f2c49c70d15
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72495.html
@@ -0,0 +1,3 @@
+<h1>Exactly what we wanted.</h1>
+<h2>5 stars</h2>
+<p>Was looking for tablet to read books and this is perfect for that.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72503.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72503.html
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index 0000000000000000000000000000000000000000..81740e40549707b4a7fed21e4ca67e185baa5ad9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72503.html
@@ -0,0 +1,3 @@
+<h1>Nice Tablet</h1>
+<h2>4 stars</h2>
+<p>Really enjoying my new tablet. I like to travel and me and my family use it to play game and watch movies. Just the right size to.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72515.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72515.html
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index 0000000000000000000000000000000000000000..949a1cc06d79ff2a8ed2eedd33df8c2c8081100a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72515.html
@@ -0,0 +1,3 @@
+<h1>Good size</h1>
+<h2>5 stars</h2>
+<p>I bout this item for my granddaughter for Christmas. It has games that she enjoys playing The case protects the device very well. It also can be set up for age appropriate games etc. As she gets older you can change that. It is bigger than an iPod and smaller than an iPad and has a better price. Since it is a google device you can go there to get more apps</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72539.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72539.html
new file mode 100644
index 0000000000000000000000000000000000000000..c16994b68df8663289d372898baefc3bad1991e8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72539.html
@@ -0,0 +1,3 @@
+<h1>It was a gift</h1>
+<h2>5 stars</h2>
+<p>It was a gift. It was a gift. It was a gift. It was a gift.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72543.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72543.html
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index 0000000000000000000000000000000000000000..c4e53edb75af5c31959e98a81137954174d00cc8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72543.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>I use this for setting alarms and reminders and for activating my lifX lights. The set up is super easy and sound quality and volume levels are really good too</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/728.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/728.html
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index 0000000000000000000000000000000000000000..2a4db26830c072d3423a0d5c987aaebd141dc96d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/728.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>Had the previous version of this tablet and was looking to upgrade. Got this on sale and am very pleased.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72832.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72832.html
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+<h1>Great for on the go</h1>
+<h2>4 stars</h2>
+<p>This product is very handy on the go. I can check emails and find work for my truck.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/72852.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/72852.html
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+<h1>Perfect digital reader</h1>
+<h2>5 stars</h2>
+<p>The voyage is light and has a battery life of Two weeks. In different light settings the Voyage automatically adjusts. My eyes do not get tired from bad lighting. Reading outside is no problem for the Voyage.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73145.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73145.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73145.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I use it to read books. Have read a lot of books on it. The right size and lighting for any situation.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73165.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73165.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73165.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>Excellent Amazon fire HD for kids. Perfect for a holiday gift</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73173.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73173.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73173.html
@@ -0,0 +1,3 @@
+<h1>Wonderful Product</h1>
+<h2>5 stars</h2>
+<p>The KINDLE VOYAGE is a wonderful product and I use it everyday for my reading. I take it to lunch and dinner each day.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73181.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73181.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73181.html
@@ -0,0 +1,3 @@
+<h1>So much fun for traveling</h1>
+<h2>4 stars</h2>
+<p>I have an Alexa but wanted a speaker for traveling. You can use this without a plug in cord.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73185.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73185.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73185.html
@@ -0,0 +1,3 @@
+<h1>Great Buy</h1>
+<h2>5 stars</h2>
+<p>We bought to give away at a Halloween party. We own them ourselves and they are awesome</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73478.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73478.html
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index 0000000000000000000000000000000000000000..885f2186bab6f3c6c75a9979c3fdf786354bb026
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73478.html
@@ -0,0 +1,3 @@
+<h1>Living It</h1>
+<h2>5 stars</h2>
+<p>Got it as a present and love the size of the screen</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73506.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73506.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73506.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>3 stars</h2>
+<p>Great device I use it on a regular basis. good investment</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73807.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73807.html
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index 0000000000000000000000000000000000000000..e4c7808fc3c8468a27c412f4c16725032f3496bd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73807.html
@@ -0,0 +1,3 @@
+<h1>Fantastic</h1>
+<h2>5 stars</h2>
+<p>Our 5 year old grandson loved it. Bought it for him to play educational games on.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/73819.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73819.html
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index 0000000000000000000000000000000000000000..c7c41e7eb452a834691d7fe388a3009e73101fdb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/73819.html
@@ -0,0 +1,3 @@
+<h1>Kindle is Marvellous</h1>
+<h2>4 stars</h2>
+<p>It is a great investment. Can read at night without disturbing partner. Only disadvantage is if you lose your place it is a little difficult to find it. This could be user problem.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74.html
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index 0000000000000000000000000000000000000000..caf34e420c220869b292f2a3eeda5483d18e6996
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74.html
@@ -0,0 +1,3 @@
+<h1>Kindle upgrade</h1>
+<h2>5 stars</h2>
+<p>Gave this to my wife for Christmas. Upgraded from the original Kindle. She thoroughly enjoys it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74124.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74124.html
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index 0000000000000000000000000000000000000000..facefa9ffaf855a440259e6665ccc3205b305507
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74124.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>5 stars</h2>
+<p>This is a great little kids tablet. Has a lot of features and is really fun to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74128.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74128.html
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index 0000000000000000000000000000000000000000..674ab6acca61d4a93a2afa6c69a147bb26a7e3a5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74128.html
@@ -0,0 +1,3 @@
+<h1>For my granddaughter</h1>
+<h2>5 stars</h2>
+<p>She loves to be on the tablet all the time . So now she will have her own.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74144.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74144.html
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index 0000000000000000000000000000000000000000..9ad22f9d03011c04cfb4ba075b2c6a0f6d547129
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74144.html
@@ -0,0 +1,3 @@
+<h1>best reader yet</h1>
+<h2>5 stars</h2>
+<p>Great day reading. The backlight works great in the day as well. It is nice to have enough light to read wherever you are. The batterry life is also long</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74441.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74441.html
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index 0000000000000000000000000000000000000000..54e765d811ee86ad994a29d47af512370887209d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74441.html
@@ -0,0 +1,3 @@
+<h1>great for reading</h1>
+<h2>5 stars</h2>
+<p>also great for listening to music and also for movies</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74461.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74461.html
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index 0000000000000000000000000000000000000000..18850a706eacfc3be9f3404ef13bf30b361cc047
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74461.html
@@ -0,0 +1,3 @@
+<h1>terrific.</h1>
+<h2>5 stars</h2>
+<p>my 8 year old son has a new found passion for reading now that he is using this kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74473.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74473.html
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index 0000000000000000000000000000000000000000..12f586d699e6686e3957a1ce3a0ab7e4ac26cfc9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74473.html
@@ -0,0 +1,3 @@
+<h1>Good but setup to enable voice control only</h1>
+<h2>4 stars</h2>
+<p>Good but setup to enable voice control only on iOS is unclear.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74750.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74750.html
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index 0000000000000000000000000000000000000000..f32c8a42b257ae7e3c59315364321f3dc40451fe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74750.html
@@ -0,0 +1,3 @@
+<h1>Good affordable tablet</h1>
+<h2>4 stars</h2>
+<p>You will not find another tablet like this with the affordable price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74754.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74754.html
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index 0000000000000000000000000000000000000000..f52a1ec4e401ebb4495946385aeb10833f7c24a3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74754.html
@@ -0,0 +1,3 @@
+<h1>It nice</h1>
+<h2>4 stars</h2>
+<p>We bought the tablet for our kid and it actually is good for her.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/74786.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74786.html
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index 0000000000000000000000000000000000000000..d21bbe075711008bc2723ed26ee734f6c578fe89
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/74786.html
@@ -0,0 +1,3 @@
+<h1>Great enhancements</h1>
+<h2>5 stars</h2>
+<p>Fabulous new functionality love the night reading capabilities</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7493.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7493.html
new file mode 100644
index 0000000000000000000000000000000000000000..3aaf7008ddc9308611c7b20839ff35237bbba17a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7493.html
@@ -0,0 +1,3 @@
+<h1>Kindle Fire tablet</h1>
+<h2>5 stars</h2>
+<p>Great tablet for the price. It is easy to navigate.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75071.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75071.html
new file mode 100644
index 0000000000000000000000000000000000000000..0a6b0254a8e93d9323267070acb4da3b0f463ffa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75071.html
@@ -0,0 +1,3 @@
+<h1>Great value for the money. Fast processor as well</h1>
+<h2>4 stars</h2>
+<p>Just purchased the Amazon Fire 16GB model and so far it has performed as expected. Only drawback is the screen which is somewhat reflective of any light source and needs constant cleaning for smudges from normal use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75091.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75091.html
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index 0000000000000000000000000000000000000000..cd3b886704a6372c80ad02f3a6701c8c20380bc9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75091.html
@@ -0,0 +1,3 @@
+<h1>Good for toddlers</h1>
+<h2>5 stars</h2>
+<p>Good for toddlersEasy to carryEasy to download</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75099.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75099.html
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index 0000000000000000000000000000000000000000..6617dd13b050d5295173e8d9f7c60f140e2b9275
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75099.html
@@ -0,0 +1,3 @@
+<h1>childrens kindle</h1>
+<h2>5 stars</h2>
+<p>great learning tool for my granddaughter. she loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75107.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75107.html
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index 0000000000000000000000000000000000000000..eab93dfd1e431ec6ba186aef5d21ca8f224cf6d5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75107.html
@@ -0,0 +1,3 @@
+<h1>Great reading experience</h1>
+<h2>5 stars</h2>
+<p>The Kindle Voyager has a very easy to read screen with great resolution.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7513.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7513.html
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index 0000000000000000000000000000000000000000..bc28bcbbb2991088e02ea379aa46aa77dbd7de78
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7513.html
@@ -0,0 +1,3 @@
+<h1>Is it worth it</h1>
+<h2>3 stars</h2>
+<p>I have a Paper White 1 and 2. Honestly it is difficult to justify double the price value. I certainly like most added features but not sure its worth the extra money. To note it operates great just not sure its worth an upgrade to the latest greatest.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7521.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7521.html
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index 0000000000000000000000000000000000000000..39a81179f513a2f1236025c6ff0ea0871b841959
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7521.html
@@ -0,0 +1,3 @@
+<h1>Great speaker</h1>
+<h2>3 stars</h2>
+<p>I recommend this speaker Easy to work great sound</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7525.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7525.html
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index 0000000000000000000000000000000000000000..2335e1c96b3c96f67ccf03eeb67a5be6d9ba4d4e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7525.html
@@ -0,0 +1,3 @@
+<h1>Alexa</h1>
+<h2>5 stars</h2>
+<p>I absolutely love my amazon echo. It is very convenient and handy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75400.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75400.html
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index 0000000000000000000000000000000000000000..044b9926a169faf7edd29da894ec19b9811012c7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75400.html
@@ -0,0 +1,3 @@
+<h1>It was a good buy</h1>
+<h2>4 stars</h2>
+<p>It was a good buy and tried this for a day. It was fast and experience was good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75428.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75428.html
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index 0000000000000000000000000000000000000000..b410773504533438c4b656952b779cf2e231454a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75428.html
@@ -0,0 +1,3 @@
+<h1>love</h1>
+<h2>5 stars</h2>
+<p>i was skeptical but glad I purchased. much faster than Nook or the paperwhite. Thin and easy to use. Screen appears brighter and wider than the paperwhite. Very thin and lightweight</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75713.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75713.html
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index 0000000000000000000000000000000000000000..8a47eae5f067523afc5e2b564a02d78552ae44b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75713.html
@@ -0,0 +1,3 @@
+<h1>Nice Tablet</h1>
+<h2>5 stars</h2>
+<p>My 10 year old has enjoyed playing on this. Great selection of apps and games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75729.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75729.html
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index 0000000000000000000000000000000000000000..82df08094d09f9ad870f0ca56792ee9eeacb43c4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75729.html
@@ -0,0 +1,3 @@
+<h1>Perfect</h1>
+<h2>5 stars</h2>
+<p>Great gift for any age. Wish I bought two. I can do everything on this that I was doing on my ipad</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75749.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75749.html
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index 0000000000000000000000000000000000000000..657d459c4e19dedaecafc9767f0051f1f363ea84
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75749.html
@@ -0,0 +1,3 @@
+<h1>Nice upgrade</h1>
+<h2>4 stars</h2>
+<p>New Kindle Voyage is a nice upgrade from the basic model. Smaller e reader with a brighter light. So far so good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75757.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75757.html
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index 0000000000000000000000000000000000000000..ef8825539ff818e33e8c60a4f67b50e2453f7b20
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75757.html
@@ -0,0 +1,3 @@
+<h1>Much more then a speaker</h1>
+<h2>5 stars</h2>
+<p>This is a great device and so much fun to use. It is so versatile in what it can and control.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/75761.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75761.html
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index 0000000000000000000000000000000000000000..f5584681b179a1eb150480467ded28b2aae7a44a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/75761.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>This item is exactly what I was looking for. It is a perfect size for home or travel. It is very loud for its size.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76050.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76050.html
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index 0000000000000000000000000000000000000000..5b67b15f746113ba1be9a2f8c083cff864e7a13c
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76050.html
@@ -0,0 +1,3 @@
+<h1>Computer in my palm</h1>
+<h2>5 stars</h2>
+<p>I can do a lot of things on my Kindle I used to rely on the computer for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76058.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76058.html
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index 0000000000000000000000000000000000000000..aebb0c4db7c49cae3bfd3d34bf5517e0ffa1e502
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76058.html
@@ -0,0 +1,3 @@
+<h1>Good babysitter for my 19 month old</h1>
+<h2>4 stars</h2>
+<p>It is well designed with a safe cover for kids. It also come with 2 year warranty. My son loves it already.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76070.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76070.html
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index 0000000000000000000000000000000000000000..7084b1012560749446e715ac1a1ed985430c52d7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76070.html
@@ -0,0 +1,3 @@
+<h1>very nice product and good design</h1>
+<h2>5 stars</h2>
+<p>I bought this for my kids and very happy with that.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76082.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76082.html
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index 0000000000000000000000000000000000000000..b39ef13206314b8957c99fd6b33f15f26bc08fd7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76082.html
@@ -0,0 +1,3 @@
+<h1>Great and a lot of fun</h1>
+<h2>5 stars</h2>
+<p>The kids love it. They ask it silly questions which to my amazement it has an answer. I really like for the music aspect. Just tell it a song and it finds it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76363.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76363.html
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index 0000000000000000000000000000000000000000..8d8bdeb582a26ec250b0707b3e34789f07931435
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76363.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>5 stars</h2>
+<p>Up and coming new technology helps everyone to enjoy life more greatly</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76367.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76367.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76367.html
@@ -0,0 +1,3 @@
+<h1>Great kindle</h1>
+<h2>5 stars</h2>
+<p>This kindle is great. Battery lasts much longer than old kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76379.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76379.html
new file mode 100644
index 0000000000000000000000000000000000000000..40c7bd5fe553f954c74b946cecc04a763944f1ca
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76379.html
@@ -0,0 +1,3 @@
+<h1>Good for kids 6 to 10</h1>
+<h2>5 stars</h2>
+<p>Bought this for my daughter for christmas. I know she will like playing games on it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76395.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76395.html
new file mode 100644
index 0000000000000000000000000000000000000000..970f2a4b0dc446b48daf9d2fdee378c2f9b2adf3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76395.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle</h1>
+<h2>4 stars</h2>
+<p>Perfect reading light and long battery life. I really love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76407.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76407.html
new file mode 100644
index 0000000000000000000000000000000000000000..89453e23243049ee31d1de8839fce222c08c8db8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76407.html
@@ -0,0 +1,3 @@
+<h1>Good charger</h1>
+<h2>5 stars</h2>
+<p>This wall charger works exactly as described for the Kindle Paperwhite.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76680.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76680.html
new file mode 100644
index 0000000000000000000000000000000000000000..77d89ea50dc14a19f785cdc783ce8e3610cd6fa2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76680.html
@@ -0,0 +1,3 @@
+<h1>I like</h1>
+<h2>5 stars</h2>
+<p>I like that it gets 12 hours of charge time. Easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76684.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76684.html
new file mode 100644
index 0000000000000000000000000000000000000000..babdc49a34de99caa787214051e0c54038762198
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76684.html
@@ -0,0 +1,3 @@
+<h1>Good device for beginners</h1>
+<h2>4 stars</h2>
+<p>I bought this for my sister as a gift so she need not use her laptop for basic internet surfing and to watch movies while travelling. The device speed is decent although you cannot compare the performance to a laptop. If you want to avoid carrying a bulky laptop during travel and want a budget make do device for laptop then choose amazon fire tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76696.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76696.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76696.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>This is a wonderful device. I love the extra capabilities and apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/76708.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76708.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/76708.html
@@ -0,0 +1,3 @@
+<h1>Could be a great tablet</h1>
+<h2>3 stars</h2>
+<p>The tablet could be great for my 4 year old daughter if it worked properly. As of right now I need to return it to see if a new one will work. There are black and grey lines across the screen most of the time. It will not go to the home screen so my daughter can play on it. I am hoping a new one will not be faulty.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77001.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77001.html
new file mode 100644
index 0000000000000000000000000000000000000000..284bb787b012da31dcbcb35ec2c2e88c80536024
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77001.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Bought this tablet for my mom who struggles with technology. The Fire HD8 was easy to setup and has many great features. She is catching on well and learning new applications daily. A great value.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77017.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77017.html
new file mode 100644
index 0000000000000000000000000000000000000000..c469798432a5d74e94481dc9d4fe76ca69c50582
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77017.html
@@ -0,0 +1,3 @@
+<h1>Good for the price</h1>
+<h2>4 stars</h2>
+<p>It was a good gift for the price and had many features and options</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77033.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77033.html
new file mode 100644
index 0000000000000000000000000000000000000000..538d6c71b6983b7ac0f06a935ac1d66f7df26865
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77033.html
@@ -0,0 +1,3 @@
+<h1>Awesome camera</h1>
+<h2>4 stars</h2>
+<p>This camera is a great addition to my home I really like it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77049.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77049.html
new file mode 100644
index 0000000000000000000000000000000000000000..86f9525ce1c4b7d4ad9a4a23858f9100e505f004
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77049.html
@@ -0,0 +1,3 @@
+<h1>Awesome speaker with Alexa</h1>
+<h2>5 stars</h2>
+<p>I wanted to get a portable Bluetooth speaker that I could use while out as well as at home. The tap has great sound quality and Alexa is more useful than I would have thought.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77326.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77326.html
new file mode 100644
index 0000000000000000000000000000000000000000..c5430115f9d1cc92cae7381200762af92d7c9eb8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77326.html
@@ -0,0 +1,3 @@
+<h1>good tablet</h1>
+<h2>5 stars</h2>
+<p>performs as designed got it on sale for 79 dollars</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77330.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77330.html
new file mode 100644
index 0000000000000000000000000000000000000000..61d576a301cb619b84463b96cf58e42976b08ff4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77330.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>Bought this tablet for my wife and she absolutely loves it. I also use it for school which works great with writing notes directly on PowerPoints</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77362.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77362.html
new file mode 100644
index 0000000000000000000000000000000000000000..99bc963f372cb1f7952bbdf904bff9a67543bfa9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77362.html
@@ -0,0 +1,3 @@
+<h1>Excellent. No eye strain.</h1>
+<h2>5 stars</h2>
+<p>The light from the page does not but a strain on your eyes when reading. I like how light it is to hold.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77659.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77659.html
new file mode 100644
index 0000000000000000000000000000000000000000..f1cd8d6a36dba15a61a40a4aabd4b32d3bbd028d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77659.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet</h1>
+<h2>5 stars</h2>
+<p>Excellent ratio quality price. Lightweight. Good resolution and easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77968.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77968.html
new file mode 100644
index 0000000000000000000000000000000000000000..763f3b6dd368c28ff07c2ab9b961d2351c49a2d4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77968.html
@@ -0,0 +1,3 @@
+<h1>Nice upgrade</h1>
+<h2>5 stars</h2>
+<p>Great tablet for easy operation. Was a great upgrade for a family member.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77972.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77972.html
new file mode 100644
index 0000000000000000000000000000000000000000..a9e3e8ff5bd1d48f68b08648162c0e4478c972db
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77972.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>I purchased the Amazon Fire HD 8 to replace my 2nd generation Kindle Fire. It works great and the colors are sharp.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/77996.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77996.html
new file mode 100644
index 0000000000000000000000000000000000000000..b4f83610f89aaf6501681eac8b5ac2b1b26b3fcb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/77996.html
@@ -0,0 +1,3 @@
+<h1>Charger</h1>
+<h2>4 stars</h2>
+<p>Takes way to long to get a full charge. Other then that works great would be better if it had a better camera on it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/7814.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7814.html
new file mode 100644
index 0000000000000000000000000000000000000000..377e393fa9815617373f0377c87b1c1e250f0945
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/7814.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for readers</h1>
+<h2>5 stars</h2>
+<p>Good tablet. Wife loves it and would recommend....</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78289.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78289.html
new file mode 100644
index 0000000000000000000000000000000000000000..17984b4d1c67fafd208de09fe7ce5b1839133aa5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78289.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Amazon tablet that links to my amazon prime account so that i can watch all my movies and listen to my music.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78305.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78305.html
new file mode 100644
index 0000000000000000000000000000000000000000..24057273ed30741564c6cd4ffd408cec080083f8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78305.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great product. Love the Amazon ecosystem. The Freetime subscription is a must</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78337.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78337.html
new file mode 100644
index 0000000000000000000000000000000000000000..3fa7450cdb440878777f881ef225669a43bbbf7b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78337.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>5 stars</h2>
+<p>I have an Amazon Echo and the Amazon Tap works wonderfully with Echo. The sound quality is great. It is easy to use and set up. It beats turning on the receiver for music. If you are looking for great and easy sound machine the Tap is it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78610.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78610.html
new file mode 100644
index 0000000000000000000000000000000000000000..1d9116a9467d41e0e58be2c0ef096d57dc7473f0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78610.html
@@ -0,0 +1,3 @@
+<h1>Perfect for my kids</h1>
+<h2>5 stars</h2>
+<p>It does everything my kids need without having to pay a ridiculous price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78626.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78626.html
new file mode 100644
index 0000000000000000000000000000000000000000..b1ad5d6e68eda7a4bb024e961bc11fe88d22f028
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78626.html
@@ -0,0 +1,3 @@
+<h1>Ended up returning</h1>
+<h2>1 stars</h2>
+<p>I bought this tablet for my 4 year old daughter. Too many advertisements. I would rather pay more and not have a single ad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78630.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78630.html
new file mode 100644
index 0000000000000000000000000000000000000000..9a7f5a6cb706e9145315156675b8ac21ed161503
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78630.html
@@ -0,0 +1,3 @@
+<h1>Good tablet for kids</h1>
+<h2>4 stars</h2>
+<p>Good tablet for kids. Easy to use and kid friendly</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78634.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78634.html
new file mode 100644
index 0000000000000000000000000000000000000000..51c586de04965b541a622d1e35189e2df2a85945
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78634.html
@@ -0,0 +1,3 @@
+<h1>Fun product</h1>
+<h2>4 stars</h2>
+<p>Needs to be a way to lock screen. Kiddo loves the device for books and movies on long road trips but accidentally turns off screen or clicks out of it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78638.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78638.html
new file mode 100644
index 0000000000000000000000000000000000000000..c5aa7eca3a6472809dd12ae4f9feed5b361e5660
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78638.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>Bought this for my young granddaughter. It is so easy for her to use. We can control the content. She is learning her colors and alphabet with the help of this tablet. Lots of free content. It was easy to connect to the home wifi. Great battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78935.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78935.html
new file mode 100644
index 0000000000000000000000000000000000000000..b136fd593c881d6fcc09813b61ebe86caea094a8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78935.html
@@ -0,0 +1,3 @@
+<h1>Great product love it perfect for book lovers</h1>
+<h2>5 stars</h2>
+<p>Great for those who love to read this tablet is always ready for on the go trips</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78939.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78939.html
new file mode 100644
index 0000000000000000000000000000000000000000..f3a6f5024b3e5aa098bb795cea624f728285a52a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78939.html
@@ -0,0 +1,3 @@
+<h1>Great budget tablet</h1>
+<h2>5 stars</h2>
+<p>Great budget tablet at a great price. Long battery life and high quality display.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78943.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78943.html
new file mode 100644
index 0000000000000000000000000000000000000000..a51d615f9670ac1964f1b4505425da24b197885b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78943.html
@@ -0,0 +1,3 @@
+<h1>GREAT VALUE</h1>
+<h2>5 stars</h2>
+<p>The device is priced just right to give as a gift for an 8 year old</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/78963.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78963.html
new file mode 100644
index 0000000000000000000000000000000000000000..cb1183c0b3ad14b29c4a6bbf8e69d0aaf2085110
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/78963.html
@@ -0,0 +1,3 @@
+<h1>best</h1>
+<h2>5 stars</h2>
+<p>was one of the best thangs i got for my little one</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79264.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79264.html
new file mode 100644
index 0000000000000000000000000000000000000000..cdb4eb7b3d8249a082e956c3892b798ea8ec0164
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79264.html
@@ -0,0 +1,3 @@
+<h1>Easy to use and set up</h1>
+<h2>5 stars</h2>
+<p>Easy access to my Amazon account. Easy to set up and use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79268.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79268.html
new file mode 100644
index 0000000000000000000000000000000000000000..aeb3dfc885ba2e42b2a06848e19022ef87afadd5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79268.html
@@ -0,0 +1,3 @@
+<h1>good quality for school</h1>
+<h2>4 stars</h2>
+<p>Nice size screen easy and light weight to take to class</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79288.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79288.html
new file mode 100644
index 0000000000000000000000000000000000000000..788f0b6e0138cc9adbf8e4846dafbdfff2af4d1e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79288.html
@@ -0,0 +1,3 @@
+<h1>A great table for kids</h1>
+<h2>5 stars</h2>
+<p>My son is 4 and he loves it. Super easy to use for kids.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79292.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79292.html
new file mode 100644
index 0000000000000000000000000000000000000000..70e09e491e228b1e23558bcd00db5affd791c388
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79292.html
@@ -0,0 +1,3 @@
+<h1>Great Gift</h1>
+<h2>5 stars</h2>
+<p>Purchased this over the holidays and have enjoyed it since. The look and feel of a book is great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79296.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79296.html
new file mode 100644
index 0000000000000000000000000000000000000000..30df8205a9d9edd34d60df816885ec14ca2d0ab4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79296.html
@@ -0,0 +1,3 @@
+<h1>Use it every day.</h1>
+<h2>5 stars</h2>
+<p>Happy I bought this. Makes everything easier to control.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79581.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79581.html
new file mode 100644
index 0000000000000000000000000000000000000000..9aa5f916b50b05e24c40d94144bb1bca5db193d0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79581.html
@@ -0,0 +1,3 @@
+<h1>User friendly</h1>
+<h2>5 stars</h2>
+<p>Got it for my Dad. Easy to use and he loves it. Good stepping stone for future producs</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79585.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79585.html
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index 0000000000000000000000000000000000000000..beecf2de441a7b009d36e59f55c32a021711b500
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79585.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>4 stars</h2>
+<p>Works great prety fast operating system dosent heat up</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79589.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79589.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79589.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for a small child</h1>
+<h2>4 stars</h2>
+<p>Purchased this tablet for my two year old son. It is easy for him to use and has been surprisingly durable. Would recommend the replacement plan if purchasing for a child.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79593.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79593.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79593.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>My 4 year old Grandson loves his Kindle. He had to have one after his sister got one.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79597.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79597.html
new file mode 100644
index 0000000000000000000000000000000000000000..50658ce1b09e465eea45d84a380b25dc5f25184a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79597.html
@@ -0,0 +1,3 @@
+<h1>Good kids tablet</h1>
+<h2>4 stars</h2>
+<p>Good kids tablet for games and videos but the charger is pretty annoying.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79898.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79898.html
new file mode 100644
index 0000000000000000000000000000000000000000..48e833ccfd7364ef846ce4c930ab4d8190275523
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79898.html
@@ -0,0 +1,3 @@
+<h1>A nice upgrade</h1>
+<h2>4 stars</h2>
+<p>This was a gift from my wife. I wanted a lighter Kindle and this is it. I have been happy with this new version.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79906.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79906.html
new file mode 100644
index 0000000000000000000000000000000000000000..99e298d2d579e32197a7058f3f23da707bdc5a38
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79906.html
@@ -0,0 +1,3 @@
+<h1>Great tablet easy to use</h1>
+<h2>5 stars</h2>
+<p>Tablet is great and easy to use thankfully because its my 1st tablet</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79914.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79914.html
new file mode 100644
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79914.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for kids</h1>
+<h2>4 stars</h2>
+<p>Bought two of these tablets for my nieces for Christmas after we had originally bought the Amazon fire 7 inch which had a virus after 3 days of purchase and was unable to work good thing we played with it prior to giving as gift do to this being said I was very surprised on how well this tablet has held up to to not so careful 8 years olds playing with it daily we have had no problems screen is big enough for little hands to maneuver and see on was the highlight of there Christmas and still is would definitely recommend it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79926.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79926.html
new file mode 100644
index 0000000000000000000000000000000000000000..00404e427a5cd91b1b9198369bcfaba0bfe4073c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79926.html
@@ -0,0 +1,3 @@
+<h1>Durable</h1>
+<h2>4 stars</h2>
+<p>Nice and durable good for the kiddos but they like it so much you do have to limit their time on it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/79946.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79946.html
new file mode 100644
index 0000000000000000000000000000000000000000..69acb628ae6de492d7e354fae5d5b5bd7d267b4b
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/79946.html
@@ -0,0 +1,3 @@
+<h1>Awesome for college students</h1>
+<h2>5 stars</h2>
+<p>Great sound and functionality. Minimal kinks in programming. Love it for my bedroom.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80251.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80251.html
new file mode 100644
index 0000000000000000000000000000000000000000..634d2b522ab861380d8457a3dd40fe427c387059
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80251.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet for toddler</h1>
+<h2>5 stars</h2>
+<p>Easy to set up. Durable for toddlers. Highly recommend.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80259.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80259.html
new file mode 100644
index 0000000000000000000000000000000000000000..22cd18826aba06c52b3125ac0bbc2fc3d38027af
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80259.html
@@ -0,0 +1,3 @@
+<h1>Excellent Product</h1>
+<h2>5 stars</h2>
+<p>I thoroughly enjoy the product it is really great and the best ever build by any company.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80548.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80548.html
new file mode 100644
index 0000000000000000000000000000000000000000..57b1412ba70af260c7cc11b2e5da8324b63e9052
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80548.html
@@ -0,0 +1,3 @@
+<h1>Kindle Fire HD8</h1>
+<h2>5 stars</h2>
+<p>This is my 4 the Kindle and is well worth the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80576.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80576.html
new file mode 100644
index 0000000000000000000000000000000000000000..e5965e0c1ff9ca2241719a5acc8101a6a89c2cfb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80576.html
@@ -0,0 +1,3 @@
+<h1>Yay the side page turn buttons are back</h1>
+<h2>5 stars</h2>
+<p>I love the Voyage. The display is clean and crisp and I have found the auto adjusting lighting to work perfectly for me. I love the side page turning buttons. I no longer have to use two hands to read a book anymore.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80584.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80584.html
new file mode 100644
index 0000000000000000000000000000000000000000..1de0967fe203b5bd8c7137bef8d26496320ac1bf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80584.html
@@ -0,0 +1,3 @@
+<h1>Sound quality is great</h1>
+<h2>5 stars</h2>
+<p>Love it works great a lot of fun great for listening to music</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80588.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80588.html
new file mode 100644
index 0000000000000000000000000000000000000000..ede95ae1d635d61f37d0c0e748d20ac1d7f042f1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80588.html
@@ -0,0 +1,3 @@
+<h1>Great device</h1>
+<h2>5 stars</h2>
+<p>Really enjoy the interface and how integrate with the amazon music service .....great</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80865.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80865.html
new file mode 100644
index 0000000000000000000000000000000000000000..cc8f4b614ba97191b2c7323a881b0ae6101523c7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80865.html
@@ -0,0 +1,3 @@
+<h1>simple to use and reliable so far</h1>
+<h2>5 stars</h2>
+<p>Great value from Best Buy. Bought at Christmas sale.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80893.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80893.html
new file mode 100644
index 0000000000000000000000000000000000000000..cc33e62491b5c8379d3f9c83e9ac7c5333aadbf4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80893.html
@@ -0,0 +1,3 @@
+<h1>Boy tablet</h1>
+<h2>4 stars</h2>
+<p>I like that the tablet has child settings and time usage. Very helpful in setting time limits.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/80909.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80909.html
new file mode 100644
index 0000000000000000000000000000000000000000..3b90cf0ef229fbbd234a818ef23f42abc877d07f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/80909.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>Makes for a great alarm and reminder device. I own 2 dots and the tap. Use them all.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81194.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81194.html
new file mode 100644
index 0000000000000000000000000000000000000000..08167103e814c5a62f87de7e7e7193085377de13
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81194.html
@@ -0,0 +1,3 @@
+<h1>Works good. Easy setup.</h1>
+<h2>4 stars</h2>
+<p>I liked the screen size and easy to read books at night. The battery has a long life. The outer rcase could be stronger because concerned about durability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81198.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81198.html
new file mode 100644
index 0000000000000000000000000000000000000000..32d6be1f3b846b2f5d304701a95b242d89a68cf1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81198.html
@@ -0,0 +1,3 @@
+<h1>love it</h1>
+<h2>5 stars</h2>
+<p>for the price this is a great works well the for the price display is hd love it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81202.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81202.html
new file mode 100644
index 0000000000000000000000000000000000000000..cf850656e2e00aa074fdf9c0ae656c9c92ec40c8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81202.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>Very easy to use tablet. Lots of apps and game available.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81226.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81226.html
new file mode 100644
index 0000000000000000000000000000000000000000..bfb81a3a83840936a37598a7bcb5823977e43c9f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81226.html
@@ -0,0 +1,3 @@
+<h1>Amazon Voyager</h1>
+<h2>5 stars</h2>
+<p>Fantastic for reading in dark conditions. Very light and easy to hold.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8127.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8127.html
new file mode 100644
index 0000000000000000000000000000000000000000..9118b10a43acca2e0b87c0b083bf8c26c1adfd07
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8127.html
@@ -0,0 +1,3 @@
+<h1>Great for every day use</h1>
+<h2>5 stars</h2>
+<p>I use this all the time. So much better than bringing out the laptop.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8135.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8135.html
new file mode 100644
index 0000000000000000000000000000000000000000..7bfd4d16a0e2215cbd5448d056fab892727f107f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8135.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>4 stars</h2>
+<p>Great 8 inches tablet with and amazing storage for apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8147.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8147.html
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index 0000000000000000000000000000000000000000..daa4f944dbe100231142e64836182a76c4434257
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8147.html
@@ -0,0 +1,3 @@
+<h1>Easy to use for young children</h1>
+<h2>5 stars</h2>
+<p>Bought for Christmas for 6 and 8 year old granddaughters. Both girls loved it and have said it was their favorite gift.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81507.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81507.html
new file mode 100644
index 0000000000000000000000000000000000000000..24b51213f8b3ddaf98f90295e03e55055e56b2c0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81507.html
@@ -0,0 +1,3 @@
+<h1>Fire HD 8</h1>
+<h2>5 stars</h2>
+<p>I would definitely recommend it to others since it is a good value for money product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81519.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81519.html
new file mode 100644
index 0000000000000000000000000000000000000000..4ef6e4ff6a0ed1546708842d60474a0cf0dc7cb4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81519.html
@@ -0,0 +1,3 @@
+<h1>poor photo quality</h1>
+<h2>4 stars</h2>
+<p>Great tablet other than the photo image quality is fuzzy and not the best.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81531.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81531.html
new file mode 100644
index 0000000000000000000000000000000000000000..82e25f4868632e769243a77ea8c6fcc3f2573d08
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81531.html
@@ -0,0 +1,3 @@
+<h1>Fun</h1>
+<h2>5 stars</h2>
+<p>My son loves playing with this tablet. Very easy to keep him entertained</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81543.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81543.html
new file mode 100644
index 0000000000000000000000000000000000000000..4792badadbf21d597272735c81b54f3d898b1b26
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81543.html
@@ -0,0 +1,3 @@
+<h1>Much improved over early models</h1>
+<h2>5 stars</h2>
+<p>Lightweight easy read easy page turning self adjusting read light great too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81840.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81840.html
new file mode 100644
index 0000000000000000000000000000000000000000..25bfc14a9863884cf50397259f00537cdfbdcbed
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81840.html
@@ -0,0 +1,3 @@
+<h1>Very good</h1>
+<h2>5 stars</h2>
+<p>Very good product. Super quality and the Best Buy store rep explained me about the product</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81844.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81844.html
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index 0000000000000000000000000000000000000000..110b82a85143841799bf21b7d7210ba39c0caaa2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81844.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet for the casual user</h1>
+<h2>5 stars</h2>
+<p>A Great value for the money you can save instead of a Ipad from Apple.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81864.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81864.html
new file mode 100644
index 0000000000000000000000000000000000000000..3cc39eff2932931c235b51cc3779d511bbbfae0b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81864.html
@@ -0,0 +1,3 @@
+<h1>The Light Makes All the Difference</h1>
+<h2>5 stars</h2>
+<p>I have been a Kindle reader for years now but this is the first device I have used with a backlight and I have to say the eye strain is lower and the reading experience better than ever. For a pure reading device I do not know how it could be better other than lowering the price tag.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/81872.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81872.html
new file mode 100644
index 0000000000000000000000000000000000000000..7c749f0465ededd89d2c8f7113d49fbd94aa2d1c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/81872.html
@@ -0,0 +1,3 @@
+<h1>On the go</h1>
+<h2>5 stars</h2>
+<p>You can take everywhere your music and with wifi you are connected with the world. The best is that the battery lasts a long time.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82.html
new file mode 100644
index 0000000000000000000000000000000000000000..f5c5b81b9ad9088d4d1a6041e30899d46dc51f66
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>4 stars</h2>
+<p>Great for reading and Netflix. Fits nice in purse. Good price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82177.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82177.html
new file mode 100644
index 0000000000000000000000000000000000000000..e8ff8eb6353f12b256a8944c2dcf4874c8e9449d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82177.html
@@ -0,0 +1,3 @@
+<h1>Excellent for kids</h1>
+<h2>5 stars</h2>
+<p>This is a great tablet for children and really has an easy to use format. The apps work well and keep the kid entertained by not distracting them with the mechanics.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82193.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82193.html
new file mode 100644
index 0000000000000000000000000000000000000000..19f6d5d34053bfb5b89155b0bfb7bfc04781cde5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82193.html
@@ -0,0 +1,3 @@
+<h1>They missed on this one</h1>
+<h2>3 stars</h2>
+<p>Having to press to talk steals the real thunder of what the amazon echo can do.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82474.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82474.html
new file mode 100644
index 0000000000000000000000000000000000000000..c0d5ab08f1d58d8bc27e95f21c74b311f6ec54ab
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82474.html
@@ -0,0 +1,3 @@
+<h1>light and compact</h1>
+<h2>5 stars</h2>
+<p>i was surprised buy how light and compact this was but still strong enough to do what i needed.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82514.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82514.html
new file mode 100644
index 0000000000000000000000000000000000000000..d4fefe12ca8e3214d6f1fd00672993500b246141
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82514.html
@@ -0,0 +1,3 @@
+<h1>Very good</h1>
+<h2>5 stars</h2>
+<p>I bought some to my friend as gifts.The product are all very good.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82799.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82799.html
new file mode 100644
index 0000000000000000000000000000000000000000..9f8b87aabc5a5e200b9f0374c410c9cdd025f11d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82799.html
@@ -0,0 +1,3 @@
+<h1>nice upgrade</h1>
+<h2>5 stars</h2>
+<p>Wife loves it. She said it opens much faster and likes auto updates for apps.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/82807.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82807.html
new file mode 100644
index 0000000000000000000000000000000000000000..b561734b9043f03206076901f97f83841f3db53e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/82807.html
@@ -0,0 +1,3 @@
+<h1>Ok for the price</h1>
+<h2>3 stars</h2>
+<p>Good starter unit. Easy for a beginner to use. Priced low to give you a taste of the tablet world.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83124.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83124.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83124.html
@@ -0,0 +1,3 @@
+<h1>A Quality Product</h1>
+<h2>5 stars</h2>
+<p>I have been completely satisfied with this product. The quality of graphics is great and downloads are a breeze. I would definitely recommend this product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83132.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83132.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83132.html
@@ -0,0 +1,3 @@
+<h1>Christmas Gift</h1>
+<h2>5 stars</h2>
+<p>I bought this as a Christmas gift for my son. Very easy to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83164.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83164.html
new file mode 100644
index 0000000000000000000000000000000000000000..03ced2c5b6450ad6f2a05a42a8b5460d2f69e4b4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83164.html
@@ -0,0 +1,3 @@
+<h1>Excellent sound on this portable speaker</h1>
+<h2>5 stars</h2>
+<p>Great speaker and the sound is great. Use it every day. Love being able to use Alexa when attached to my network.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83445.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83445.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83445.html
@@ -0,0 +1,3 @@
+<h1>Good for the money</h1>
+<h2>4 stars</h2>
+<p>Nice little tablet for the money. A few ads to deal with.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83457.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83457.html
new file mode 100644
index 0000000000000000000000000000000000000000..fd41d6f21620335ecef0e16eb2cd23938d769c5d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83457.html
@@ -0,0 +1,3 @@
+<h1>Grandson loved it</h1>
+<h2>4 stars</h2>
+<p>I love the fact that it can take a lick and keeping on ticking my grandson is a bit rough on things.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83477.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83477.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83477.html
@@ -0,0 +1,3 @@
+<h1>Great Buy</h1>
+<h2>5 stars</h2>
+<p>Purchased this kindle for a friend and they absolutely enjoy it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83485.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83485.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83485.html
@@ -0,0 +1,3 @@
+<h1>Great buy</h1>
+<h2>5 stars</h2>
+<p>Great outside speaker and alexa is really great to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83762.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83762.html
new file mode 100644
index 0000000000000000000000000000000000000000..4a2139a5f19d2117143d026ddc313e9855d7de85
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83762.html
@@ -0,0 +1,3 @@
+<h1>Great Amazon tablet works for me .</h1>
+<h2>4 stars</h2>
+<p>This is a great product second one i purchase recomend it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83774.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83774.html
new file mode 100644
index 0000000000000000000000000000000000000000..341e6f261ff0912b296935ff6fb11d453056c91b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83774.html
@@ -0,0 +1,3 @@
+<h1>Easy to use tablet</h1>
+<h2>5 stars</h2>
+<p>Very easy to use and has so much to offer for the low price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83778.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83778.html
new file mode 100644
index 0000000000000000000000000000000000000000..e7abb207a3c1315e635765f4101028ea94bd3bac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83778.html
@@ -0,0 +1,3 @@
+<h1>Excellect</h1>
+<h2>5 stars</h2>
+<p>Simply does everything I need. Thank youAnd silk works wonders</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83798.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83798.html
new file mode 100644
index 0000000000000000000000000000000000000000..a61fd9d3cb494f3e3d9ef7a04eb8b926624564fe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83798.html
@@ -0,0 +1,3 @@
+<h1>Great new kindle</h1>
+<h2>5 stars</h2>
+<p>I love the new kindle. I have a third generation and the new features are awesome.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/83810.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83810.html
new file mode 100644
index 0000000000000000000000000000000000000000..b54141b5f8326b27277ba37df40fcebd98d84894
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/83810.html
@@ -0,0 +1,3 @@
+<h1>Great item</h1>
+<h2>5 stars</h2>
+<p>Have been using this item and it seems to be working quite well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84083.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84083.html
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index 0000000000000000000000000000000000000000..f9d3eb5d8b745af2ee2bb2fee58afa908054562c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84083.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Purchased for my niece for a Christmas gift. She loves it no complaints</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84095.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84095.html
new file mode 100644
index 0000000000000000000000000000000000000000..49e55ab63177aea106aab0ba07e834016baa8f2b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84095.html
@@ -0,0 +1,3 @@
+<h1>Great Tablet for the price</h1>
+<h2>5 stars</h2>
+<p>This is so easy to use and does exactly what I hoped.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84123.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84123.html
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index 0000000000000000000000000000000000000000..d77dce2d0af94ef9c2e685fef70bc1ba74443eac
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84123.html
@@ -0,0 +1,3 @@
+<h1>A worthy successor to the Kindle paperwhite</h1>
+<h2>5 stars</h2>
+<p>We had previously owned Kindle paperwhite version 1 and this is a substantial improvement. The new screen is much brighter and the response is quicker .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84127.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84127.html
new file mode 100644
index 0000000000000000000000000000000000000000..be846a09d718e7bb9b9a92e802517c31ca76f494
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84127.html
@@ -0,0 +1,3 @@
+<h1>Great tech works well highly recommended no issues</h1>
+<h2>5 stars</h2>
+<p>Great tech works well highly recommended no issues</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84404.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84404.html
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index 0000000000000000000000000000000000000000..5aa8e3c2ee6540ba404ba3ee31a44acb9c8695e9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84404.html
@@ -0,0 +1,3 @@
+<h1>My wife and I really enjoy our kindle fire HD8</h1>
+<h2>5 stars</h2>
+<p>We purchased these because we really liked the price. We also bought protective cases for both and an antivirus program for them.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84408.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84408.html
new file mode 100644
index 0000000000000000000000000000000000000000..812548fd35442d8002f2b057ebc01cbb6ef6f824
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84408.html
@@ -0,0 +1,3 @@
+<h1>Gift</h1>
+<h2>4 stars</h2>
+<p>This was a gift to a friend. So far she loves it..</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84428.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84428.html
new file mode 100644
index 0000000000000000000000000000000000000000..6daa4724975eb95bbc3ddb4adba3bd88ecb58d44
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84428.html
@@ -0,0 +1,3 @@
+<h1>For my Grandchild</h1>
+<h2>4 stars</h2>
+<p>Did a lot of checking around and found this to be the best value.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84440.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84440.html
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index 0000000000000000000000000000000000000000..67de00c7ea1a5278f739192a04c64c3d8a9b70a6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84440.html
@@ -0,0 +1,3 @@
+<h1>Love the size of it</h1>
+<h2>5 stars</h2>
+<p>I would recommend this product. It works great and ver compact.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8448.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8448.html
new file mode 100644
index 0000000000000000000000000000000000000000..7b1651feb409e1df272df3266e11b524473b2589
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8448.html
@@ -0,0 +1,3 @@
+<h1>Great Kindle</h1>
+<h2>5 stars</h2>
+<p>Perfect size for reading watching movies and carrying on a plane</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8452.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8452.html
new file mode 100644
index 0000000000000000000000000000000000000000..b376d768db6274f362d35cfb20e9c0f17e0cf0b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8452.html
@@ -0,0 +1,3 @@
+<h1>great product and service</h1>
+<h2>5 stars</h2>
+<p>i have had not issues with my purchase. i found a great cover for it on line on amazon and use it every night. thank you for your service.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8460.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8460.html
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index 0000000000000000000000000000000000000000..272215bb41aa84597391736036a5c3845a81263c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8460.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Fantastic tablet fire one is great. Small and portable</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8464.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8464.html
new file mode 100644
index 0000000000000000000000000000000000000000..fd1b1d8bf3ecab72bd542dfa8a8d5c327ccc4b21
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8464.html
@@ -0,0 +1,3 @@
+<h1>Good Buy for Kids</h1>
+<h2>5 stars</h2>
+<p>Best Buy assistance helped in describing the features. and loved the product overall. Like parental control feature</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84733.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84733.html
new file mode 100644
index 0000000000000000000000000000000000000000..1a7c7e53866f20478c67a77deafa262f1d4c2432
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84733.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>This is a great tablet. I was surprised at how efficient and easy to use it is. I bought 8 of these for gifts to make Bible study easier for a bunch of friends.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84737.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84737.html
new file mode 100644
index 0000000000000000000000000000000000000000..a83ff6bb760a6094ef2a8ea22136fd9308903fc2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84737.html
@@ -0,0 +1,3 @@
+<h1>MY AMAZON FIRE ROCKS</h1>
+<h2>5 stars</h2>
+<p>I HAVE BEEN WITH AMAZON PRIME FOR 2 YEARS AND THIS NEW FIRE HD MAKES IT WORTH IT. i WATCH MOVIES WHEN I FLY BECAUSE I CAN DOWNLOAD THEM. THE BATTERY LAST FOR DAYS. I USE IT EVERYDAY NOW.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/84745.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84745.html
new file mode 100644
index 0000000000000000000000000000000000000000..c530b482ccbb68e0a377e2ff3db5559ac4874e32
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/84745.html
@@ -0,0 +1,3 @@
+<h1>Good value and well made for a four year old</h1>
+<h2>5 stars</h2>
+<p>I ordered the extra case not knowing the device came with a case.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8488.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8488.html
new file mode 100644
index 0000000000000000000000000000000000000000..52f37f868c919ca36bafda3aec02634ed95718d7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8488.html
@@ -0,0 +1,3 @@
+<h1>great for beginner</h1>
+<h2>4 stars</h2>
+<p>works as expected. great Christmas present for the kids.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85062.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85062.html
new file mode 100644
index 0000000000000000000000000000000000000000..20e87a764dcd7e50f6e8617005dbcd688dbda262
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85062.html
@@ -0,0 +1,3 @@
+<h1>Ok</h1>
+<h2>5 stars</h2>
+<p>I thought that this tablet was junk but it has surpassed my expectations</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85066.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85066.html
new file mode 100644
index 0000000000000000000000000000000000000000..503ffe2278559b4e3244708c13cec71df4350133
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85066.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great price great product would recommend this gift</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85371.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85371.html
new file mode 100644
index 0000000000000000000000000000000000000000..54a60aa2559867b4c453a37fe5b682b913be5cff
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85371.html
@@ -0,0 +1,3 @@
+<h1>Nice travel companion</h1>
+<h2>5 stars</h2>
+<p>Bought to use for recent travel. Was able to download several movies and TV shows from Netflix. Seems to have decent storage. Video playback was fine.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85379.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85379.html
new file mode 100644
index 0000000000000000000000000000000000000000..1e68aa0e0d2366fe16f3f4cf9e3f12eab240ad11
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85379.html
@@ -0,0 +1,3 @@
+<h1>I LOVE this tablet.</h1>
+<h2>5 stars</h2>
+<p>I got myself 1 of these tablets and so far I love the way it works You can enlarge the print and change the lighting to make it easier to read. The only thing with it is you must have an Amazon account to use it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85387.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85387.html
new file mode 100644
index 0000000000000000000000000000000000000000..77ebccb08e284b6d10b35d24f7c8c3edd7e06797
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85387.html
@@ -0,0 +1,3 @@
+<h1>Good starter tablet</h1>
+<h2>4 stars</h2>
+<p>Does all basic functions of a tablet. Hardcore users may want an iPad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85395.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85395.html
new file mode 100644
index 0000000000000000000000000000000000000000..870a3f6b4e7d35688fa80a53d7ce61bdb139751b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85395.html
@@ -0,0 +1,3 @@
+<h1>Excellent Tablet for a toddler</h1>
+<h2>5 stars</h2>
+<p>My son loves this tablet. It is easy for him to navigate and extremely durable.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85399.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85399.html
new file mode 100644
index 0000000000000000000000000000000000000000..4a3c6fd4810f6d9ef14fe2742ef7acb12721e2ab
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85399.html
@@ -0,0 +1,3 @@
+<h1>Child Kindle Review</h1>
+<h2>4 stars</h2>
+<p>My grandson really enjoys his new Kindle that he for for a Christmas present.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85692.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85692.html
new file mode 100644
index 0000000000000000000000000000000000000000..1dc2aacf34a54f906459893642191beffa59c5a4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85692.html
@@ -0,0 +1,3 @@
+<h1>Bought for 5 year old.</h1>
+<h2>5 stars</h2>
+<p>Great value. Daughter loves it. Easy to use and navigate for her.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85712.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85712.html
new file mode 100644
index 0000000000000000000000000000000000000000..7a49f3a674d232b21c9e236957c1528bb278efd0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85712.html
@@ -0,0 +1,3 @@
+<h1>Good product for young child.</h1>
+<h2>4 stars</h2>
+<p>My grandson really enjoyed this product. Good deal.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/85736.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85736.html
new file mode 100644
index 0000000000000000000000000000000000000000..9cb3b2fcda59db73712e8aa9da00738bafa12adf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/85736.html
@@ -0,0 +1,3 @@
+<h1>I really enjoy Amazon Products</h1>
+<h2>5 stars</h2>
+<p>Amazon is the tip of leading technology. Always have had great luck with their product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86017.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86017.html
new file mode 100644
index 0000000000000000000000000000000000000000..033642818cf13b6ba9cf277409c12aed06a34e58
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86017.html
@@ -0,0 +1,3 @@
+<h1>Perfect for my kids</h1>
+<h2>4 stars</h2>
+<p>Thanks perfect for my little kids they love this tablet good quality and fast enough for them</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86025.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86025.html
new file mode 100644
index 0000000000000000000000000000000000000000..59157589079ba695e26457cec429e86ddd1db319
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86025.html
@@ -0,0 +1,3 @@
+<h1>Decent tablet</h1>
+<h2>4 stars</h2>
+<p>good price for the product. I purchased for my middle school son.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86053.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86053.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86053.html
@@ -0,0 +1,3 @@
+<h1>Easy to read in outdoor settings.</h1>
+<h2>3 stars</h2>
+<p>Clear reading in bright light outdoor settings. Long battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86057.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86057.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86057.html
@@ -0,0 +1,3 @@
+<h1>More than a gimmick</h1>
+<h2>5 stars</h2>
+<p>Pretty good sound for the size and configuration of speaker. Easy to set up.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86338.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86338.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86338.html
@@ -0,0 +1,3 @@
+<h1>Good stuff</h1>
+<h2>4 stars</h2>
+<p>Gift for Mom. This is her first tablet. She is having no issues so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86342.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86342.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86342.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Bought this for my daughter to replace a worn out ipad. She is happier with the size. The resolution is nice. Great buy for the price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86370.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86370.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86370.html
@@ -0,0 +1,3 @@
+<h1>Very nice device</h1>
+<h2>5 stars</h2>
+<p>I love my Kindle Voyage. It truly is almost like reading a paper book.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86663.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86663.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86663.html
@@ -0,0 +1,3 @@
+<h1>like it</h1>
+<h2>4 stars</h2>
+<p>like the speed the 8 inch screen is great. Works well.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86667.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86667.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86667.html
@@ -0,0 +1,3 @@
+<h1>Tablet</h1>
+<h2>5 stars</h2>
+<p>I got this for my husband birthday and he loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86699.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86699.html
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+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86699.html
@@ -0,0 +1,3 @@
+<h1>Very good and fun</h1>
+<h2>4 stars</h2>
+<p>Got this for the family and we all love it. Great gift</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/86996.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86996.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/86996.html
@@ -0,0 +1,3 @@
+<h1>Hd tablet</h1>
+<h2>4 stars</h2>
+<p>This is something that is useful if your looking for something to take along trips</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87012.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87012.html
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index 0000000000000000000000000000000000000000..4888f2c815de422918c4d883003e5ea3978b10a8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87012.html
@@ -0,0 +1,3 @@
+<h1>amazon fire hd8</h1>
+<h2>3 stars</h2>
+<p>meh. it works. i find it difficult to navigate. i also have an ipad mini. this seems to be less intuitive than the ipad.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87020.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87020.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87020.html
@@ -0,0 +1,3 @@
+<h1>Great gift</h1>
+<h2>5 stars</h2>
+<p>This was a gift for my mother and she absolutely loves this thing</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87309.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87309.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87309.html
@@ -0,0 +1,3 @@
+<h1>Great tablet.</h1>
+<h2>5 stars</h2>
+<p>I love to read and this tablet work great for my needs.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87337.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87337.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87337.html
@@ -0,0 +1,3 @@
+<h1>Love my Kindle Voyage</h1>
+<h2>5 stars</h2>
+<p>I am very please with my Kindle Voyage. The size is perfect and the control lighting is exactly what I was looking for. Would recommend this to anyone.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87345.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87345.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87345.html
@@ -0,0 +1,3 @@
+<h1>Love Alexa</h1>
+<h2>5 stars</h2>
+<p>Love Alexa. We currently have three devices that we use on a daily basis. I use one at work basically for streaming music. Great device. No problems connecting to any of them.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87349.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87349.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87349.html
@@ -0,0 +1,3 @@
+<h1>Awesome speaker</h1>
+<h2>5 stars</h2>
+<p>It is a quality product and has clear crisp sound. Best part it can be carried in any satchel. Sound is loud enough for a back yard gathering.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87630.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87630.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87630.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Nice it all ready has Amazon and apps built in. Great buy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87634.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87634.html
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87634.html
@@ -0,0 +1,3 @@
+<h1>A good value</h1>
+<h2>5 stars</h2>
+<p>The Kindle Fire has great features for the price. The video quality is asstounding.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87638.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87638.html
new file mode 100644
index 0000000000000000000000000000000000000000..e0a7919df8eddcfe882100b475584509bd21f665
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87638.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Got this tablet for my 3 year old son and he can not put it down. It is so much to do. So many learning games. I love this product</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8769.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8769.html
new file mode 100644
index 0000000000000000000000000000000000000000..cddfb2fec7c006a99d38f9b838c5a06f048991dd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8769.html
@@ -0,0 +1,3 @@
+<h1>Great kindle</h1>
+<h2>5 stars</h2>
+<p>Love the kindle will continue to buy them for my family</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8773.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8773.html
new file mode 100644
index 0000000000000000000000000000000000000000..3e5ef2a582fa7d43af0b6daa0c92b622dc767b8d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8773.html
@@ -0,0 +1,3 @@
+<h1>Nice tablet</h1>
+<h2>4 stars</h2>
+<p>I enjoy using the tablet. I use it when I am biking.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87947.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87947.html
new file mode 100644
index 0000000000000000000000000000000000000000..7f95055798f6978be7f4e194b9c04b3524d69a8c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87947.html
@@ -0,0 +1,3 @@
+<h1>Perfect purchase</h1>
+<h2>5 stars</h2>
+<p>My granddaughter love this fire for al her games. We also downloaded a music app for her and she is so happy with this. So many things she will learn how to do on this tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87951.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87951.html
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index 0000000000000000000000000000000000000000..7d2ff61a85aa7b72a1fd3d046a03a57b65b454a2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87951.html
@@ -0,0 +1,3 @@
+<h1>picked one up for fun</h1>
+<h2>4 stars</h2>
+<p>and it out performs some of the bigger name brand tablets out there. if you looking for a good video and somewhat customizable tablet at a great price do not pass this up.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87955.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87955.html
new file mode 100644
index 0000000000000000000000000000000000000000..e0e8a80020788f3b9cb88008912004211491e5c7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87955.html
@@ -0,0 +1,3 @@
+<h1>Needed the bigger tablet.</h1>
+<h2>5 stars</h2>
+<p>I went from the 7 inch Kindle to the 8 and it really made a difference. Easier to read and clearer than my old one.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87979.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87979.html
new file mode 100644
index 0000000000000000000000000000000000000000..d43ce0b62570626c6ed3a5dd1231bbb117d3122e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87979.html
@@ -0,0 +1,3 @@
+<h1>Smart Device</h1>
+<h2>5 stars</h2>
+<p>I like using Amazon Echo for playing calming music to help me fall asleep. I use it to play nature sounds for my dog while I am away.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/87991.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87991.html
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index 0000000000000000000000000000000000000000..da584880899324f5fac01e7a8c634d736d322b69
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/87991.html
@@ -0,0 +1,3 @@
+<h1>Great for entire family</h1>
+<h2>5 stars</h2>
+<p>It helps the kids with questions it plays any music you like .</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8801.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8801.html
new file mode 100644
index 0000000000000000000000000000000000000000..9aab5b96e4bd92651a367c400a2ae09661a7872c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8801.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>5 stars</h2>
+<p>Easy to use and get started with. Have had no issues at all and would recommend.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/8809.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8809.html
new file mode 100644
index 0000000000000000000000000000000000000000..9e7bf7a19fd298466574ae37e6a9a740a11ff5a0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/8809.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>This is a very nice addition to the alexa family pf products. It is wireless so you can move it around to house wherever you want to listen to music at without having to search for plugs. Great sound and portability.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88284.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88284.html
new file mode 100644
index 0000000000000000000000000000000000000000..5c4f7ba98d877bb65748499ec28bde7c1a24cbd7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88284.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>Works great. Love the portability of books. Overall great product</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88589.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88589.html
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index 0000000000000000000000000000000000000000..cddaef55aecb5e2f10156a49c5cfbc12fbc53246
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88589.html
@@ -0,0 +1,3 @@
+<h1>Outstanding</h1>
+<h2>5 stars</h2>
+<p>Owned a kindle fire HDX for GameCircle years. Finally decided Goodreads upgrade. This fire HD 8 is great. Really Prime the larger screen and new features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88601.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88601.html
new file mode 100644
index 0000000000000000000000000000000000000000..697a290abb44c84a4d6e96b423923cffa94bcedd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88601.html
@@ -0,0 +1,3 @@
+<h1>Bought for grandkids they love it</h1>
+<h2>4 stars</h2>
+<p>Look forward to hearing more from my grandkids so far they love it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88609.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88609.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef11b27f6e6e3bd12aedaae8e994c4faad8fe6be
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88609.html
@@ -0,0 +1,3 @@
+<h1>good product</h1>
+<h2>4 stars</h2>
+<p>This is my 2nd tablet and it works great with downloading</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88629.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88629.html
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index 0000000000000000000000000000000000000000..54e1392c1df258fbd4a2e6d4392ff7571f34b24c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88629.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>This is the best Kindle I have ever used. This is way better than the Kindle Fire HD which I also own.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88910.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88910.html
new file mode 100644
index 0000000000000000000000000000000000000000..1a5e0bf0fbfdcabce126d51b2b0053c8774b72d3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88910.html
@@ -0,0 +1,3 @@
+<h1>Sweet tablet</h1>
+<h2>5 stars</h2>
+<p>The kindle fire hd is a sweet tablet for reading and apps like netflix or hulu.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88918.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88918.html
new file mode 100644
index 0000000000000000000000000000000000000000..d9fafa82ab450d172f453fc099d688756138dcd8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88918.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>I love Amazon Fire HD8... It is so easy to use and perfect for reading books on or cruising Social Media. I love that it has Alexa included on it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88934.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88934.html
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index 0000000000000000000000000000000000000000..8d4d65422f3baf0e893dde56659419328697bd8f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88934.html
@@ -0,0 +1,3 @@
+<h1>Fun new toy</h1>
+<h2>5 stars</h2>
+<p>This is my second Fire. Wanted a larger size to make eBooks easier to read. Very pleased with the size and clarity of this tablet. Easy to take along in a tote. Perfect for what I wanted it for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88950.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88950.html
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index 0000000000000000000000000000000000000000..a50277516536c3caa49b0133c21b88ebb13eebc2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88950.html
@@ -0,0 +1,3 @@
+<h1>Daughter loves it</h1>
+<h2>5 stars</h2>
+<p>This was actually for my daughter and she has rarely put it down since she got it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/88958.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88958.html
new file mode 100644
index 0000000000000000000000000000000000000000..fc8ce923b9d13dc5cd3784f6c5d8cb97431d3b61
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/88958.html
@@ -0,0 +1,3 @@
+<h1>Easy small decent sound</h1>
+<h2>5 stars</h2>
+<p>Great little device easy to connect to bluetoothDecent sound</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89235.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89235.html
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index 0000000000000000000000000000000000000000..f927ad13976fa61ffba9f5d63c13aeee0bbcb9d7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89235.html
@@ -0,0 +1,3 @@
+<h1>Love the features but...</h1>
+<h2>4 stars</h2>
+<p>I love everything about my new kindle except for the fact that the charging cord is already loose.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89243.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89243.html
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index 0000000000000000000000000000000000000000..539a5164a08167f41ec0039fd096bcaf9fb24e64
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89243.html
@@ -0,0 +1,3 @@
+<h1>My favorite Kindle</h1>
+<h2>5 stars</h2>
+<p>I love this Kindle. I love the fact that you can use an SD card for more storage. Great job</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89247.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89247.html
new file mode 100644
index 0000000000000000000000000000000000000000..babfe994aed1e6c263286dee219659eb596293c5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89247.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Great tablet for the price. My granddaughter loves how user friendly it is.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89251.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89251.html
new file mode 100644
index 0000000000000000000000000000000000000000..b6f4be838031ae915314f957604686076e7b7544
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89251.html
@@ -0,0 +1,3 @@
+<h1>grand kids love it.</h1>
+<h2>5 stars</h2>
+<p>Grand kids love it and it picked up the network in short order. They like the idea they have an iPad like the adults. Well implemented.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89255.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89255.html
new file mode 100644
index 0000000000000000000000000000000000000000..f7d73cc040443267702d47fb36c01eb2725631a1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89255.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>My daughter love it and is amazing thanks and I will recommend it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89271.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89271.html
new file mode 100644
index 0000000000000000000000000000000000000000..7c856dcec13e8aa8fbad009a4bce11236ab8b474
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89271.html
@@ -0,0 +1,3 @@
+<h1>Good for kindle lovers</h1>
+<h2>4 stars</h2>
+<p>Was a gift. The receiver really enjoys it and was an upgrade from her previous kindle</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89275.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89275.html
new file mode 100644
index 0000000000000000000000000000000000000000..3776c8d19cac0847ba8b81386d229c18413a2b6f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89275.html
@@ -0,0 +1,3 @@
+<h1>Perfect.</h1>
+<h2>5 stars</h2>
+<p>I bought this as a gift for my girlfriend and she loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89556.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89556.html
new file mode 100644
index 0000000000000000000000000000000000000000..9c342e4719fa53bfe195395b0bdc7061bfcfa029
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89556.html
@@ -0,0 +1,3 @@
+<h1>Good Tv</h1>
+<h2>5 stars</h2>
+<p>Great and informative service. The guy who helped us was very friendly.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89564.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89564.html
new file mode 100644
index 0000000000000000000000000000000000000000..aadaa7e477119caf824020fda206603ef0cfd879
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89564.html
@@ -0,0 +1,3 @@
+<h1>Wife loves it.</h1>
+<h2>5 stars</h2>
+<p>This is a good product for the price. Many more things can be done with this fire 8 than we dreamed about.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89576.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89576.html
new file mode 100644
index 0000000000000000000000000000000000000000..55636abd9495c0716b71b61ee9b9dfc0817cc65e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89576.html
@@ -0,0 +1,3 @@
+<h1>Good for kids</h1>
+<h2>4 stars</h2>
+<p>Good and fast for kids does have very good control of parents on that</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89580.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89580.html
new file mode 100644
index 0000000000000000000000000000000000000000..24d1688534528751dfa6bedae6235cb53e7c0ff7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89580.html
@@ -0,0 +1,3 @@
+<h1>Excellent gift for grandkids</h1>
+<h2>5 stars</h2>
+<p>Excellent gift for my grandkids. They love it and play with it all the time.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89584.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89584.html
new file mode 100644
index 0000000000000000000000000000000000000000..ed38e1ec5083862ff27db2457fb03cdc04d7f128
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89584.html
@@ -0,0 +1,3 @@
+<h1>Better then my first kindle</h1>
+<h2>5 stars</h2>
+<p>i just love every thing about it. Its awesome to read</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89604.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89604.html
new file mode 100644
index 0000000000000000000000000000000000000000..442e2339c14c2891f73c9d5c2606c08dd5111f5a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89604.html
@@ -0,0 +1,3 @@
+<h1>Amazon powerfast wall charger</h1>
+<h2>5 stars</h2>
+<p>Best kindle charger ever. Took 30 minutes to being my kindle back to life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89877.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89877.html
new file mode 100644
index 0000000000000000000000000000000000000000..19493a81df132f0e54f9fd929c3b27bae332e3a7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89877.html
@@ -0,0 +1,3 @@
+<h1>good tablet</h1>
+<h2>5 stars</h2>
+<p>Fire is a good tablet. Portable size . Have bought a couple for gifts as well</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89881.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89881.html
new file mode 100644
index 0000000000000000000000000000000000000000..e1294a15d642230387a8f36c04777dc034b3a1e2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89881.html
@@ -0,0 +1,3 @@
+<h1>Pretty nice. Light weight</h1>
+<h2>4 stars</h2>
+<p>I got this for my husband for his birthday. He likes the light weight and the speakers and how powerful it is.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89889.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89889.html
new file mode 100644
index 0000000000000000000000000000000000000000..94aeb7892f0ca0cf9fe5255766240ec989ea6a02
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89889.html
@@ -0,0 +1,3 @@
+<h1>Christmas gift</h1>
+<h2>5 stars</h2>
+<p>This was a reasonable replacement for a broken tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89897.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89897.html
new file mode 100644
index 0000000000000000000000000000000000000000..3849fd76d86e0ac70ada8a425d4073b348b662c3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89897.html
@@ -0,0 +1,3 @@
+<h1>Good kids kindle</h1>
+<h2>4 stars</h2>
+<p>But the youtube app has so many ads it has the kids on all kinds of stuff.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/89925.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89925.html
new file mode 100644
index 0000000000000000000000000000000000000000..8a22e7066982a86c1531b0d11bead35a29528aec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/89925.html
@@ -0,0 +1,3 @@
+<h1>A Great portable Speaker and More</h1>
+<h2>5 stars</h2>
+<p>Works as well as the Echo and now has a skill that can enable it to be voice activated rather than having to tap it. Battery charge lasts a long time and sound quality is good. Easy to move around in and out of the house. Will work anywhere you have WIFI. If you have the tap you may not have a need to invest in the more expensive Echo.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/90214.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90214.html
new file mode 100644
index 0000000000000000000000000000000000000000..0163dcb3bda68dffd87c60ba09628ce8b54f746a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90214.html
@@ -0,0 +1,3 @@
+<h1>Christmas present</h1>
+<h2>5 stars</h2>
+<p>my kids enjoy the Fire HD and they love the picture quality</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/90230.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90230.html
new file mode 100644
index 0000000000000000000000000000000000000000..b60a73c328ce49fa16013e6385a2151f40c36522
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90230.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>My son is a huge fan of it and I love that I can control what he watches and plays</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/90519.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90519.html
new file mode 100644
index 0000000000000000000000000000000000000000..fb96c3a805cdfda19caf6a6b58d667f74537e8ce
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90519.html
@@ -0,0 +1,3 @@
+<h1>Grandson loved it.</h1>
+<h2>5 stars</h2>
+<p>My grandson loved it. I had the smaller one but wanted to larger one for him.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/90563.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90563.html
new file mode 100644
index 0000000000000000000000000000000000000000..ebc0294ea970b5b1cddd13ee3da459272dd29be9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90563.html
@@ -0,0 +1,3 @@
+<h1>Nice for the Price</h1>
+<h2>5 stars</h2>
+<p>I like it. I use it everyday and so far no cons. Im very please.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/90848.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90848.html
new file mode 100644
index 0000000000000000000000000000000000000000..062972e973bdb9202683bc691e94e56471042c40
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/90848.html
@@ -0,0 +1,3 @@
+<h1>Great kindle</h1>
+<h2>5 stars</h2>
+<p>Bought as a replacement kindle for my mother in law. She loves it perfect size for her.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9086.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9086.html
new file mode 100644
index 0000000000000000000000000000000000000000..a83ef38f4e1f34007b5fe977b32511cda7cc4334
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9086.html
@@ -0,0 +1,3 @@
+<h1>Is a great gift for the kids.</h1>
+<h2>4 stars</h2>
+<p>This tablet is great and easy to use. Great way to keep the kids entertain.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9090.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9090.html
new file mode 100644
index 0000000000000000000000000000000000000000..453770dc576627e1004e92d1291e4a3850e4433f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9090.html
@@ -0,0 +1,3 @@
+<h1>Perfect Gift</h1>
+<h2>5 stars</h2>
+<p>My wife wanted this and I got it for her. She has been totally happy with it. She loves it for its size for reading online books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9094.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9094.html
new file mode 100644
index 0000000000000000000000000000000000000000..cd5de10eb452f0270db82136f5b1b23d9fab66cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9094.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>It fits just right in your hand. Light weight. Love it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9098.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9098.html
new file mode 100644
index 0000000000000000000000000000000000000000..a97086d98b9276ba1616e36055a4224a947704ea
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9098.html
@@ -0,0 +1,3 @@
+<h1>Perfect for a gift</h1>
+<h2>4 stars</h2>
+<p>Got this for my sister as a Christmas present and she loved it.Easy to use and great for books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9106.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9106.html
new file mode 100644
index 0000000000000000000000000000000000000000..2760d6bbe6bb9a34417957a58e953dff29a77855
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9106.html
@@ -0,0 +1,3 @@
+<h1>Good Product</h1>
+<h2>5 stars</h2>
+<p>Purchased this for my Down Syndrome sister who enjoy playing games on it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9126.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9126.html
new file mode 100644
index 0000000000000000000000000000000000000000..0c975ab3cef378f82d4a21722e90993fba9b891d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9126.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great device. Great for reading books. Small and compact. Lightweight. Looks great too. The light is a great feature</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9134.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9134.html
new file mode 100644
index 0000000000000000000000000000000000000000..ac4d2886c5b9f474a5af14c5d68cee6b68510dbf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9134.html
@@ -0,0 +1,3 @@
+<h1>Amazon Tap</h1>
+<h2>5 stars</h2>
+<p>Great product for when you are on the go.great sound</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91486.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91486.html
new file mode 100644
index 0000000000000000000000000000000000000000..3daaf4a87962e3af746bd316567d73689b241153
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91486.html
@@ -0,0 +1,3 @@
+<h1>Great product and great price</h1>
+<h2>4 stars</h2>
+<p>This product is very easy to set up and use. Has lots of great features that make it fun and easy for kids to play games and read books.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91534.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91534.html
new file mode 100644
index 0000000000000000000000000000000000000000..939b141089062806cbbb68e9809f054fd0f8a8bd
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91534.html
@@ -0,0 +1,3 @@
+<h1>amazing sound quality</h1>
+<h2>5 stars</h2>
+<p>The sound out of this little cylinder is incredible.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91811.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91811.html
new file mode 100644
index 0000000000000000000000000000000000000000..b1777e521ca342494881e40186caffe7edb2b0fa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91811.html
@@ -0,0 +1,3 @@
+<h1>New and improved kindle</h1>
+<h2>4 stars</h2>
+<p>Only a few quirks when it comes to this Kindle. Better quality sound and display.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91819.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91819.html
new file mode 100644
index 0000000000000000000000000000000000000000..2af24bd83917958cd2c2d6482bd2fc230a103bf1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91819.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Amazing video quality easy to maneuver wonderful screen size easy set up</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91827.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91827.html
new file mode 100644
index 0000000000000000000000000000000000000000..425d1d646ea85928fe6e5cc3d5cac3f79405a6a5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91827.html
@@ -0,0 +1,3 @@
+<h1>Good tablet for a kid</h1>
+<h2>4 stars</h2>
+<p>My children love it. Los of different things they can do to learn</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/91855.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91855.html
new file mode 100644
index 0000000000000000000000000000000000000000..69244cd2cb02b05012f209c50e96fa228ba9e9ef
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/91855.html
@@ -0,0 +1,3 @@
+<h1>Cool product</h1>
+<h2>5 stars</h2>
+<p>I would recommend it. It is fun to use and puts out good sound.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92136.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92136.html
new file mode 100644
index 0000000000000000000000000000000000000000..3d18dce1d31ba9815f89c69870bb3ffe0a174a71
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92136.html
@@ -0,0 +1,3 @@
+<h1>Overall great prodcut</h1>
+<h2>4 stars</h2>
+<p>Overall I think the Kindle Fire HD is a great product. No complaint so far.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92140.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92140.html
new file mode 100644
index 0000000000000000000000000000000000000000..b0640eb7f61738e92caaeca39d59a4bdef72ce9a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92140.html
@@ -0,0 +1,3 @@
+<h1>corporate consultant</h1>
+<h2>5 stars</h2>
+<p>great product at a great price.i like the builtin filter which is easy on youreyes.probably the best reader under 100 dollars.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92156.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92156.html
new file mode 100644
index 0000000000000000000000000000000000000000..af7d4674c9455cc681bd24db683f4614e2592e11
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92156.html
@@ -0,0 +1,3 @@
+<h1>Educational and Fun</h1>
+<h2>5 stars</h2>
+<p>The tablet offered my son hours and hours of continuous learning and excitement he would not put it down until it went dead and the batteries had to be recharged</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92176.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92176.html
new file mode 100644
index 0000000000000000000000000000000000000000..858c31910b16f8a7014675e83867550d05204108
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92176.html
@@ -0,0 +1,3 @@
+<h1>Good Speaker for good price</h1>
+<h2>5 stars</h2>
+<p>good speaker. 8 hour battery. Good price. Excellent quality in how it is made.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92453.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92453.html
new file mode 100644
index 0000000000000000000000000000000000000000..71d1925fde84dd534c98a86ea1cdfc1927749bab
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92453.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>Great product. I got this as a gift for a family member and she loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92461.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92461.html
new file mode 100644
index 0000000000000000000000000000000000000000..e2a82ec27265ef66153d91949fe30084d4ac1d02
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92461.html
@@ -0,0 +1,3 @@
+<h1>Love my kindle</h1>
+<h2>5 stars</h2>
+<p>Very happy with my kindle. Would buy it for my kids</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92465.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92465.html
new file mode 100644
index 0000000000000000000000000000000000000000..288deefbaaedd21c8843a0e11ad5ebb449061872
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92465.html
@@ -0,0 +1,3 @@
+<h1>Bought it for my son</h1>
+<h2>5 stars</h2>
+<p>I bought this as a gift for my son and I know he will love it he has the old kindle fire as likes it a lot</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92473.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92473.html
new file mode 100644
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--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92473.html
@@ -0,0 +1,3 @@
+<h1>Good for beginning users.</h1>
+<h2>4 stars</h2>
+<p>This kindle is very slow at recharging. Granddaughter has a hard time waiting for it to charge.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92782.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92782.html
new file mode 100644
index 0000000000000000000000000000000000000000..866b5deb3ee37ba4f1d388cd93f5e54238aafeeb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92782.html
@@ -0,0 +1,3 @@
+<h1>Awesome little tablet</h1>
+<h2>5 stars</h2>
+<p>Great tablet for on the go. Good size screen to watch movies or read book.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92786.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92786.html
new file mode 100644
index 0000000000000000000000000000000000000000..5b77f0a432953431bf826a27aca171e915fc2752
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92786.html
@@ -0,0 +1,3 @@
+<h1>Kids gift for Xmas</h1>
+<h2>5 stars</h2>
+<p>She likes to read books and this is a fast and cheap way for her to do so</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92794.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92794.html
new file mode 100644
index 0000000000000000000000000000000000000000..3aee309f82e5930c485b10a3cb68215f8fad6724
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92794.html
@@ -0,0 +1,3 @@
+<h1>good games</h1>
+<h2>5 stars</h2>
+<p>For two girls that love to play games and take with them</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92798.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92798.html
new file mode 100644
index 0000000000000000000000000000000000000000..f3bfda0e93c5c06a666a7a45e49d7611419e9d23
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92798.html
@@ -0,0 +1,3 @@
+<h1>Excellent tablet for little kids</h1>
+<h2>5 stars</h2>
+<p>I am very happy with this tablet. My kids spends hours of hours on this neat device.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/92814.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92814.html
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index 0000000000000000000000000000000000000000..ac9ac4551508cdff2b6611cdc46f65bb0e1f51c4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/92814.html
@@ -0,0 +1,3 @@
+<h1>The lighting is great</h1>
+<h2>5 stars</h2>
+<p>I really enjoy reading and on my iPad was hurting my eyes. This Kindle really works great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93095.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93095.html
new file mode 100644
index 0000000000000000000000000000000000000000..0fcc5c176fa7ebf2306da45a2effc3d820aa00cb
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93095.html
@@ -0,0 +1,3 @@
+<h1>GREAT BUY FOR MY GRANDSON</h1>
+<h2>5 stars</h2>
+<p>I still have my own Kindle since a few years ago and it still works. I love it and my grandkids both love their kindles.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93111.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93111.html
new file mode 100644
index 0000000000000000000000000000000000000000..6576e5996aa64d8561fcbef79cba7ba6ffc8ad24
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93111.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for the price</h1>
+<h2>4 stars</h2>
+<p>Purchased for my wife who reads a lot and truly enjoys the amazon fire.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93131.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93131.html
new file mode 100644
index 0000000000000000000000000000000000000000..731c14e65fdfa44863b9ae0227d4b86b2bf10be8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93131.html
@@ -0,0 +1,3 @@
+<h1>love it</h1>
+<h2>5 stars</h2>
+<p>I love the new kindle. So much brighter then my old one.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93416.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93416.html
new file mode 100644
index 0000000000000000000000000000000000000000..caa3871201113ac9e987fade4cd2323e8452c850
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93416.html
@@ -0,0 +1,3 @@
+<h1>Size and price good.</h1>
+<h2>3 stars</h2>
+<p>Works well but lacks forward control of screen and right and left movement on keyboard. Good foor short notes but could never do any substantial typing on this without external keyboard. Good for basic websurfing and email.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93428.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93428.html
new file mode 100644
index 0000000000000000000000000000000000000000..c4ea0eb0b6682483718bc9a5946f9bfb9ae5f573
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93428.html
@@ -0,0 +1,3 @@
+<h1>Good tablet</h1>
+<h2>4 stars</h2>
+<p>Tablet is working good for what we wanted it to do.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93432.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93432.html
new file mode 100644
index 0000000000000000000000000000000000000000..2976821d2e8ba1c214ef269e0b7cd0294d4848e0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93432.html
@@ -0,0 +1,3 @@
+<h1>Great Kids Tablet</h1>
+<h2>5 stars</h2>
+<p>Bought for my 11 year old son and he absolutely loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93460.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93460.html
new file mode 100644
index 0000000000000000000000000000000000000000..ffc085020975d0476ffb4ee542bc17eff64b34ec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93460.html
@@ -0,0 +1,3 @@
+<h1>My sons xmas gift</h1>
+<h2>5 stars</h2>
+<p>We got this for my son for xmas. He loves it. He uses it daily.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93749.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93749.html
new file mode 100644
index 0000000000000000000000000000000000000000..45b5ac4367fd9d18128225d18f4198da51164118
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93749.html
@@ -0,0 +1,3 @@
+<h1>Kindle</h1>
+<h2>5 stars</h2>
+<p>great tablet to replace kindle. Love the features.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93765.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93765.html
new file mode 100644
index 0000000000000000000000000000000000000000..154dc9c3141397590d9f7fc7c50218cbe78e629d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93765.html
@@ -0,0 +1,3 @@
+<h1>excellent</h1>
+<h2>5 stars</h2>
+<p>Does everything we wanted. Great value for the price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93777.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93777.html
new file mode 100644
index 0000000000000000000000000000000000000000..99e8a644d2cf32e62701546d71608d21fc1b737b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93777.html
@@ -0,0 +1,3 @@
+<h1>Great buy</h1>
+<h2>5 stars</h2>
+<p>Easy to read in the sunlight. I really like that it adjusts to the lighting available making it easy to read anywhere.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/93785.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93785.html
new file mode 100644
index 0000000000000000000000000000000000000000..a10d5b0b05f4d64dbf5dd39345bdb89d4b0c170b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/93785.html
@@ -0,0 +1,3 @@
+<h1>Great Blutooth Speaker</h1>
+<h2>4 stars</h2>
+<p>Great Bluetooth speaker with the added benefit of Alexa</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9407.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9407.html
new file mode 100644
index 0000000000000000000000000000000000000000..19043922075954d5faf1ed36bdea4a1fbc8e7fb8
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9407.html
@@ -0,0 +1,3 @@
+<h1>Like our Kindle Fire</h1>
+<h2>5 stars</h2>
+<p>Purchased this Kindle Fire HD8 from Best Buy. My fianc� downloaded her first book. She already started reading and said it is really cool to use. She said it is easy to see and navigate.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94070.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94070.html
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index 0000000000000000000000000000000000000000..ba3b68dbc597e5f7a1beb35f49be0fbd2d88301b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94070.html
@@ -0,0 +1,3 @@
+<h1>Great tablet</h1>
+<h2>5 stars</h2>
+<p>Great buy. Bought it for my 10 year old niece. She loves it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94074.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94074.html
new file mode 100644
index 0000000000000000000000000000000000000000..a3f71c48f3d52c539b8d1c4695a368a96eee5e8f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94074.html
@@ -0,0 +1,3 @@
+<h1>My son really enjoys it.</h1>
+<h2>5 stars</h2>
+<p>My son really likes the larger screen to play games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94078.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94078.html
new file mode 100644
index 0000000000000000000000000000000000000000..120bac5c9e7250dd1ead1b9b0114d32adf8e71b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94078.html
@@ -0,0 +1,3 @@
+<h1>Great Value</h1>
+<h2>4 stars</h2>
+<p>Wanted my father to have his first tablet and this is a very good value. He can watch movies and play a few games. Easy enough for him to use.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94106.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94106.html
new file mode 100644
index 0000000000000000000000000000000000000000..8c96a82e36671e0c742b18065d53033e5c9273f3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94106.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>For the price this Amazon is amazing. Just like the echo but smaller. I show everyone how great it is.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94383.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94383.html
new file mode 100644
index 0000000000000000000000000000000000000000..ea7fdeede5555408a80ed74db478cd5f67c42803
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94383.html
@@ -0,0 +1,3 @@
+<h1>Just the right price</h1>
+<h2>5 stars</h2>
+<p>I pulled the trigger on the fire tablet knowing the I would have to install the google play store separately. with some work this could be the most bang for your buck for an android tablet.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94391.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94391.html
new file mode 100644
index 0000000000000000000000000000000000000000..bec5fd756391afe065d7d228f500ff01ac205518
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94391.html
@@ -0,0 +1,3 @@
+<h1>Great for the price</h1>
+<h2>5 stars</h2>
+<p>Love this tablet. Power lasts long. Short charge time. HD screen is really clear. Only con is that there are some apps not available like Google play. Very satified. Have a 128gb card in mine . Plenty of space for downloads. The camera has no flash and is not the best but I didnt buy this tablet for that. High recommend the HD tablet 8gb amazon fire. You want go wrong.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94423.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94423.html
new file mode 100644
index 0000000000000000000000000000000000000000..22448a977d66f2d89a14ba1189343b9c74b2a58c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94423.html
@@ -0,0 +1,3 @@
+<h1>A pleasure to use.</h1>
+<h2>4 stars</h2>
+<p>I have been very pleased with my Voyage. It operates as advertised and has been a pleasure to use. Very well pleased with battery life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9455.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9455.html
new file mode 100644
index 0000000000000000000000000000000000000000..03156a56d474b9a0ef117c613148aa736c7c5053
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9455.html
@@ -0,0 +1,3 @@
+<h1>Does what it says it does</h1>
+<h2>4 stars</h2>
+<p>Does as advertise. Good for bedroom and you can plug in external speakers.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94740.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94740.html
new file mode 100644
index 0000000000000000000000000000000000000000..bb66f81b93ed79edb53b83ff78f857d447b48fee
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94740.html
@@ -0,0 +1,3 @@
+<h1>Love the new kindle en</h1>
+<h2>5 stars</h2>
+<p>It is more lightweight than my keyboard kindle 3. Love it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/94748.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94748.html
new file mode 100644
index 0000000000000000000000000000000000000000..c80047bf63ed09204f99a0d888069d6595b67216
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/94748.html
@@ -0,0 +1,3 @@
+<h1>Love it</h1>
+<h2>5 stars</h2>
+<p>Love the tap. The speaker is nice. Likenit has a charging cradle it can sit on. Easy charge.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95053.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95053.html
new file mode 100644
index 0000000000000000000000000000000000000000..6b5ded90ef8a92b5457ad834436483dda10e0802
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95053.html
@@ -0,0 +1,3 @@
+<h1>Easy to used..</h1>
+<h2>5 stars</h2>
+<p>This tablet is very kid friendly. You log on the tablet and the kids is having fun...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95069.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95069.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef7918118a322f35088ed49df1cd9df0a0126995
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95069.html
@@ -0,0 +1,3 @@
+<h1>Not what I thought</h1>
+<h2>3 stars</h2>
+<p>You need to have amazon prime plus order a special music plan. Disappointing for sure. The sound is ok. I think the larger model is probably better.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95358.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95358.html
new file mode 100644
index 0000000000000000000000000000000000000000..1b42f6c8e9bf7dd730dccc03f5194efb3fe7f321
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95358.html
@@ -0,0 +1,3 @@
+<h1>CHEAP OPTION</h1>
+<h2>5 stars</h2>
+<p>It is cheap tablet option coming from amazon. Latest model will satisfy your needs</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95362.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95362.html
new file mode 100644
index 0000000000000000000000000000000000000000..d00b212f2fa9fc497ae9eb9dbba1cbf54921e84c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95362.html
@@ -0,0 +1,3 @@
+<h1>Good reader</h1>
+<h2>5 stars</h2>
+<p>I enjoy to use the reader and like the idea that I can go to the internet from the Kindle.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95366.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95366.html
new file mode 100644
index 0000000000000000000000000000000000000000..bf6c69bd5124170c473eaca58f73585ce9899e8c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95366.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great learning tool. Kids love it and so do I. So fun to share time with the kids laughing while learning.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95386.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95386.html
new file mode 100644
index 0000000000000000000000000000000000000000..19561578706a0f247115bea36f57a98387aa2ebe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95386.html
@@ -0,0 +1,3 @@
+<h1>Great ebook reader</h1>
+<h2>5 stars</h2>
+<p>The best ebook reader in the market. The text is crisp and I love the backlighting.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95679.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95679.html
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index 0000000000000000000000000000000000000000..170d7ce45ab9ce5b9bfd29348446ceba8e1cb772
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95679.html
@@ -0,0 +1,3 @@
+<h1>Very poor.</h1>
+<h2>1 stars</h2>
+<p>Freeze frequently... No way to trouble shoot or repair it...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/95687.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95687.html
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index 0000000000000000000000000000000000000000..3907ae746475bd4acdf5ee24b05ac03dfc7707e2
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/95687.html
@@ -0,0 +1,3 @@
+<h1>Enjoyable</h1>
+<h2>5 stars</h2>
+<p>This is exactly what the person wanted as a gift and she enjoys using it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96004.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96004.html
new file mode 100644
index 0000000000000000000000000000000000000000..d2feec56e9551ac29e0522ba7cc663752c2251f7
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96004.html
@@ -0,0 +1,3 @@
+<h1>love it</h1>
+<h2>4 stars</h2>
+<p>I wanted a new kindle fir a while. The price was right</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96008.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96008.html
new file mode 100644
index 0000000000000000000000000000000000000000..8faec891738975365bd50992fb69219f560dde76
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96008.html
@@ -0,0 +1,3 @@
+<h1>Daughter loves it</h1>
+<h2>5 stars</h2>
+<p>Works as we thought it should. NO PROBLEMS. Good buying experience.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96012.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96012.html
new file mode 100644
index 0000000000000000000000000000000000000000..5184202e035e1406289a8d9fec48a638c6fbb5f5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96012.html
@@ -0,0 +1,3 @@
+<h1>Good product for toddler</h1>
+<h2>4 stars</h2>
+<p>I enjoy the product. It was easy to program. My toddler pushed a button that changed the setting. I took the product to the store and the kind salesman corrected the product.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96024.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96024.html
new file mode 100644
index 0000000000000000000000000000000000000000..5f60c37e7d313373d0a364b3d23a115a40455964
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96024.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great for kids. Bought both colors for two of my kids.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96313.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96313.html
new file mode 100644
index 0000000000000000000000000000000000000000..ef30ca797362e57024032f9e98785bb407628f96
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96313.html
@@ -0,0 +1,3 @@
+<h1>Good item.</h1>
+<h2>5 stars</h2>
+<p>The product is quite durable and user friendly in many aspects.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96317.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96317.html
new file mode 100644
index 0000000000000000000000000000000000000000..ce5c911a5073f5a1bd177db58d3540c762e48bad
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96317.html
@@ -0,0 +1,3 @@
+<h1>Nice tablet for price</h1>
+<h2>4 stars</h2>
+<p>I purchased this for my 12 year old and it was at a great price point. I like the parental controls feature with the multiple profiles. This allows me to control what she has access to which is a plus for me.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96321.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96321.html
new file mode 100644
index 0000000000000000000000000000000000000000..d25906e5394102f756930712c633224104f8124d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96321.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>5 stars</h2>
+<p>Great little tablet for someone who is always on the go.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96329.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96329.html
new file mode 100644
index 0000000000000000000000000000000000000000..7848b209ce08742710d3d60e6864cf55bded8a42
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96329.html
@@ -0,0 +1,3 @@
+<h1>nice product for the money</h1>
+<h2>4 stars</h2>
+<p>PURCHASED THIS WITH A STORE CREDIT AND LIKE IT A LOT. COMPARES WELL WITH MORE EXPENSIVE TABLETS..RECOMMENDED</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96337.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96337.html
new file mode 100644
index 0000000000000000000000000000000000000000..bbbd739dcd9ed95a5eeb694839888134f3c2bb1d
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96337.html
@@ -0,0 +1,3 @@
+<h1>ganddaughter loves it</h1>
+<h2>5 stars</h2>
+<p>It ended up being the most popular gift that she got it does a wonderful job for children</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96345.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96345.html
new file mode 100644
index 0000000000000000000000000000000000000000..712a433219d005ad0a24c10fd40bcc3e16ab9d25
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96345.html
@@ -0,0 +1,3 @@
+<h1>Awesome tablet</h1>
+<h2>5 stars</h2>
+<p>Love my new Kindle fire. This replaces my old one and is just as good. Videos are as good as my tv with cable. Well with every penny spent and better deal than when I tried Amazon.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96353.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96353.html
new file mode 100644
index 0000000000000000000000000000000000000000..badb15a53243fe473f11d7b5061ecba6f1730efe
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96353.html
@@ -0,0 +1,3 @@
+<h1>Easy to Read</h1>
+<h2>5 stars</h2>
+<p>Easy to read screen in a small light package. Excellent battery life and even fits into my work pockets.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96646.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96646.html
new file mode 100644
index 0000000000000000000000000000000000000000..196a486ea9def30966f6008f6d58b7f4df9560ec
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96646.html
@@ -0,0 +1,3 @@
+<h1>I like the Kindle Fire very much.</h1>
+<h2>4 stars</h2>
+<p>My only disappointment is the inability to download some of the apps I use in my phone.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96670.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96670.html
new file mode 100644
index 0000000000000000000000000000000000000000..8e38613bf9c838fa6ee119c2cecf8f6490864ff0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96670.html
@@ -0,0 +1,3 @@
+<h1>very nice</h1>
+<h2>5 stars</h2>
+<p>This Kindle is exactly what my wife wanted and has worked out wonderfully.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96674.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96674.html
new file mode 100644
index 0000000000000000000000000000000000000000..eabc18fc143dda9d83e0837b50645663ae93e9bf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96674.html
@@ -0,0 +1,3 @@
+<h1>good reader with great battery life</h1>
+<h2>4 stars</h2>
+<p>Great contrast and battery life with easy user interface.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96971.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96971.html
new file mode 100644
index 0000000000000000000000000000000000000000..28e27804b7280ad68d2826aa26861c6c46893e52
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96971.html
@@ -0,0 +1,3 @@
+<h1>Good for the books.</h1>
+<h2>4 stars</h2>
+<p>Enjoy reading books on it as well as viewing videos.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96983.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96983.html
new file mode 100644
index 0000000000000000000000000000000000000000..d19a5d05e59fd964267899001b9d78ab7cb86941
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96983.html
@@ -0,0 +1,3 @@
+<h1>Excellent learning device for my son</h1>
+<h2>5 stars</h2>
+<p>My son is 3 years of age and he love the different types of learning programs this tablet has to offer</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/96991.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96991.html
new file mode 100644
index 0000000000000000000000000000000000000000..279a5de35c2819e14b833739b94f239ccc727547
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/96991.html
@@ -0,0 +1,3 @@
+<h1>A nice gift for my grandaughter to learn her ABCs</h1>
+<h2>5 stars</h2>
+<p>My grandaughter is enjoying this tablet. I would recommend to all parents for their young kids.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97284.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97284.html
new file mode 100644
index 0000000000000000000000000000000000000000..19f86b55dded790853f2da0d0382cb5253a251d1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97284.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>4 stars</h2>
+<p>This is a nice little tablet and Great for the kids</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97288.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97288.html
new file mode 100644
index 0000000000000000000000000000000000000000..e585458d3d92718c62146594ea819c8f4a0b1c0f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97288.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>Perfect for our needs and an on the go mini computer and ereader.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97296.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97296.html
new file mode 100644
index 0000000000000000000000000000000000000000..ff16c9529b5b3932cc41209ef0d8af18991b8321
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97296.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for a beginner</h1>
+<h2>5 stars</h2>
+<p>I believe that this will be very useful during my husbands recovery from foot surgery.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9736.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9736.html
new file mode 100644
index 0000000000000000000000000000000000000000..cdf932fdceb16af4b6e5a8077e9b42ba00c68b88
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9736.html
@@ -0,0 +1,3 @@
+<h1>Pleased</h1>
+<h2>4 stars</h2>
+<p>This is a reliable brand and a good product for price.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9740.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9740.html
new file mode 100644
index 0000000000000000000000000000000000000000..aecc660323f5030f6b9ee2a54c67070b540dd454
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9740.html
@@ -0,0 +1,3 @@
+<h1>Tablet</h1>
+<h2>5 stars</h2>
+<p>Love my tablet easy to work and have no problem with down loads.and lite weight.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9744.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9744.html
new file mode 100644
index 0000000000000000000000000000000000000000..894b227133d82e85b4d3062bb3eb5edff9de52b3
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9744.html
@@ -0,0 +1,3 @@
+<h1>Great price on a nice tablet</h1>
+<h2>5 stars</h2>
+<p>The Amazon Fire is a great tablet with awesome graphics. I use it mainly for surfing the web and have had no issues with it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9748.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9748.html
new file mode 100644
index 0000000000000000000000000000000000000000..7e2d360d9e7e5fbea762336c16ee225d5224ec95
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9748.html
@@ -0,0 +1,3 @@
+<h1>Grand kids Christmas Gift</h1>
+<h2>5 stars</h2>
+<p>This was the perfect gift for my grand kids they love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9752.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9752.html
new file mode 100644
index 0000000000000000000000000000000000000000..4b91268ef4a4702b1551860200195a13bc0b1798
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9752.html
@@ -0,0 +1,3 @@
+<h1>good</h1>
+<h2>5 stars</h2>
+<p>love it great for kids my son loves it and wont put it down</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97605.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97605.html
new file mode 100644
index 0000000000000000000000000000000000000000..d238c18c7b5ff64c0c634bf033de3c5b39601731
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97605.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Great device very functional love it will recommend</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97609.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97609.html
new file mode 100644
index 0000000000000000000000000000000000000000..fa411faeba7c78b189017a70b508ee6b1857aeb1
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97609.html
@@ -0,0 +1,3 @@
+<h1>Awesome product.</h1>
+<h2>5 stars</h2>
+<p>Bought this for my wife for our anniversary she loves it</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97629.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97629.html
new file mode 100644
index 0000000000000000000000000000000000000000..4fbf97c557f37485d0b70e57e1af6669138d554e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97629.html
@@ -0,0 +1,3 @@
+<h1>Easiest Solution</h1>
+<h2>5 stars</h2>
+<p>Best tablet for my 2 year old son... it has helped a lot and seems to be the most simple kids tablet system available</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97637.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97637.html
new file mode 100644
index 0000000000000000000000000000000000000000..36085e449484547c2a96cecf5fabe048f1196aa0
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97637.html
@@ -0,0 +1,3 @@
+<h1>love my kindle</h1>
+<h2>5 stars</h2>
+<p>This kindle is a great product. I really enjoy it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9764.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9764.html
new file mode 100644
index 0000000000000000000000000000000000000000..c68b384ac13a0ec6c82588aab14eeb17e3b52cdf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9764.html
@@ -0,0 +1,3 @@
+<h1>Very easy to read</h1>
+<h2>5 stars</h2>
+<p>This is very easy to read and just the right size and weight to carry.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97649.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97649.html
new file mode 100644
index 0000000000000000000000000000000000000000..2abb01e583134ba1f67c0eb751c060c8a5f086b5
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97649.html
@@ -0,0 +1,3 @@
+<h1>Awesome speaker</h1>
+<h2>5 stars</h2>
+<p>I bought it for my 15 year old daughter and she loves it. Her friends even loved it so much they went and bought them too.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/9768.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9768.html
new file mode 100644
index 0000000000000000000000000000000000000000..47f200b97a5989b545c33c51f3efd80074cc0123
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/9768.html
@@ -0,0 +1,3 @@
+<h1>good experience</h1>
+<h2>5 stars</h2>
+<p>already toldpeople about fast pickup.the kindle is great as always.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97926.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97926.html
new file mode 100644
index 0000000000000000000000000000000000000000..d1069f4589a5766f3dc9d9cf30c67a4c4e1cf15a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97926.html
@@ -0,0 +1,3 @@
+<h1>Great for on the go</h1>
+<h2>5 stars</h2>
+<p>We bought it two days before it went on sale for Christmas and Best Buy was excellent with price matching</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97934.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97934.html
new file mode 100644
index 0000000000000000000000000000000000000000..1ba8d3b25df0369a3456412e674b9600043ed66b
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97934.html
@@ -0,0 +1,3 @@
+<h1>Good Deal</h1>
+<h2>4 stars</h2>
+<p>Tablet is good for beginners and those that like to read</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97954.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97954.html
new file mode 100644
index 0000000000000000000000000000000000000000..4558dbcfd87f79ef69baa36b381235d7b3dddcfa
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97954.html
@@ -0,0 +1,3 @@
+<h1>awesome tablet.</h1>
+<h2>5 stars</h2>
+<p>My daughter loves this tablet. She cant keep her hands off it...</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/97970.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97970.html
new file mode 100644
index 0000000000000000000000000000000000000000..589df1769e094f1a0e22edf91ee793ba86840ff6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/97970.html
@@ -0,0 +1,3 @@
+<h1>Fun product</h1>
+<h2>5 stars</h2>
+<p>My son requested this a a birthday gift. He is enjoying it everyday.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98251.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98251.html
new file mode 100644
index 0000000000000000000000000000000000000000..0d41f34a5f96b70464b6d17b2900122fe18bb3b9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98251.html
@@ -0,0 +1,3 @@
+<h1>Excellent</h1>
+<h2>5 stars</h2>
+<p>I upgraded from a 7 to an 8 inch. What a difference. Totally satisfied would recommend this to everyone I know</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98263.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98263.html
new file mode 100644
index 0000000000000000000000000000000000000000..272215bb41aa84597391736036a5c3845a81263c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98263.html
@@ -0,0 +1,3 @@
+<h1>Great</h1>
+<h2>5 stars</h2>
+<p>Fantastic tablet fire one is great. Small and portable</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98291.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98291.html
new file mode 100644
index 0000000000000000000000000000000000000000..721624d81ea879a0cb997dd7754c09ce901746d9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98291.html
@@ -0,0 +1,3 @@
+<h1>Great for easy set up</h1>
+<h2>5 stars</h2>
+<p>Was easy to set up. Excellent sound quality for the price</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98568.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98568.html
new file mode 100644
index 0000000000000000000000000000000000000000..89cd24756b8ce6ae5c8d13c9d43d589373d91f7a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98568.html
@@ -0,0 +1,3 @@
+<h1>Great Door Prize</h1>
+<h2>5 stars</h2>
+<p>Gave it as a door prize at office party. They love it.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98580.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98580.html
new file mode 100644
index 0000000000000000000000000000000000000000..2ecfc5dd57bf4013ee707c8940f0b4b82c17b132
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98580.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>5 stars</h2>
+<p>I love to read and this tablet makes it so easy to carry an entire library with me everywhere. I have also become addicted to the free underground games.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98604.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98604.html
new file mode 100644
index 0000000000000000000000000000000000000000..6c94909397f5da9602395cc3e8ed144d020a5689
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98604.html
@@ -0,0 +1,3 @@
+<h1>Great reader</h1>
+<h2>5 stars</h2>
+<p>Good reader for travelers. It allows for people to read in a variety of environments.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98893.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98893.html
new file mode 100644
index 0000000000000000000000000000000000000000..4d75aa830950accd702c7afd93d277963dc24d02
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98893.html
@@ -0,0 +1,3 @@
+<h1>Good product</h1>
+<h2>4 stars</h2>
+<p>I am very pleased with my purchase the tablet is a great project is there a product is very versatile</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98897.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98897.html
new file mode 100644
index 0000000000000000000000000000000000000000..271a03e0f66b552d5fad6945837a27ef5820abcf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98897.html
@@ -0,0 +1,3 @@
+<h1>Good</h1>
+<h2>5 stars</h2>
+<p>I extremely happy with my purchase. I like that the screen is just a little bigger and much faster.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98905.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98905.html
new file mode 100644
index 0000000000000000000000000000000000000000..3dd4554f6787b5a819ffba753aac9e6ed639e58a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98905.html
@@ -0,0 +1,3 @@
+<h1>Works great</h1>
+<h2>5 stars</h2>
+<p>Great product for the kids gaming apps parental controls to make sure you can monitor kids and prevent unwanted app purchases</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98929.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98929.html
new file mode 100644
index 0000000000000000000000000000000000000000..d841145fccad7c16d49208b718e7988cb938bd22
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98929.html
@@ -0,0 +1,3 @@
+<h1>Awesome</h1>
+<h2>5 stars</h2>
+<p>Great product. Would recommend it to others to buy.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/98933.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98933.html
new file mode 100644
index 0000000000000000000000000000000000000000..fbafd1d52e64fe9e2a2a969b6990c5777f17e910
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/98933.html
@@ -0,0 +1,3 @@
+<h1>Home theater like sound</h1>
+<h2>5 stars</h2>
+<p>This speaker has some kick. The sound quality is great that this little speaker is able to put out</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99222.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99222.html
new file mode 100644
index 0000000000000000000000000000000000000000..e6b10efbb62430a545d326fefce645dac47e1d99
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99222.html
@@ -0,0 +1,3 @@
+<h1>Great product</h1>
+<h2>4 stars</h2>
+<p>Graphics are great for the price. Would highly recommend.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99226.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99226.html
new file mode 100644
index 0000000000000000000000000000000000000000..2122fc94ce552a7fa262202bb1cd7c6fc529d2e4
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99226.html
@@ -0,0 +1,3 @@
+<h1>Great tablet for the whole family</h1>
+<h2>5 stars</h2>
+<p>This a great tablet for everyone. Plenty of memory for downloading. Great features all around.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99230.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99230.html
new file mode 100644
index 0000000000000000000000000000000000000000..f117f52d9d0f8a13039d7b834eab405d9f71daaf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99230.html
@@ -0,0 +1,3 @@
+<h1>Good tablet for kids</h1>
+<h2>5 stars</h2>
+<p>Good tablet for kids I would definitely recommend.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99234.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99234.html
new file mode 100644
index 0000000000000000000000000000000000000000..8d4d65422f3baf0e893dde56659419328697bd8f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99234.html
@@ -0,0 +1,3 @@
+<h1>Fun new toy</h1>
+<h2>5 stars</h2>
+<p>This is my second Fire. Wanted a larger size to make eBooks easier to read. Very pleased with the size and clarity of this tablet. Easy to take along in a tote. Perfect for what I wanted it for.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99238.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99238.html
new file mode 100644
index 0000000000000000000000000000000000000000..fbbabb8e5ae686a2a65847c072351fb9da20651a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99238.html
@@ -0,0 +1,3 @@
+<h1>Easy to use</h1>
+<h2>5 stars</h2>
+<p>Bought this for my granddaughter for Christmas. She is special needs and so far she shows an interest in the movies and games included on this tablet. She is able to easily use it with minimum assistance.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99258.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99258.html
new file mode 100644
index 0000000000000000000000000000000000000000..7ab60eadb6f5b61e3b942a1ed7a227488c0d4692
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99258.html
@@ -0,0 +1,3 @@
+<h1>Easy setup</h1>
+<h2>4 stars</h2>
+<p>Good loud sound. Very good speaker. Convenient voice commands to take outside of house.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99571.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99571.html
new file mode 100644
index 0000000000000000000000000000000000000000..baf1e1f0c2f54dda9ed1516ed1f04ce02e59cd7e
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99571.html
@@ -0,0 +1,3 @@
+<h1>Good for avid readers</h1>
+<h2>5 stars</h2>
+<p>This was a gift for my wife who loves to read. She has the Kindle Fire and enjoys it. Her wishes were to have a smaller lighter reader that is also good to ready outside. She found it with the Voyage.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99864.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99864.html
new file mode 100644
index 0000000000000000000000000000000000000000..74a8eac7046c008bb3fe4848c8b27b2c12da67d6
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99864.html
@@ -0,0 +1,3 @@
+<h1>Great for my needs...mainly reading and games.</h1>
+<h2>4 stars</h2>
+<p>Excellent price point for my basic requirements. It has all the features I need for comfortable reading of online novels and articles.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99896.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99896.html
new file mode 100644
index 0000000000000000000000000000000000000000..ec166022c0bd1cbf4cefab8beb06006ee43a11cf
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99896.html
@@ -0,0 +1,3 @@
+<h1>Unable to rate at this time</h1>
+<h2>4 stars</h2>
+<p>purchased as a gift but I do have the Echo. If the echo works like the Echo it will be great.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/data/99904.html b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99904.html
new file mode 100644
index 0000000000000000000000000000000000000000..1b3488ede79576cfc36b6b99bc9efacd479a907f
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/data/99904.html
@@ -0,0 +1,3 @@
+<h1>amazon power fast usb charger</h1>
+<h2>5 stars</h2>
+<p>got this for my kindle 7 tablet . Does an excellent job charging the kindle fire 7 a lot faster than the one it came with the kindle fire</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2.ipynb b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2.ipynb
index d62b9935b19b31cf1d0e65eee09d1eddad28cb7a..9b443ceb37ad3cc3f0862d804918e2e271f59e8f 100644
--- a/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2.ipynb
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2.ipynb
@@ -4,7 +4,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Lecture 30: Web 2 - Generating HTML"
+    "# Announcements - Friday, November 17\n",
+    "\n",
+    "* Download ALL files for today's lecture\n",
+    "* Q8 due tonight at 11:59 pm\n",
+    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 17.</b>\n",
+    "* If you have questions, it is almost always faster to \n",
+    "  * Post on Piazza\n",
+    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
+    "### Conflict Form\n",
+    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Web 2 - Generating HTML"
    ]
   },
   {
@@ -100,8 +116,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Meena's favorite restaurant in Madison is\n",
-    "<a href=\"https://www.royalindiancuisinemadison.com/\">Royal Indian Cuisine</a>"
+    "The course syllabus can be found <a href= \"https://cs220.cs.wisc.edu/s23/syllabus.html\">here </a>"
    ]
   },
   {
@@ -872,7 +887,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template.ipynb b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec1.ipynb
similarity index 98%
rename from f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template.ipynb
rename to f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec1.ipynb
index 56b44ae92ccf1cab07eb82f97ed1b4949cd6712b..b7dfa2f4f0932ce287f6a86160608853d897c3a9 100644
--- a/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template.ipynb
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec1.ipynb
@@ -4,7 +4,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Lecture 30: Web 2 - Generating HTML"
+    "# Announcements - Friday, November 17\n",
+    "\n",
+    "* Download ALL files for today's lecture\n",
+    "* Q8 due tonight at 11:59 pm\n",
+    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 17.</b>\n",
+    "* If you have questions, it is almost always faster to \n",
+    "  * Post on Piazza\n",
+    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
+    "### Conflict Form\n",
+    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Web 2 - Generating HTML"
    ]
   },
   {
@@ -100,8 +116,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Meena's favorite restaurant in Madison is\n",
-    "<a href=\"https://www.royalindiancuisinemadison.com/\">Royal Indian Cuisine</a>"
+    "The course syllabus can be found <a href= \"https://cs220.cs.wisc.edu/s23/syllabus.html\">here </a>"
    ]
   },
   {
@@ -599,7 +614,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec2.ipynb b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec2.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b7dfa2f4f0932ce287f6a86160608853d897c3a9
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/lec_30_web2_template_Gurmail_lec2.ipynb
@@ -0,0 +1,622 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Announcements - Friday, November 17\n",
+    "\n",
+    "* Download ALL files for today's lecture\n",
+    "* Q8 due tonight at 11:59 pm\n",
+    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 17.</b>\n",
+    "* If you have questions, it is almost always faster to \n",
+    "  * Post on Piazza\n",
+    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
+    "### Conflict Form\n",
+    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Web 2 - Generating HTML"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import statments\n",
+    "import pandas as pd\n",
+    "import requests\n",
+    "import csv\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# inspired by https://automatetheboringstuff.com/2e/chapter16/\n",
+    "def process_csv(filename):\n",
+    "    example_file = open(filename, encoding=\"utf-8\")\n",
+    "    example_reader = csv.reader(example_file)\n",
+    "    example_data = list(example_reader)\n",
+    "    example_file.close()\n",
+    "    \n",
+    "    return example_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Learning Objectives:\n",
+    "\n",
+    "- Type by hand a basic HTML page with a list, a link, and a table\n",
+    "- Convert a Python list into an HTML unordered list\n",
+    "- Convert a Python dictionary of URLs into an HTML of hyperlinks\n",
+    "- Convert a Pandas DataFrame into an HTML table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Part A: Type by hand a basic HTML page with a list, a link, and a table\n",
+    "\n",
+    "Markdown and Jupyter Notebook will recognize HTML tags.\n",
+    "\n",
+    "`esc` -> `m`\n",
+    "\n",
+    "Otherwise, \"Cell\" -> \"Cell Type\" -> \"Markdown\"\n",
+    "\n",
+    "### Practice the following tags in the cell below: \n",
+    " - h#\n",
+    " - p\n",
+    " - i\n",
+    " - b\n",
+    " - br\n",
+    " - img"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<i>Make a new Jupyter Notebook text file in this directory.</i> Save the file with a <b><i>.html</i></b> extension\n",
+    "<p> The head, body, and html tags are not necessary \n",
+    "for a browser to read a file.</p>\n",
+    "\n",
+    "<h2> Happy Friday!! </h2>\n",
+    "\n",
+    "<p>It's going to be a <b>fun</b> day <br><br><br></p>\n",
+    "\n",
+    "<p>Note that br does not have a close tag<p>\n",
+    "    \n",
+    "<img src=\"https://www.python.org/static/img/python-logo@2x.png\">"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Hyperlink tags have an anchor tag and a href attribute\n",
+    "`a`: anchor\n",
+    "\n",
+    "`href=` : hyper references "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The course syllabus can be found <a href= \"https://cs220.cs.wisc.edu/s23/syllabus.html\">here </a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Unordered List Tags\n",
+    "`ul` : starts an unordered list\n",
+    "\n",
+    "`li` : add a list item\n",
+    "\n",
+    "Un-ordered list example:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h6>Favorite Campus Buildings</h6>\n",
+    "<ul>\n",
+    "    <li>Union South</li>\n",
+    "    <li>WIDS</li>\n",
+    "    <li>Education</li>\n",
+    "    <li>The Nick</li>\n",
+    "</ul>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ordered List Tags\n",
+    "`ol` : starts an ordered list\n",
+    "\n",
+    "`li` : add a list item (End of `li` tag is optional)\n",
+    "\n",
+    "Un-ordered list example:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h6>Exam venues</h6>\n",
+    "<ol>\n",
+    "    <li>LEC001: Bascom 272\n",
+    "    <li>LEC002: Humanities 3650\n",
+    "    <li>LEC003: Ingraham B10\n",
+    "    <li>LEC004: Humanities 2650\n",
+    "</ol>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### HTML Table Tags\n",
+    "\n",
+    "`table`: start and end of a table\n",
+    "\n",
+    "`tr`: start and end of a new row\n",
+    "\n",
+    "`th`: a cell in the top row ... is bold\n",
+    "\n",
+    "`td`: a cell inside a row\n",
+    "\n",
+    "Add a few rows to the table below:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<table>\n",
+    "  <tr>\n",
+    "    <th>State</th>\n",
+    "    <th>Capital City</th>\n",
+    "  </tr>\n",
+    "  <tr>\n",
+    "    <td>Wisconsin</td>\n",
+    "    <td>Madison</td>\n",
+    "  </tr>\n",
+    "  <tr>\n",
+    "    <td>Indiana</td>\n",
+    "    <td>Indianapolis</td>\n",
+    "  </tr>\n",
+    "   <tr>\n",
+    "    <td>Illinois</td>\n",
+    "    <td>Springfield</td>\n",
+    "  </tr>\n",
+    "</table>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Part B: Convert a Python list into an HTML unordered list\n",
+    "\n",
+    "Given:  \n",
+    "\n",
+    "`health_tips = [\"Eat Healthy\", \"Exercise\", \"Relax\", \"Sleep\"]`\n",
+    "    \n",
+    "Convert this Python list into a HTML ordered list:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<ul>\n",
+    "    <li>Eat Healthy</li>      \n",
+    "       <li>Exercise</li>\n",
+    "  <li>Relax</li>\n",
+    "       <li>Sleep</li>\n",
+    "</ul> "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Pseudocode:\n",
+    "- Open path (relative path to target file) in write mode. Type in the close function call right away.\n",
+    "- Write \\<ul> tag into the html file\n",
+    "- Iterate over each item in my_list.\n",
+    "- Write each item with <\\li> tag.\n",
+    "- After you are done iterating, write \\</ul> tag.\n",
+    "- Close the file object."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def list_to_html(my_list, path):\n",
+    "    pass\n",
+    "    \n",
+    "todo_list = [\"Eat Healthy\", \"Exercise\", \"Relax\", \"Sleep\"]\n",
+    "list_to_html(todo_list, \"todolist.html\")\n",
+    "\n",
+    "# Check that you made your document!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Part C. Convert a Dictionary of Web Site Name, URL into a HTML page of hyperlinks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fav_sites = {\n",
+    "    \"National Weather Service\": \"http://weather.gov\",\n",
+    "    \"Greenbush Bakery\": \"https://www.greenbushbakery.com/\",\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Turn fav_sites into a string of many links!\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Insert a markdown cell below and paste your code in the markdown cell below to test it!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now that we know it works, open a file for writing and write the string to a file\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create your own html document using any of the below!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "my_favorite_sports = [\"running\", \"eating\", \"biking\"]\n",
+    "my_favorite_color = \"blanchedalmond\"\n",
+    "good_numbers = [3, 7, 27, 98]\n",
+    "\n",
+    "some_scores = {\n",
+    "    \"Bob\": 23,\n",
+    "    \"Alice\": 47,\n",
+    "    \"Theresa\": 12,\n",
+    "    \"Daniel\": 4,\n",
+    "    \"Lincoln\": 11,\n",
+    "    \"Liz\": 19\n",
+    "}\n",
+    "\n",
+    "adoptable_cats = [\n",
+    "    \"https://g.petango.com/photos/2627/ed886769-7076-411d-b96b-8ec265c341f5.jpg\",\n",
+    "    \"https://g.petango.com/photos/2627/cb1e90e0-1c10-471a-95d5-107a35156eae.jpg\",\n",
+    "    \"https://g.petango.com/photos/2627/fc87cde4-b761-4b99-9ea1-40df4e42de3c.jpg\",\n",
+    "    \"https://g.petango.com/photos/2627/2dfcb001-b211-4b98-b81f-0c63f43ae506.jpg\"\n",
+    "]\n",
+    "\n",
+    "adoptable_cats_with_names = [\n",
+    "    {\"name\": \"furball\", \"imglink\": \n",
+    "     \"https://g.petango.com/photos/2627/ed886769-7076-411d-b96b-8ec265c341f5.jpg\"},\n",
+    "    {\"name\": \"leo\", \"imglink\": \n",
+    "     \"https://g.petango.com/photos/2627/cb1e90e0-1c10-471a-95d5-107a35156eae.jpg\"},\n",
+    "    {\"name\": \"peach\", \"imglink\": \n",
+    "     \"https://g.petango.com/photos/2627/fc87cde4-b761-4b99-9ea1-40df4e42de3c.jpg\"},\n",
+    "    {\"name\": \"freddy\", \"imglink\": \n",
+    "     \"https://g.petango.com/photos/2627/2dfcb001-b211-4b98-b81f-0c63f43ae506.jpg\"}\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create it here!\n",
+    "f = open(\"my_cool_webpage.html\", \"w\")\n",
+    "???\n",
+    "f.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Part D:  Convert a Pandas Data Frame into a HTML table\n",
+    "Is there an easy way to make a HTML table?\n",
+    "\n",
+    "Yes, Pandas has a DataFrame method `.to_html()`\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load from the IMDB-Movie-Data.csv file into a DataFrame called \"movies\"\n",
+    "movies = ???\n",
+    "movies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Convert the movies DataFrame to html using .to_html()\n",
+    "movies_html = ???\n",
+    "movies_html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Write it to a file\n",
+    "f = open(\"movies_table.html\", \"w\")\n",
+    "f.write(movies_html)\n",
+    "f.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Demo: CSV File to Webpages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in the reviews.csv file\n",
+    "amazon_csv = process_csv(\"reviews.csv\")\n",
+    "header = amazon_csv[0]\n",
+    "reviews = amazon_csv[1:]\n",
+    "reviews[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create the folder \"data\" if it does not already exist.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Example Review Page"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Pseudocode:\n",
+    "- Extract title, text, and rating column values.\n",
+    "- Initialize `html_review` to an empty string.\n",
+    "- Concatenate to `html_review` \\<h1> with title\n",
+    "- Concatenate to `html_review` \\<h2> tag with rating\n",
+    "- Concatenate to `html_review` \\<p> tag with text\n",
+    "- Return `html_review`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def gen_amazon_review_html(data, header):\n",
+    "    \"\"\"\n",
+    "    Generate a string html for a single review page\n",
+    "    \"\"\"\n",
+    "    title = data[header.index(\"review title\")]\n",
+    "    text = data[header.index(\"review text\")]\n",
+    "    rating = data[header.index(\"review rating\")]\n",
+    "    \n",
+    "    html_review = ???\n",
+    "    return html_review"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Use get_amazon_review_html to write to \"my_review.html\" for any random review"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "html_file = open(\"my_review.html\", \"w\")\n",
+    "# essential hardcoding for this example\n",
+    "amazon_review_html = ???\n",
+    "html_file.write(amazon_review_html)\n",
+    "html_file.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### For each Amazon review, write to a file data/\\<id>.html ; e.g. data/3966.html.\n",
+    "\n",
+    "- Open data/\\<rid>.html in write mode:\n",
+    "    - **IMPORTANT**:Remember, you have to use os.path.join().\n",
+    "- Invoke `gen_amazon_review_html` and write return value into html file\n",
+    "- Close data/\\<rid>.html file object"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for review in reviews:\n",
+    "    review_id = review[header.index(\"review id\")] \n",
+    "    html_file = open(???, \"w\")\n",
+    "    review_html = ???\n",
+    "    html_file.write(review_html)\n",
+    "    html_file.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Example Parent Page\n"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hint: We can create a link to a child page by formatting the code...\n",
+    "\n",
+    "`<li><a href = \"{}\">{}</a></li>\\n`\n",
+    "\n",
+    "Pseudocode:\n",
+    "- Initialize `parent_html` to empty string\n",
+    "- Concatenate to `parent_html`: \\<h1> tag with content as Kindle Reviews\n",
+    "- Concatenate to `parent_html` \\<ul> tag into all_reviews.html file\n",
+    "- Iterate over reviews\n",
+    "    - Concatenate to `parent_html` \\<li> tag\n",
+    "    - Concatenate to `parent_html` each data/\\<rid>.html as hyperlink using \\<a> tag.\n",
+    "        - **IMPORTANT**:Remember, you have to use os.path.join().\n",
+    "- Concatenate to `parent_html` close \\</ul> tag into all_reviews.html file\n",
+    "\n",
+    "- Open all_reviews.html file in write mode\n",
+    "- Write `parent_html` into all_reviews.html file\n",
+    "- Close all_reviews.html file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create a parent page that is an unordered list with links to each review.\n",
+    "parent_html = \"\"\n",
+    "parent_html += ???\n",
+    "\n",
+    "for review in reviews:\n",
+    "    review_id = review[header.index(\"review id\")] \n",
+    "    review_title = review[header.index(\"review title\")]\n",
+    "    \n",
+    "    ???\n",
+    "parent_html += ???\n",
+    "\n",
+    "all_reviews_file = open(\"all_reviews.html\", \"w\")\n",
+    "all_reviews_file.write(parent_html)\n",
+    "all_reviews_file.close()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/movies_table.html b/f23/Gurmail_Lecture_Notes/30_Web-2/movies_table.html
new file mode 100644
index 0000000000000000000000000000000000000000..0b1677a54adb4f7f1111fb698d0a012e4b964eff
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/movies_table.html
@@ -0,0 +1,11765 @@
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Title</th>
+      <th>Genre</th>
+      <th>Director</th>
+      <th>Cast</th>
+      <th>Year</th>
+      <th>Runtime</th>
+      <th>Rating</th>
+      <th>Revenue</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Guardians of the Galaxy</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>James Gunn</td>
+      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe Saldana</td>
+      <td>2014</td>
+      <td>121</td>
+      <td>8.1</td>
+      <td>333.13</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Prometheus</td>
+      <td>Adventure,Mystery,Sci-Fi</td>
+      <td>Ridley Scott</td>
+      <td>Noomi Rapace, Logan Marshall-Green, Michael         fassbender, Charlize Theron</td>
+      <td>2012</td>
+      <td>124</td>
+      <td>7.0</td>
+      <td>126.46M</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Split</td>
+      <td>Horror,Thriller</td>
+      <td>M. Night Shyamalan</td>
+      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richardson, Jessica Sula</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>7.3</td>
+      <td>138.12M</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Sing</td>
+      <td>Animation,Comedy,Family</td>
+      <td>Christophe Lourdelet</td>
+      <td>Matthew McConaughey,Reese Witherspoon, Seth MacFarlane, Scarlett Johansson</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>7.2</td>
+      <td>270.32</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Suicide Squad</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>David Ayer</td>
+      <td>Will Smith, Jared Leto, Margot Robbie, Viola Davis</td>
+      <td>2016</td>
+      <td>123</td>
+      <td>6.2</td>
+      <td>325.02</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>The Great Wall</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Yimou Zhang</td>
+      <td>Matt Damon, Tian Jing, Willem Dafoe, Andy Lau</td>
+      <td>2016</td>
+      <td>103</td>
+      <td>6.1</td>
+      <td>45.13</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>La La Land</td>
+      <td>Comedy,Drama,Music</td>
+      <td>Damien Chazelle</td>
+      <td>Ryan Gosling, Emma Stone, Rosemarie DeWitt, J.K. Simmons</td>
+      <td>2016</td>
+      <td>128</td>
+      <td>8.3</td>
+      <td>151.06M</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Mindhorn</td>
+      <td>Comedy</td>
+      <td>Sean Foley</td>
+      <td>Essie Davis, Andrea Riseborough, Julian Barratt,Kenneth Branagh</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>6.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>The Lost City of Z</td>
+      <td>Action,Adventure,Biography</td>
+      <td>James Gray</td>
+      <td>Charlie Hunnam, Robert Pattinson, Sienna Miller, Tom Holland</td>
+      <td>2016</td>
+      <td>141</td>
+      <td>7.1</td>
+      <td>8.01</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>Passengers</td>
+      <td>Adventure,Drama,Romance</td>
+      <td>Morten Tyldum</td>
+      <td>Jennifer Lawrence, Chris Pratt, Michael Sheen,Laurence Fishburne</td>
+      <td>2016</td>
+      <td>116</td>
+      <td>7.0</td>
+      <td>100.01M</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>Fantastic Beasts and Where to Find Them</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>David Yates</td>
+      <td>Eddie Redmayne, Katherine Waterston, Alison Sudol,Dan Fogler</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>7.5</td>
+      <td>234.02</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Hidden Figures</td>
+      <td>Biography,Drama,History</td>
+      <td>Theodore Melfi</td>
+      <td>Taraji P. Henson, Octavia Spencer, Janelle Mon�e,Kevin Costner</td>
+      <td>2016</td>
+      <td>127</td>
+      <td>7.8</td>
+      <td>169.27M</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Rogue One</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Gareth Edwards</td>
+      <td>Felicity Jones, Diego Luna, Alan Tudyk, Donnie Yen</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>7.9</td>
+      <td>532.17</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Moana</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Ron Clements</td>
+      <td>Auli'i Cravalho, Dwayne Johnson, Rachel House, Temuera Morrison</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>7.7</td>
+      <td>248.75</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Colossal</td>
+      <td>Action,Comedy,Drama</td>
+      <td>Nacho Vigalondo</td>
+      <td>Anne Hathaway, Jason Sudeikis, Austin Stowell,Tim Blake Nelson</td>
+      <td>2016</td>
+      <td>109</td>
+      <td>6.4</td>
+      <td>2.87</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>The Secret Life of Pets</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Chris Renaud</td>
+      <td>Louis C.K., Eric Stonestreet, Kevin Hart, Lake Bell</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>6.6</td>
+      <td>368.31</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Hacksaw Ridge</td>
+      <td>Biography,Drama,History</td>
+      <td>Mel Gibson</td>
+      <td>Andrew Garfield, Sam Worthington, Luke Bracey,Teresa Palmer</td>
+      <td>2016</td>
+      <td>139</td>
+      <td>8.2</td>
+      <td>67.12</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Jason Bourne</td>
+      <td>Action,Thriller</td>
+      <td>Paul Greengrass</td>
+      <td>Matt Damon, Tommy Lee Jones, Alicia Vikander,Vincent Cassel</td>
+      <td>2016</td>
+      <td>123</td>
+      <td>6.7</td>
+      <td>162.16M</td>
+    </tr>
+    <tr>
+      <th>18</th>
+      <td>Lion</td>
+      <td>Biography,Drama</td>
+      <td>Garth Davis</td>
+      <td>Dev Patel, Nicole Kidman, Rooney Mara, Sunny Pawar</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>8.1</td>
+      <td>51.69</td>
+    </tr>
+    <tr>
+      <th>19</th>
+      <td>Arrival</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Denis Villeneuve</td>
+      <td>Amy Adams, Jeremy Renner, Forest Whitaker,Michael Stuhlbarg</td>
+      <td>2016</td>
+      <td>116</td>
+      <td>8.0</td>
+      <td>100.5M</td>
+    </tr>
+    <tr>
+      <th>20</th>
+      <td>Gold</td>
+      <td>Adventure,Drama,Thriller</td>
+      <td>Stephen Gaghan</td>
+      <td>Matthew McConaughey, Edgar Ram�rez, Bryce Dallas Howard, Corey Stoll</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>6.7</td>
+      <td>7.22</td>
+    </tr>
+    <tr>
+      <th>21</th>
+      <td>Manchester by the Sea</td>
+      <td>Drama</td>
+      <td>Kenneth Lonergan</td>
+      <td>Casey Affleck, Michelle Williams, Kyle Chandler,Lucas Hedges</td>
+      <td>2016</td>
+      <td>137</td>
+      <td>7.9</td>
+      <td>47.7</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>Hounds of Love</td>
+      <td>Crime,Drama,Horror</td>
+      <td>Ben Young</td>
+      <td>Emma Booth, Ashleigh Cummings, Stephen Curry,Susie Porter</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>23</th>
+      <td>Trolls</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Walt Dohrn</td>
+      <td>Anna Kendrick, Justin Timberlake,Zooey Deschanel, Christopher Mintz-Plasse</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>6.5</td>
+      <td>153.69M</td>
+    </tr>
+    <tr>
+      <th>24</th>
+      <td>Independence Day: Resurgence</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Roland Emmerich</td>
+      <td>Liam Hemsworth, Jeff Goldblum, Bill Pullman,Maika Monroe</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>5.3</td>
+      <td>103.14M</td>
+    </tr>
+    <tr>
+      <th>25</th>
+      <td>Paris pieds nus</td>
+      <td>Comedy</td>
+      <td>Dominique Abel</td>
+      <td>Fiona Gordon, Dominique Abel,Emmanuelle Riva, Pierre Richard</td>
+      <td>2016</td>
+      <td>83</td>
+      <td>6.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>26</th>
+      <td>Bahubali: The Beginning</td>
+      <td>Action,Adventure,Drama</td>
+      <td>S.S. Rajamouli</td>
+      <td>Prabhas, Rana Daggubati, Anushka Shetty,Tamannaah Bhatia</td>
+      <td>2015</td>
+      <td>159</td>
+      <td>8.3</td>
+      <td>6.5</td>
+    </tr>
+    <tr>
+      <th>27</th>
+      <td>Dead Awake</td>
+      <td>Horror,Thriller</td>
+      <td>Phillip Guzman</td>
+      <td>Jocelin Donahue, Jesse Bradford, Jesse Borrego,Lori Petty</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>4.7</td>
+      <td>0.01</td>
+    </tr>
+    <tr>
+      <th>28</th>
+      <td>Bad Moms</td>
+      <td>Comedy</td>
+      <td>Jon Lucas</td>
+      <td>Mila Kunis, Kathryn Hahn, Kristen Bell,Christina Applegate</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>6.2</td>
+      <td>113.08M</td>
+    </tr>
+    <tr>
+      <th>29</th>
+      <td>Assassin's Creed</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Justin Kurzel</td>
+      <td>Michael      Fassbender, Marion Cotillard, Jeremy Irons,Brendan Gleeson</td>
+      <td>2016</td>
+      <td>115</td>
+      <td>5.9</td>
+      <td>54.65</td>
+    </tr>
+    <tr>
+      <th>30</th>
+      <td>Why Him?</td>
+      <td>Comedy</td>
+      <td>John Hamburg</td>
+      <td>Zoey Deutch, James Franco, Tangie Ambrose,Cedric the Entertainer</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.3</td>
+      <td>60.31</td>
+    </tr>
+    <tr>
+      <th>31</th>
+      <td>Nocturnal Animals</td>
+      <td>Drama,Thriller</td>
+      <td>Tom Ford</td>
+      <td>Amy Adams, Jake Gyllenhaal, Michael Shannon, Aaron Taylor-Johnson</td>
+      <td>2016</td>
+      <td>116</td>
+      <td>7.5</td>
+      <td>10.64</td>
+    </tr>
+    <tr>
+      <th>32</th>
+      <td>X-Men: Apocalypse</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Bryan Singer</td>
+      <td>James McAvoy, Michael Fassbender, Jennifer Lawrence, Nicholas Hoult</td>
+      <td>2016</td>
+      <td>144</td>
+      <td>7.1</td>
+      <td>155.33M</td>
+    </tr>
+    <tr>
+      <th>33</th>
+      <td>Deadpool</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Tim Miller</td>
+      <td>Ryan Reynolds, Morena Baccarin, T.J. Miller, Ed Skrein</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>8.0</td>
+      <td>363.02</td>
+    </tr>
+    <tr>
+      <th>34</th>
+      <td>Resident Evil: The Final Chapter</td>
+      <td>Action,Horror,Sci-Fi</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Milla Jovovich, Iain Glen, Ali Larter, Shawn Roberts</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>5.6</td>
+      <td>26.84</td>
+    </tr>
+    <tr>
+      <th>35</th>
+      <td>Captain America: Civil War</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Anthony Russo</td>
+      <td>Chris Evans, Robert Downey Jr.,Scarlett Johansson, Sebastian Stan</td>
+      <td>2016</td>
+      <td>147</td>
+      <td>7.9</td>
+      <td>408.08</td>
+    </tr>
+    <tr>
+      <th>36</th>
+      <td>Interstellar</td>
+      <td>Adventure,Drama,Sci-Fi</td>
+      <td>Christopher Nolan</td>
+      <td>Matthew McConaughey, Anne Hathaway, Jessica Chastain, Mackenzie Foy</td>
+      <td>2014</td>
+      <td>169</td>
+      <td>8.6</td>
+      <td>187.99M</td>
+    </tr>
+    <tr>
+      <th>37</th>
+      <td>Doctor Strange</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Scott Derrickson</td>
+      <td>Benedict Cumberbatch, Chiwetel Ejiofor, Rachel McAdams, Benedict Wong</td>
+      <td>2016</td>
+      <td>115</td>
+      <td>7.6</td>
+      <td>232.6</td>
+    </tr>
+    <tr>
+      <th>38</th>
+      <td>The Magnificent Seven</td>
+      <td>Action,Adventure,Western</td>
+      <td>Antoine Fuqua</td>
+      <td>Denzel      washington, Chris Pratt, Ethan Hawke,Vincent D'Onofrio</td>
+      <td>2016</td>
+      <td>132</td>
+      <td>6.9</td>
+      <td>93.38</td>
+    </tr>
+    <tr>
+      <th>39</th>
+      <td>5/25/1977</td>
+      <td>Comedy,Drama</td>
+      <td>Patrick Read Johnson</td>
+      <td>John Francis Daley, Austin Pendleton, Colleen Camp, Neil Flynn</td>
+      <td>2007</td>
+      <td>113</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>40</th>
+      <td>Sausage Party</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Greg Tiernan</td>
+      <td>Seth Rogen, Kristen Wiig, Jonah Hill, Alistair Abell</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>6.3</td>
+      <td>97.66</td>
+    </tr>
+    <tr>
+      <th>41</th>
+      <td>Moonlight</td>
+      <td>Drama</td>
+      <td>Barry Jenkins</td>
+      <td>Mahershala Ali, Shariff Earp, Duan Sanderson, Alex R. Hibbert</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>7.5</td>
+      <td>27.85</td>
+    </tr>
+    <tr>
+      <th>42</th>
+      <td>Don't Fuck in the Woods</td>
+      <td>Horror</td>
+      <td>Shawn Burkett</td>
+      <td>Brittany Blanton, Ayse Howard, Roman Jossart,Nadia White</td>
+      <td>2016</td>
+      <td>73</td>
+      <td>2.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>43</th>
+      <td>The Founder</td>
+      <td>Biography,Drama,History</td>
+      <td>John Lee Hancock</td>
+      <td>Michael Keaton, Nick Offerman, John Carroll Lynch, Linda Cardellini</td>
+      <td>2016</td>
+      <td>115</td>
+      <td>7.2</td>
+      <td>12.79</td>
+    </tr>
+    <tr>
+      <th>44</th>
+      <td>Lowriders</td>
+      <td>Drama</td>
+      <td>Ricardo de Montreuil</td>
+      <td>Gabriel Chavarria, Demi�n Bichir, Theo Rossi,Tony Revolori</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>6.3</td>
+      <td>4.21</td>
+    </tr>
+    <tr>
+      <th>45</th>
+      <td>Pirates of the Caribbean: On Stranger Tides</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Rob Marshall</td>
+      <td>Johnny Depp, Pen�lope Cruz, Ian McShane, Geoffrey Rush</td>
+      <td>2011</td>
+      <td>136</td>
+      <td>6.7</td>
+      <td>241.06</td>
+    </tr>
+    <tr>
+      <th>46</th>
+      <td>Miss Sloane</td>
+      <td>Drama,Thriller</td>
+      <td>John Madden</td>
+      <td>Jessica Chastain, Mark Strong, Gugu Mbatha-Raw,Michael Stuhlbarg</td>
+      <td>2016</td>
+      <td>132</td>
+      <td>7.3</td>
+      <td>3.44</td>
+    </tr>
+    <tr>
+      <th>47</th>
+      <td>Fallen</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>Scott Hicks</td>
+      <td>Hermione Corfield, Addison Timlin, Joely Richardson,Jeremy Irvine</td>
+      <td>2016</td>
+      <td>91</td>
+      <td>5.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>48</th>
+      <td>Star Trek Beyond</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Justin Lin</td>
+      <td>Chris Pine, Zachary Quinto, Karl Urban, Zoe Saldana</td>
+      <td>2016</td>
+      <td>122</td>
+      <td>7.1</td>
+      <td>158.8M</td>
+    </tr>
+    <tr>
+      <th>49</th>
+      <td>The Last Face</td>
+      <td>Drama</td>
+      <td>Sean Penn</td>
+      <td>Charlize Theron, Javier Bardem, Ad�le Exarchopoulos,Jared Harris</td>
+      <td>2016</td>
+      <td>130</td>
+      <td>3.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>50</th>
+      <td>Star Wars: Episode VII - The Force Awakens</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>J.J. Abrams</td>
+      <td>Daisy Ridley, John Boyega, Oscar Isaac, Domhnall Gleeson</td>
+      <td>2015</td>
+      <td>136</td>
+      <td>8.1</td>
+      <td>936.63</td>
+    </tr>
+    <tr>
+      <th>51</th>
+      <td>Underworld: Blood Wars</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Anna Foerster</td>
+      <td>Kate Beckinsale, Theo James, Tobias Menzies, Lara Pulver</td>
+      <td>2016</td>
+      <td>91</td>
+      <td>5.8</td>
+      <td>30.35</td>
+    </tr>
+    <tr>
+      <th>52</th>
+      <td>Mother's Day</td>
+      <td>Comedy,Drama</td>
+      <td>Garry Marshall</td>
+      <td>Jennifer Aniston, Kate Hudson, Julia Roberts, Jason Sudeikis</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>5.6</td>
+      <td>32.46</td>
+    </tr>
+    <tr>
+      <th>53</th>
+      <td>John Wick</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Chad Stahelski</td>
+      <td>Keanu Reeves, Michael Nyqvist, Alfie Allen, Willem Dafoe</td>
+      <td>2014</td>
+      <td>101</td>
+      <td>7.2</td>
+      <td>43</td>
+    </tr>
+    <tr>
+      <th>54</th>
+      <td>The Dark Knight</td>
+      <td>Action,Crime,Drama</td>
+      <td>Christopher Nolan</td>
+      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Michael Caine</td>
+      <td>2008</td>
+      <td>152</td>
+      <td>9.0</td>
+      <td>533.32</td>
+    </tr>
+    <tr>
+      <th>55</th>
+      <td>Silence</td>
+      <td>Adventure,Drama,History</td>
+      <td>Martin Scorsese</td>
+      <td>Andrew Garfield, Adam Driver, Liam Neeson,Tadanobu Asano</td>
+      <td>2016</td>
+      <td>161</td>
+      <td>7.3</td>
+      <td>7.08</td>
+    </tr>
+    <tr>
+      <th>56</th>
+      <td>Don't Breathe</td>
+      <td>Crime,Horror,Thriller</td>
+      <td>Fede Alvarez</td>
+      <td>Stephen Lang, Jane Levy, Dylan Minnette, Daniel Zovatto</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>7.2</td>
+      <td>89.21</td>
+    </tr>
+    <tr>
+      <th>57</th>
+      <td>Me Before You</td>
+      <td>Drama,Romance</td>
+      <td>Thea Sharrock</td>
+      <td>Emilia Clarke, Sam Claflin, Janet McTeer, Charles Dance</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>7.4</td>
+      <td>56.23</td>
+    </tr>
+    <tr>
+      <th>58</th>
+      <td>Their Finest</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Lone Scherfig</td>
+      <td>Gemma Arterton, Sam Claflin, Bill Nighy, Jack Huston</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>7.0</td>
+      <td>3.18</td>
+    </tr>
+    <tr>
+      <th>59</th>
+      <td>Sully</td>
+      <td>Biography,Drama</td>
+      <td>Clint Eastwood</td>
+      <td>Tom Hanks, Aaron Eckhart, Laura Linney, Valerie Mahaffey</td>
+      <td>2016</td>
+      <td>96</td>
+      <td>7.5</td>
+      <td>125.07M</td>
+    </tr>
+    <tr>
+      <th>60</th>
+      <td>Batman v Superman: Dawn of Justice</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Zack Snyder</td>
+      <td>Ben Affleck, Henry Cavill, Amy Adams, Jesse Eisenberg</td>
+      <td>2016</td>
+      <td>151</td>
+      <td>6.7</td>
+      <td>330.25</td>
+    </tr>
+    <tr>
+      <th>61</th>
+      <td>The Autopsy of Jane Doe</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>Andr� �vredal</td>
+      <td>Brian Cox, Emile Hirsch, Ophelia Lovibond, Michael McElhatton</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>6.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>62</th>
+      <td>The Girl on the Train</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Tate Taylor</td>
+      <td>Emily Blunt, Haley Bennett, Rebecca Ferguson, Justin Theroux</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>6.5</td>
+      <td>75.31</td>
+    </tr>
+    <tr>
+      <th>63</th>
+      <td>Fifty Shades of Grey</td>
+      <td>Drama,Romance,Thriller</td>
+      <td>Sam Taylor-Johnson</td>
+      <td>Dakota Johnson, Jamie Dornan, Jennifer Ehle,Eloise Mumford</td>
+      <td>2015</td>
+      <td>125</td>
+      <td>4.1</td>
+      <td>166.15M</td>
+    </tr>
+    <tr>
+      <th>64</th>
+      <td>The Prestige</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Christopher Nolan</td>
+      <td>Christian Bale, Hugh Jackman, Scarlett Johansson, Michael Caine</td>
+      <td>2006</td>
+      <td>130</td>
+      <td>8.5</td>
+      <td>53.08</td>
+    </tr>
+    <tr>
+      <th>65</th>
+      <td>Kingsman: The Secret Service</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Matthew Vaughn</td>
+      <td>Colin Firth, Taron Egerton, Samuel L. Jackson,Michael Caine</td>
+      <td>2014</td>
+      <td>129</td>
+      <td>7.7</td>
+      <td>128.25M</td>
+    </tr>
+    <tr>
+      <th>66</th>
+      <td>Patriots Day</td>
+      <td>Drama,History,Thriller</td>
+      <td>Peter Berg</td>
+      <td>Mark Wahlberg, Michelle Monaghan, J.K. Simmons, John Goodman</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>7.4</td>
+      <td>31.86</td>
+    </tr>
+    <tr>
+      <th>67</th>
+      <td>Mad Max: Fury Road</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>George Miller</td>
+      <td>Tom Hardy, Charlize Theron, Nicholas Hoult, Zo� Kravitz</td>
+      <td>2015</td>
+      <td>120</td>
+      <td>8.1</td>
+      <td>153.63M</td>
+    </tr>
+    <tr>
+      <th>68</th>
+      <td>Wakefield</td>
+      <td>Drama</td>
+      <td>Robin Swicord</td>
+      <td>Bryan Cranston, Jennifer Garner, Beverly D'Angelo,Jason O'Mara</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>7.5</td>
+      <td>0.01</td>
+    </tr>
+    <tr>
+      <th>69</th>
+      <td>Deepwater Horizon</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Peter Berg</td>
+      <td>Mark Wahlberg, Kurt Russell, Douglas M. Griffin, James DuMont</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>7.2</td>
+      <td>61.28</td>
+    </tr>
+    <tr>
+      <th>70</th>
+      <td>The Promise</td>
+      <td>Drama,History</td>
+      <td>Terry George</td>
+      <td>Oscar Isaac, Charlotte Le Bon, Christian Bale, Daniel Gim�nez Cacho</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>5.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>71</th>
+      <td>Allied</td>
+      <td>Action,Drama,Romance</td>
+      <td>Robert Zemeckis</td>
+      <td>Brad Pitt, Marion Cotillard, Jared Harris, Vincent Ebrahim</td>
+      <td>2016</td>
+      <td>124</td>
+      <td>7.1</td>
+      <td>40.07</td>
+    </tr>
+    <tr>
+      <th>72</th>
+      <td>A Monster Calls</td>
+      <td>Drama,Fantasy</td>
+      <td>J.A. Bayona</td>
+      <td>Lewis MacDougall, Sigourney Weaver, Felicity Jones,Toby Kebbell</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>7.5</td>
+      <td>3.73</td>
+    </tr>
+    <tr>
+      <th>73</th>
+      <td>Collateral Beauty</td>
+      <td>Drama,Romance</td>
+      <td>David Frankel</td>
+      <td>Will Smith, Edward Norton, Kate Winslet, Michael Pe�a</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>6.8</td>
+      <td>30.98</td>
+    </tr>
+    <tr>
+      <th>74</th>
+      <td>Zootopia</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Byron Howard</td>
+      <td>Ginnifer Goodwin, Jason Bateman, Idris Elba, Jenny Slate</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>8.1</td>
+      <td>341.26</td>
+    </tr>
+    <tr>
+      <th>75</th>
+      <td>Pirates of the Caribbean: At World's End</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Gore Verbinski</td>
+      <td>Johnny Depp, Orlando Bloom, Keira Knightley,Geoffrey Rush</td>
+      <td>2007</td>
+      <td>169</td>
+      <td>7.1</td>
+      <td>309.4</td>
+    </tr>
+    <tr>
+      <th>76</th>
+      <td>The Avengers</td>
+      <td>Action,Sci-Fi</td>
+      <td>Joss Whedon</td>
+      <td>Robert Downey Jr., Chris Evans, Scarlett Johansson,Jeremy Renner</td>
+      <td>2012</td>
+      <td>143</td>
+      <td>8.1</td>
+      <td>623.28</td>
+    </tr>
+    <tr>
+      <th>77</th>
+      <td>Inglourious Basterds</td>
+      <td>Adventure,Drama,War</td>
+      <td>Quentin Tarantino</td>
+      <td>Brad Pitt, Diane Kruger, Eli Roth,M�lanie Laurent</td>
+      <td>2009</td>
+      <td>153</td>
+      <td>8.3</td>
+      <td>120.52M</td>
+    </tr>
+    <tr>
+      <th>78</th>
+      <td>Pirates of the Caribbean: Dead Man's Chest</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Gore Verbinski</td>
+      <td>Johnny Depp, Orlando Bloom, Keira Knightley, Jack Davenport</td>
+      <td>2006</td>
+      <td>151</td>
+      <td>7.3</td>
+      <td>423.03</td>
+    </tr>
+    <tr>
+      <th>79</th>
+      <td>Ghostbusters</td>
+      <td>Action,Comedy,Fantasy</td>
+      <td>Paul Feig</td>
+      <td>Melissa McCarthy, Kristen Wiig, Kate McKinnon, Leslie Jones</td>
+      <td>2016</td>
+      <td>116</td>
+      <td>5.3</td>
+      <td>128.34M</td>
+    </tr>
+    <tr>
+      <th>80</th>
+      <td>Inception</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Christopher Nolan</td>
+      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen Page, Ken Watanabe</td>
+      <td>2010</td>
+      <td>148</td>
+      <td>8.8</td>
+      <td>292.57</td>
+    </tr>
+    <tr>
+      <th>81</th>
+      <td>Captain Fantastic</td>
+      <td>Comedy,Drama</td>
+      <td>Matt Ross</td>
+      <td>Viggo Mortensen, George MacKay, Samantha Isler,Annalise Basso</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>7.9</td>
+      <td>5.88</td>
+    </tr>
+    <tr>
+      <th>82</th>
+      <td>The Wolf of Wall Street</td>
+      <td>Biography,Comedy,Crime</td>
+      <td>Martin Scorsese</td>
+      <td>Leonardo DiCaprio, Jonah Hill, Margot Robbie,Matthew McConaughey</td>
+      <td>2013</td>
+      <td>180</td>
+      <td>8.2</td>
+      <td>116.87M</td>
+    </tr>
+    <tr>
+      <th>83</th>
+      <td>Gone Girl</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>David Fincher</td>
+      <td>Ben Affleck, Rosamund Pike, Neil Patrick Harris,Tyler Perry</td>
+      <td>2014</td>
+      <td>149</td>
+      <td>8.1</td>
+      <td>167.74M</td>
+    </tr>
+    <tr>
+      <th>84</th>
+      <td>Furious Seven</td>
+      <td>Action,Crime,Thriller</td>
+      <td>James Wan</td>
+      <td>Vin Diesel, Paul Walker, Dwayne Johnson, Jason Statham</td>
+      <td>2015</td>
+      <td>137</td>
+      <td>7.2</td>
+      <td>350.03</td>
+    </tr>
+    <tr>
+      <th>85</th>
+      <td>Jurassic World</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Colin Trevorrow</td>
+      <td>Chris Pratt, Bryce Dallas Howard, Ty Simpkins,Judy Greer</td>
+      <td>2015</td>
+      <td>124</td>
+      <td>7.0</td>
+      <td>652.18</td>
+    </tr>
+    <tr>
+      <th>86</th>
+      <td>Live by Night</td>
+      <td>Crime,Drama</td>
+      <td>Ben Affleck</td>
+      <td>Ben Affleck, Elle Fanning, Brendan Gleeson, Chris Messina</td>
+      <td>2016</td>
+      <td>129</td>
+      <td>6.4</td>
+      <td>10.38</td>
+    </tr>
+    <tr>
+      <th>87</th>
+      <td>Avatar</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>James Cameron</td>
+      <td>Sam Worthington, Zoe Saldana, Sigourney Weaver, Michelle Rodriguez</td>
+      <td>2009</td>
+      <td>162</td>
+      <td>7.8</td>
+      <td>760.51</td>
+    </tr>
+    <tr>
+      <th>88</th>
+      <td>The Hateful Eight</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Quentin Tarantino</td>
+      <td>Samuel L. Jackson, Kurt Russell, Jennifer Jason Leigh, Walton Goggins</td>
+      <td>2015</td>
+      <td>187</td>
+      <td>7.8</td>
+      <td>54.12</td>
+    </tr>
+    <tr>
+      <th>89</th>
+      <td>The Accountant</td>
+      <td>Action,Crime,Drama</td>
+      <td>Gavin O'Connor</td>
+      <td>Ben Affleck, Anna Kendrick, J.K. Simmons, Jon Bernthal</td>
+      <td>2016</td>
+      <td>128</td>
+      <td>7.4</td>
+      <td>86.2</td>
+    </tr>
+    <tr>
+      <th>90</th>
+      <td>Prisoners</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Denis Villeneuve</td>
+      <td>Hugh Jackman, Jake Gyllenhaal, Viola Davis,Melissa Leo</td>
+      <td>2013</td>
+      <td>153</td>
+      <td>8.1</td>
+      <td>60.96</td>
+    </tr>
+    <tr>
+      <th>91</th>
+      <td>Warcraft</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Duncan Jones</td>
+      <td>Travis Fimmel, Paula Patton, Ben Foster, Dominic Cooper</td>
+      <td>2016</td>
+      <td>123</td>
+      <td>7.0</td>
+      <td>47.17</td>
+    </tr>
+    <tr>
+      <th>92</th>
+      <td>The Help</td>
+      <td>Drama</td>
+      <td>Tate Taylor</td>
+      <td>Emma Stone, Viola Davis, Octavia Spencer, Bryce Dallas Howard</td>
+      <td>2011</td>
+      <td>146</td>
+      <td>8.1</td>
+      <td>169.71M</td>
+    </tr>
+    <tr>
+      <th>93</th>
+      <td>War Dogs</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Todd Phillips</td>
+      <td>Jonah Hill, Miles Teller, Steve Lantz, Gregg Weiner</td>
+      <td>2016</td>
+      <td>114</td>
+      <td>7.1</td>
+      <td>43.02</td>
+    </tr>
+    <tr>
+      <th>94</th>
+      <td>Avengers: Age of Ultron</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Joss Whedon</td>
+      <td>Robert Downey Jr., Chris Evans, Mark Ruffalo, Chris Hemsworth</td>
+      <td>2015</td>
+      <td>141</td>
+      <td>7.4</td>
+      <td>458.99</td>
+    </tr>
+    <tr>
+      <th>95</th>
+      <td>The Nice Guys</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Shane Black</td>
+      <td>Russell Crowe, Ryan Gosling, Angourie Rice, Matt Bomer</td>
+      <td>2016</td>
+      <td>116</td>
+      <td>7.4</td>
+      <td>36.25</td>
+    </tr>
+    <tr>
+      <th>96</th>
+      <td>Kimi no na wa</td>
+      <td>Animation,Drama,Fantasy</td>
+      <td>Makoto Shinkai</td>
+      <td>Ry�nosuke Kamiki, Mone Kamishiraishi, Ry� Narita, Aoi Yuki</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>8.6</td>
+      <td>4.68</td>
+    </tr>
+    <tr>
+      <th>97</th>
+      <td>The Void</td>
+      <td>Horror,Mystery,Sci-Fi</td>
+      <td>Jeremy Gillespie</td>
+      <td>Aaron Poole, Kenneth Welsh,Daniel Fathers, Kathleen Munroe</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>5.8</td>
+      <td>0.15</td>
+    </tr>
+    <tr>
+      <th>98</th>
+      <td>Personal Shopper</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Olivier Assayas</td>
+      <td>Kristen Stewart, Lars Eidinger, Sigrid Bouaziz,Anders Danielsen Lie</td>
+      <td>2016</td>
+      <td>105</td>
+      <td>6.3</td>
+      <td>1.29</td>
+    </tr>
+    <tr>
+      <th>99</th>
+      <td>The Departed</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Martin Scorsese</td>
+      <td>Leonardo DiCaprio, Matt Damon, Jack Nicholson, Mark Wahlberg</td>
+      <td>2006</td>
+      <td>151</td>
+      <td>8.5</td>
+      <td>132.37M</td>
+    </tr>
+    <tr>
+      <th>100</th>
+      <td>Legend</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Brian Helgeland</td>
+      <td>Tom Hardy, Emily Browning, Taron Egerton, Paul Anderson</td>
+      <td>2015</td>
+      <td>132</td>
+      <td>7.0</td>
+      <td>1.87</td>
+    </tr>
+    <tr>
+      <th>101</th>
+      <td>Thor</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Kenneth Branagh</td>
+      <td>Chris Hemsworth, Anthony Hopkins, Natalie Portman, Tom Hiddleston</td>
+      <td>2011</td>
+      <td>115</td>
+      <td>7.0</td>
+      <td>181.02M</td>
+    </tr>
+    <tr>
+      <th>102</th>
+      <td>The Martian</td>
+      <td>Adventure,Drama,Sci-Fi</td>
+      <td>Ridley Scott</td>
+      <td>Matt Damon, Jessica Chastain, Kristen Wiig, Kate Mara</td>
+      <td>2015</td>
+      <td>144</td>
+      <td>8.0</td>
+      <td>228.43</td>
+    </tr>
+    <tr>
+      <th>103</th>
+      <td>Contratiempo</td>
+      <td>Crime,Mystery,Thriller</td>
+      <td>Oriol Paulo</td>
+      <td>Mario Casas, Ana Wagener, Jos� Coronado, B�rbara Lennie</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>7.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>104</th>
+      <td>The Man from U.N.C.L.E.</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Guy Ritchie</td>
+      <td>Henry Cavill, Armie Hammer, Alicia Vikander, Elizabeth Debicki</td>
+      <td>2015</td>
+      <td>116</td>
+      <td>7.3</td>
+      <td>45.43</td>
+    </tr>
+    <tr>
+      <th>105</th>
+      <td>Hell or High Water</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>David Mackenzie</td>
+      <td>Chris Pine, Ben Foster, Jeff Bridges, Gil Birmingham</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>7.7</td>
+      <td>26.86</td>
+    </tr>
+    <tr>
+      <th>106</th>
+      <td>The Comedian</td>
+      <td>Comedy</td>
+      <td>Taylor Hackford</td>
+      <td>Robert De Niro, Leslie Mann, Danny DeVito, Edie Falco</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>5.4</td>
+      <td>1.66</td>
+    </tr>
+    <tr>
+      <th>107</th>
+      <td>The Legend of Tarzan</td>
+      <td>Action,Adventure,Drama</td>
+      <td>David Yates</td>
+      <td>Alexander Skarsg�rd, Rory J. Saper, Christian Stevens, Christoph Waltz</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>6.3</td>
+      <td>126.59M</td>
+    </tr>
+    <tr>
+      <th>108</th>
+      <td>All We Had</td>
+      <td>Drama</td>
+      <td>Katie Holmes</td>
+      <td>Eve Lindley, Richard Kind, Mark Consuelos, Katherine Reis</td>
+      <td>2016</td>
+      <td>105</td>
+      <td>5.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>109</th>
+      <td>Ex Machina</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Alex Garland</td>
+      <td>Alicia Vikander, Domhnall Gleeson, Oscar Isaac,Sonoya Mizuno</td>
+      <td>2014</td>
+      <td>108</td>
+      <td>7.7</td>
+      <td>25.44</td>
+    </tr>
+    <tr>
+      <th>110</th>
+      <td>The Belko Experiment</td>
+      <td>Action,Horror,Thriller</td>
+      <td>Greg McLean</td>
+      <td>John Gallagher Jr., Tony Goldwyn, Adria Arjona, John C. McGinley</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>6.3</td>
+      <td>10.16</td>
+    </tr>
+    <tr>
+      <th>111</th>
+      <td>12 Years a Slave</td>
+      <td>Biography,Drama,History</td>
+      <td>Steve McQueen</td>
+      <td>Chiwetel Ejiofor, Michael Kenneth Williams, Michael Fassbender, Brad Pitt</td>
+      <td>2013</td>
+      <td>134</td>
+      <td>8.1</td>
+      <td>56.67</td>
+    </tr>
+    <tr>
+      <th>112</th>
+      <td>The Bad Batch</td>
+      <td>Romance,Sci-Fi</td>
+      <td>Ana Lily Amirpour</td>
+      <td>Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>113</th>
+      <td>300</td>
+      <td>Action,Fantasy,War</td>
+      <td>Zack Snyder</td>
+      <td>Gerard Butler, Lena Headey, David Wenham, Dominic West</td>
+      <td>2006</td>
+      <td>117</td>
+      <td>7.7</td>
+      <td>210.59</td>
+    </tr>
+    <tr>
+      <th>114</th>
+      <td>Harry Potter and the Deathly Hallows: Part 2</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>David Yates</td>
+      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon</td>
+      <td>2011</td>
+      <td>130</td>
+      <td>8.1</td>
+      <td>380.96</td>
+    </tr>
+    <tr>
+      <th>115</th>
+      <td>Office Christmas Party</td>
+      <td>Comedy</td>
+      <td>Josh Gordon</td>
+      <td>Jason Bateman, Olivia Munn, T.J. Miller,Jennifer Aniston</td>
+      <td>2016</td>
+      <td>105</td>
+      <td>5.8</td>
+      <td>54.73</td>
+    </tr>
+    <tr>
+      <th>116</th>
+      <td>The Neon Demon</td>
+      <td>Horror,Thriller</td>
+      <td>Nicolas Winding Refn</td>
+      <td>Elle Fanning, Christina Hendricks, Keanu Reeves, Karl Glusman</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>6.2</td>
+      <td>1.33</td>
+    </tr>
+    <tr>
+      <th>117</th>
+      <td>Dangal</td>
+      <td>Action,Biography,Drama</td>
+      <td>Nitesh Tiwari</td>
+      <td>Aamir Khan, Sakshi Tanwar, Fatima Sana Shaikh,Sanya Malhotra</td>
+      <td>2016</td>
+      <td>161</td>
+      <td>8.8</td>
+      <td>11.15</td>
+    </tr>
+    <tr>
+      <th>118</th>
+      <td>10 Cloverfield Lane</td>
+      <td>Drama,Horror,Mystery</td>
+      <td>Dan Trachtenberg</td>
+      <td>John Goodman, Mary Elizabeth Winstead, John Gallagher Jr., Douglas M. Griffin</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>7.2</td>
+      <td>71.9</td>
+    </tr>
+    <tr>
+      <th>119</th>
+      <td>Finding Dory</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Andrew Stanton</td>
+      <td>Ellen DeGeneres, Albert Brooks,Ed O'Neill, Kaitlin Olson</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>7.4</td>
+      <td>486.29</td>
+    </tr>
+    <tr>
+      <th>120</th>
+      <td>Miss Peregrine's Home for Peculiar Children</td>
+      <td>Adventure,Drama,Family</td>
+      <td>Tim Burton</td>
+      <td>Eva Green, Asa Butterfield, Samuel L. Jackson, Judi Dench</td>
+      <td>2016</td>
+      <td>127</td>
+      <td>6.7</td>
+      <td>87.24</td>
+    </tr>
+    <tr>
+      <th>121</th>
+      <td>Divergent</td>
+      <td>Adventure,Mystery,Sci-Fi</td>
+      <td>Neil Burger</td>
+      <td>Shailene Woodley, Theo James, Kate Winslet, Jai Courtney</td>
+      <td>2014</td>
+      <td>139</td>
+      <td>6.7</td>
+      <td>150.83M</td>
+    </tr>
+    <tr>
+      <th>122</th>
+      <td>Mike and Dave Need Wedding Dates</td>
+      <td>Adventure,Comedy,Romance</td>
+      <td>Jake Szymanski</td>
+      <td>Zac Efron, Adam Devine, Anna Kendrick, Aubrey Plaza</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>6.0</td>
+      <td>46.01</td>
+    </tr>
+    <tr>
+      <th>123</th>
+      <td>Boyka: Undisputed IV</td>
+      <td>Action</td>
+      <td>Todor Chapkanov</td>
+      <td>Scott Adkins, Teodora Duhovnikova, Alon Aboutboul, Julian Vergov</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>7.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>124</th>
+      <td>The Dark Knight Rises</td>
+      <td>Action,Thriller</td>
+      <td>Christopher Nolan</td>
+      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary Oldman</td>
+      <td>2012</td>
+      <td>164</td>
+      <td>8.5</td>
+      <td>448.13</td>
+    </tr>
+    <tr>
+      <th>125</th>
+      <td>The Jungle Book</td>
+      <td>Adventure,Drama,Family</td>
+      <td>Jon Favreau</td>
+      <td>Neel Sethi, Bill Murray, Ben Kingsley, Idris Elba</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>7.5</td>
+      <td>364</td>
+    </tr>
+    <tr>
+      <th>126</th>
+      <td>Transformers: Age of Extinction</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Michael Bay</td>
+      <td>Mark Wahlberg, Nicola Peltz, Jack Reynor, Stanley Tucci</td>
+      <td>2014</td>
+      <td>165</td>
+      <td>5.7</td>
+      <td>245.43</td>
+    </tr>
+    <tr>
+      <th>127</th>
+      <td>Nerve</td>
+      <td>Adventure,Crime,Mystery</td>
+      <td>Henry Joost</td>
+      <td>Emma Roberts, Dave Franco, Emily Meade, Miles Heizer</td>
+      <td>2016</td>
+      <td>96</td>
+      <td>6.6</td>
+      <td>38.56</td>
+    </tr>
+    <tr>
+      <th>128</th>
+      <td>Mamma Mia!</td>
+      <td>Comedy,Family,Musical</td>
+      <td>Phyllida Lloyd</td>
+      <td>Meryl Streep, Pierce Brosnan, Amanda Seyfried,Stellan Skarsg�rd</td>
+      <td>2008</td>
+      <td>108</td>
+      <td>6.4</td>
+      <td>143.7M</td>
+    </tr>
+    <tr>
+      <th>129</th>
+      <td>The Revenant</td>
+      <td>Adventure,Drama,Thriller</td>
+      <td>Alejandro Gonz�lez I��rritu</td>
+      <td>Leonardo DiCaprio, Tom Hardy, Will Poulter, Domhnall Gleeson</td>
+      <td>2015</td>
+      <td>156</td>
+      <td>8.0</td>
+      <td>183.64M</td>
+    </tr>
+    <tr>
+      <th>130</th>
+      <td>Fences</td>
+      <td>Drama</td>
+      <td>Denzel Washington</td>
+      <td>Denzel  Washington, Viola Davis, Stephen Henderson, Jovan Adepo</td>
+      <td>2016</td>
+      <td>139</td>
+      <td>7.3</td>
+      <td>57.64</td>
+    </tr>
+    <tr>
+      <th>131</th>
+      <td>Into the Woods</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Rob Marshall</td>
+      <td>Anna Kendrick, Meryl Streep, Chris Pine, Emily Blunt</td>
+      <td>2014</td>
+      <td>125</td>
+      <td>6.0</td>
+      <td>128M</td>
+    </tr>
+    <tr>
+      <th>132</th>
+      <td>The Shallows</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>Jaume Collet-Serra</td>
+      <td>Blake Lively, �scar Jaenada, Angelo Josue Lozano Corzo, Brett Cullen</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>6.4</td>
+      <td>55.12</td>
+    </tr>
+    <tr>
+      <th>133</th>
+      <td>Whiplash</td>
+      <td>Drama,Music</td>
+      <td>Damien Chazelle</td>
+      <td>Miles Teller, J.K. Simmons, Melissa Benoist, Paul Reiser</td>
+      <td>2014</td>
+      <td>107</td>
+      <td>8.5</td>
+      <td>13.09</td>
+    </tr>
+    <tr>
+      <th>134</th>
+      <td>Furious 6</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Justin Lin</td>
+      <td>Vin Diesel, Paul Walker, Dwayne Johnson, Michelle Rodriguez</td>
+      <td>2013</td>
+      <td>130</td>
+      <td>7.1</td>
+      <td>238.67</td>
+    </tr>
+    <tr>
+      <th>135</th>
+      <td>The Place Beyond the Pines</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Derek Cianfrance</td>
+      <td>Ryan Gosling, Bradley Cooper, Eva Mendes,Craig Van Hook</td>
+      <td>2012</td>
+      <td>140</td>
+      <td>7.3</td>
+      <td>21.38</td>
+    </tr>
+    <tr>
+      <th>136</th>
+      <td>No Country for Old Men</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Ethan Coen</td>
+      <td>Tommy Lee Jones, Javier Bardem, Josh Brolin, Woody Harrelson</td>
+      <td>2007</td>
+      <td>122</td>
+      <td>8.1</td>
+      <td>74.27</td>
+    </tr>
+    <tr>
+      <th>137</th>
+      <td>The Great Gatsby</td>
+      <td>Drama,Romance</td>
+      <td>Baz Luhrmann</td>
+      <td>Leonardo DiCaprio, Carey Mulligan, Joel Edgerton,Tobey Maguire</td>
+      <td>2013</td>
+      <td>143</td>
+      <td>7.3</td>
+      <td>144.81M</td>
+    </tr>
+    <tr>
+      <th>138</th>
+      <td>Shutter Island</td>
+      <td>Mystery,Thriller</td>
+      <td>Martin Scorsese</td>
+      <td>Leonardo DiCaprio, Emily Mortimer, Mark Ruffalo,Ben Kingsley</td>
+      <td>2010</td>
+      <td>138</td>
+      <td>8.1</td>
+      <td>127.97M</td>
+    </tr>
+    <tr>
+      <th>139</th>
+      <td>Brimstone</td>
+      <td>Mystery,Thriller,Western</td>
+      <td>Martin Koolhoven</td>
+      <td>Dakota Fanning, Guy Pearce, Kit Harington,Carice van Houten</td>
+      <td>2016</td>
+      <td>148</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>140</th>
+      <td>Star Trek</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>J.J. Abrams</td>
+      <td>Chris Pine, Zachary Quinto, Simon Pegg, Leonard Nimoy</td>
+      <td>2009</td>
+      <td>127</td>
+      <td>8.0</td>
+      <td>257.7</td>
+    </tr>
+    <tr>
+      <th>141</th>
+      <td>Diary of a Wimpy Kid</td>
+      <td>Comedy,Family</td>
+      <td>Thor Freudenthal</td>
+      <td>Zachary Gordon, Robert Capron, Rachael Harris,Steve Zahn</td>
+      <td>2010</td>
+      <td>94</td>
+      <td>6.2</td>
+      <td>64</td>
+    </tr>
+    <tr>
+      <th>142</th>
+      <td>The Big Short</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Adam McKay</td>
+      <td>Christian Bale, Steve Carell, Ryan Gosling, Brad Pitt</td>
+      <td>2015</td>
+      <td>130</td>
+      <td>7.8</td>
+      <td>70.24</td>
+    </tr>
+    <tr>
+      <th>143</th>
+      <td>Room</td>
+      <td>Drama</td>
+      <td>Lenny Abrahamson</td>
+      <td>Brie Larson, Jacob Tremblay, Sean Bridgers,Wendy Crewson</td>
+      <td>2015</td>
+      <td>118</td>
+      <td>8.2</td>
+      <td>14.68</td>
+    </tr>
+    <tr>
+      <th>144</th>
+      <td>Django Unchained</td>
+      <td>Drama,Western</td>
+      <td>Quentin Tarantino</td>
+      <td>Jamie Foxx, Christoph Waltz, Leonardo DiCaprio,Kerry Washington</td>
+      <td>2012</td>
+      <td>165</td>
+      <td>8.4</td>
+      <td>162.8M</td>
+    </tr>
+    <tr>
+      <th>145</th>
+      <td>Ah-ga-ssi</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Chan-wook Park</td>
+      <td>Min-hee Kim, Jung-woo Ha, Jin-woong Jo, So-ri Moon</td>
+      <td>2016</td>
+      <td>144</td>
+      <td>8.1</td>
+      <td>2.01</td>
+    </tr>
+    <tr>
+      <th>146</th>
+      <td>The Edge of Seventeen</td>
+      <td>Comedy,Drama</td>
+      <td>Kelly Fremon Craig</td>
+      <td>Hailee Steinfeld, Haley Lu Richardson, Blake Jenner, Kyra Sedgwick</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>7.4</td>
+      <td>14.26</td>
+    </tr>
+    <tr>
+      <th>147</th>
+      <td>Watchmen</td>
+      <td>Action,Drama,Mystery</td>
+      <td>Zack Snyder</td>
+      <td>Jackie Earle Haley, Patrick Wilson, Carla Gugino,Malin Akerman</td>
+      <td>2009</td>
+      <td>162</td>
+      <td>7.6</td>
+      <td>107.5M</td>
+    </tr>
+    <tr>
+      <th>148</th>
+      <td>Superbad</td>
+      <td>Comedy</td>
+      <td>Greg Mottola</td>
+      <td>Michael Cera, Jonah Hill, Christopher Mintz-Plasse, Bill Hader</td>
+      <td>2007</td>
+      <td>113</td>
+      <td>7.6</td>
+      <td>121.46M</td>
+    </tr>
+    <tr>
+      <th>149</th>
+      <td>Inferno</td>
+      <td>Action,Adventure,Crime</td>
+      <td>Ron Howard</td>
+      <td>Tom Hanks, Felicity Jones, Irrfan Khan, Ben Foster</td>
+      <td>2016</td>
+      <td>121</td>
+      <td>6.2</td>
+      <td>34.26</td>
+    </tr>
+    <tr>
+      <th>150</th>
+      <td>The BFG</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Steven Spielberg</td>
+      <td>Mark Rylance, Ruby Barnhill, Penelope Wilton,Jemaine Clement</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>6.4</td>
+      <td>55.47</td>
+    </tr>
+    <tr>
+      <th>151</th>
+      <td>The Hunger Games</td>
+      <td>Adventure,Sci-Fi,Thriller</td>
+      <td>Gary Ross</td>
+      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth,Stanley Tucci</td>
+      <td>2012</td>
+      <td>142</td>
+      <td>7.2</td>
+      <td>408</td>
+    </tr>
+    <tr>
+      <th>152</th>
+      <td>White Girl</td>
+      <td>Drama</td>
+      <td>Elizabeth Wood</td>
+      <td>Morgan Saylor, Brian Marc, Justin Bartha, Adrian Martinez</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>5.8</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>153</th>
+      <td>Sicario</td>
+      <td>Action,Crime,Drama</td>
+      <td>Denis Villeneuve</td>
+      <td>Emily Blunt, Josh Brolin, Benicio Del Toro, Jon Bernthal</td>
+      <td>2015</td>
+      <td>121</td>
+      <td>7.6</td>
+      <td>46.88</td>
+    </tr>
+    <tr>
+      <th>154</th>
+      <td>Twin Peaks: The Missing Pieces</td>
+      <td>Drama,Horror,Mystery</td>
+      <td>David Lynch</td>
+      <td>Chris Isaak, Kiefer Sutherland, C.H. Evans, Sandra Kinder</td>
+      <td>2014</td>
+      <td>91</td>
+      <td>8.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>155</th>
+      <td>Aliens vs Predator - Requiem</td>
+      <td>Action,Horror,Sci-Fi</td>
+      <td>Colin Strause</td>
+      <td>Reiko Aylesworth, Steven Pasquale,Shareeka Epps, John Ortiz</td>
+      <td>2007</td>
+      <td>94</td>
+      <td>4.7</td>
+      <td>41.8</td>
+    </tr>
+    <tr>
+      <th>156</th>
+      <td>Pacific Rim</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Guillermo del Toro</td>
+      <td>Idris Elba, Charlie Hunnam, Rinko Kikuchi,Charlie Day</td>
+      <td>2013</td>
+      <td>131</td>
+      <td>7.0</td>
+      <td>101.79M</td>
+    </tr>
+    <tr>
+      <th>157</th>
+      <td>Crazy, Stupid, Love.</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Glenn Ficarra</td>
+      <td>Steve Carell, Ryan Gosling, Julianne Moore, Emma Stone</td>
+      <td>2011</td>
+      <td>118</td>
+      <td>7.4</td>
+      <td>84.24</td>
+    </tr>
+    <tr>
+      <th>158</th>
+      <td>Scott Pilgrim vs. the World</td>
+      <td>Action,Comedy,Fantasy</td>
+      <td>Edgar Wright</td>
+      <td>Michael Cera, Mary Elizabeth Winstead, Kieran Culkin, Alison Pill</td>
+      <td>2010</td>
+      <td>112</td>
+      <td>7.5</td>
+      <td>31.49</td>
+    </tr>
+    <tr>
+      <th>159</th>
+      <td>Hot Fuzz</td>
+      <td>Action,Comedy,Mystery</td>
+      <td>Edgar Wright</td>
+      <td>Simon Pegg, Nick Frost, Martin Freeman, Bill Nighy</td>
+      <td>2007</td>
+      <td>121</td>
+      <td>7.9</td>
+      <td>23.62</td>
+    </tr>
+    <tr>
+      <th>160</th>
+      <td>Mine</td>
+      <td>Thriller,War</td>
+      <td>Fabio Guaglione</td>
+      <td>Armie Hammer, Annabelle Wallis,Tom Cullen, Clint Dyer</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>6.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>161</th>
+      <td>Free Fire</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Ben Wheatley</td>
+      <td>Sharlto Copley, Brie Larson, Armie Hammer, Cillian Murphy</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>7.0</td>
+      <td>1.8</td>
+    </tr>
+    <tr>
+      <th>162</th>
+      <td>X-Men: Days of Future Past</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Bryan Singer</td>
+      <td>Patrick Stewart, Ian McKellen, Hugh Jackman, James McAvoy</td>
+      <td>2014</td>
+      <td>132</td>
+      <td>8.0</td>
+      <td>233.91</td>
+    </tr>
+    <tr>
+      <th>163</th>
+      <td>Jack Reacher: Never Go Back</td>
+      <td>Action,Adventure,Crime</td>
+      <td>Edward Zwick</td>
+      <td>Tom Cruise, Cobie Smulders, Aldis Hodge, Robert Knepper</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>6.1</td>
+      <td>58.4</td>
+    </tr>
+    <tr>
+      <th>164</th>
+      <td>Casino Royale</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Martin Campbell</td>
+      <td>Daniel Craig, Eva Green, Judi Dench, Jeffrey Wright</td>
+      <td>2006</td>
+      <td>144</td>
+      <td>8.0</td>
+      <td>167.01M</td>
+    </tr>
+    <tr>
+      <th>165</th>
+      <td>Twilight</td>
+      <td>Drama,Fantasy,Romance</td>
+      <td>Catherine Hardwicke</td>
+      <td>Kristen Stewart, Robert Pattinson, Billy Burke,Sarah Clarke</td>
+      <td>2008</td>
+      <td>122</td>
+      <td>5.2</td>
+      <td>191.45M</td>
+    </tr>
+    <tr>
+      <th>166</th>
+      <td>Now You See Me 2</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Jon M. Chu</td>
+      <td>Jesse Eisenberg, Mark Ruffalo, Woody Harrelson, Dave Franco</td>
+      <td>2016</td>
+      <td>129</td>
+      <td>6.5</td>
+      <td>65.03</td>
+    </tr>
+    <tr>
+      <th>167</th>
+      <td>Woman in Gold</td>
+      <td>Biography,Drama,History</td>
+      <td>Simon Curtis</td>
+      <td>Helen Mirren, Ryan Reynolds, Daniel Br�hl, Katie Holmes</td>
+      <td>2015</td>
+      <td>109</td>
+      <td>7.3</td>
+      <td>33.31</td>
+    </tr>
+    <tr>
+      <th>168</th>
+      <td>13 Hours</td>
+      <td>Action,Drama,History</td>
+      <td>Michael Bay</td>
+      <td>John Krasinski, Pablo Schreiber, James Badge Dale,David Denman</td>
+      <td>2016</td>
+      <td>144</td>
+      <td>7.3</td>
+      <td>52.82</td>
+    </tr>
+    <tr>
+      <th>169</th>
+      <td>Spectre</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Sam Mendes</td>
+      <td>Daniel Craig, Christoph Waltz, L�a Seydoux, Ralph Fiennes</td>
+      <td>2015</td>
+      <td>148</td>
+      <td>6.8</td>
+      <td>200.07</td>
+    </tr>
+    <tr>
+      <th>170</th>
+      <td>Nightcrawler</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Dan Gilroy</td>
+      <td>Jake Gyllenhaal, Rene Russo, Bill Paxton, Riz Ahmed</td>
+      <td>2014</td>
+      <td>118</td>
+      <td>7.9</td>
+      <td>32.28</td>
+    </tr>
+    <tr>
+      <th>171</th>
+      <td>Kubo and the Two Strings</td>
+      <td>Animation,Adventure,Family</td>
+      <td>Travis Knight</td>
+      <td>Charlize Theron, Art Parkinson, Matthew McConaughey, Ralph Fiennes</td>
+      <td>2016</td>
+      <td>101</td>
+      <td>7.9</td>
+      <td>48.02</td>
+    </tr>
+    <tr>
+      <th>172</th>
+      <td>Beyond the Gates</td>
+      <td>Adventure,Horror</td>
+      <td>Jackson Stewart</td>
+      <td>Graham Skipper, Chase Williamson, Brea Grant,Barbara Crampton</td>
+      <td>2016</td>
+      <td>84</td>
+      <td>5.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>173</th>
+      <td>Her</td>
+      <td>Drama,Romance,Sci-Fi</td>
+      <td>Spike Jonze</td>
+      <td>Joaquin Phoenix, Amy Adams, Scarlett Johansson,Rooney Mara</td>
+      <td>2013</td>
+      <td>126</td>
+      <td>8.0</td>
+      <td>25.56</td>
+    </tr>
+    <tr>
+      <th>174</th>
+      <td>Frozen</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Chris Buck</td>
+      <td>Kristen Bell, Idina Menzel, Jonathan Groff, Josh Gad</td>
+      <td>2013</td>
+      <td>102</td>
+      <td>7.5</td>
+      <td>400.74</td>
+    </tr>
+    <tr>
+      <th>175</th>
+      <td>Tomorrowland</td>
+      <td>Action,Adventure,Family</td>
+      <td>Brad Bird</td>
+      <td>George Clooney, Britt Robertson, Hugh Laurie, Raffey Cassidy</td>
+      <td>2015</td>
+      <td>130</td>
+      <td>6.5</td>
+      <td>93.42</td>
+    </tr>
+    <tr>
+      <th>176</th>
+      <td>Dawn of the Planet of the Apes</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Matt Reeves</td>
+      <td>Gary Oldman, Keri Russell, Andy Serkis, Kodi Smit-McPhee</td>
+      <td>2014</td>
+      <td>130</td>
+      <td>7.6</td>
+      <td>208.54</td>
+    </tr>
+    <tr>
+      <th>177</th>
+      <td>Tropic Thunder</td>
+      <td>Action,Comedy</td>
+      <td>Ben Stiller</td>
+      <td>Ben Stiller, Jack Black, Robert Downey Jr., Jeff Kahn</td>
+      <td>2008</td>
+      <td>107</td>
+      <td>7.0</td>
+      <td>110.42M</td>
+    </tr>
+    <tr>
+      <th>178</th>
+      <td>The Conjuring 2</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>James Wan</td>
+      <td>Vera Farmiga, Patrick Wilson, Madison Wolfe, Frances O'Connor</td>
+      <td>2016</td>
+      <td>134</td>
+      <td>7.4</td>
+      <td>102.46M</td>
+    </tr>
+    <tr>
+      <th>179</th>
+      <td>Ant-Man</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Peyton Reed</td>
+      <td>Paul Rudd, Michael Douglas, Corey Stoll, Evangeline Lilly</td>
+      <td>2015</td>
+      <td>117</td>
+      <td>7.3</td>
+      <td>180.19M</td>
+    </tr>
+    <tr>
+      <th>180</th>
+      <td>Bridget Jones's Baby</td>
+      <td>Comedy,Romance</td>
+      <td>Sharon Maguire</td>
+      <td>Ren�e Zellweger, Gemma Jones, Jim Broadbent,Sally Phillips</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>6.7</td>
+      <td>24.09</td>
+    </tr>
+    <tr>
+      <th>181</th>
+      <td>The VVitch: A New-England Folktale</td>
+      <td>Horror,Mystery</td>
+      <td>Robert Eggers</td>
+      <td>Anya Taylor-Joy, Ralph Ineson, Kate Dickie, Julian Richings</td>
+      <td>2015</td>
+      <td>92</td>
+      <td>6.8</td>
+      <td>25.14</td>
+    </tr>
+    <tr>
+      <th>182</th>
+      <td>Cinderella</td>
+      <td>Drama,Family,Fantasy</td>
+      <td>Kenneth Branagh</td>
+      <td>Lily James, Cate Blanchett, Richard Madden,Helena Bonham Carter</td>
+      <td>2015</td>
+      <td>105</td>
+      <td>7.0</td>
+      <td>201.15</td>
+    </tr>
+    <tr>
+      <th>183</th>
+      <td>Realive</td>
+      <td>Sci-Fi</td>
+      <td>Mateo Gil</td>
+      <td>Tom Hughes, Charlotte Le Bon, Oona Chaplin, Barry Ward</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>5.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>184</th>
+      <td>Forushande</td>
+      <td>Drama,Thriller</td>
+      <td>Asghar Farhadi</td>
+      <td>Taraneh Alidoosti, Shahab Hosseini, Babak Karimi,Farid Sajjadi Hosseini</td>
+      <td>2016</td>
+      <td>124</td>
+      <td>8.0</td>
+      <td>3.4</td>
+    </tr>
+    <tr>
+      <th>185</th>
+      <td>Love</td>
+      <td>Drama,Romance</td>
+      <td>Gaspar No�</td>
+      <td>Aomi Muyock, Karl Glusman, Klara Kristin, Juan Saavedra</td>
+      <td>2015</td>
+      <td>135</td>
+      <td>6.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>186</th>
+      <td>Billy Lynn's Long Halftime Walk</td>
+      <td>Drama,War</td>
+      <td>Ang Lee</td>
+      <td>Joe Alwyn, Garrett Hedlund, Arturo Castro, Mason Lee</td>
+      <td>2016</td>
+      <td>113</td>
+      <td>6.3</td>
+      <td>1.72</td>
+    </tr>
+    <tr>
+      <th>187</th>
+      <td>Crimson Peak</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Guillermo del Toro</td>
+      <td>Mia Wasikowska, Jessica Chastain, Tom Hiddleston, Charlie Hunnam</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>6.6</td>
+      <td>31.06</td>
+    </tr>
+    <tr>
+      <th>188</th>
+      <td>Drive</td>
+      <td>Crime,Drama</td>
+      <td>Nicolas Winding Refn</td>
+      <td>Ryan Gosling, Carey Mulligan, Bryan Cranston, Albert Brooks</td>
+      <td>2011</td>
+      <td>100</td>
+      <td>7.8</td>
+      <td>35.05</td>
+    </tr>
+    <tr>
+      <th>189</th>
+      <td>Trainwreck</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Judd Apatow</td>
+      <td>Amy Schumer, Bill Hader, Brie Larson, Colin Quinn</td>
+      <td>2015</td>
+      <td>125</td>
+      <td>6.3</td>
+      <td>110.01M</td>
+    </tr>
+    <tr>
+      <th>190</th>
+      <td>The Light Between Oceans</td>
+      <td>Drama,Romance</td>
+      <td>Derek Cianfrance</td>
+      <td>Michael       Fassbender, Alicia Vikander, Rachel Weisz, Florence Clery</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>7.2</td>
+      <td>12.53</td>
+    </tr>
+    <tr>
+      <th>191</th>
+      <td>Below Her Mouth</td>
+      <td>Drama</td>
+      <td>April Mullen</td>
+      <td>Erika Linder, Natalie Krill, Sebastian Pigott, Mayko Nguyen</td>
+      <td>2016</td>
+      <td>94</td>
+      <td>5.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>192</th>
+      <td>Spotlight</td>
+      <td>Crime,Drama,History</td>
+      <td>Tom McCarthy</td>
+      <td>Mark Ruffalo, Michael Keaton, Rachel McAdams, Liev Schreiber</td>
+      <td>2015</td>
+      <td>128</td>
+      <td>8.1</td>
+      <td>44.99</td>
+    </tr>
+    <tr>
+      <th>193</th>
+      <td>Morgan</td>
+      <td>Horror,Sci-Fi,Thriller</td>
+      <td>Luke Scott</td>
+      <td>Kate Mara, Anya Taylor-Joy, Rose Leslie, Michael Yare</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>5.8</td>
+      <td>3.91</td>
+    </tr>
+    <tr>
+      <th>194</th>
+      <td>Warrior</td>
+      <td>Action,Drama,Sport</td>
+      <td>Gavin O'Connor</td>
+      <td>Tom Hardy, Nick Nolte, Joel Edgerton, Jennifer Morrison</td>
+      <td>2011</td>
+      <td>140</td>
+      <td>8.2</td>
+      <td>13.65</td>
+    </tr>
+    <tr>
+      <th>195</th>
+      <td>Captain America: The First Avenger</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Joe Johnston</td>
+      <td>Chris Evans, Hugo Weaving, Samuel L. Jackson,Hayley Atwell</td>
+      <td>2011</td>
+      <td>124</td>
+      <td>6.9</td>
+      <td>176.64M</td>
+    </tr>
+    <tr>
+      <th>196</th>
+      <td>Hacker</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Akan Satayev</td>
+      <td>Callan McAuliffe, Lorraine Nicholson, Daniel Eric Gold, Clifton Collins Jr.</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>197</th>
+      <td>Into the Wild</td>
+      <td>Adventure,Biography,Drama</td>
+      <td>Sean Penn</td>
+      <td>Emile Hirsch, Vince Vaughn, Catherine Keener, Marcia Gay Harden</td>
+      <td>2007</td>
+      <td>148</td>
+      <td>8.1</td>
+      <td>18.35</td>
+    </tr>
+    <tr>
+      <th>198</th>
+      <td>The Imitation Game</td>
+      <td>Biography,Drama,Thriller</td>
+      <td>Morten Tyldum</td>
+      <td>Benedict Cumberbatch, Keira Knightley, Matthew Goode, Allen Leech</td>
+      <td>2014</td>
+      <td>114</td>
+      <td>8.1</td>
+      <td>91.12</td>
+    </tr>
+    <tr>
+      <th>199</th>
+      <td>Central Intelligence</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Rawson Marshall Thurber</td>
+      <td>Dwayne Johnson, Kevin Hart, Danielle Nicolet, Amy Ryan</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>6.3</td>
+      <td>127.38M</td>
+    </tr>
+    <tr>
+      <th>200</th>
+      <td>Edge of Tomorrow</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Doug Liman</td>
+      <td>Tom Cruise, Emily Blunt, Bill Paxton, Brendan Gleeson</td>
+      <td>2014</td>
+      <td>113</td>
+      <td>7.9</td>
+      <td>100.19M</td>
+    </tr>
+    <tr>
+      <th>201</th>
+      <td>A Cure for Wellness</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Gore Verbinski</td>
+      <td>Dane DeHaan, Jason Isaacs, Mia Goth, Ivo Nandi</td>
+      <td>2016</td>
+      <td>146</td>
+      <td>6.5</td>
+      <td>8.1</td>
+    </tr>
+    <tr>
+      <th>202</th>
+      <td>Snowden</td>
+      <td>Biography,Drama,Thriller</td>
+      <td>Oliver Stone</td>
+      <td>Joseph Gordon-Levitt, Shailene Woodley, Melissa Leo,Zachary Quinto</td>
+      <td>2016</td>
+      <td>134</td>
+      <td>7.3</td>
+      <td>21.48</td>
+    </tr>
+    <tr>
+      <th>203</th>
+      <td>Iron Man</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Jon Favreau</td>
+      <td>Robert Downey Jr., Gwyneth Paltrow, Terrence Howard, Jeff Bridges</td>
+      <td>2008</td>
+      <td>126</td>
+      <td>7.9</td>
+      <td>318.3</td>
+    </tr>
+    <tr>
+      <th>204</th>
+      <td>Allegiant</td>
+      <td>Action,Adventure,Mystery</td>
+      <td>Robert Schwentke</td>
+      <td>Shailene Woodley, Theo James, Jeff Daniels,Naomi Watts</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>5.7</td>
+      <td>66</td>
+    </tr>
+    <tr>
+      <th>205</th>
+      <td>X: First Class</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Matthew Vaughn</td>
+      <td>James McAvoy, Michael          Fassbender, Jennifer Lawrence, Kevin Bacon</td>
+      <td>2011</td>
+      <td>132</td>
+      <td>7.8</td>
+      <td>146.41M</td>
+    </tr>
+    <tr>
+      <th>206</th>
+      <td>Raw (II)</td>
+      <td>Drama,Horror</td>
+      <td>Julia Ducournau</td>
+      <td>Garance Marillier, Ella Rumpf, Rabah Nait Oufella,Laurent Lucas</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>7.5</td>
+      <td>0.51</td>
+    </tr>
+    <tr>
+      <th>207</th>
+      <td>Paterson</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Jim Jarmusch</td>
+      <td>Adam Driver, Golshifteh Farahani, Nellie, Rizwan Manji</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>7.5</td>
+      <td>2.14</td>
+    </tr>
+    <tr>
+      <th>208</th>
+      <td>Bridesmaids</td>
+      <td>Comedy,Romance</td>
+      <td>Paul Feig</td>
+      <td>Kristen Wiig, Maya Rudolph, Rose Byrne, Terry Crews</td>
+      <td>2011</td>
+      <td>125</td>
+      <td>6.8</td>
+      <td>169.08M</td>
+    </tr>
+    <tr>
+      <th>209</th>
+      <td>The Girl with All the Gifts</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>Colm McCarthy</td>
+      <td>Gemma Arterton, Glenn Close, Dominique Tipper,Paddy Considine</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>210</th>
+      <td>San Andreas</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Brad Peyton</td>
+      <td>Dwayne Johnson, Carla Gugino, Alexandra Daddario,Colton Haynes</td>
+      <td>2015</td>
+      <td>114</td>
+      <td>6.1</td>
+      <td>155.18M</td>
+    </tr>
+    <tr>
+      <th>211</th>
+      <td>Spring Breakers</td>
+      <td>Drama</td>
+      <td>Harmony Korine</td>
+      <td>Vanessa Hudgens, Selena Gomez, Ashley Benson,Rachel Korine</td>
+      <td>2012</td>
+      <td>94</td>
+      <td>5.3</td>
+      <td>14.12</td>
+    </tr>
+    <tr>
+      <th>212</th>
+      <td>Transformers</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Michael Bay</td>
+      <td>Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson</td>
+      <td>2007</td>
+      <td>144</td>
+      <td>7.1</td>
+      <td>318.76</td>
+    </tr>
+    <tr>
+      <th>213</th>
+      <td>Old Boy</td>
+      <td>Action,Drama,Mystery</td>
+      <td>Spike Lee</td>
+      <td>Josh Brolin, Elizabeth Olsen, Samuel L. Jackson, Sharlto Copley</td>
+      <td>2013</td>
+      <td>104</td>
+      <td>5.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>214</th>
+      <td>Thor: The Dark World</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Alan Taylor</td>
+      <td>Chris Hemsworth, Natalie Portman, Tom Hiddleston,Stellan Skarsg�rd</td>
+      <td>2013</td>
+      <td>112</td>
+      <td>7.0</td>
+      <td>206.36</td>
+    </tr>
+    <tr>
+      <th>215</th>
+      <td>Gods of Egypt</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Alex Proyas</td>
+      <td>Brenton Thwaites, Nikolaj Coster-Waldau, Gerard Butler, Chadwick Boseman</td>
+      <td>2016</td>
+      <td>126</td>
+      <td>5.5</td>
+      <td>31.14</td>
+    </tr>
+    <tr>
+      <th>216</th>
+      <td>Captain America: The Winter Soldier</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Anthony Russo</td>
+      <td>Chris Evans, Samuel L. Jackson,Scarlett Johansson, Robert Redford</td>
+      <td>2014</td>
+      <td>136</td>
+      <td>7.8</td>
+      <td>259.75</td>
+    </tr>
+    <tr>
+      <th>217</th>
+      <td>Monster Trucks</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Chris Wedge</td>
+      <td>Lucas Till, Jane Levy, Thomas Lennon, Barry Pepper</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>5.7</td>
+      <td>33.04</td>
+    </tr>
+    <tr>
+      <th>218</th>
+      <td>A Dark Song</td>
+      <td>Drama,Horror</td>
+      <td>Liam Gavin</td>
+      <td>Mark Huberman, Susan Loughnane, Steve Oram,Catherine Walker</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>219</th>
+      <td>Kick-Ass</td>
+      <td>Action,Comedy</td>
+      <td>Matthew Vaughn</td>
+      <td>Aaron Taylor-Johnson, Nicolas Cage, Chlo� Grace Moretz, Garrett M. Brown</td>
+      <td>2010</td>
+      <td>117</td>
+      <td>7.7</td>
+      <td>48.04</td>
+    </tr>
+    <tr>
+      <th>220</th>
+      <td>Hardcore Henry</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Ilya Naishuller</td>
+      <td>Sharlto Copley, Tim Roth, Haley Bennett, Danila Kozlovsky</td>
+      <td>2015</td>
+      <td>96</td>
+      <td>6.7</td>
+      <td>9.24</td>
+    </tr>
+    <tr>
+      <th>221</th>
+      <td>Cars</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>John Lasseter</td>
+      <td>Owen Wilson, Bonnie Hunt, Paul Newman, Larry the Cable Guy</td>
+      <td>2006</td>
+      <td>117</td>
+      <td>7.1</td>
+      <td>244.05</td>
+    </tr>
+    <tr>
+      <th>222</th>
+      <td>It Follows</td>
+      <td>Horror,Mystery</td>
+      <td>David Robert Mitchell</td>
+      <td>Maika Monroe, Keir Gilchrist, Olivia Luccardi,Lili Sepe</td>
+      <td>2014</td>
+      <td>100</td>
+      <td>6.9</td>
+      <td>14.67</td>
+    </tr>
+    <tr>
+      <th>223</th>
+      <td>The Girl with the Dragon Tattoo</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>David Fincher</td>
+      <td>Daniel Craig, Rooney Mara, Christopher Plummer,Stellan Skarsg�rd</td>
+      <td>2011</td>
+      <td>158</td>
+      <td>7.8</td>
+      <td>102.52M</td>
+    </tr>
+    <tr>
+      <th>224</th>
+      <td>We're the Millers</td>
+      <td>Comedy,Crime</td>
+      <td>Rawson Marshall Thurber</td>
+      <td>Jason Sudeikis, Jennifer Aniston, Emma Roberts, Ed Helms</td>
+      <td>2013</td>
+      <td>110</td>
+      <td>7.0</td>
+      <td>150.37M</td>
+    </tr>
+    <tr>
+      <th>225</th>
+      <td>American Honey</td>
+      <td>Drama</td>
+      <td>Andrea Arnold</td>
+      <td>Sasha Lane, Shia LaBeouf, Riley Keough, McCaul Lombardi</td>
+      <td>2016</td>
+      <td>163</td>
+      <td>7.0</td>
+      <td>0.66</td>
+    </tr>
+    <tr>
+      <th>226</th>
+      <td>The Lobster</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Yorgos Lanthimos</td>
+      <td>Colin Farrell, Rachel Weisz, Jessica Barden,Olivia Colman</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>7.1</td>
+      <td>8.7</td>
+    </tr>
+    <tr>
+      <th>227</th>
+      <td>Predators</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Nimr�d Antal</td>
+      <td>Adrien Brody, Laurence Fishburne, Topher Grace,Alice Braga</td>
+      <td>2010</td>
+      <td>107</td>
+      <td>6.4</td>
+      <td>52</td>
+    </tr>
+    <tr>
+      <th>228</th>
+      <td>Maleficent</td>
+      <td>Action,Adventure,Family</td>
+      <td>Robert Stromberg</td>
+      <td>Angelina Jolie, Elle Fanning, Sharlto Copley,Lesley Manville</td>
+      <td>2014</td>
+      <td>97</td>
+      <td>7.0</td>
+      <td>241.41</td>
+    </tr>
+    <tr>
+      <th>229</th>
+      <td>Rupture</td>
+      <td>Horror,Sci-Fi,Thriller</td>
+      <td>Steven Shainberg</td>
+      <td>Noomi Rapace, Michael Chiklis, Kerry Bish�,Peter Stormare</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>4.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>230</th>
+      <td>Pan's Labyrinth</td>
+      <td>Drama,Fantasy,War</td>
+      <td>Guillermo del Toro</td>
+      <td>Ivana Baquero, Ariadna Gil, Sergi L�pez,Maribel Verd�</td>
+      <td>2006</td>
+      <td>118</td>
+      <td>8.2</td>
+      <td>37.62</td>
+    </tr>
+    <tr>
+      <th>231</th>
+      <td>A Kind of Murder</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Andy Goddard</td>
+      <td>Patrick Wilson, Jessica Biel, Haley Bennett, Vincent Kartheiser</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>5.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>232</th>
+      <td>Apocalypto</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Mel Gibson</td>
+      <td>Gerardo Taracena, Raoul Max Trujillo, Dalia Hern�ndez,Rudy Youngblood</td>
+      <td>2006</td>
+      <td>139</td>
+      <td>7.8</td>
+      <td>50.86</td>
+    </tr>
+    <tr>
+      <th>233</th>
+      <td>Mission: Impossible - Rogue Nation</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Christopher McQuarrie</td>
+      <td>Tom Cruise, Rebecca Ferguson, Jeremy Renner, Simon Pegg</td>
+      <td>2015</td>
+      <td>131</td>
+      <td>7.4</td>
+      <td>195M</td>
+    </tr>
+    <tr>
+      <th>234</th>
+      <td>The Huntsman: Winter's War</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Cedric Nicolas-Troyan</td>
+      <td>Chris Hemsworth, Jessica Chastain, Charlize Theron, Emily Blunt</td>
+      <td>2016</td>
+      <td>114</td>
+      <td>6.1</td>
+      <td>47.95</td>
+    </tr>
+    <tr>
+      <th>235</th>
+      <td>The Perks of Being a Wallflower</td>
+      <td>Drama,Romance</td>
+      <td>Stephen Chbosky</td>
+      <td>Logan Lerman, Emma Watson, Ezra Miller, Paul Rudd</td>
+      <td>2012</td>
+      <td>102</td>
+      <td>8.0</td>
+      <td>17.74</td>
+    </tr>
+    <tr>
+      <th>236</th>
+      <td>Jackie</td>
+      <td>Biography,Drama,History</td>
+      <td>Pablo Larra�n</td>
+      <td>Natalie Portman, Peter Sarsgaard, Greta Gerwig,Billy Crudup</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>6.8</td>
+      <td>13.96</td>
+    </tr>
+    <tr>
+      <th>237</th>
+      <td>The Disappointments Room</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>D.J. Caruso</td>
+      <td>Kate Beckinsale, Mel Raido, Duncan Joiner, Lucas Till</td>
+      <td>2016</td>
+      <td>85</td>
+      <td>3.9</td>
+      <td>2.41</td>
+    </tr>
+    <tr>
+      <th>238</th>
+      <td>The Grand Budapest Hotel</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Wes Anderson</td>
+      <td>Ralph Fiennes, F. Murray Abraham, Mathieu Amalric,Adrien Brody</td>
+      <td>2014</td>
+      <td>99</td>
+      <td>8.1</td>
+      <td>59.07</td>
+    </tr>
+    <tr>
+      <th>239</th>
+      <td>The Host</td>
+      <td>Action,Adventure,Romance</td>
+      <td>Andrew Niccol</td>
+      <td>Saoirse Ronan, Max Irons, Jake Abel, Diane Kruger</td>
+      <td>2013</td>
+      <td>125</td>
+      <td>5.9</td>
+      <td>26.62</td>
+    </tr>
+    <tr>
+      <th>240</th>
+      <td>Fury</td>
+      <td>Action,Drama,War</td>
+      <td>David Ayer</td>
+      <td>Brad Pitt, Shia LaBeouf, Logan Lerman, Michael Pe�a</td>
+      <td>2014</td>
+      <td>134</td>
+      <td>7.6</td>
+      <td>85.71</td>
+    </tr>
+    <tr>
+      <th>241</th>
+      <td>Inside Out</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Pete Docter</td>
+      <td>Amy Poehler, Bill Hader, Lewis Black, Mindy Kaling</td>
+      <td>2015</td>
+      <td>95</td>
+      <td>8.2</td>
+      <td>356.45</td>
+    </tr>
+    <tr>
+      <th>242</th>
+      <td>Rock Dog</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Ash Brannon</td>
+      <td>Luke Wilson, Eddie Izzard, J.K. Simmons, Lewis Black</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>5.8</td>
+      <td>9.4</td>
+    </tr>
+    <tr>
+      <th>243</th>
+      <td>Terminator Genisys</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Alan Taylor</td>
+      <td>Arnold Schwarzenegger, Jason Clarke, Emilia Clarke,Jai Courtney</td>
+      <td>2015</td>
+      <td>126</td>
+      <td>6.5</td>
+      <td>89.73</td>
+    </tr>
+    <tr>
+      <th>244</th>
+      <td>Percy Jackson &amp; the Olympians: The Lightning Thief</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Chris Columbus</td>
+      <td>Logan Lerman, Kevin McKidd, Steve Coogan,Brandon T. Jackson</td>
+      <td>2010</td>
+      <td>118</td>
+      <td>5.9</td>
+      <td>88.76</td>
+    </tr>
+    <tr>
+      <th>245</th>
+      <td>Les Mis�rables</td>
+      <td>Drama,Musical,Romance</td>
+      <td>Tom Hooper</td>
+      <td>Hugh Jackman, Russell Crowe, Anne Hathaway,Amanda Seyfried</td>
+      <td>2012</td>
+      <td>158</td>
+      <td>7.6</td>
+      <td>148.78M</td>
+    </tr>
+    <tr>
+      <th>246</th>
+      <td>Children of Men</td>
+      <td>Drama,Sci-Fi,Thriller</td>
+      <td>Alfonso Cuar�n</td>
+      <td>Julianne Moore, Clive Owen, Chiwetel Ejiofor,Michael Caine</td>
+      <td>2006</td>
+      <td>109</td>
+      <td>7.9</td>
+      <td>35.29</td>
+    </tr>
+    <tr>
+      <th>247</th>
+      <td>20th Century Women</td>
+      <td>Comedy,Drama</td>
+      <td>Mike Mills</td>
+      <td>Annette Bening, Elle Fanning, Greta Gerwig, Billy Crudup</td>
+      <td>2016</td>
+      <td>119</td>
+      <td>7.4</td>
+      <td>5.66</td>
+    </tr>
+    <tr>
+      <th>248</th>
+      <td>Spy</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Paul Feig</td>
+      <td>Melissa McCarthy, Rose Byrne, Jude Law, Jason Statham</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>7.1</td>
+      <td>110.82M</td>
+    </tr>
+    <tr>
+      <th>249</th>
+      <td>The Intouchables</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Olivier Nakache</td>
+      <td>Fran�ois Cluzet, Omar Sy, Anne Le Ny, Audrey Fleurot</td>
+      <td>2011</td>
+      <td>112</td>
+      <td>8.6</td>
+      <td>13.18</td>
+    </tr>
+    <tr>
+      <th>250</th>
+      <td>Bonjour Anne</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Eleanor Coppola</td>
+      <td>Diane Lane, Alec Baldwin, Arnaud Viard, Linda Gegusch</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>4.9</td>
+      <td>0.32</td>
+    </tr>
+    <tr>
+      <th>251</th>
+      <td>Kynodontas</td>
+      <td>Drama,Thriller</td>
+      <td>Yorgos Lanthimos</td>
+      <td>Christos Stergioglou, Michele Valley, Angeliki Papoulia, Hristos Passalis</td>
+      <td>2009</td>
+      <td>94</td>
+      <td>7.3</td>
+      <td>0.11</td>
+    </tr>
+    <tr>
+      <th>252</th>
+      <td>Straight Outta Compton</td>
+      <td>Biography,Drama,History</td>
+      <td>F. Gary Gray</td>
+      <td>O'Shea Jackson Jr., Corey Hawkins, Jason Mitchell,Neil Brown Jr.</td>
+      <td>2015</td>
+      <td>147</td>
+      <td>7.9</td>
+      <td>161.03M</td>
+    </tr>
+    <tr>
+      <th>253</th>
+      <td>The Amazing Spider-Man 2</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Marc Webb</td>
+      <td>Andrew Garfield, Emma Stone, Jamie Foxx, Paul Giamatti</td>
+      <td>2014</td>
+      <td>142</td>
+      <td>6.7</td>
+      <td>202.85</td>
+    </tr>
+    <tr>
+      <th>254</th>
+      <td>The Conjuring</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>James Wan</td>
+      <td>Patrick Wilson, Vera Farmiga, Ron Livingston, Lili Taylor</td>
+      <td>2013</td>
+      <td>112</td>
+      <td>7.5</td>
+      <td>137.39M</td>
+    </tr>
+    <tr>
+      <th>255</th>
+      <td>The Hangover</td>
+      <td>Comedy</td>
+      <td>Todd Phillips</td>
+      <td>Zach Galifianakis, Bradley Cooper, Justin Bartha, Ed Helms</td>
+      <td>2009</td>
+      <td>100</td>
+      <td>7.8</td>
+      <td>277.31</td>
+    </tr>
+    <tr>
+      <th>256</th>
+      <td>Battleship</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Peter Berg</td>
+      <td>Alexander Skarsg�rd, Brooklyn Decker, Liam Neeson,Rihanna</td>
+      <td>2012</td>
+      <td>131</td>
+      <td>5.8</td>
+      <td>65.17</td>
+    </tr>
+    <tr>
+      <th>257</th>
+      <td>Rise of the Planet of the Apes</td>
+      <td>Action,Drama,Sci-Fi</td>
+      <td>Rupert Wyatt</td>
+      <td>James Franco, Andy Serkis, Freida Pinto, Karin Konoval</td>
+      <td>2011</td>
+      <td>105</td>
+      <td>7.6</td>
+      <td>176.74M</td>
+    </tr>
+    <tr>
+      <th>258</th>
+      <td>Lights Out</td>
+      <td>Horror</td>
+      <td>David F. Sandberg</td>
+      <td>Teresa Palmer, Gabriel Bateman, Maria Bello,Billy Burke</td>
+      <td>2016</td>
+      <td>81</td>
+      <td>6.4</td>
+      <td>67.24</td>
+    </tr>
+    <tr>
+      <th>259</th>
+      <td>Norman: The Moderate Rise and Tragic Fall of a New York Fixer</td>
+      <td>Drama,Thriller</td>
+      <td>Joseph Cedar</td>
+      <td>Richard Gere, Lior Ashkenazi, Michael Sheen,Charlotte Gainsbourg</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>7.1</td>
+      <td>2.27</td>
+    </tr>
+    <tr>
+      <th>260</th>
+      <td>Birdman or (The Unexpected Virtue of Ignorance)</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Alejandro Gonz�lez I��rritu</td>
+      <td>Michael Keaton, Zach Galifianakis,Edward Norton, Andrea Riseborough</td>
+      <td>2014</td>
+      <td>119</td>
+      <td>7.8</td>
+      <td>42.34</td>
+    </tr>
+    <tr>
+      <th>261</th>
+      <td>Black Swan</td>
+      <td>Drama,Thriller</td>
+      <td>Darren Aronofsky</td>
+      <td>Natalie Portman, Mila Kunis, Vincent Cassel,Winona Ryder</td>
+      <td>2010</td>
+      <td>108</td>
+      <td>8.0</td>
+      <td>106.95M</td>
+    </tr>
+    <tr>
+      <th>262</th>
+      <td>Dear White People</td>
+      <td>Comedy,Drama</td>
+      <td>Justin Simien</td>
+      <td>Tyler James Williams, Tessa Thompson, Kyle Gallner,Teyonah Parris</td>
+      <td>2014</td>
+      <td>108</td>
+      <td>6.2</td>
+      <td>4.4</td>
+    </tr>
+    <tr>
+      <th>263</th>
+      <td>Nymphomaniac: Vol. I</td>
+      <td>Drama</td>
+      <td>Lars von Trier</td>
+      <td>Charlotte Gainsbourg, Stellan Skarsg�rd, Stacy Martin, Shia LaBeouf</td>
+      <td>2013</td>
+      <td>117</td>
+      <td>7.0</td>
+      <td>0.79</td>
+    </tr>
+    <tr>
+      <th>264</th>
+      <td>Teenage Mutant Ninja Turtles: Out of the Shadows</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Dave Green</td>
+      <td>Megan Fox, Will Arnett, Tyler Perry, Laura Linney</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>6.0</td>
+      <td>0.54</td>
+    </tr>
+    <tr>
+      <th>265</th>
+      <td>Knock Knock</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>Eli Roth</td>
+      <td>Keanu Reeves, Lorenza Izzo, Ana de Armas, Aaron Burns</td>
+      <td>2015</td>
+      <td>99</td>
+      <td>4.9</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>266</th>
+      <td>Dirty Grandpa</td>
+      <td>Comedy</td>
+      <td>Dan Mazer</td>
+      <td>Robert De Niro, Zac Efron, Zoey Deutch, Aubrey Plaza</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>6.0</td>
+      <td>35.54</td>
+    </tr>
+    <tr>
+      <th>267</th>
+      <td>Cloud Atlas</td>
+      <td>Drama,Sci-Fi</td>
+      <td>Tom Tykwer</td>
+      <td>Tom Hanks, Halle Berry, Hugh Grant, Hugo Weaving</td>
+      <td>2012</td>
+      <td>172</td>
+      <td>7.5</td>
+      <td>27.1</td>
+    </tr>
+    <tr>
+      <th>268</th>
+      <td>X-Men Origins: Wolverine</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Gavin Hood</td>
+      <td>Hugh Jackman, Liev Schreiber, Ryan Reynolds, Danny Huston</td>
+      <td>2009</td>
+      <td>107</td>
+      <td>6.7</td>
+      <td>179.88M</td>
+    </tr>
+    <tr>
+      <th>269</th>
+      <td>Satanic</td>
+      <td>Horror</td>
+      <td>Jeffrey G. Hunt</td>
+      <td>Sarah Hyland, Steven Krueger, Justin Chon, Clara Mamet</td>
+      <td>2016</td>
+      <td>85</td>
+      <td>3.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>270</th>
+      <td>Skyfall</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Sam Mendes</td>
+      <td>Daniel Craig, Javier Bardem, Naomie Harris, Judi Dench</td>
+      <td>2012</td>
+      <td>143</td>
+      <td>7.8</td>
+      <td>304.36</td>
+    </tr>
+    <tr>
+      <th>271</th>
+      <td>The Hobbit: An Unexpected Journey</td>
+      <td>Adventure,Fantasy</td>
+      <td>Peter Jackson</td>
+      <td>Martin Freeman, Ian McKellen, Richard Armitage,Andy Serkis</td>
+      <td>2012</td>
+      <td>169</td>
+      <td>7.9</td>
+      <td>303</td>
+    </tr>
+    <tr>
+      <th>272</th>
+      <td>21 Jump Street</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Phil Lord</td>
+      <td>Jonah Hill, Channing Tatum, Ice Cube,Brie Larson</td>
+      <td>2012</td>
+      <td>110</td>
+      <td>7.2</td>
+      <td>138.45M</td>
+    </tr>
+    <tr>
+      <th>273</th>
+      <td>Sing Street</td>
+      <td>Comedy,Drama,Music</td>
+      <td>John Carney</td>
+      <td>Ferdia Walsh-Peelo, Aidan Gillen, Maria Doyle Kennedy, Jack Reynor</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>8.0</td>
+      <td>3.23</td>
+    </tr>
+    <tr>
+      <th>274</th>
+      <td>Ballerina</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Eric Summer</td>
+      <td>Elle Fanning, Dane DeHaan, Carly Rae Jepsen, Maddie Ziegler</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>6.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>275</th>
+      <td>Oblivion</td>
+      <td>Action,Adventure,Mystery</td>
+      <td>Joseph Kosinski</td>
+      <td>Tom Cruise, Morgan Freeman, Andrea Riseborough, Olga Kurylenko</td>
+      <td>2013</td>
+      <td>124</td>
+      <td>7.0</td>
+      <td>89.02</td>
+    </tr>
+    <tr>
+      <th>276</th>
+      <td>22 Jump Street</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Phil Lord</td>
+      <td>Channing Tatum, Jonah Hill, Ice Cube,Nick Offerman</td>
+      <td>2014</td>
+      <td>112</td>
+      <td>7.1</td>
+      <td>191.62M</td>
+    </tr>
+    <tr>
+      <th>277</th>
+      <td>Zodiac</td>
+      <td>Crime,Drama,History</td>
+      <td>David Fincher</td>
+      <td>Jake Gyllenhaal, Robert Downey Jr., Mark Ruffalo,Anthony Edwards</td>
+      <td>2007</td>
+      <td>157</td>
+      <td>7.7</td>
+      <td>33.05</td>
+    </tr>
+    <tr>
+      <th>278</th>
+      <td>Everybody Wants Some!!</td>
+      <td>Comedy</td>
+      <td>Richard Linklater</td>
+      <td>Blake Jenner, Tyler Hoechlin, Ryan Guzman,Zoey Deutch</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>7.0</td>
+      <td>3.37</td>
+    </tr>
+    <tr>
+      <th>279</th>
+      <td>Iron Man Three</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Shane Black</td>
+      <td>Robert Downey Jr., Guy Pearce, Gwyneth Paltrow,Don Cheadle</td>
+      <td>2013</td>
+      <td>130</td>
+      <td>7.2</td>
+      <td>408.99</td>
+    </tr>
+    <tr>
+      <th>280</th>
+      <td>Now You See Me</td>
+      <td>Crime,Mystery,Thriller</td>
+      <td>Louis Leterrier</td>
+      <td>Jesse Eisenberg, Common, Mark Ruffalo, Woody Harrelson</td>
+      <td>2013</td>
+      <td>115</td>
+      <td>7.3</td>
+      <td>117.7M</td>
+    </tr>
+    <tr>
+      <th>281</th>
+      <td>Sherlock Holmes</td>
+      <td>Action,Adventure,Crime</td>
+      <td>Guy Ritchie</td>
+      <td>Robert Downey Jr., Jude Law, Rachel McAdams, Mark Strong</td>
+      <td>2009</td>
+      <td>128</td>
+      <td>7.6</td>
+      <td>209.02</td>
+    </tr>
+    <tr>
+      <th>282</th>
+      <td>Death Proof</td>
+      <td>Thriller</td>
+      <td>Quentin Tarantino</td>
+      <td>Kurt Russell, Zo� Bell, Rosario Dawson, Vanessa Ferlito</td>
+      <td>2007</td>
+      <td>113</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>283</th>
+      <td>The Danish Girl</td>
+      <td>Biography,Drama,Romance</td>
+      <td>Tom Hooper</td>
+      <td>Eddie Redmayne, Alicia Vikander, Amber Heard, Ben Whishaw</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>7.0</td>
+      <td>12.71</td>
+    </tr>
+    <tr>
+      <th>284</th>
+      <td>Hercules</td>
+      <td>Action,Adventure</td>
+      <td>Brett Ratner</td>
+      <td>Dwayne Johnson, John Hurt, Ian McShane, Joseph Fiennes</td>
+      <td>2014</td>
+      <td>98</td>
+      <td>6.0</td>
+      <td>72.66</td>
+    </tr>
+    <tr>
+      <th>285</th>
+      <td>Sucker Punch</td>
+      <td>Action,Fantasy</td>
+      <td>Zack Snyder</td>
+      <td>Emily Browning, Vanessa Hudgens, Abbie Cornish,Jena Malone</td>
+      <td>2011</td>
+      <td>110</td>
+      <td>6.1</td>
+      <td>36.38</td>
+    </tr>
+    <tr>
+      <th>286</th>
+      <td>Keeping Up with the Joneses</td>
+      <td>Action,Comedy</td>
+      <td>Greg Mottola</td>
+      <td>Zach Galifianakis, Isla Fisher, Jon Hamm, Gal Gadot</td>
+      <td>2016</td>
+      <td>105</td>
+      <td>5.8</td>
+      <td>14.9</td>
+    </tr>
+    <tr>
+      <th>287</th>
+      <td>Jupiter Ascending</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Lana Wachowski</td>
+      <td>Channing Tatum, Mila Kunis,Eddie Redmayne, Sean Bean</td>
+      <td>2015</td>
+      <td>127</td>
+      <td>5.3</td>
+      <td>47.38</td>
+    </tr>
+    <tr>
+      <th>288</th>
+      <td>Masterminds</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Jared Hess</td>
+      <td>Zach Galifianakis, Kristen Wiig, Owen Wilson, Ross Kimball</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>5.8</td>
+      <td>17.36</td>
+    </tr>
+    <tr>
+      <th>289</th>
+      <td>Iris</td>
+      <td>Thriller</td>
+      <td>Jalil Lespert</td>
+      <td>Romain Duris, Charlotte Le Bon, Jalil Lespert, Camille Cottin</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>290</th>
+      <td>Busanhaeng</td>
+      <td>Action,Drama,Horror</td>
+      <td>Sang-ho Yeon</td>
+      <td>Yoo Gong, Soo-an Kim, Yu-mi Jung, Dong-seok Ma</td>
+      <td>2016</td>
+      <td>118</td>
+      <td>7.5</td>
+      <td>2.13</td>
+    </tr>
+    <tr>
+      <th>291</th>
+      <td>Pitch Perfect</td>
+      <td>Comedy,Music,Romance</td>
+      <td>Jason Moore</td>
+      <td>Anna Kendrick, Brittany Snow, Rebel Wilson, Anna Camp</td>
+      <td>2012</td>
+      <td>112</td>
+      <td>7.2</td>
+      <td>65</td>
+    </tr>
+    <tr>
+      <th>292</th>
+      <td>Neighbors 2: Sorority Rising</td>
+      <td>Comedy</td>
+      <td>Nicholas Stoller</td>
+      <td>Seth Rogen, Rose Byrne, Zac Efron, Chlo� Grace Moretz</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>5.7</td>
+      <td>55.29</td>
+    </tr>
+    <tr>
+      <th>293</th>
+      <td>The Exception</td>
+      <td>Drama</td>
+      <td>David Leveaux</td>
+      <td>Lily James, Jai Courtney, Christopher Plummer, Lo�s van Wijk</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>7.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>294</th>
+      <td>Man of Steel</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Zack Snyder</td>
+      <td>Henry Cavill, Amy Adams, Michael Shannon, Diane Lane</td>
+      <td>2013</td>
+      <td>143</td>
+      <td>7.1</td>
+      <td>291.02</td>
+    </tr>
+    <tr>
+      <th>295</th>
+      <td>The Choice</td>
+      <td>Drama,Romance</td>
+      <td>Ross Katz</td>
+      <td>Benjamin Walker, Teresa Palmer, Alexandra Daddario,Maggie Grace</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.6</td>
+      <td>18.71</td>
+    </tr>
+    <tr>
+      <th>296</th>
+      <td>Ice Age: Collision Course</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Mike Thurmeier</td>
+      <td>Ray Romano, Denis Leary, John Leguizamo, Chris Wedge</td>
+      <td>2016</td>
+      <td>94</td>
+      <td>5.7</td>
+      <td>64.06</td>
+    </tr>
+    <tr>
+      <th>297</th>
+      <td>The Devil Wears Prada</td>
+      <td>Comedy,Drama</td>
+      <td>David Frankel</td>
+      <td>Anne Hathaway, Meryl Streep, Adrian Grenier, Emily Blunt</td>
+      <td>2006</td>
+      <td>109</td>
+      <td>6.8</td>
+      <td>124.73M</td>
+    </tr>
+    <tr>
+      <th>298</th>
+      <td>The Infiltrator</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Brad Furman</td>
+      <td>Bryan Cranston, John Leguizamo, Diane Kruger, Amy Ryan</td>
+      <td>2016</td>
+      <td>127</td>
+      <td>7.1</td>
+      <td>15.43</td>
+    </tr>
+    <tr>
+      <th>299</th>
+      <td>There Will Be Blood</td>
+      <td>Drama,History</td>
+      <td>Paul Thomas Anderson</td>
+      <td>Daniel Day-Lewis, Paul Dano, Ciar�n Hinds,Martin Stringer</td>
+      <td>2007</td>
+      <td>158</td>
+      <td>8.1</td>
+      <td>40.22</td>
+    </tr>
+    <tr>
+      <th>300</th>
+      <td>The Equalizer</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Antoine Fuqua</td>
+      <td>Denzel                      Washington, Marton Csokas, Chlo� Grace Moretz, David Harbour</td>
+      <td>2014</td>
+      <td>132</td>
+      <td>7.2</td>
+      <td>101.53M</td>
+    </tr>
+    <tr>
+      <th>301</th>
+      <td>Lone Survivor</td>
+      <td>Action,Biography,Drama</td>
+      <td>Peter Berg</td>
+      <td>Mark Wahlberg, Taylor Kitsch, Emile Hirsch, Ben Foster</td>
+      <td>2013</td>
+      <td>121</td>
+      <td>7.5</td>
+      <td>125.07M</td>
+    </tr>
+    <tr>
+      <th>302</th>
+      <td>The Cabin in the Woods</td>
+      <td>Horror</td>
+      <td>Drew Goddard</td>
+      <td>Kristen Connolly, Chris Hemsworth, Anna Hutchison,Fran Kranz</td>
+      <td>2012</td>
+      <td>95</td>
+      <td>7.0</td>
+      <td>42.04</td>
+    </tr>
+    <tr>
+      <th>303</th>
+      <td>The House Bunny</td>
+      <td>Comedy,Romance</td>
+      <td>Fred Wolf</td>
+      <td>Anna Faris, Colin Hanks, Emma Stone, Kat Dennings</td>
+      <td>2008</td>
+      <td>97</td>
+      <td>5.5</td>
+      <td>48.24</td>
+    </tr>
+    <tr>
+      <th>304</th>
+      <td>She's Out of My League</td>
+      <td>Comedy,Romance</td>
+      <td>Jim Field Smith</td>
+      <td>Jay Baruchel, Alice Eve, T.J. Miller, Mike Vogel</td>
+      <td>2010</td>
+      <td>104</td>
+      <td>6.4</td>
+      <td>31.58</td>
+    </tr>
+    <tr>
+      <th>305</th>
+      <td>Inherent Vice</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Paul Thomas Anderson</td>
+      <td>Joaquin Phoenix, Josh Brolin, Owen Wilson,Katherine Waterston</td>
+      <td>2014</td>
+      <td>148</td>
+      <td>6.7</td>
+      <td>8.09</td>
+    </tr>
+    <tr>
+      <th>306</th>
+      <td>Alice Through the Looking Glass</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>James Bobin</td>
+      <td>Mia Wasikowska, Johnny Depp, Helena Bonham Carter, Anne Hathaway</td>
+      <td>2016</td>
+      <td>113</td>
+      <td>6.2</td>
+      <td>77.04</td>
+    </tr>
+    <tr>
+      <th>307</th>
+      <td>Vincent N Roxxy</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Gary Michael Schultz</td>
+      <td>Emile Hirsch, Zo� Kravitz, Zoey Deutch,Emory Cohen</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>5.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>308</th>
+      <td>The Fast and the Furious: Tokyo Drift</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Justin Lin</td>
+      <td>Lucas Black, Zachery Ty Bryan, Shad Moss, Damien Marzette</td>
+      <td>2006</td>
+      <td>104</td>
+      <td>6.0</td>
+      <td>62.49</td>
+    </tr>
+    <tr>
+      <th>309</th>
+      <td>How to Be Single</td>
+      <td>Comedy,Romance</td>
+      <td>Christian Ditter</td>
+      <td>Dakota Johnson, Rebel Wilson, Leslie Mann, Alison Brie</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>6.1</td>
+      <td>46.81</td>
+    </tr>
+    <tr>
+      <th>310</th>
+      <td>The Blind Side</td>
+      <td>Biography,Drama,Sport</td>
+      <td>John Lee Hancock</td>
+      <td>Quinton Aaron, Sandra Bullock, Tim McGraw,Jae Head</td>
+      <td>2009</td>
+      <td>129</td>
+      <td>7.7</td>
+      <td>255.95</td>
+    </tr>
+    <tr>
+      <th>311</th>
+      <td>La vie d'Ad�le</td>
+      <td>Drama,Romance</td>
+      <td>Abdellatif Kechiche</td>
+      <td>L�a Seydoux, Ad�le Exarchopoulos, Salim Kechiouche, Aur�lien Recoing</td>
+      <td>2013</td>
+      <td>180</td>
+      <td>7.8</td>
+      <td>2.2</td>
+    </tr>
+    <tr>
+      <th>312</th>
+      <td>The Babadook</td>
+      <td>Drama,Horror</td>
+      <td>Jennifer Kent</td>
+      <td>Essie Davis, Noah Wiseman, Daniel Henshall, Hayley McElhinney</td>
+      <td>2014</td>
+      <td>93</td>
+      <td>6.8</td>
+      <td>0.92</td>
+    </tr>
+    <tr>
+      <th>313</th>
+      <td>The Hobbit: The Battle of the Five Armies</td>
+      <td>Adventure,Fantasy</td>
+      <td>Peter Jackson</td>
+      <td>Ian McKellen, Martin Freeman, Richard Armitage,Cate Blanchett</td>
+      <td>2014</td>
+      <td>144</td>
+      <td>7.4</td>
+      <td>255.11</td>
+    </tr>
+    <tr>
+      <th>314</th>
+      <td>Harry Potter and the Order of the Phoenix</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>David Yates</td>
+      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, Brendan Gleeson</td>
+      <td>2007</td>
+      <td>138</td>
+      <td>7.5</td>
+      <td>292</td>
+    </tr>
+    <tr>
+      <th>315</th>
+      <td>Snowpiercer</td>
+      <td>Action,Drama,Sci-Fi</td>
+      <td>Bong Joon Ho</td>
+      <td>Chris Evans, Jamie Bell, Tilda Swinton, Ed Harris</td>
+      <td>2013</td>
+      <td>126</td>
+      <td>7.0</td>
+      <td>4.56</td>
+    </tr>
+    <tr>
+      <th>316</th>
+      <td>The 5th Wave</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>J Blakeson</td>
+      <td>Chlo� Grace Moretz, Matthew Zuk, Gabriela Lopez,Bailey Anne Borders</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>5.2</td>
+      <td>34.91</td>
+    </tr>
+    <tr>
+      <th>317</th>
+      <td>The Stakelander</td>
+      <td>Action,Horror</td>
+      <td>Dan Berk</td>
+      <td>Connor Paolo, Nick Damici, Laura Abramsen, A.C. Peterson</td>
+      <td>2016</td>
+      <td>81</td>
+      <td>5.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>318</th>
+      <td>The Visit</td>
+      <td>Comedy,Horror,Thriller</td>
+      <td>M. Night Shyamalan</td>
+      <td>Olivia DeJonge, Ed Oxenbould, Deanna Dunagan, Peter McRobbie</td>
+      <td>2015</td>
+      <td>94</td>
+      <td>6.2</td>
+      <td>65.07</td>
+    </tr>
+    <tr>
+      <th>319</th>
+      <td>Fast Five</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Justin Lin</td>
+      <td>Vin Diesel, Paul Walker, Dwayne Johnson, Jordana Brewster</td>
+      <td>2011</td>
+      <td>131</td>
+      <td>7.3</td>
+      <td>209.81</td>
+    </tr>
+    <tr>
+      <th>320</th>
+      <td>Step Up</td>
+      <td>Crime,Drama,Music</td>
+      <td>Anne Fletcher</td>
+      <td>Channing Tatum, Jenna Dewan Tatum, Damaine Radcliff, De'Shawn Washington</td>
+      <td>2006</td>
+      <td>104</td>
+      <td>6.5</td>
+      <td>65.27</td>
+    </tr>
+    <tr>
+      <th>321</th>
+      <td>Lovesong</td>
+      <td>Drama</td>
+      <td>So Yong Kim</td>
+      <td>Riley Keough, Jena Malone, Jessie Ok Gray, Cary Joji Fukunaga</td>
+      <td>2016</td>
+      <td>84</td>
+      <td>6.4</td>
+      <td>0.01</td>
+    </tr>
+    <tr>
+      <th>322</th>
+      <td>RocknRolla</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Guy Ritchie</td>
+      <td>Gerard Butler, Tom Wilkinson, Idris Elba, Thandie Newton</td>
+      <td>2008</td>
+      <td>114</td>
+      <td>7.3</td>
+      <td>5.69</td>
+    </tr>
+    <tr>
+      <th>323</th>
+      <td>In Time</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Andrew Niccol</td>
+      <td>Justin Timberlake, Amanda Seyfried, Cillian Murphy,Olivia Wilde</td>
+      <td>2011</td>
+      <td>109</td>
+      <td>6.7</td>
+      <td>37.55</td>
+    </tr>
+    <tr>
+      <th>324</th>
+      <td>The Social Network</td>
+      <td>Biography,Drama</td>
+      <td>David Fincher</td>
+      <td>Jesse Eisenberg, Andrew Garfield, Justin Timberlake,Rooney Mara</td>
+      <td>2010</td>
+      <td>120</td>
+      <td>7.7</td>
+      <td>96.92</td>
+    </tr>
+    <tr>
+      <th>325</th>
+      <td>The Last Witch Hunter</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Breck Eisner</td>
+      <td>Vin Diesel, Rose Leslie, Elijah Wood, �lafur Darri �lafsson</td>
+      <td>2015</td>
+      <td>106</td>
+      <td>6.0</td>
+      <td>27.36</td>
+    </tr>
+    <tr>
+      <th>326</th>
+      <td>Victor Frankenstein</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Paul McGuigan</td>
+      <td>Daniel Radcliffe, James McAvoy, Jessica Brown Findlay, Andrew Scott</td>
+      <td>2015</td>
+      <td>110</td>
+      <td>6.0</td>
+      <td>5.77</td>
+    </tr>
+    <tr>
+      <th>327</th>
+      <td>A Street Cat Named Bob</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Roger Spottiswoode</td>
+      <td>Luke Treadaway, Bob the Cat, Ruta Gedmintas, Joanne Froggatt</td>
+      <td>2016</td>
+      <td>103</td>
+      <td>7.4</td>
+      <td>0.04</td>
+    </tr>
+    <tr>
+      <th>328</th>
+      <td>Green Room</td>
+      <td>Crime,Horror,Thriller</td>
+      <td>Jeremy Saulnier</td>
+      <td>Anton Yelchin, Imogen Poots, Alia Shawkat,Patrick Stewart</td>
+      <td>2015</td>
+      <td>95</td>
+      <td>7.0</td>
+      <td>3.22</td>
+    </tr>
+    <tr>
+      <th>329</th>
+      <td>Blackhat</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Michael Mann</td>
+      <td>Chris Hemsworth, Viola Davis, Wei Tang, Leehom Wang</td>
+      <td>2015</td>
+      <td>133</td>
+      <td>5.4</td>
+      <td>7.1</td>
+    </tr>
+    <tr>
+      <th>330</th>
+      <td>Storks</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Nicholas Stoller</td>
+      <td>Andy Samberg, Katie Crown,Kelsey Grammer, Jennifer Aniston</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>6.9</td>
+      <td>72.66</td>
+    </tr>
+    <tr>
+      <th>331</th>
+      <td>American Sniper</td>
+      <td>Action,Biography,Drama</td>
+      <td>Clint Eastwood</td>
+      <td>Bradley Cooper, Sienna Miller, Kyle Gallner, Cole Konis</td>
+      <td>2014</td>
+      <td>133</td>
+      <td>7.3</td>
+      <td>350.12</td>
+    </tr>
+    <tr>
+      <th>332</th>
+      <td>Dallas Buyers Club</td>
+      <td>Biography,Drama</td>
+      <td>Jean-Marc Vall�e</td>
+      <td>Matthew McConaughey, Jennifer Garner, Jared Leto, Steve Zahn</td>
+      <td>2013</td>
+      <td>117</td>
+      <td>8.0</td>
+      <td>27.3</td>
+    </tr>
+    <tr>
+      <th>333</th>
+      <td>Lincoln</td>
+      <td>Biography,Drama,History</td>
+      <td>Steven Spielberg</td>
+      <td>Daniel Day-Lewis, Sally Field, David Strathairn,Joseph Gordon-Levitt</td>
+      <td>2012</td>
+      <td>150</td>
+      <td>7.4</td>
+      <td>182.2M</td>
+    </tr>
+    <tr>
+      <th>334</th>
+      <td>Rush</td>
+      <td>Action,Biography,Drama</td>
+      <td>Ron Howard</td>
+      <td>Daniel Br�hl, Chris Hemsworth, Olivia Wilde,Alexandra Maria Lara</td>
+      <td>2013</td>
+      <td>123</td>
+      <td>8.1</td>
+      <td>26.9</td>
+    </tr>
+    <tr>
+      <th>335</th>
+      <td>Before I Wake</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Mike Flanagan</td>
+      <td>Kate Bosworth, Thomas Jane, Jacob Tremblay,Annabeth Gish</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>336</th>
+      <td>Silver Linings Playbook</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>David O. Russell</td>
+      <td>Bradley Cooper, Jennifer Lawrence, Robert De Niro, Jacki Weaver</td>
+      <td>2012</td>
+      <td>122</td>
+      <td>7.8</td>
+      <td>132.09M</td>
+    </tr>
+    <tr>
+      <th>337</th>
+      <td>Tracktown</td>
+      <td>Drama,Sport</td>
+      <td>Alexi Pappas</td>
+      <td>Alexi Pappas, Chase Offerle, Rachel Dratch, Andy Buckley</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>5.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>338</th>
+      <td>The Fault in Our Stars</td>
+      <td>Drama,Romance</td>
+      <td>Josh Boone</td>
+      <td>Shailene Woodley, Ansel Elgort, Nat Wolff, Laura Dern</td>
+      <td>2014</td>
+      <td>126</td>
+      <td>7.8</td>
+      <td>124.87M</td>
+    </tr>
+    <tr>
+      <th>339</th>
+      <td>Blended</td>
+      <td>Comedy,Romance</td>
+      <td>Frank Coraci</td>
+      <td>Adam Sandler, Drew Barrymore, Wendi McLendon-Covey, Kevin Nealon</td>
+      <td>2014</td>
+      <td>117</td>
+      <td>6.5</td>
+      <td>46.28</td>
+    </tr>
+    <tr>
+      <th>340</th>
+      <td>Fast &amp; Furious</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Justin Lin</td>
+      <td>Vin Diesel, Paul Walker, Michelle Rodriguez, Jordana Brewster</td>
+      <td>2009</td>
+      <td>107</td>
+      <td>6.6</td>
+      <td>155.02M</td>
+    </tr>
+    <tr>
+      <th>341</th>
+      <td>Looper</td>
+      <td>Action,Crime,Drama</td>
+      <td>Rian Johnson</td>
+      <td>Joseph Gordon-Levitt, Bruce Willis, Emily Blunt, Paul Dano</td>
+      <td>2012</td>
+      <td>119</td>
+      <td>7.4</td>
+      <td>66.47</td>
+    </tr>
+    <tr>
+      <th>342</th>
+      <td>White House Down</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Roland Emmerich</td>
+      <td>Channing Tatum, Jamie Foxx, Maggie Gyllenhaal,Jason Clarke</td>
+      <td>2013</td>
+      <td>131</td>
+      <td>6.4</td>
+      <td>73.1</td>
+    </tr>
+    <tr>
+      <th>343</th>
+      <td>Pete's Dragon</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>David Lowery</td>
+      <td>Bryce Dallas Howard, Robert Redford, Oakes Fegley,Oona Laurence</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>6.8</td>
+      <td>76.2</td>
+    </tr>
+    <tr>
+      <th>344</th>
+      <td>Spider-Man 3</td>
+      <td>Action,Adventure</td>
+      <td>Sam Raimi</td>
+      <td>Tobey Maguire, Kirsten Dunst, Topher Grace, Thomas Haden Church</td>
+      <td>2007</td>
+      <td>139</td>
+      <td>6.2</td>
+      <td>336.53</td>
+    </tr>
+    <tr>
+      <th>345</th>
+      <td>The Three Musketeers</td>
+      <td>Action,Adventure,Romance</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Logan Lerman, Matthew Macfadyen, Ray Stevenson, Milla Jovovich</td>
+      <td>2011</td>
+      <td>110</td>
+      <td>5.8</td>
+      <td>20.32</td>
+    </tr>
+    <tr>
+      <th>346</th>
+      <td>Stardust</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Matthew Vaughn</td>
+      <td>Charlie Cox, Claire Danes, Sienna Miller, Ian McKellen</td>
+      <td>2007</td>
+      <td>127</td>
+      <td>7.7</td>
+      <td>38.35</td>
+    </tr>
+    <tr>
+      <th>347</th>
+      <td>American Hustle</td>
+      <td>Crime,Drama</td>
+      <td>David O. Russell</td>
+      <td>Christian Bale, Amy Adams, Bradley Cooper,Jennifer Lawrence</td>
+      <td>2013</td>
+      <td>138</td>
+      <td>7.3</td>
+      <td>150.12M</td>
+    </tr>
+    <tr>
+      <th>348</th>
+      <td>Jennifer's Body</td>
+      <td>Comedy,Horror</td>
+      <td>Karyn Kusama</td>
+      <td>Megan Fox, Amanda Seyfried, Adam Brody, Johnny Simmons</td>
+      <td>2009</td>
+      <td>102</td>
+      <td>5.1</td>
+      <td>16.2</td>
+    </tr>
+    <tr>
+      <th>349</th>
+      <td>Midnight in Paris</td>
+      <td>Comedy,Fantasy,Romance</td>
+      <td>Woody Allen</td>
+      <td>Owen Wilson, Rachel McAdams, Kathy Bates, Kurt Fuller</td>
+      <td>2011</td>
+      <td>94</td>
+      <td>7.7</td>
+      <td>56.82</td>
+    </tr>
+    <tr>
+      <th>350</th>
+      <td>Lady Macbeth</td>
+      <td>Drama</td>
+      <td>William Oldroyd</td>
+      <td>Florence Pugh, Christopher Fairbank, Cosmo Jarvis, Naomi Ackie</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>7.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>351</th>
+      <td>Joy</td>
+      <td>Drama</td>
+      <td>David O. Russell</td>
+      <td>Jennifer Lawrence, Robert De Niro, Bradley Cooper, Edgar Ram�rez</td>
+      <td>2015</td>
+      <td>124</td>
+      <td>6.6</td>
+      <td>56.44</td>
+    </tr>
+    <tr>
+      <th>352</th>
+      <td>The Dressmaker</td>
+      <td>Comedy,Drama</td>
+      <td>Jocelyn Moorhouse</td>
+      <td>Kate Winslet, Judy Davis, Liam Hemsworth,Hugo Weaving</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>7.1</td>
+      <td>2.02</td>
+    </tr>
+    <tr>
+      <th>353</th>
+      <td>Caf� Society</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Woody Allen</td>
+      <td>Jesse Eisenberg, Kristen Stewart, Steve Carell, Blake Lively</td>
+      <td>2016</td>
+      <td>96</td>
+      <td>6.7</td>
+      <td>11.08</td>
+    </tr>
+    <tr>
+      <th>354</th>
+      <td>Insurgent</td>
+      <td>Adventure,Sci-Fi,Thriller</td>
+      <td>Robert Schwentke</td>
+      <td>Shailene Woodley, Ansel Elgort, Theo James,Kate Winslet</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>6.3</td>
+      <td>130M</td>
+    </tr>
+    <tr>
+      <th>355</th>
+      <td>Seventh Son</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Sergei Bodrov</td>
+      <td>Ben Barnes, Julianne Moore, Jeff Bridges, Alicia Vikander</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>5.5</td>
+      <td>17.18</td>
+    </tr>
+    <tr>
+      <th>356</th>
+      <td>The Theory of Everything</td>
+      <td>Biography,Drama,Romance</td>
+      <td>James Marsh</td>
+      <td>Eddie Redmayne, Felicity Jones, Tom Prior, Sophie Perry</td>
+      <td>2014</td>
+      <td>123</td>
+      <td>7.7</td>
+      <td>35.89</td>
+    </tr>
+    <tr>
+      <th>357</th>
+      <td>This Is the End</td>
+      <td>Comedy,Fantasy</td>
+      <td>Evan Goldberg</td>
+      <td>James Franco, Jonah Hill, Seth Rogen,Jay Baruchel</td>
+      <td>2013</td>
+      <td>107</td>
+      <td>6.6</td>
+      <td>101.47M</td>
+    </tr>
+    <tr>
+      <th>358</th>
+      <td>About Time</td>
+      <td>Comedy,Drama,Fantasy</td>
+      <td>Richard Curtis</td>
+      <td>Domhnall Gleeson, Rachel McAdams, Bill Nighy,Lydia Wilson</td>
+      <td>2013</td>
+      <td>123</td>
+      <td>7.8</td>
+      <td>15.29</td>
+    </tr>
+    <tr>
+      <th>359</th>
+      <td>Step Brothers</td>
+      <td>Comedy</td>
+      <td>Adam McKay</td>
+      <td>Will Ferrell, John C. Reilly, Mary Steenburgen,Richard Jenkins</td>
+      <td>2008</td>
+      <td>98</td>
+      <td>6.9</td>
+      <td>100.47M</td>
+    </tr>
+    <tr>
+      <th>360</th>
+      <td>Clown</td>
+      <td>Horror,Thriller</td>
+      <td>Jon Watts</td>
+      <td>Andy Powers, Laura Allen, Peter Stormare, Christian Distefano</td>
+      <td>2014</td>
+      <td>100</td>
+      <td>5.7</td>
+      <td>0.05</td>
+    </tr>
+    <tr>
+      <th>361</th>
+      <td>Star Trek Into Darkness</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>J.J. Abrams</td>
+      <td>Chris Pine, Zachary Quinto, Zoe Saldana, Benedict Cumberbatch</td>
+      <td>2013</td>
+      <td>132</td>
+      <td>7.8</td>
+      <td>228.76</td>
+    </tr>
+    <tr>
+      <th>362</th>
+      <td>Zombieland</td>
+      <td>Adventure,Comedy,Horror</td>
+      <td>Ruben Fleischer</td>
+      <td>Jesse Eisenberg, Emma Stone, Woody Harrelson,Abigail Breslin</td>
+      <td>2009</td>
+      <td>88</td>
+      <td>7.7</td>
+      <td>75.59</td>
+    </tr>
+    <tr>
+      <th>363</th>
+      <td>Hail, Caesar!</td>
+      <td>Comedy,Mystery</td>
+      <td>Ethan Coen</td>
+      <td>Josh Brolin, George Clooney, Alden Ehrenreich, Ralph Fiennes</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>6.3</td>
+      <td>30</td>
+    </tr>
+    <tr>
+      <th>364</th>
+      <td>Slumdog Millionaire</td>
+      <td>Drama</td>
+      <td>Danny Boyle</td>
+      <td>Dev Patel, Freida Pinto, Saurabh Shukla, Anil Kapoor</td>
+      <td>2008</td>
+      <td>120</td>
+      <td>8.0</td>
+      <td>141.32M</td>
+    </tr>
+    <tr>
+      <th>365</th>
+      <td>The Twilight Saga: Breaking Dawn - Part 2</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>Bill Condon</td>
+      <td>Kristen Stewart, Robert Pattinson, Taylor Lautner, Peter Facinelli</td>
+      <td>2012</td>
+      <td>115</td>
+      <td>5.5</td>
+      <td>292.3</td>
+    </tr>
+    <tr>
+      <th>366</th>
+      <td>American Wrestler: The Wizard</td>
+      <td>Drama,Sport</td>
+      <td>Alex Ranarivelo</td>
+      <td>William Fichtner, Jon Voight, Lia Marie Johnson,Gabriel Basso</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>367</th>
+      <td>The Amazing Spider-Man</td>
+      <td>Action,Adventure</td>
+      <td>Marc Webb</td>
+      <td>Andrew Garfield, Emma Stone, Rhys Ifans, Irrfan Khan</td>
+      <td>2012</td>
+      <td>136</td>
+      <td>7.0</td>
+      <td>262.03</td>
+    </tr>
+    <tr>
+      <th>368</th>
+      <td>Ben-Hur</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Timur Bekmambetov</td>
+      <td>Jack Huston, Toby Kebbell, Rodrigo Santoro,Nazanin Boniadi</td>
+      <td>2016</td>
+      <td>123</td>
+      <td>5.7</td>
+      <td>26.38</td>
+    </tr>
+    <tr>
+      <th>369</th>
+      <td>Sleight</td>
+      <td>Action,Drama,Sci-Fi</td>
+      <td>J.D. Dillard</td>
+      <td>Jacob Latimore, Seychelle Gabriel, Dul� Hill, Storm Reid</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>6.0</td>
+      <td>3.85</td>
+    </tr>
+    <tr>
+      <th>370</th>
+      <td>The Maze Runner</td>
+      <td>Action,Mystery,Sci-Fi</td>
+      <td>Wes Ball</td>
+      <td>Dylan O'Brien, Kaya Scodelario, Will Poulter, Thomas Brodie-Sangster</td>
+      <td>2014</td>
+      <td>113</td>
+      <td>6.8</td>
+      <td>102.41M</td>
+    </tr>
+    <tr>
+      <th>371</th>
+      <td>Criminal</td>
+      <td>Action,Crime,Drama</td>
+      <td>Ariel Vromen</td>
+      <td>Kevin Costner, Ryan Reynolds, Gal Gadot, Gary Oldman</td>
+      <td>2016</td>
+      <td>113</td>
+      <td>6.3</td>
+      <td>14.27</td>
+    </tr>
+    <tr>
+      <th>372</th>
+      <td>Wanted</td>
+      <td>Action,Crime,Fantasy</td>
+      <td>Timur Bekmambetov</td>
+      <td>Angelina Jolie, James McAvoy, Morgan Freeman, Terence Stamp</td>
+      <td>2008</td>
+      <td>110</td>
+      <td>6.7</td>
+      <td>134.57M</td>
+    </tr>
+    <tr>
+      <th>373</th>
+      <td>Florence Foster Jenkins</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Stephen Frears</td>
+      <td>Meryl Streep, Hugh Grant, Simon Helberg, Rebecca Ferguson</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.9</td>
+      <td>27.37</td>
+    </tr>
+    <tr>
+      <th>374</th>
+      <td>Collide</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Eran Creevy</td>
+      <td>Nicholas Hoult, Felicity Jones, Anthony Hopkins, Ben Kingsley</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>5.7</td>
+      <td>2.2</td>
+    </tr>
+    <tr>
+      <th>375</th>
+      <td>Black Mass</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Scott Cooper</td>
+      <td>Johnny Depp, Benedict Cumberbatch, Dakota Johnson, Joel Edgerton</td>
+      <td>2015</td>
+      <td>123</td>
+      <td>6.9</td>
+      <td>62.56</td>
+    </tr>
+    <tr>
+      <th>376</th>
+      <td>Creed</td>
+      <td>Drama,Sport</td>
+      <td>Ryan Coogler</td>
+      <td>Michael B. Jordan, Sylvester Stallone, Tessa Thompson, Phylicia Rashad</td>
+      <td>2015</td>
+      <td>133</td>
+      <td>7.6</td>
+      <td>109.71M</td>
+    </tr>
+    <tr>
+      <th>377</th>
+      <td>Swiss Army Man</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Dan Kwan</td>
+      <td>Paul Dano, Daniel Radcliffe, Mary Elizabeth Winstead, Antonia Ribero</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>7.1</td>
+      <td>4.21</td>
+    </tr>
+    <tr>
+      <th>378</th>
+      <td>The Expendables 3</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Patrick Hughes</td>
+      <td>Sylvester Stallone, Jason Statham, Jet Li, Antonio Banderas</td>
+      <td>2014</td>
+      <td>126</td>
+      <td>6.1</td>
+      <td>39.29</td>
+    </tr>
+    <tr>
+      <th>379</th>
+      <td>What We Do in the Shadows</td>
+      <td>Comedy,Fantasy,Horror</td>
+      <td>Jemaine Clement</td>
+      <td>Jemaine Clement, Taika Waititi,Cori Gonzalez-Macuer, Jonny Brugh</td>
+      <td>2014</td>
+      <td>86</td>
+      <td>7.6</td>
+      <td>3.33</td>
+    </tr>
+    <tr>
+      <th>380</th>
+      <td>Southpaw</td>
+      <td>Drama,Sport</td>
+      <td>Antoine Fuqua</td>
+      <td>Jake Gyllenhaal, Rachel McAdams, Oona Laurence,Forest Whitaker</td>
+      <td>2015</td>
+      <td>124</td>
+      <td>7.4</td>
+      <td>52.42</td>
+    </tr>
+    <tr>
+      <th>381</th>
+      <td>Hush</td>
+      <td>Horror,Thriller</td>
+      <td>Mike Flanagan</td>
+      <td>John Gallagher Jr., Kate Siegel, Michael Trucco,Samantha Sloyan</td>
+      <td>2016</td>
+      <td>81</td>
+      <td>6.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>382</th>
+      <td>Bridge of Spies</td>
+      <td>Drama,History,Thriller</td>
+      <td>Steven Spielberg</td>
+      <td>Tom Hanks, Mark Rylance, Alan Alda, Amy Ryan</td>
+      <td>2015</td>
+      <td>142</td>
+      <td>7.6</td>
+      <td>72.31</td>
+    </tr>
+    <tr>
+      <th>383</th>
+      <td>The Lego Movie</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Phil Lord</td>
+      <td>Chris Pratt, Will Ferrell, Elizabeth Banks, Will Arnett</td>
+      <td>2014</td>
+      <td>100</td>
+      <td>7.8</td>
+      <td>257.76</td>
+    </tr>
+    <tr>
+      <th>384</th>
+      <td>Everest</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Baltasar Korm�kur</td>
+      <td>Jason Clarke, Ang Phula Sherpa, Thomas M. Wright, Martin Henderson</td>
+      <td>2015</td>
+      <td>121</td>
+      <td>7.1</td>
+      <td>43.25</td>
+    </tr>
+    <tr>
+      <th>385</th>
+      <td>Pixels</td>
+      <td>Action,Comedy,Family</td>
+      <td>Chris Columbus</td>
+      <td>Adam Sandler, Kevin James, Michelle Monaghan,Peter Dinklage</td>
+      <td>2015</td>
+      <td>105</td>
+      <td>5.6</td>
+      <td>78.75</td>
+    </tr>
+    <tr>
+      <th>386</th>
+      <td>Robin Hood</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Ridley Scott</td>
+      <td>Russell Crowe, Cate Blanchett, Matthew Macfadyen,Max von Sydow</td>
+      <td>2010</td>
+      <td>140</td>
+      <td>6.7</td>
+      <td>105.22M</td>
+    </tr>
+    <tr>
+      <th>387</th>
+      <td>The Wolverine</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>James Mangold</td>
+      <td>Hugh Jackman, Will Yun Lee, Tao Okamoto, Rila Fukushima</td>
+      <td>2013</td>
+      <td>126</td>
+      <td>6.7</td>
+      <td>132.55M</td>
+    </tr>
+    <tr>
+      <th>388</th>
+      <td>John Carter</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Andrew Stanton</td>
+      <td>Taylor Kitsch, Lynn Collins, Willem Dafoe,Samantha Morton</td>
+      <td>2012</td>
+      <td>132</td>
+      <td>6.6</td>
+      <td>73.06</td>
+    </tr>
+    <tr>
+      <th>389</th>
+      <td>Keanu</td>
+      <td>Action,Comedy</td>
+      <td>Peter Atencio</td>
+      <td>Keegan-Michael Key, Jordan Peele, Tiffany Haddish,Method Man</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>6.3</td>
+      <td>20.57</td>
+    </tr>
+    <tr>
+      <th>390</th>
+      <td>The Gunman</td>
+      <td>Action,Crime,Drama</td>
+      <td>Pierre Morel</td>
+      <td>Sean Penn, Idris Elba, Jasmine Trinca, Javier Bardem</td>
+      <td>2015</td>
+      <td>115</td>
+      <td>5.8</td>
+      <td>10.64</td>
+    </tr>
+    <tr>
+      <th>391</th>
+      <td>Steve Jobs</td>
+      <td>Biography,Drama</td>
+      <td>Danny Boyle</td>
+      <td>Michael   Fassbender, Kate Winslet, Seth Rogen, Jeff Daniels</td>
+      <td>2015</td>
+      <td>122</td>
+      <td>7.2</td>
+      <td>17.75</td>
+    </tr>
+    <tr>
+      <th>392</th>
+      <td>Whisky Galore</td>
+      <td>Comedy,Romance</td>
+      <td>Gillies MacKinnon</td>
+      <td>Tim Pigott-Smith, Naomi Battrick, Ellie Kendrick,James Cosmo</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>5.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>393</th>
+      <td>Grown Ups 2</td>
+      <td>Comedy</td>
+      <td>Dennis Dugan</td>
+      <td>Adam Sandler, Kevin James, Chris Rock, David Spade</td>
+      <td>2013</td>
+      <td>101</td>
+      <td>5.4</td>
+      <td>133.67M</td>
+    </tr>
+    <tr>
+      <th>394</th>
+      <td>The Age of Adaline</td>
+      <td>Drama,Fantasy,Romance</td>
+      <td>Lee Toland Krieger</td>
+      <td>Blake Lively, Michiel Huisman, Harrison Ford,Kathy Baker</td>
+      <td>2015</td>
+      <td>112</td>
+      <td>7.2</td>
+      <td>42.48</td>
+    </tr>
+    <tr>
+      <th>395</th>
+      <td>The Incredible Hulk</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Louis Leterrier</td>
+      <td>Edward Norton, Liv Tyler, Tim Roth, William Hurt</td>
+      <td>2008</td>
+      <td>112</td>
+      <td>6.8</td>
+      <td>134.52M</td>
+    </tr>
+    <tr>
+      <th>396</th>
+      <td>Couples Retreat</td>
+      <td>Comedy</td>
+      <td>Peter Billingsley</td>
+      <td>Vince Vaughn, Malin Akerman, Jon Favreau, Jason Bateman</td>
+      <td>2009</td>
+      <td>113</td>
+      <td>5.5</td>
+      <td>109.18M</td>
+    </tr>
+    <tr>
+      <th>397</th>
+      <td>Absolutely Anything</td>
+      <td>Comedy,Sci-Fi</td>
+      <td>Terry Jones</td>
+      <td>Simon Pegg, Kate Beckinsale, Sanjeev Bhaskar, Rob Riggle</td>
+      <td>2015</td>
+      <td>85</td>
+      <td>6.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>398</th>
+      <td>Magic Mike</td>
+      <td>Comedy,Drama</td>
+      <td>Steven Soderbergh</td>
+      <td>Channing Tatum, Alex Pettyfer, Olivia Munn,Matthew McConaughey</td>
+      <td>2012</td>
+      <td>110</td>
+      <td>6.1</td>
+      <td>113.71M</td>
+    </tr>
+    <tr>
+      <th>399</th>
+      <td>Minions</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Kyle Balda</td>
+      <td>Sandra Bullock, Jon Hamm, Michael Keaton, Pierre Coffin</td>
+      <td>2015</td>
+      <td>91</td>
+      <td>6.4</td>
+      <td>336.03</td>
+    </tr>
+    <tr>
+      <th>400</th>
+      <td>The Black Room</td>
+      <td>Horror</td>
+      <td>Rolfe Kanefsky</td>
+      <td>Natasha Henstridge, Lukas Hassel, Lin Shaye,Dominique Swain</td>
+      <td>2016</td>
+      <td>91</td>
+      <td>3.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>401</th>
+      <td>Bronson</td>
+      <td>Action,Biography,Crime</td>
+      <td>Nicolas Winding Refn</td>
+      <td>Tom Hardy, Kelly Adams, Luing Andrews,Katy Barker</td>
+      <td>2008</td>
+      <td>92</td>
+      <td>7.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>402</th>
+      <td>Despicable Me</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Pierre Coffin</td>
+      <td>Steve Carell, Jason Segel, Russell Brand, Julie Andrews</td>
+      <td>2010</td>
+      <td>95</td>
+      <td>7.7</td>
+      <td>251.5</td>
+    </tr>
+    <tr>
+      <th>403</th>
+      <td>The Best of Me</td>
+      <td>Drama,Romance</td>
+      <td>Michael Hoffman</td>
+      <td>James Marsden, Michelle Monaghan, Luke Bracey,Liana Liberato</td>
+      <td>2014</td>
+      <td>118</td>
+      <td>6.7</td>
+      <td>26.76</td>
+    </tr>
+    <tr>
+      <th>404</th>
+      <td>The Invitation</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Karyn Kusama</td>
+      <td>Logan Marshall-Green, Emayatzy Corinealdi, Michiel Huisman, Tammy Blanchard</td>
+      <td>2015</td>
+      <td>100</td>
+      <td>6.7</td>
+      <td>0.23</td>
+    </tr>
+    <tr>
+      <th>405</th>
+      <td>Zero Dark Thirty</td>
+      <td>Drama,History,Thriller</td>
+      <td>Kathryn Bigelow</td>
+      <td>Jessica Chastain, Joel Edgerton, Chris Pratt, Mark Strong</td>
+      <td>2012</td>
+      <td>157</td>
+      <td>7.4</td>
+      <td>95.72</td>
+    </tr>
+    <tr>
+      <th>406</th>
+      <td>Tangled</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Nathan Greno</td>
+      <td>Mandy Moore, Zachary Levi, Donna Murphy, Ron Perlman</td>
+      <td>2010</td>
+      <td>100</td>
+      <td>7.8</td>
+      <td>200.81</td>
+    </tr>
+    <tr>
+      <th>407</th>
+      <td>The Hunger Games: Mockingjay - Part 2</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Francis Lawrence</td>
+      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson</td>
+      <td>2015</td>
+      <td>137</td>
+      <td>6.6</td>
+      <td>281.67</td>
+    </tr>
+    <tr>
+      <th>408</th>
+      <td>Vacation</td>
+      <td>Adventure,Comedy</td>
+      <td>John Francis Daley</td>
+      <td>Ed Helms, Christina Applegate, Skyler Gisondo, Steele Stebbins</td>
+      <td>2015</td>
+      <td>99</td>
+      <td>6.1</td>
+      <td>58.88</td>
+    </tr>
+    <tr>
+      <th>409</th>
+      <td>Taken</td>
+      <td>Action,Thriller</td>
+      <td>Pierre Morel</td>
+      <td>Liam Neeson, Maggie Grace, Famke Janssen, Leland Orser</td>
+      <td>2008</td>
+      <td>93</td>
+      <td>7.8</td>
+      <td>145M</td>
+    </tr>
+    <tr>
+      <th>410</th>
+      <td>Pitch Perfect 2</td>
+      <td>Comedy,Music</td>
+      <td>Elizabeth Banks</td>
+      <td>Anna Kendrick, Rebel Wilson, Hailee Steinfeld,Brittany Snow</td>
+      <td>2015</td>
+      <td>115</td>
+      <td>6.5</td>
+      <td>183.44M</td>
+    </tr>
+    <tr>
+      <th>411</th>
+      <td>Monsters University</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Dan Scanlon</td>
+      <td>Billy Crystal, John Goodman, Steve Buscemi, Helen Mirren</td>
+      <td>2013</td>
+      <td>104</td>
+      <td>7.3</td>
+      <td>268.49</td>
+    </tr>
+    <tr>
+      <th>412</th>
+      <td>Elle</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Paul Verhoeven</td>
+      <td>Isabelle Huppert, Laurent Lafitte, Anne Consigny,Charles Berling</td>
+      <td>2016</td>
+      <td>130</td>
+      <td>7.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>413</th>
+      <td>Mechanic: Resurrection</td>
+      <td>Action,Adventure,Crime</td>
+      <td>Dennis Gansel</td>
+      <td>Jason Statham, Jessica Alba, Tommy Lee Jones,Michelle Yeoh</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>5.6</td>
+      <td>21.2</td>
+    </tr>
+    <tr>
+      <th>414</th>
+      <td>Tusk</td>
+      <td>Comedy,Drama,Horror</td>
+      <td>Kevin Smith</td>
+      <td>Justin Long, Michael Parks, Haley Joel Osment,Genesis Rodriguez</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>5.4</td>
+      <td>1.82</td>
+    </tr>
+    <tr>
+      <th>415</th>
+      <td>The Headhunter's Calling</td>
+      <td>Drama</td>
+      <td>Mark Williams</td>
+      <td>Alison Brie, Gerard Butler, Willem Dafoe, Gretchen Mol</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>416</th>
+      <td>Atonement</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Joe Wright</td>
+      <td>Keira Knightley, James McAvoy, Brenda Blethyn,Saoirse Ronan</td>
+      <td>2007</td>
+      <td>123</td>
+      <td>7.8</td>
+      <td>50.92</td>
+    </tr>
+    <tr>
+      <th>417</th>
+      <td>Harry Potter and the Deathly Hallows: Part 1</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>David Yates</td>
+      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, Bill Nighy</td>
+      <td>2010</td>
+      <td>146</td>
+      <td>7.7</td>
+      <td>294.98</td>
+    </tr>
+    <tr>
+      <th>418</th>
+      <td>Shame</td>
+      <td>Drama</td>
+      <td>Steve McQueen</td>
+      <td>Michael        Fassbender, Carey Mulligan, James Badge Dale, Lucy Walters</td>
+      <td>2011</td>
+      <td>101</td>
+      <td>7.2</td>
+      <td>4</td>
+    </tr>
+    <tr>
+      <th>419</th>
+      <td>Hanna</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Joe Wright</td>
+      <td>Saoirse Ronan, Cate Blanchett, Eric Bana, Vicky Krieps</td>
+      <td>2011</td>
+      <td>111</td>
+      <td>6.8</td>
+      <td>40.25</td>
+    </tr>
+    <tr>
+      <th>420</th>
+      <td>The Babysitters</td>
+      <td>Drama</td>
+      <td>David Ross</td>
+      <td>Lauren Birkell, Paul Borghese, Chira Cassel, Anthony Cirillo</td>
+      <td>2007</td>
+      <td>88</td>
+      <td>5.7</td>
+      <td>0.04</td>
+    </tr>
+    <tr>
+      <th>421</th>
+      <td>Pride and Prejudice and Zombies</td>
+      <td>Action,Horror,Romance</td>
+      <td>Burr Steers</td>
+      <td>Lily James, Sam Riley, Jack Huston, Bella Heathcote</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>5.8</td>
+      <td>10.91</td>
+    </tr>
+    <tr>
+      <th>422</th>
+      <td>300: Rise of an Empire</td>
+      <td>Action,Drama,Fantasy</td>
+      <td>Noam Murro</td>
+      <td>Sullivan Stapleton, Eva Green, Lena Headey, Hans Matheson</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>6.2</td>
+      <td>106.37M</td>
+    </tr>
+    <tr>
+      <th>423</th>
+      <td>London Has Fallen</td>
+      <td>Action,Crime,Drama</td>
+      <td>Babak Najafi</td>
+      <td>Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>5.9</td>
+      <td>62.4</td>
+    </tr>
+    <tr>
+      <th>424</th>
+      <td>The Curious Case of Benjamin Button</td>
+      <td>Drama,Fantasy,Romance</td>
+      <td>David Fincher</td>
+      <td>Brad Pitt, Cate Blanchett, Tilda Swinton, Julia Ormond</td>
+      <td>2008</td>
+      <td>166</td>
+      <td>7.8</td>
+      <td>127.49M</td>
+    </tr>
+    <tr>
+      <th>425</th>
+      <td>Sin City: A Dame to Kill For</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Frank Miller</td>
+      <td>Mickey Rourke, Jessica Alba, Josh Brolin, Joseph Gordon-Levitt</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>6.5</td>
+      <td>13.75</td>
+    </tr>
+    <tr>
+      <th>426</th>
+      <td>The Bourne Ultimatum</td>
+      <td>Action,Mystery,Thriller</td>
+      <td>Paul Greengrass</td>
+      <td>Matt Damon, Edgar Ram�rez, Joan Allen, Julia Stiles</td>
+      <td>2007</td>
+      <td>115</td>
+      <td>8.1</td>
+      <td>227.14</td>
+    </tr>
+    <tr>
+      <th>427</th>
+      <td>Srpski film</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>Srdjan Spasojevic</td>
+      <td>Srdjan 'Zika' Todorovic, Sergej Trifunovic,Jelena Gavrilovic, Slobodan Bestic</td>
+      <td>2010</td>
+      <td>104</td>
+      <td>5.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>428</th>
+      <td>The Purge: Election Year</td>
+      <td>Action,Horror,Sci-Fi</td>
+      <td>James DeMonaco</td>
+      <td>Frank Grillo, Elizabeth Mitchell, Mykelti Williamson, Joseph Julian Soria</td>
+      <td>2016</td>
+      <td>109</td>
+      <td>6.0</td>
+      <td>79</td>
+    </tr>
+    <tr>
+      <th>429</th>
+      <td>3 Idiots</td>
+      <td>Comedy,Drama</td>
+      <td>Rajkumar Hirani</td>
+      <td>Aamir Khan, Madhavan, Mona Singh, Sharman Joshi</td>
+      <td>2009</td>
+      <td>170</td>
+      <td>8.4</td>
+      <td>6.52</td>
+    </tr>
+    <tr>
+      <th>430</th>
+      <td>Zoolander 2</td>
+      <td>Comedy</td>
+      <td>Ben Stiller</td>
+      <td>Ben Stiller, Owen Wilson, Pen�lope Cruz, Will Ferrell</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>4.7</td>
+      <td>28.84</td>
+    </tr>
+    <tr>
+      <th>431</th>
+      <td>World War Z</td>
+      <td>Action,Adventure,Horror</td>
+      <td>Marc Forster</td>
+      <td>Brad Pitt, Mireille Enos, Daniella Kertesz, James Badge Dale</td>
+      <td>2013</td>
+      <td>116</td>
+      <td>7.0</td>
+      <td>202.35</td>
+    </tr>
+    <tr>
+      <th>432</th>
+      <td>Mission: Impossible - Ghost Protocol</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Brad Bird</td>
+      <td>Tom Cruise, Jeremy Renner, Simon Pegg, Paula Patton</td>
+      <td>2011</td>
+      <td>132</td>
+      <td>7.4</td>
+      <td>209.36</td>
+    </tr>
+    <tr>
+      <th>433</th>
+      <td>Let Me Make You a Martyr</td>
+      <td>Action,Crime,Drama</td>
+      <td>Corey Asraf</td>
+      <td>Marilyn Manson, Mark Boone Junior, Sam Quartin, Niko Nicotera</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>6.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>434</th>
+      <td>Filth</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Jon S. Baird</td>
+      <td>James McAvoy, Jamie Bell, Eddie Marsan, Imogen Poots</td>
+      <td>2013</td>
+      <td>97</td>
+      <td>7.1</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>435</th>
+      <td>The Longest Ride</td>
+      <td>Drama,Romance</td>
+      <td>George Tillman Jr.</td>
+      <td>Scott Eastwood, Britt Robertson, Alan Alda, Jack Huston</td>
+      <td>2015</td>
+      <td>123</td>
+      <td>7.1</td>
+      <td>37.43</td>
+    </tr>
+    <tr>
+      <th>436</th>
+      <td>The imposible</td>
+      <td>Drama,Thriller</td>
+      <td>J.A. Bayona</td>
+      <td>Naomi Watts, Ewan McGregor, Tom Holland, Oaklee Pendergast</td>
+      <td>2012</td>
+      <td>114</td>
+      <td>7.6</td>
+      <td>19</td>
+    </tr>
+    <tr>
+      <th>437</th>
+      <td>Kick-Ass 2</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Jeff Wadlow</td>
+      <td>Aaron Taylor-Johnson, Chlo� Grace Moretz,Christopher Mintz-Plasse, Jim Carrey</td>
+      <td>2013</td>
+      <td>103</td>
+      <td>6.6</td>
+      <td>28.75</td>
+    </tr>
+    <tr>
+      <th>438</th>
+      <td>Folk Hero &amp; Funny Guy</td>
+      <td>Comedy</td>
+      <td>Jeff Grace</td>
+      <td>Alex Karpovsky, Wyatt Russell, Meredith Hagner,Melanie Lynskey</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>5.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>439</th>
+      <td>Oz the Great and Powerful</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Sam Raimi</td>
+      <td>James Franco, Michelle Williams, Rachel Weisz, Mila Kunis</td>
+      <td>2013</td>
+      <td>130</td>
+      <td>6.3</td>
+      <td>234.9</td>
+    </tr>
+    <tr>
+      <th>440</th>
+      <td>Brooklyn</td>
+      <td>Drama,Romance</td>
+      <td>John Crowley</td>
+      <td>Saoirse Ronan, Emory Cohen, Domhnall Gleeson,Jim Broadbent</td>
+      <td>2015</td>
+      <td>117</td>
+      <td>7.5</td>
+      <td>38.32</td>
+    </tr>
+    <tr>
+      <th>441</th>
+      <td>Coraline</td>
+      <td>Animation,Family,Fantasy</td>
+      <td>Henry Selick</td>
+      <td>Dakota Fanning, Teri Hatcher, John Hodgman, Jennifer Saunders</td>
+      <td>2009</td>
+      <td>100</td>
+      <td>7.7</td>
+      <td>75.28</td>
+    </tr>
+    <tr>
+      <th>442</th>
+      <td>Blue Valentine</td>
+      <td>Drama,Romance</td>
+      <td>Derek Cianfrance</td>
+      <td>Ryan Gosling, Michelle Williams, John Doman,Faith Wladyka</td>
+      <td>2010</td>
+      <td>112</td>
+      <td>7.4</td>
+      <td>9.7</td>
+    </tr>
+    <tr>
+      <th>443</th>
+      <td>The Thinning</td>
+      <td>Thriller</td>
+      <td>Michael J. Gallagher</td>
+      <td>Logan Paul, Peyton List, Lia Marie Johnson,Calum Worthy</td>
+      <td>2016</td>
+      <td>81</td>
+      <td>6.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>444</th>
+      <td>Silent Hill</td>
+      <td>Adventure,Horror,Mystery</td>
+      <td>Christophe Gans</td>
+      <td>Radha Mitchell, Laurie Holden, Sean Bean,Deborah Kara Unger</td>
+      <td>2006</td>
+      <td>125</td>
+      <td>6.6</td>
+      <td>46.98</td>
+    </tr>
+    <tr>
+      <th>445</th>
+      <td>Dredd</td>
+      <td>Action,Sci-Fi</td>
+      <td>Pete Travis</td>
+      <td>Karl Urban, Olivia Thirlby, Lena Headey, Rachel Wood</td>
+      <td>2012</td>
+      <td>95</td>
+      <td>7.1</td>
+      <td>13.4</td>
+    </tr>
+    <tr>
+      <th>446</th>
+      <td>Hunt for the Wilderpeople</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Taika Waititi</td>
+      <td>Sam Neill, Julian Dennison, Rima Te Wiata, Rachel House</td>
+      <td>2016</td>
+      <td>101</td>
+      <td>7.9</td>
+      <td>5.2</td>
+    </tr>
+    <tr>
+      <th>447</th>
+      <td>Big Hero 6</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Don Hall</td>
+      <td>Ryan Potter, Scott Adsit, Jamie Chung,T.J. Miller</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>7.8</td>
+      <td>222.49</td>
+    </tr>
+    <tr>
+      <th>448</th>
+      <td>Carrie</td>
+      <td>Drama,Horror</td>
+      <td>Kimberly Peirce</td>
+      <td>Chlo� Grace Moretz, Julianne Moore, Gabriella Wilde, Portia Doubleday</td>
+      <td>2013</td>
+      <td>100</td>
+      <td>5.9</td>
+      <td>35.27</td>
+    </tr>
+    <tr>
+      <th>449</th>
+      <td>Iron Man 2</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Jon Favreau</td>
+      <td>Robert Downey Jr., Mickey Rourke, Gwyneth Paltrow,Don Cheadle</td>
+      <td>2010</td>
+      <td>124</td>
+      <td>7.0</td>
+      <td>312.06</td>
+    </tr>
+    <tr>
+      <th>450</th>
+      <td>Demolition</td>
+      <td>Comedy,Drama</td>
+      <td>Jean-Marc Vall�e</td>
+      <td>Jake Gyllenhaal, Naomi Watts, Chris Cooper,Judah Lewis</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>7.0</td>
+      <td>1.82</td>
+    </tr>
+    <tr>
+      <th>451</th>
+      <td>Pandorum</td>
+      <td>Action,Horror,Mystery</td>
+      <td>Christian Alvart</td>
+      <td>Dennis Quaid, Ben Foster, Cam Gigandet, Antje Traue</td>
+      <td>2009</td>
+      <td>108</td>
+      <td>6.8</td>
+      <td>10.33</td>
+    </tr>
+    <tr>
+      <th>452</th>
+      <td>Olympus Has Fallen</td>
+      <td>Action,Thriller</td>
+      <td>Antoine Fuqua</td>
+      <td>Gerard Butler, Aaron Eckhart, Morgan Freeman,Angela Bassett</td>
+      <td>2013</td>
+      <td>119</td>
+      <td>6.5</td>
+      <td>98.9</td>
+    </tr>
+    <tr>
+      <th>453</th>
+      <td>I Am Number Four</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>D.J. Caruso</td>
+      <td>Alex Pettyfer, Timothy Olyphant, Dianna Agron, Teresa Palmer</td>
+      <td>2011</td>
+      <td>109</td>
+      <td>6.1</td>
+      <td>55.09</td>
+    </tr>
+    <tr>
+      <th>454</th>
+      <td>Jagten</td>
+      <td>Drama</td>
+      <td>Thomas Vinterberg</td>
+      <td>Mads Mikkelsen, Thomas Bo Larsen, Annika Wedderkopp, Lasse Fogelstr�m</td>
+      <td>2012</td>
+      <td>115</td>
+      <td>8.3</td>
+      <td>0.61</td>
+    </tr>
+    <tr>
+      <th>455</th>
+      <td>The Proposal</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Anne Fletcher</td>
+      <td>Sandra Bullock, Ryan Reynolds, Mary Steenburgen,Craig T. Nelson</td>
+      <td>2009</td>
+      <td>108</td>
+      <td>6.7</td>
+      <td>163.95M</td>
+    </tr>
+    <tr>
+      <th>456</th>
+      <td>Get Hard</td>
+      <td>Comedy,Crime</td>
+      <td>Etan Cohen</td>
+      <td>Will Ferrell, Kevin Hart, Alison Brie, T.I.</td>
+      <td>2015</td>
+      <td>100</td>
+      <td>6.0</td>
+      <td>90.35</td>
+    </tr>
+    <tr>
+      <th>457</th>
+      <td>Just Go with It</td>
+      <td>Comedy,Romance</td>
+      <td>Dennis Dugan</td>
+      <td>Adam Sandler, Jennifer Aniston, Brooklyn Decker,Nicole Kidman</td>
+      <td>2011</td>
+      <td>117</td>
+      <td>6.4</td>
+      <td>103.03M</td>
+    </tr>
+    <tr>
+      <th>458</th>
+      <td>Revolutionary Road</td>
+      <td>Drama,Romance</td>
+      <td>Sam Mendes</td>
+      <td>Leonardo DiCaprio, Kate Winslet, Christopher Fitzgerald, Jonathan Roumie</td>
+      <td>2008</td>
+      <td>119</td>
+      <td>7.3</td>
+      <td>22.88</td>
+    </tr>
+    <tr>
+      <th>459</th>
+      <td>The Town</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Ben Affleck</td>
+      <td>Ben Affleck, Rebecca Hall, Jon Hamm, Jeremy Renner</td>
+      <td>2010</td>
+      <td>125</td>
+      <td>7.6</td>
+      <td>92.17</td>
+    </tr>
+    <tr>
+      <th>460</th>
+      <td>The Boy</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>William Brent Bell</td>
+      <td>Lauren Cohan, Rupert Evans, James Russell, Jim Norton</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>6.0</td>
+      <td>35.79</td>
+    </tr>
+    <tr>
+      <th>461</th>
+      <td>Denial</td>
+      <td>Biography,Drama</td>
+      <td>Mick Jackson</td>
+      <td>Rachel Weisz, Tom Wilkinson, Timothy Spall, Andrew Scott</td>
+      <td>2016</td>
+      <td>109</td>
+      <td>6.6</td>
+      <td>4.07</td>
+    </tr>
+    <tr>
+      <th>462</th>
+      <td>Predestination</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Michael Spierig</td>
+      <td>Ethan Hawke, Sarah Snook, Noah Taylor, Madeleine West</td>
+      <td>2014</td>
+      <td>97</td>
+      <td>7.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>463</th>
+      <td>Goosebumps</td>
+      <td>Adventure,Comedy,Family</td>
+      <td>Rob Letterman</td>
+      <td>Jack Black, Dylan Minnette, Odeya Rush, Ryan Lee</td>
+      <td>2015</td>
+      <td>103</td>
+      <td>6.3</td>
+      <td>80.02</td>
+    </tr>
+    <tr>
+      <th>464</th>
+      <td>Sherlock Holmes: A Game of Shadows</td>
+      <td>Action,Adventure,Crime</td>
+      <td>Guy Ritchie</td>
+      <td>Robert Downey Jr., Jude Law, Jared Harris, Rachel McAdams</td>
+      <td>2011</td>
+      <td>129</td>
+      <td>7.5</td>
+      <td>186.83M</td>
+    </tr>
+    <tr>
+      <th>465</th>
+      <td>Salt</td>
+      <td>Action,Crime,Mystery</td>
+      <td>Phillip Noyce</td>
+      <td>Angelina Jolie, Liev Schreiber, Chiwetel Ejiofor, Daniel Olbrychski</td>
+      <td>2010</td>
+      <td>100</td>
+      <td>6.4</td>
+      <td>118.31M</td>
+    </tr>
+    <tr>
+      <th>466</th>
+      <td>Enemy</td>
+      <td>Mystery,Thriller</td>
+      <td>Denis Villeneuve</td>
+      <td>Jake Gyllenhaal, M�lanie Laurent, Sarah Gadon,Isabella Rossellini</td>
+      <td>2013</td>
+      <td>91</td>
+      <td>6.9</td>
+      <td>1.01</td>
+    </tr>
+    <tr>
+      <th>467</th>
+      <td>District 9</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Neill Blomkamp</td>
+      <td>Sharlto Copley, David James, Jason Cope, Nathalie Boltt</td>
+      <td>2009</td>
+      <td>112</td>
+      <td>8.0</td>
+      <td>115.65M</td>
+    </tr>
+    <tr>
+      <th>468</th>
+      <td>The Other Guys</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Adam McKay</td>
+      <td>Will Ferrell, Mark Wahlberg, Derek Jeter, Eva Mendes</td>
+      <td>2010</td>
+      <td>107</td>
+      <td>6.7</td>
+      <td>119.22M</td>
+    </tr>
+    <tr>
+      <th>469</th>
+      <td>American Gangster</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Ridley Scott</td>
+      <td>denzel Washington, Russell Crowe, Chiwetel Ejiofor,Josh Brolin</td>
+      <td>2007</td>
+      <td>157</td>
+      <td>7.8</td>
+      <td>130.13M</td>
+    </tr>
+    <tr>
+      <th>470</th>
+      <td>Marie Antoinette</td>
+      <td>Biography,Drama,History</td>
+      <td>Sofia Coppola</td>
+      <td>Kirsten Dunst, Jason Schwartzman, Rip Torn, Judy Davis</td>
+      <td>2006</td>
+      <td>123</td>
+      <td>6.4</td>
+      <td>15.96</td>
+    </tr>
+    <tr>
+      <th>471</th>
+      <td>2012</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Roland Emmerich</td>
+      <td>John Cusack, Thandie Newton, Chiwetel Ejiofor,Amanda Peet</td>
+      <td>2009</td>
+      <td>158</td>
+      <td>5.8</td>
+      <td>166.11M</td>
+    </tr>
+    <tr>
+      <th>472</th>
+      <td>Harry Potter and the Half-Blood Prince</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>David Yates</td>
+      <td>Daniel Radcliffe, Emma Watson, Rupert Grint, Michael Gambon</td>
+      <td>2009</td>
+      <td>153</td>
+      <td>7.5</td>
+      <td>301.96</td>
+    </tr>
+    <tr>
+      <th>473</th>
+      <td>Argo</td>
+      <td>Biography,Drama,History</td>
+      <td>Ben Affleck</td>
+      <td>Ben Affleck, Bryan Cranston, John Goodman, Alan Arkin</td>
+      <td>2012</td>
+      <td>120</td>
+      <td>7.7</td>
+      <td>136.02M</td>
+    </tr>
+    <tr>
+      <th>474</th>
+      <td>Eddie the Eagle</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Dexter Fletcher</td>
+      <td>Taron Egerton, Hugh Jackman, Tom Costello, Jo Hartley</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>7.4</td>
+      <td>15.79</td>
+    </tr>
+    <tr>
+      <th>475</th>
+      <td>The Lives of Others</td>
+      <td>Drama,Thriller</td>
+      <td>Florian Henckel von Donnersmarck</td>
+      <td>Ulrich M�he, Martina Gedeck,Sebastian Koch, Ulrich Tukur</td>
+      <td>2006</td>
+      <td>137</td>
+      <td>8.5</td>
+      <td>11.28</td>
+    </tr>
+    <tr>
+      <th>476</th>
+      <td>Pet</td>
+      <td>Horror,Thriller</td>
+      <td>Carles Torrens</td>
+      <td>Dominic Monaghan, Ksenia Solo, Jennette McCurdy,Da'Vone McDonald</td>
+      <td>2016</td>
+      <td>94</td>
+      <td>5.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>477</th>
+      <td>Paint It Black</td>
+      <td>Drama</td>
+      <td>Amber Tamblyn</td>
+      <td>Alia Shawkat, Nancy Kwan, Annabelle Attanasio,Alfred Molina</td>
+      <td>2016</td>
+      <td>96</td>
+      <td>8.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>478</th>
+      <td>Macbeth</td>
+      <td>Drama,War</td>
+      <td>Justin Kurzel</td>
+      <td>Michael        Fassbender, Marion Cotillard, Jack Madigan,Frank Madigan</td>
+      <td>2015</td>
+      <td>113</td>
+      <td>6.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>479</th>
+      <td>Forgetting Sarah Marshall</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Nicholas Stoller</td>
+      <td>Kristen Bell, Jason Segel, Paul Rudd, Mila Kunis</td>
+      <td>2008</td>
+      <td>111</td>
+      <td>7.2</td>
+      <td>62.88</td>
+    </tr>
+    <tr>
+      <th>480</th>
+      <td>The Giver</td>
+      <td>Drama,Romance,Sci-Fi</td>
+      <td>Phillip Noyce</td>
+      <td>Brenton Thwaites, Jeff Bridges, Meryl Streep, Taylor Swift</td>
+      <td>2014</td>
+      <td>97</td>
+      <td>6.5</td>
+      <td>45.09</td>
+    </tr>
+    <tr>
+      <th>481</th>
+      <td>Triple 9</td>
+      <td>Action,Crime,Drama</td>
+      <td>John Hillcoat</td>
+      <td>Casey Affleck, Chiwetel Ejiofor, Anthony Mackie,Aaron Paul</td>
+      <td>2016</td>
+      <td>115</td>
+      <td>6.3</td>
+      <td>12.63</td>
+    </tr>
+    <tr>
+      <th>482</th>
+      <td>Perfetti sconosciuti</td>
+      <td>Comedy,Drama</td>
+      <td>Paolo Genovese</td>
+      <td>Giuseppe Battiston, Anna Foglietta, Marco Giallini,Edoardo Leo</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>7.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>483</th>
+      <td>Angry Birds</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Clay Kaytis</td>
+      <td>Jason Sudeikis, Josh Gad, Danny McBride, Maya Rudolph</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>6.3</td>
+      <td>107.51M</td>
+    </tr>
+    <tr>
+      <th>484</th>
+      <td>Moonrise Kingdom</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Wes Anderson</td>
+      <td>Jared Gilman, Kara Hayward, Bruce Willis, Bill Murray</td>
+      <td>2012</td>
+      <td>94</td>
+      <td>7.8</td>
+      <td>45.51</td>
+    </tr>
+    <tr>
+      <th>485</th>
+      <td>Hairspray</td>
+      <td>Comedy,Drama,Family</td>
+      <td>Adam Shankman</td>
+      <td>John Travolta, Queen Latifah, Nikki Blonsky,Michelle Pfeiffer</td>
+      <td>2007</td>
+      <td>117</td>
+      <td>6.7</td>
+      <td>118.82M</td>
+    </tr>
+    <tr>
+      <th>486</th>
+      <td>Safe Haven</td>
+      <td>Drama,Romance,Thriller</td>
+      <td>Lasse Hallstr�m</td>
+      <td>Julianne Hough, Josh Duhamel, Cobie Smulders,David Lyons</td>
+      <td>2013</td>
+      <td>115</td>
+      <td>6.7</td>
+      <td>71.35</td>
+    </tr>
+    <tr>
+      <th>487</th>
+      <td>Focus</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Glenn Ficarra</td>
+      <td>Will Smith, Margot Robbie, Rodrigo Santoro, Adrian Martinez</td>
+      <td>2015</td>
+      <td>105</td>
+      <td>6.6</td>
+      <td>53.85</td>
+    </tr>
+    <tr>
+      <th>488</th>
+      <td>Ratatouille</td>
+      <td>Animation,Comedy,Family</td>
+      <td>Brad Bird</td>
+      <td>Brad Garrett, Lou Romano, Patton Oswalt,Ian Holm</td>
+      <td>2007</td>
+      <td>111</td>
+      <td>8.0</td>
+      <td>206.44</td>
+    </tr>
+    <tr>
+      <th>489</th>
+      <td>Stake Land</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Jim Mickle</td>
+      <td>Connor Paolo, Nick Damici, Kelly McGillis, Gregory Jones</td>
+      <td>2010</td>
+      <td>98</td>
+      <td>6.5</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <th>490</th>
+      <td>The Book of Eli</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Albert Hughes</td>
+      <td>Denzel       Washington, Mila Kunis, Ray Stevenson, Gary Oldman</td>
+      <td>2010</td>
+      <td>118</td>
+      <td>6.9</td>
+      <td>94.82</td>
+    </tr>
+    <tr>
+      <th>491</th>
+      <td>Cloverfield</td>
+      <td>Action,Horror,Sci-Fi</td>
+      <td>Matt Reeves</td>
+      <td>Mike Vogel, Jessica Lucas, Lizzy Caplan, T.J. Miller</td>
+      <td>2008</td>
+      <td>85</td>
+      <td>7.0</td>
+      <td>80.03</td>
+    </tr>
+    <tr>
+      <th>492</th>
+      <td>Point Break</td>
+      <td>Action,Crime,Sport</td>
+      <td>Ericson Core</td>
+      <td>Edgar Ram�rez, Luke Bracey, Ray Winstone, Teresa Palmer</td>
+      <td>2015</td>
+      <td>114</td>
+      <td>5.3</td>
+      <td>28.77</td>
+    </tr>
+    <tr>
+      <th>493</th>
+      <td>Under the Skin</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Jonathan Glazer</td>
+      <td>Scarlett Johansson, Jeremy McWilliams, Lynsey Taylor Mackay, Dougie McConnell</td>
+      <td>2013</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>2.61</td>
+    </tr>
+    <tr>
+      <th>494</th>
+      <td>I Am Legend</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Francis Lawrence</td>
+      <td>Will Smith, Alice Braga, Charlie Tahan, Salli Richardson-Whitfield</td>
+      <td>2007</td>
+      <td>101</td>
+      <td>7.2</td>
+      <td>256.39</td>
+    </tr>
+    <tr>
+      <th>495</th>
+      <td>Men in Black 3</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Barry Sonnenfeld</td>
+      <td>Will Smith, Tommy Lee Jones, Josh Brolin,Jemaine Clement</td>
+      <td>2012</td>
+      <td>106</td>
+      <td>6.8</td>
+      <td>179.02M</td>
+    </tr>
+    <tr>
+      <th>496</th>
+      <td>Super 8</td>
+      <td>Mystery,Sci-Fi,Thriller</td>
+      <td>J.J. Abrams</td>
+      <td>Elle Fanning, AJ Michalka, Kyle Chandler, Joel Courtney</td>
+      <td>2011</td>
+      <td>112</td>
+      <td>7.1</td>
+      <td>126.98M</td>
+    </tr>
+    <tr>
+      <th>497</th>
+      <td>Law Abiding Citizen</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>F. Gary Gray</td>
+      <td>Gerard Butler, Jamie Foxx, Leslie Bibb, Colm Meaney</td>
+      <td>2009</td>
+      <td>109</td>
+      <td>7.4</td>
+      <td>73.34</td>
+    </tr>
+    <tr>
+      <th>498</th>
+      <td>Up</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Pete Docter</td>
+      <td>Edward Asner, Jordan Nagai, John Ratzenberger, Christopher Plummer</td>
+      <td>2009</td>
+      <td>96</td>
+      <td>8.3</td>
+      <td>292.98</td>
+    </tr>
+    <tr>
+      <th>499</th>
+      <td>Maze Runner: The Scorch Trials</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Wes Ball</td>
+      <td>Dylan O'Brien, Kaya Scodelario, Thomas Brodie-Sangster,Giancarlo Esposito</td>
+      <td>2015</td>
+      <td>131</td>
+      <td>6.3</td>
+      <td>81.69</td>
+    </tr>
+    <tr>
+      <th>500</th>
+      <td>Carol</td>
+      <td>Drama,Romance</td>
+      <td>Todd Haynes</td>
+      <td>Cate Blanchett, Rooney Mara, Sarah Paulson, Kyle Chandler</td>
+      <td>2015</td>
+      <td>118</td>
+      <td>7.2</td>
+      <td>0.25</td>
+    </tr>
+    <tr>
+      <th>501</th>
+      <td>Imperium</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Daniel Ragussis</td>
+      <td>Daniel Radcliffe, Toni Collette, Tracy Letts, Sam Trammell</td>
+      <td>2016</td>
+      <td>109</td>
+      <td>6.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>502</th>
+      <td>Youth</td>
+      <td>Comedy,Drama,Music</td>
+      <td>Paolo Sorrentino</td>
+      <td>Michael Caine, Harvey Keitel, Rachel Weisz, Jane Fonda</td>
+      <td>2015</td>
+      <td>124</td>
+      <td>7.3</td>
+      <td>2.7</td>
+    </tr>
+    <tr>
+      <th>503</th>
+      <td>Mr. Nobody</td>
+      <td>Drama,Fantasy,Romance</td>
+      <td>Jaco Van Dormael</td>
+      <td>Jared Leto, Sarah Polley, Diane Kruger, Linh Dan Pham</td>
+      <td>2009</td>
+      <td>141</td>
+      <td>7.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>504</th>
+      <td>City of Tiny Lights</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Pete Travis</td>
+      <td>Riz Ahmed, Billie Piper, James Floyd, Cush Jumbo</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>5.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>505</th>
+      <td>Savages</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Oliver Stone</td>
+      <td>Aaron Taylor-Johnson, Taylor Kitsch, Blake Lively,Benicio Del Toro</td>
+      <td>2012</td>
+      <td>131</td>
+      <td>6.5</td>
+      <td>47.31</td>
+    </tr>
+    <tr>
+      <th>506</th>
+      <td>(500) Days of Summer</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Marc Webb</td>
+      <td>Zooey Deschanel, Joseph Gordon-Levitt, Geoffrey Arend, Chlo� Grace Moretz</td>
+      <td>2009</td>
+      <td>95</td>
+      <td>7.7</td>
+      <td>32.39</td>
+    </tr>
+    <tr>
+      <th>507</th>
+      <td>Movie 43</td>
+      <td>Comedy,Romance</td>
+      <td>Elizabeth Banks</td>
+      <td>Emma Stone, Stephen Merchant, Richard Gere, Liev Schreiber</td>
+      <td>2013</td>
+      <td>94</td>
+      <td>4.3</td>
+      <td>8.83</td>
+    </tr>
+    <tr>
+      <th>508</th>
+      <td>Gravity</td>
+      <td>Drama,Sci-Fi,Thriller</td>
+      <td>Alfonso Cuar�n</td>
+      <td>Sandra Bullock, George Clooney, Ed Harris, Orto Ignatiussen</td>
+      <td>2013</td>
+      <td>91</td>
+      <td>7.8</td>
+      <td>274.08</td>
+    </tr>
+    <tr>
+      <th>509</th>
+      <td>The Boy in the Striped Pyjamas</td>
+      <td>Drama,War</td>
+      <td>Mark Herman</td>
+      <td>Asa Butterfield, David Thewlis, Rupert Friend, Zac Mattoon O'Brien</td>
+      <td>2008</td>
+      <td>94</td>
+      <td>7.8</td>
+      <td>9.03</td>
+    </tr>
+    <tr>
+      <th>510</th>
+      <td>Shooter</td>
+      <td>Action,Crime,Drama</td>
+      <td>Antoine Fuqua</td>
+      <td>Mark Wahlberg, Michael Pe�a, Rhona Mitra, Danny Glover</td>
+      <td>2007</td>
+      <td>124</td>
+      <td>7.2</td>
+      <td>46.98</td>
+    </tr>
+    <tr>
+      <th>511</th>
+      <td>The Happening</td>
+      <td>Sci-Fi,Thriller</td>
+      <td>M. Night Shyamalan</td>
+      <td>Mark Wahlberg, Zooey Deschanel, John Leguizamo, Ashlyn Sanchez</td>
+      <td>2008</td>
+      <td>91</td>
+      <td>5.0</td>
+      <td>64.51</td>
+    </tr>
+    <tr>
+      <th>512</th>
+      <td>Bone Tomahawk</td>
+      <td>Adventure,Drama,Horror</td>
+      <td>S. Craig Zahler</td>
+      <td>Kurt Russell, Patrick Wilson, Matthew Fox, Richard Jenkins</td>
+      <td>2015</td>
+      <td>132</td>
+      <td>7.1</td>
+      <td>66.01</td>
+    </tr>
+    <tr>
+      <th>513</th>
+      <td>Magic Mike XXL</td>
+      <td>Comedy,Drama,Music</td>
+      <td>Gregory Jacobs</td>
+      <td>Channing Tatum, Joe Manganiello, Matt Bomer,Adam Rodriguez</td>
+      <td>2015</td>
+      <td>115</td>
+      <td>5.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>514</th>
+      <td>Easy A</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Will Gluck</td>
+      <td>Emma Stone, Amanda Bynes, Penn Badgley, Dan Byrd</td>
+      <td>2010</td>
+      <td>92</td>
+      <td>7.1</td>
+      <td>58.4</td>
+    </tr>
+    <tr>
+      <th>515</th>
+      <td>Exodus: Gods and Kings</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Ridley Scott</td>
+      <td>Christian Bale, Joel Edgerton, Ben Kingsley, Sigourney Weaver</td>
+      <td>2014</td>
+      <td>150</td>
+      <td>6.0</td>
+      <td>65.01</td>
+    </tr>
+    <tr>
+      <th>516</th>
+      <td>Chappie</td>
+      <td>Action,Crime,Drama</td>
+      <td>Neill Blomkamp</td>
+      <td>Sharlto Copley, Dev Patel, Hugh Jackman,Sigourney Weaver</td>
+      <td>2015</td>
+      <td>120</td>
+      <td>6.9</td>
+      <td>31.57</td>
+    </tr>
+    <tr>
+      <th>517</th>
+      <td>The Hobbit: The Desolation of Smaug</td>
+      <td>Adventure,Fantasy</td>
+      <td>Peter Jackson</td>
+      <td>Ian McKellen, Martin Freeman, Richard Armitage,Ken Stott</td>
+      <td>2013</td>
+      <td>161</td>
+      <td>7.9</td>
+      <td>258.36</td>
+    </tr>
+    <tr>
+      <th>518</th>
+      <td>Half of a Yellow Sun</td>
+      <td>Drama,Romance</td>
+      <td>Biyi Bandele</td>
+      <td>Chiwetel Ejiofor, Thandie Newton, Anika Noni Rose,Joseph Mawle</td>
+      <td>2013</td>
+      <td>111</td>
+      <td>6.2</td>
+      <td>0.05</td>
+    </tr>
+    <tr>
+      <th>519</th>
+      <td>Anthropoid</td>
+      <td>Biography,History,Thriller</td>
+      <td>Sean Ellis</td>
+      <td>Jamie Dornan, Cillian Murphy, Brian Caspe, Karel Herm�nek Jr.</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>7.2</td>
+      <td>2.96</td>
+    </tr>
+    <tr>
+      <th>520</th>
+      <td>The Counselor</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Ridley Scott</td>
+      <td>Michael   fassbender, Pen�lope Cruz, Cameron Diaz,Javier Bardem</td>
+      <td>2013</td>
+      <td>117</td>
+      <td>5.3</td>
+      <td>16.97</td>
+    </tr>
+    <tr>
+      <th>521</th>
+      <td>Viking</td>
+      <td>Action,Drama,History</td>
+      <td>Andrey Kravchuk</td>
+      <td>Anton Adasinsky, Aleksandr Armer, Vilen Babichev, Rostislav Bershauer</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>4.7</td>
+      <td>23.05</td>
+    </tr>
+    <tr>
+      <th>522</th>
+      <td>Whiskey Tango Foxtrot</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>Glenn Ficarra</td>
+      <td>Tina Fey, Margot Robbie, Martin Freeman, Alfred Molina</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>6.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>523</th>
+      <td>Trust</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>David Schwimmer</td>
+      <td>Clive Owen, Catherine Keener, Liana Liberato,Jason Clarke</td>
+      <td>2010</td>
+      <td>106</td>
+      <td>7.0</td>
+      <td>0.06</td>
+    </tr>
+    <tr>
+      <th>524</th>
+      <td>Birth of the Dragon</td>
+      <td>Action,Biography,Drama</td>
+      <td>George Nolfi</td>
+      <td>Billy Magnussen, Terry Chen, Teresa Navarro,Vanessa Ross</td>
+      <td>2016</td>
+      <td>103</td>
+      <td>3.9</td>
+      <td>93.05</td>
+    </tr>
+    <tr>
+      <th>525</th>
+      <td>Elysium</td>
+      <td>Action,Drama,Sci-Fi</td>
+      <td>Neill Blomkamp</td>
+      <td>Matt Damon, Jodie Foster, Sharlto Copley, Alice Braga</td>
+      <td>2013</td>
+      <td>109</td>
+      <td>6.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>526</th>
+      <td>The Green Inferno</td>
+      <td>Adventure,Horror</td>
+      <td>Eli Roth</td>
+      <td>Lorenza Izzo, Ariel Levy, Aaron Burns, Kirby Bliss Blanton</td>
+      <td>2013</td>
+      <td>100</td>
+      <td>5.4</td>
+      <td>7.19</td>
+    </tr>
+    <tr>
+      <th>527</th>
+      <td>Godzilla</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Gareth Edwards</td>
+      <td>Aaron Taylor-Johnson, Elizabeth Olsen, Bryan Cranston, Ken Watanabe</td>
+      <td>2014</td>
+      <td>123</td>
+      <td>6.4</td>
+      <td>200.66</td>
+    </tr>
+    <tr>
+      <th>528</th>
+      <td>The Bourne Legacy</td>
+      <td>Action,Adventure,Mystery</td>
+      <td>Tony Gilroy</td>
+      <td>Jeremy Renner, Rachel Weisz, Edward Norton, Scott Glenn</td>
+      <td>2012</td>
+      <td>135</td>
+      <td>6.7</td>
+      <td>113.17M</td>
+    </tr>
+    <tr>
+      <th>529</th>
+      <td>A Good Year</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Ridley Scott</td>
+      <td>Russell Crowe, Abbie Cornish, Albert Finney, Marion Cotillard</td>
+      <td>2006</td>
+      <td>117</td>
+      <td>6.9</td>
+      <td>7.46</td>
+    </tr>
+    <tr>
+      <th>530</th>
+      <td>Friend Request</td>
+      <td>Horror,Thriller</td>
+      <td>Simon Verhoeven</td>
+      <td>Alycia Debnam-Carey, William Moseley, Connor Paolo, Brit Morgan</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>5.4</td>
+      <td>64.03</td>
+    </tr>
+    <tr>
+      <th>531</th>
+      <td>Deja Vu</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Tony Scott</td>
+      <td>Denzel Washington, Paula Patton, Jim Caviezel, Val Kilmer</td>
+      <td>2006</td>
+      <td>126</td>
+      <td>7.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>532</th>
+      <td>Lucy</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Luc Besson</td>
+      <td>Scarlett Johansson, Morgan Freeman, Min-sik Choi,Amr Waked</td>
+      <td>2014</td>
+      <td>89</td>
+      <td>6.4</td>
+      <td>126.55M</td>
+    </tr>
+    <tr>
+      <th>533</th>
+      <td>A Quiet Passion</td>
+      <td>Biography,Drama</td>
+      <td>Terence Davies</td>
+      <td>Cynthia Nixon, Jennifer Ehle, Duncan Duff, Keith Carradine</td>
+      <td>2016</td>
+      <td>125</td>
+      <td>7.2</td>
+      <td>1.08</td>
+    </tr>
+    <tr>
+      <th>534</th>
+      <td>Need for Speed</td>
+      <td>Action,Crime,Drama</td>
+      <td>Scott Waugh</td>
+      <td>Aaron Paul, Dominic Cooper, Imogen Poots, Scott Mescudi</td>
+      <td>2014</td>
+      <td>132</td>
+      <td>6.5</td>
+      <td>43.57</td>
+    </tr>
+    <tr>
+      <th>535</th>
+      <td>Jack Reacher</td>
+      <td>Action,Crime,Mystery</td>
+      <td>Christopher McQuarrie</td>
+      <td>Tom Cruise, Rosamund Pike, Richard Jenkins, Werner Herzog</td>
+      <td>2012</td>
+      <td>130</td>
+      <td>7.0</td>
+      <td>58.68</td>
+    </tr>
+    <tr>
+      <th>536</th>
+      <td>The Do-Over</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Steven Brill</td>
+      <td>Adam Sandler, David Spade, Paula Patton, Kathryn Hahn</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>5.7</td>
+      <td>0.54</td>
+    </tr>
+    <tr>
+      <th>537</th>
+      <td>True Crimes</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Alexandros Avranas</td>
+      <td>Jim Carrey, Charlotte Gainsbourg, Marton Csokas, Kati Outinen</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>7.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>538</th>
+      <td>American Pastoral</td>
+      <td>Crime,Drama</td>
+      <td>Ewan McGregor</td>
+      <td>Ewan McGregor, Jennifer Connelly, Dakota Fanning, Peter Riegert</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>539</th>
+      <td>The Ghost Writer</td>
+      <td>Mystery,Thriller</td>
+      <td>Roman Polanski</td>
+      <td>Ewan McGregor, Pierce Brosnan, Olivia Williams,Jon Bernthal</td>
+      <td>2010</td>
+      <td>128</td>
+      <td>7.2</td>
+      <td>15.52</td>
+    </tr>
+    <tr>
+      <th>540</th>
+      <td>Limitless</td>
+      <td>Mystery,Sci-Fi,Thriller</td>
+      <td>Neil Burger</td>
+      <td>Bradley Cooper, Anna Friel, Abbie Cornish, Robert De Niro</td>
+      <td>2011</td>
+      <td>105</td>
+      <td>7.4</td>
+      <td>79.24</td>
+    </tr>
+    <tr>
+      <th>541</th>
+      <td>Spectral</td>
+      <td>Action,Mystery,Sci-Fi</td>
+      <td>Nic Mathieu</td>
+      <td>James Badge Dale, Emily Mortimer, Bruce Greenwood,Max Martini</td>
+      <td>2016</td>
+      <td>107</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>542</th>
+      <td>P.S. I Love You</td>
+      <td>Drama,Romance</td>
+      <td>Richard LaGravenese</td>
+      <td>Hilary Swank, Gerard Butler, Harry Connick Jr., Lisa Kudrow</td>
+      <td>2007</td>
+      <td>126</td>
+      <td>7.1</td>
+      <td>53.68</td>
+    </tr>
+    <tr>
+      <th>543</th>
+      <td>Zipper</td>
+      <td>Drama,Thriller</td>
+      <td>Mora Stephens</td>
+      <td>Patrick Wilson, Lena Headey, Ray Winstone,Richard Dreyfuss</td>
+      <td>2015</td>
+      <td>103</td>
+      <td>5.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>544</th>
+      <td>Midnight Special</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Jeff Nichols</td>
+      <td>Michael Shannon, Joel Edgerton, Kirsten Dunst, Adam Driver</td>
+      <td>2016</td>
+      <td>112</td>
+      <td>6.7</td>
+      <td>3.71</td>
+    </tr>
+    <tr>
+      <th>545</th>
+      <td>Don't Think Twice</td>
+      <td>Comedy,Drama</td>
+      <td>Mike Birbiglia</td>
+      <td>Keegan-Michael Key, Gillian Jacobs, Mike Birbiglia,Chris Gethard</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>6.8</td>
+      <td>4.42</td>
+    </tr>
+    <tr>
+      <th>546</th>
+      <td>Alice in Wonderland</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Tim Burton</td>
+      <td>Mia Wasikowska, Johnny Depp, Helena Bonham Carter,Anne Hathaway</td>
+      <td>2010</td>
+      <td>108</td>
+      <td>6.5</td>
+      <td>334.19</td>
+    </tr>
+    <tr>
+      <th>547</th>
+      <td>Chuck</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Philippe Falardeau</td>
+      <td>Elisabeth Moss, Naomi Watts, Ron Perlman, Liev Schreiber</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>6.8</td>
+      <td>0.11</td>
+    </tr>
+    <tr>
+      <th>548</th>
+      <td>I, Daniel Blake</td>
+      <td>Drama</td>
+      <td>Ken Loach</td>
+      <td>Dave Johns, Hayley Squires, Sharon Percy, Briana Shann</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>7.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>549</th>
+      <td>The Break-Up</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Peyton Reed</td>
+      <td>Jennifer Aniston, Vince Vaughn, Jon Favreau, Joey Lauren Adams</td>
+      <td>2006</td>
+      <td>106</td>
+      <td>5.8</td>
+      <td>118.68M</td>
+    </tr>
+    <tr>
+      <th>550</th>
+      <td>Loving</td>
+      <td>Biography,Drama,Romance</td>
+      <td>Jeff Nichols</td>
+      <td>Ruth Negga, Joel Edgerton, Will Dalton, Dean Mumford</td>
+      <td>2016</td>
+      <td>123</td>
+      <td>7.1</td>
+      <td>7.7</td>
+    </tr>
+    <tr>
+      <th>551</th>
+      <td>Fantastic Four</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Josh Trank</td>
+      <td>Miles Teller, Kate Mara, Michael B. Jordan, Jamie Bell</td>
+      <td>2015</td>
+      <td>100</td>
+      <td>4.3</td>
+      <td>56.11</td>
+    </tr>
+    <tr>
+      <th>552</th>
+      <td>The Survivalist</td>
+      <td>Drama,Sci-Fi,Thriller</td>
+      <td>Stephen Fingleton</td>
+      <td>Mia Goth, Martin McCann, Barry Ward, Andrew Simpson</td>
+      <td>2015</td>
+      <td>104</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>553</th>
+      <td>Colonia</td>
+      <td>Drama,Romance,Thriller</td>
+      <td>Florian Gallenberger</td>
+      <td>Emma Watson, Daniel Br�hl, Michael Nyqvist,Richenda Carey</td>
+      <td>2015</td>
+      <td>106</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>554</th>
+      <td>The Boy Next Door</td>
+      <td>Mystery,Thriller</td>
+      <td>Rob Cohen</td>
+      <td>Jennifer Lopez, Ryan Guzman, Kristin Chenoweth, John Corbett</td>
+      <td>2015</td>
+      <td>91</td>
+      <td>4.6</td>
+      <td>35.39</td>
+    </tr>
+    <tr>
+      <th>555</th>
+      <td>The Gift</td>
+      <td>Mystery,Thriller</td>
+      <td>Joel Edgerton</td>
+      <td>Jason Bateman, Rebecca Hall, Joel Edgerton, Allison Tolman</td>
+      <td>2015</td>
+      <td>108</td>
+      <td>7.1</td>
+      <td>43.77</td>
+    </tr>
+    <tr>
+      <th>556</th>
+      <td>Dracula Untold</td>
+      <td>Action,Drama,Fantasy</td>
+      <td>Gary Shore</td>
+      <td>Luke Evans, Dominic Cooper, Sarah Gadon, Art Parkinson</td>
+      <td>2014</td>
+      <td>92</td>
+      <td>6.3</td>
+      <td>55.94</td>
+    </tr>
+    <tr>
+      <th>557</th>
+      <td>In the Heart of the Sea</td>
+      <td>Action,Adventure,Biography</td>
+      <td>Ron Howard</td>
+      <td>Chris Hemsworth, Cillian Murphy, Brendan Gleeson,Ben Whishaw</td>
+      <td>2015</td>
+      <td>122</td>
+      <td>6.9</td>
+      <td>24.99</td>
+    </tr>
+    <tr>
+      <th>558</th>
+      <td>Idiocracy</td>
+      <td>Adventure,Comedy,Sci-Fi</td>
+      <td>Mike Judge</td>
+      <td>Luke Wilson, Maya Rudolph, Dax Shepard, Terry Crews</td>
+      <td>2006</td>
+      <td>84</td>
+      <td>6.6</td>
+      <td>0.44</td>
+    </tr>
+    <tr>
+      <th>559</th>
+      <td>The Expendables</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Sylvester Stallone</td>
+      <td>Sylvester Stallone, Jason Statham, Jet Li, Dolph Lundgren</td>
+      <td>2010</td>
+      <td>103</td>
+      <td>6.5</td>
+      <td>102.98M</td>
+    </tr>
+    <tr>
+      <th>560</th>
+      <td>Evil Dead</td>
+      <td>Fantasy,Horror</td>
+      <td>Fede Alvarez</td>
+      <td>Jane Levy, Shiloh Fernandez, Jessica Lucas, Lou Taylor Pucci</td>
+      <td>2013</td>
+      <td>91</td>
+      <td>6.5</td>
+      <td>54.24</td>
+    </tr>
+    <tr>
+      <th>561</th>
+      <td>Sinister</td>
+      <td>Horror,Mystery</td>
+      <td>Scott Derrickson</td>
+      <td>Ethan Hawke, Juliet Rylance, James Ransone,Fred Dalton Thompson</td>
+      <td>2012</td>
+      <td>110</td>
+      <td>6.8</td>
+      <td>48.06</td>
+    </tr>
+    <tr>
+      <th>562</th>
+      <td>Wreck-It Ralph</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Rich Moore</td>
+      <td>John C. Reilly, Jack McBrayer, Jane Lynch, Sarah Silverman</td>
+      <td>2012</td>
+      <td>101</td>
+      <td>7.8</td>
+      <td>189.41M</td>
+    </tr>
+    <tr>
+      <th>563</th>
+      <td>Snow White and the Huntsman</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Rupert Sanders</td>
+      <td>Kristen Stewart, Chris Hemsworth, Charlize Theron, Sam Claflin</td>
+      <td>2012</td>
+      <td>127</td>
+      <td>6.1</td>
+      <td>155.11M</td>
+    </tr>
+    <tr>
+      <th>564</th>
+      <td>Pan</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Joe Wright</td>
+      <td>Levi Miller, Hugh Jackman, Garrett Hedlund, Rooney Mara</td>
+      <td>2015</td>
+      <td>111</td>
+      <td>5.8</td>
+      <td>34.96</td>
+    </tr>
+    <tr>
+      <th>565</th>
+      <td>Transformers: Dark of the Moon</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Michael Bay</td>
+      <td>Shia LaBeouf, Rosie Huntington-Whiteley, Tyrese Gibson, Josh Duhamel</td>
+      <td>2011</td>
+      <td>154</td>
+      <td>6.3</td>
+      <td>352.36</td>
+    </tr>
+    <tr>
+      <th>566</th>
+      <td>Juno</td>
+      <td>Comedy,Drama</td>
+      <td>Jason Reitman</td>
+      <td>Ellen Page, Michael Cera, Jennifer Garner, Jason Bateman</td>
+      <td>2007</td>
+      <td>96</td>
+      <td>7.5</td>
+      <td>143.49M</td>
+    </tr>
+    <tr>
+      <th>567</th>
+      <td>A Hologram for the King</td>
+      <td>Comedy,Drama</td>
+      <td>Tom Tykwer</td>
+      <td>Tom Hanks, Sarita Choudhury, Ben Whishaw,Alexander Black</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>6.1</td>
+      <td>4.2</td>
+    </tr>
+    <tr>
+      <th>568</th>
+      <td>Money Monster</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Jodie Foster</td>
+      <td>George Clooney, Julia Roberts, Jack O'Connell,Dominic West</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>6.5</td>
+      <td>41.01</td>
+    </tr>
+    <tr>
+      <th>569</th>
+      <td>The Other Woman</td>
+      <td>Comedy,Romance</td>
+      <td>Nick Cassavetes</td>
+      <td>Cameron Diaz, Leslie Mann, Kate Upton, Nikolaj Coster-Waldau</td>
+      <td>2014</td>
+      <td>109</td>
+      <td>6.0</td>
+      <td>83.91</td>
+    </tr>
+    <tr>
+      <th>570</th>
+      <td>Enchanted</td>
+      <td>Animation,Comedy,Family</td>
+      <td>Kevin Lima</td>
+      <td>Amy Adams, Susan Sarandon, James Marsden, Patrick Dempsey</td>
+      <td>2007</td>
+      <td>107</td>
+      <td>7.1</td>
+      <td>127.71M</td>
+    </tr>
+    <tr>
+      <th>571</th>
+      <td>The Intern</td>
+      <td>Comedy,Drama</td>
+      <td>Nancy Meyers</td>
+      <td>Robert De Niro, Anne Hathaway, Rene Russo,Anders Holm</td>
+      <td>2015</td>
+      <td>121</td>
+      <td>7.1</td>
+      <td>75.27</td>
+    </tr>
+    <tr>
+      <th>572</th>
+      <td>Little Miss Sunshine</td>
+      <td>Comedy,Drama</td>
+      <td>Jonathan Dayton</td>
+      <td>Steve Carell, Toni Collette, Greg Kinnear, Abigail Breslin</td>
+      <td>2006</td>
+      <td>101</td>
+      <td>7.8</td>
+      <td>59.89</td>
+    </tr>
+    <tr>
+      <th>573</th>
+      <td>Bleed for This</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Ben Younger</td>
+      <td>Miles Teller, Aaron Eckhart, Katey Sagal, Ciar�n Hinds</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>6.8</td>
+      <td>4.85</td>
+    </tr>
+    <tr>
+      <th>574</th>
+      <td>Clash of the Titans</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Louis Leterrier</td>
+      <td>Sam Worthington, Liam Neeson, Ralph Fiennes,Jason Flemyng</td>
+      <td>2010</td>
+      <td>106</td>
+      <td>5.8</td>
+      <td>163.19M</td>
+    </tr>
+    <tr>
+      <th>575</th>
+      <td>The Finest Hours</td>
+      <td>Action,Drama,History</td>
+      <td>Craig Gillespie</td>
+      <td>Chris Pine, Casey Affleck, Ben Foster, Eric Bana</td>
+      <td>2016</td>
+      <td>117</td>
+      <td>6.8</td>
+      <td>27.55</td>
+    </tr>
+    <tr>
+      <th>576</th>
+      <td>Tron</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Joseph Kosinski</td>
+      <td>Jeff Bridges, Garrett Hedlund, Olivia Wilde, Bruce Boxleitner</td>
+      <td>2010</td>
+      <td>125</td>
+      <td>6.8</td>
+      <td>172.05M</td>
+    </tr>
+    <tr>
+      <th>577</th>
+      <td>The Hunger Games: Catching Fire</td>
+      <td>Action,Adventure,Mystery</td>
+      <td>Francis Lawrence</td>
+      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Philip Seymour Hoffman</td>
+      <td>2013</td>
+      <td>146</td>
+      <td>7.6</td>
+      <td>424.65</td>
+    </tr>
+    <tr>
+      <th>578</th>
+      <td>All Good Things</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Andrew Jarecki</td>
+      <td>Ryan Gosling, Kirsten Dunst, Frank Langella, Lily Rabe</td>
+      <td>2010</td>
+      <td>101</td>
+      <td>6.3</td>
+      <td>0.58</td>
+    </tr>
+    <tr>
+      <th>579</th>
+      <td>Kickboxer: Vengeance</td>
+      <td>Action</td>
+      <td>John Stockwell</td>
+      <td>Dave Bautista, Alain Moussi, Gina Carano, Jean-Claude Van Damme</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>4.9</td>
+      <td>131.56M</td>
+    </tr>
+    <tr>
+      <th>580</th>
+      <td>The Last Airbender</td>
+      <td>Action,Adventure,Family</td>
+      <td>M. Night Shyamalan</td>
+      <td>Noah Ringer, Nicola Peltz, Jackson Rathbone,Dev Patel</td>
+      <td>2010</td>
+      <td>103</td>
+      <td>4.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>581</th>
+      <td>Sex Tape</td>
+      <td>Comedy,Romance</td>
+      <td>Jake Kasdan</td>
+      <td>Jason Segel, Cameron Diaz, Rob Corddry, Ellie Kemper</td>
+      <td>2014</td>
+      <td>94</td>
+      <td>5.1</td>
+      <td>38.54</td>
+    </tr>
+    <tr>
+      <th>582</th>
+      <td>What to Expect When You're Expecting</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Kirk Jones</td>
+      <td>Cameron Diaz, Matthew Morrison, J. Todd Smith, Dennis Quaid</td>
+      <td>2012</td>
+      <td>110</td>
+      <td>5.7</td>
+      <td>41.1</td>
+    </tr>
+    <tr>
+      <th>583</th>
+      <td>Moneyball</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Bennett Miller</td>
+      <td>Brad Pitt, Robin Wright, Jonah Hill, Philip Seymour Hoffman</td>
+      <td>2011</td>
+      <td>133</td>
+      <td>7.6</td>
+      <td>75.61</td>
+    </tr>
+    <tr>
+      <th>584</th>
+      <td>Ghost Rider</td>
+      <td>Action,Fantasy,Thriller</td>
+      <td>Mark Steven Johnson</td>
+      <td>Nicolas Cage, Eva Mendes, Sam Elliott, Matt Long</td>
+      <td>2007</td>
+      <td>114</td>
+      <td>5.2</td>
+      <td>115.8M</td>
+    </tr>
+    <tr>
+      <th>585</th>
+      <td>Unbroken</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Angelina Jolie</td>
+      <td>Jack O'Connell, Miyavi, Domhnall Gleeson, Garrett Hedlund</td>
+      <td>2014</td>
+      <td>137</td>
+      <td>7.2</td>
+      <td>115.6M</td>
+    </tr>
+    <tr>
+      <th>586</th>
+      <td>Immortals</td>
+      <td>Action,Drama,Fantasy</td>
+      <td>Tarsem Singh</td>
+      <td>Henry Cavill, Mickey Rourke, John Hurt, Stephen Dorff</td>
+      <td>2011</td>
+      <td>110</td>
+      <td>6.0</td>
+      <td>83.5</td>
+    </tr>
+    <tr>
+      <th>587</th>
+      <td>Sunshine</td>
+      <td>Adventure,Sci-Fi,Thriller</td>
+      <td>Danny Boyle</td>
+      <td>Cillian Murphy, Rose Byrne, Chris Evans, Michelle Yeoh</td>
+      <td>2007</td>
+      <td>107</td>
+      <td>7.3</td>
+      <td>3.68</td>
+    </tr>
+    <tr>
+      <th>588</th>
+      <td>Brave</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Mark Andrews</td>
+      <td>Kelly Macdonald,Billy Connolly, Emma Thompson, Julie Walters</td>
+      <td>2012</td>
+      <td>93</td>
+      <td>7.2</td>
+      <td>237.28</td>
+    </tr>
+    <tr>
+      <th>589</th>
+      <td>M�n som hatar kvinnor</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Niels Arden Oplev</td>
+      <td>Michael Nyqvist, Noomi Rapace, Ewa Fr�ling,Lena Endre</td>
+      <td>2009</td>
+      <td>152</td>
+      <td>7.8</td>
+      <td>10.1</td>
+    </tr>
+    <tr>
+      <th>590</th>
+      <td>Adoration</td>
+      <td>Drama,Romance</td>
+      <td>Anne Fontaine</td>
+      <td>Naomi Watts, Robin Wright, Xavier Samuel, James Frecheville</td>
+      <td>2013</td>
+      <td>112</td>
+      <td>6.2</td>
+      <td>0.32</td>
+    </tr>
+    <tr>
+      <th>591</th>
+      <td>The Drop</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Micha�l R. Roskam</td>
+      <td>Tom Hardy, Noomi Rapace, James Gandolfini,Matthias Schoenaerts</td>
+      <td>2014</td>
+      <td>106</td>
+      <td>7.1</td>
+      <td>10.72</td>
+    </tr>
+    <tr>
+      <th>592</th>
+      <td>She's the Man</td>
+      <td>Comedy,Romance,Sport</td>
+      <td>Andy Fickman</td>
+      <td>Amanda Bynes, Laura Ramsey, Channing Tatum,Vinnie Jones</td>
+      <td>2006</td>
+      <td>105</td>
+      <td>6.4</td>
+      <td>2.34</td>
+    </tr>
+    <tr>
+      <th>593</th>
+      <td>Daddy's Home</td>
+      <td>Comedy,Family</td>
+      <td>Sean Anders</td>
+      <td>Will Ferrell, Mark Wahlberg, Linda Cardellini, Thomas Haden Church</td>
+      <td>2015</td>
+      <td>96</td>
+      <td>6.1</td>
+      <td>150.32M</td>
+    </tr>
+    <tr>
+      <th>594</th>
+      <td>Let Me In</td>
+      <td>Drama,Horror,Mystery</td>
+      <td>Matt Reeves</td>
+      <td>Kodi Smit-McPhee, Chlo� Grace Moretz, Richard Jenkins, Cara Buono</td>
+      <td>2010</td>
+      <td>116</td>
+      <td>7.2</td>
+      <td>12.13</td>
+    </tr>
+    <tr>
+      <th>595</th>
+      <td>Never Back Down</td>
+      <td>Action,Drama,Sport</td>
+      <td>Jeff Wadlow</td>
+      <td>Sean Faris, Djimon Hounsou, Amber Heard, Cam Gigandet</td>
+      <td>2008</td>
+      <td>110</td>
+      <td>6.6</td>
+      <td>24.85</td>
+    </tr>
+    <tr>
+      <th>596</th>
+      <td>Grimsby</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Louis Leterrier</td>
+      <td>Sacha Baron Cohen, Mark Strong, Rebel Wilson,Freddie Crowder</td>
+      <td>2016</td>
+      <td>83</td>
+      <td>6.2</td>
+      <td>6.86</td>
+    </tr>
+    <tr>
+      <th>597</th>
+      <td>Moon</td>
+      <td>Drama,Mystery,Sci-Fi</td>
+      <td>Duncan Jones</td>
+      <td>Sam Rockwell, Kevin Spacey, Dominique McElligott,Rosie Shaw</td>
+      <td>2009</td>
+      <td>97</td>
+      <td>7.9</td>
+      <td>5.01</td>
+    </tr>
+    <tr>
+      <th>598</th>
+      <td>Megamind</td>
+      <td>Animation,Action,Comedy</td>
+      <td>Tom McGrath</td>
+      <td>Will Ferrell, Jonah Hill, Brad Pitt, Tina Fey</td>
+      <td>2010</td>
+      <td>95</td>
+      <td>7.3</td>
+      <td>148.34M</td>
+    </tr>
+    <tr>
+      <th>599</th>
+      <td>Gangster Squad</td>
+      <td>Action,Crime,Drama</td>
+      <td>Ruben Fleischer</td>
+      <td>Sean Penn, Ryan Gosling, Emma Stone, Giovanni Ribisi</td>
+      <td>2013</td>
+      <td>113</td>
+      <td>6.7</td>
+      <td>46</td>
+    </tr>
+    <tr>
+      <th>600</th>
+      <td>Blood Father</td>
+      <td>Action,Crime,Drama</td>
+      <td>Jean-Fran�ois Richet</td>
+      <td>Mel Gibson, Erin Moriarty, Diego Luna, Michael Parks</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>6.4</td>
+      <td>93.95</td>
+    </tr>
+    <tr>
+      <th>601</th>
+      <td>He's Just Not That Into You</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Ken Kwapis</td>
+      <td>Jennifer Aniston, Jennifer Connelly, Morgan Lily,Trenton Rogers</td>
+      <td>2009</td>
+      <td>129</td>
+      <td>6.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>602</th>
+      <td>Kung Fu Panda 3</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Alessandro Carloni</td>
+      <td>Jack Black, Bryan Cranston, Dustin Hoffman, Angelina Jolie</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>7.2</td>
+      <td>143.52M</td>
+    </tr>
+    <tr>
+      <th>603</th>
+      <td>The Rise of the Krays</td>
+      <td>Crime,Drama</td>
+      <td>Zackary Adler</td>
+      <td>Matt Vael, Simon Cotton, Kevin Leslie, Olivia Moyles</td>
+      <td>2015</td>
+      <td>110</td>
+      <td>5.1</td>
+      <td>6.53</td>
+    </tr>
+    <tr>
+      <th>604</th>
+      <td>Handsome Devil</td>
+      <td>Drama</td>
+      <td>John Butler</td>
+      <td>Fionn O'Shea, Nicholas Galitzine, Andrew Scott, Moe Dunford</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>7.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>605</th>
+      <td>Winter's Bone</td>
+      <td>Drama</td>
+      <td>Debra Granik</td>
+      <td>Jennifer Lawrence, John Hawkes, Garret Dillahunt,Isaiah Stone</td>
+      <td>2010</td>
+      <td>100</td>
+      <td>7.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>606</th>
+      <td>Horrible Bosses</td>
+      <td>Comedy,Crime</td>
+      <td>Seth Gordon</td>
+      <td>Jason Bateman, Charlie Day, Jason Sudeikis, Steve Wiebe</td>
+      <td>2011</td>
+      <td>98</td>
+      <td>6.9</td>
+      <td>117.53M</td>
+    </tr>
+    <tr>
+      <th>607</th>
+      <td>Mommy</td>
+      <td>Drama</td>
+      <td>Xavier Dolan</td>
+      <td>Anne Dorval, Antoine-Olivier Pilon, Suzanne Cl�ment,Patrick Huard</td>
+      <td>2014</td>
+      <td>139</td>
+      <td>8.1</td>
+      <td>3.49</td>
+    </tr>
+    <tr>
+      <th>608</th>
+      <td>Hellboy II: The Golden Army</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Guillermo del Toro</td>
+      <td>Ron Perlman, Selma Blair, Doug Jones, John Alexander</td>
+      <td>2008</td>
+      <td>120</td>
+      <td>7.0</td>
+      <td>75.75</td>
+    </tr>
+    <tr>
+      <th>609</th>
+      <td>Beautiful Creatures</td>
+      <td>Drama,Fantasy,Romance</td>
+      <td>Richard LaGravenese</td>
+      <td>Alice Englert, Viola Davis, Emma Thompson,Alden Ehrenreich</td>
+      <td>2013</td>
+      <td>124</td>
+      <td>6.2</td>
+      <td>19.45</td>
+    </tr>
+    <tr>
+      <th>610</th>
+      <td>Toni Erdmann</td>
+      <td>Comedy,Drama</td>
+      <td>Maren Ade</td>
+      <td>Sandra H�ller, Peter Simonischek, Michael Wittenborn,Thomas Loibl</td>
+      <td>2016</td>
+      <td>162</td>
+      <td>7.6</td>
+      <td>1.48</td>
+    </tr>
+    <tr>
+      <th>611</th>
+      <td>The Lovely Bones</td>
+      <td>Drama,Fantasy,Thriller</td>
+      <td>Peter Jackson</td>
+      <td>Rachel Weisz, Mark Wahlberg, Saoirse Ronan, Susan Sarandon</td>
+      <td>2009</td>
+      <td>135</td>
+      <td>6.7</td>
+      <td>43.98</td>
+    </tr>
+    <tr>
+      <th>612</th>
+      <td>The Assassination of Jesse James by the Coward Robert Ford</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Andrew Dominik</td>
+      <td>Brad Pitt, Casey Affleck, Sam Shepard, Mary-Louise Parker</td>
+      <td>2007</td>
+      <td>160</td>
+      <td>7.5</td>
+      <td>3.9</td>
+    </tr>
+    <tr>
+      <th>613</th>
+      <td>Don Jon</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Joseph Gordon-Levitt</td>
+      <td>Joseph Gordon-Levitt, Scarlett Johansson,Julianne Moore, Tony Danza</td>
+      <td>2013</td>
+      <td>90</td>
+      <td>6.6</td>
+      <td>24.48</td>
+    </tr>
+    <tr>
+      <th>614</th>
+      <td>Bastille Day</td>
+      <td>Action,Crime,Drama</td>
+      <td>James Watkins</td>
+      <td>Idris Elba, Richard Madden, Charlotte Le Bon, Kelly Reilly</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>6.3</td>
+      <td>0.04</td>
+    </tr>
+    <tr>
+      <th>615</th>
+      <td>2307: Winter's Dream</td>
+      <td>Sci-Fi</td>
+      <td>Joey Curtis</td>
+      <td>Paul Sidhu, Branden Coles, Arielle Holmes, Kelcey Watson</td>
+      <td>2016</td>
+      <td>101</td>
+      <td>4.0</td>
+      <td>20.76</td>
+    </tr>
+    <tr>
+      <th>616</th>
+      <td>Free State of Jones</td>
+      <td>Action,Biography,Drama</td>
+      <td>Gary Ross</td>
+      <td>Matthew McConaughey, Gugu Mbatha-Raw, Mahershala Ali, Keri Russell</td>
+      <td>2016</td>
+      <td>139</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>617</th>
+      <td>Mr. Right</td>
+      <td>Action,Comedy,Romance</td>
+      <td>Paco Cabezas</td>
+      <td>Anna Kendrick, Sam Rockwell, Tim Roth, James Ransone</td>
+      <td>2015</td>
+      <td>95</td>
+      <td>6.3</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>618</th>
+      <td>The Secret Life of Walter Mitty</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Ben Stiller</td>
+      <td>Ben Stiller, Kristen Wiig, Jon Daly, Kathryn Hahn</td>
+      <td>2013</td>
+      <td>114</td>
+      <td>7.3</td>
+      <td>58.23</td>
+    </tr>
+    <tr>
+      <th>619</th>
+      <td>Dope</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Rick Famuyiwa</td>
+      <td>Shameik Moore, Tony Revolori, Kiersey Clemons,Kimberly Elise</td>
+      <td>2015</td>
+      <td>103</td>
+      <td>7.3</td>
+      <td>17.47</td>
+    </tr>
+    <tr>
+      <th>620</th>
+      <td>Underworld Awakening</td>
+      <td>Action,Fantasy,Horror</td>
+      <td>M�ns M�rlind</td>
+      <td>Kate Beckinsale, Michael Ealy, India Eisley, Stephen Rea</td>
+      <td>2012</td>
+      <td>88</td>
+      <td>6.4</td>
+      <td>62.32</td>
+    </tr>
+    <tr>
+      <th>621</th>
+      <td>Antichrist</td>
+      <td>Drama,Horror</td>
+      <td>Lars von Trier</td>
+      <td>Willem Dafoe, Charlotte Gainsbourg, Storm Acheche Sahlstr�m</td>
+      <td>2009</td>
+      <td>108</td>
+      <td>6.6</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <th>622</th>
+      <td>Friday the 13th</td>
+      <td>Horror</td>
+      <td>Marcus Nispel</td>
+      <td>Jared Padalecki, Amanda Righetti, Derek Mears,Danielle Panabaker</td>
+      <td>2009</td>
+      <td>97</td>
+      <td>5.6</td>
+      <td>65</td>
+    </tr>
+    <tr>
+      <th>623</th>
+      <td>Taken 3</td>
+      <td>Action,Thriller</td>
+      <td>Olivier Megaton</td>
+      <td>Liam Neeson, Forest Whitaker, Maggie Grace,Famke Janssen</td>
+      <td>2014</td>
+      <td>109</td>
+      <td>6.0</td>
+      <td>89.25</td>
+    </tr>
+    <tr>
+      <th>624</th>
+      <td>Total Recall</td>
+      <td>Action,Adventure,Mystery</td>
+      <td>Len Wiseman</td>
+      <td>Colin Farrell, Bokeem Woodbine, Bryan Cranston,Kate Beckinsale</td>
+      <td>2012</td>
+      <td>118</td>
+      <td>6.3</td>
+      <td>58.88</td>
+    </tr>
+    <tr>
+      <th>625</th>
+      <td>X-Men: The Last Stand</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Brett Ratner</td>
+      <td>Patrick Stewart, Hugh Jackman, Halle Berry, Famke Janssen</td>
+      <td>2006</td>
+      <td>104</td>
+      <td>6.7</td>
+      <td>234.36</td>
+    </tr>
+    <tr>
+      <th>626</th>
+      <td>The Escort</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Will Slocombe</td>
+      <td>Lyndsy Fonseca, Michael Doneger, Tommy Dewey,Bruce Campbell</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>6.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>627</th>
+      <td>The Whole Truth</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Courtney Hunt</td>
+      <td>Keanu Reeves, Ren�e Zellweger, Gugu Mbatha-Raw, Gabriel Basso</td>
+      <td>2016</td>
+      <td>93</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>628</th>
+      <td>Night at the Museum: Secret of the Tomb</td>
+      <td>Adventure,Comedy,Family</td>
+      <td>Shawn Levy</td>
+      <td>Ben Stiller, Robin Williams, Owen Wilson, Dick Van Dyke</td>
+      <td>2014</td>
+      <td>98</td>
+      <td>6.2</td>
+      <td>113.73M</td>
+    </tr>
+    <tr>
+      <th>629</th>
+      <td>Love &amp; Other Drugs</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Edward Zwick</td>
+      <td>Jake Gyllenhaal, Anne Hathaway, Judy Greer, Oliver Platt</td>
+      <td>2010</td>
+      <td>112</td>
+      <td>6.7</td>
+      <td>32.36</td>
+    </tr>
+    <tr>
+      <th>630</th>
+      <td>The Interview</td>
+      <td>Comedy</td>
+      <td>Evan Goldberg</td>
+      <td>James Franco, Seth Rogen, Randall Park, Lizzy Caplan</td>
+      <td>2014</td>
+      <td>112</td>
+      <td>6.6</td>
+      <td>6.11</td>
+    </tr>
+    <tr>
+      <th>631</th>
+      <td>The Host</td>
+      <td>Comedy,Drama,Horror</td>
+      <td>Bong Joon Ho</td>
+      <td>Kang-ho Song, Hee-Bong Byun, Hae-il Park, Doona Bae</td>
+      <td>2006</td>
+      <td>120</td>
+      <td>7.0</td>
+      <td>2.2</td>
+    </tr>
+    <tr>
+      <th>632</th>
+      <td>Megan Is Missing</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>Michael Goi</td>
+      <td>Amber Perkins, Rachel Quinn, Dean Waite, Jael Elizabeth Steinmeyer</td>
+      <td>2011</td>
+      <td>85</td>
+      <td>4.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>633</th>
+      <td>WALL�E</td>
+      <td>Animation,Adventure,Family</td>
+      <td>Andrew Stanton</td>
+      <td>Ben Burtt, Elissa Knight, Jeff Garlin, Fred Willard</td>
+      <td>2008</td>
+      <td>98</td>
+      <td>8.4</td>
+      <td>223.81</td>
+    </tr>
+    <tr>
+      <th>634</th>
+      <td>Knocked Up</td>
+      <td>Comedy,Romance</td>
+      <td>Judd Apatow</td>
+      <td>Seth Rogen, Katherine Heigl, Paul Rudd, Leslie Mann</td>
+      <td>2007</td>
+      <td>129</td>
+      <td>7.0</td>
+      <td>148.73M</td>
+    </tr>
+    <tr>
+      <th>635</th>
+      <td>Source Code</td>
+      <td>Mystery,Romance,Sci-Fi</td>
+      <td>Duncan Jones</td>
+      <td>Jake Gyllenhaal, Michelle Monaghan, Vera Farmiga,Jeffrey Wright</td>
+      <td>2011</td>
+      <td>93</td>
+      <td>7.5</td>
+      <td>54.7</td>
+    </tr>
+    <tr>
+      <th>636</th>
+      <td>Lawless</td>
+      <td>Crime,Drama</td>
+      <td>John Hillcoat</td>
+      <td>Tom Hardy, Shia LaBeouf, Guy Pearce, Jason Clarke</td>
+      <td>2012</td>
+      <td>116</td>
+      <td>7.3</td>
+      <td>37.4</td>
+    </tr>
+    <tr>
+      <th>637</th>
+      <td>Unfriended</td>
+      <td>Drama,Horror,Mystery</td>
+      <td>Levan Gabriadze</td>
+      <td>Heather Sossaman, Matthew Bohrer, Courtney Halverson, Shelley Hennig</td>
+      <td>2014</td>
+      <td>83</td>
+      <td>5.6</td>
+      <td>31.54</td>
+    </tr>
+    <tr>
+      <th>638</th>
+      <td>American Reunion</td>
+      <td>Comedy</td>
+      <td>Jon Hurwitz</td>
+      <td>Jason Biggs, Alyson Hannigan,Seann William Scott, Chris Klein</td>
+      <td>2012</td>
+      <td>113</td>
+      <td>6.7</td>
+      <td>56.72</td>
+    </tr>
+    <tr>
+      <th>639</th>
+      <td>The Pursuit of Happyness</td>
+      <td>Biography,Drama</td>
+      <td>Gabriele Muccino</td>
+      <td>Will Smith, Thandie Newton, Jaden Smith, Brian Howe</td>
+      <td>2006</td>
+      <td>117</td>
+      <td>8.0</td>
+      <td>162.59M</td>
+    </tr>
+    <tr>
+      <th>640</th>
+      <td>Relatos salvajes</td>
+      <td>Comedy,Drama,Thriller</td>
+      <td>Dami�n Szifron</td>
+      <td>Dar�o Grandinetti, Mar�a Marull, M�nica Villa, Rita Cortese</td>
+      <td>2014</td>
+      <td>122</td>
+      <td>8.1</td>
+      <td>3.08</td>
+    </tr>
+    <tr>
+      <th>641</th>
+      <td>The Ridiculous 6</td>
+      <td>Comedy,Western</td>
+      <td>Frank Coraci</td>
+      <td>Adam Sandler, Terry Crews, Jorge Garcia, Taylor Lautner</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>4.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>642</th>
+      <td>Frantz</td>
+      <td>Drama,History,War</td>
+      <td>Fran�ois Ozon</td>
+      <td>Pierre Niney, Paula Beer, Ernst St�tzner, Marie Gruber</td>
+      <td>2016</td>
+      <td>113</td>
+      <td>7.5</td>
+      <td>0.86</td>
+    </tr>
+    <tr>
+      <th>643</th>
+      <td>Viral</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Henry Joost</td>
+      <td>Sofia Black-D'Elia, Analeigh Tipton,Travis Tope, Michael Kelly</td>
+      <td>2016</td>
+      <td>85</td>
+      <td>5.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>644</th>
+      <td>Gran Torino</td>
+      <td>Drama</td>
+      <td>Clint Eastwood</td>
+      <td>Clint Eastwood, Bee Vang, Christopher Carley,Ahney Her</td>
+      <td>2008</td>
+      <td>116</td>
+      <td>8.2</td>
+      <td>148.09M</td>
+    </tr>
+    <tr>
+      <th>645</th>
+      <td>Burnt</td>
+      <td>Comedy,Drama</td>
+      <td>John Wells</td>
+      <td>Bradley Cooper, Sienna Miller, Daniel Br�hl, Riccardo Scamarcio</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>6.6</td>
+      <td>13.65</td>
+    </tr>
+    <tr>
+      <th>646</th>
+      <td>Tall Men</td>
+      <td>Fantasy,Horror,Thriller</td>
+      <td>Jonathan Holbrook</td>
+      <td>Dan Crisafulli, Kay Whitney, Richard Garcia, Pat Cashman</td>
+      <td>2016</td>
+      <td>133</td>
+      <td>3.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>647</th>
+      <td>Sleeping Beauty</td>
+      <td>Drama,Romance</td>
+      <td>Julia Leigh</td>
+      <td>Emily Browning, Rachael Blake, Ewen Leslie, Bridgette Barrett</td>
+      <td>2011</td>
+      <td>101</td>
+      <td>5.3</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>648</th>
+      <td>Vampire Academy</td>
+      <td>Action,Comedy,Fantasy</td>
+      <td>Mark Waters</td>
+      <td>Zoey Deutch, Lucy Fry, Danila Kozlovsky, Gabriel Byrne</td>
+      <td>2014</td>
+      <td>104</td>
+      <td>5.6</td>
+      <td>7.79</td>
+    </tr>
+    <tr>
+      <th>649</th>
+      <td>Sweeney Todd: The Demon Barber of Fleet Street</td>
+      <td>Drama,Horror,Musical</td>
+      <td>Tim Burton</td>
+      <td>Johnny Depp, Helena Bonham Carter, Alan Rickman,Timothy Spall</td>
+      <td>2007</td>
+      <td>116</td>
+      <td>7.4</td>
+      <td>52.88</td>
+    </tr>
+    <tr>
+      <th>650</th>
+      <td>Solace</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Afonso Poyart</td>
+      <td>Anthony Hopkins, Jeffrey Dean Morgan, Abbie Cornish, Colin Farrell</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>6.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>651</th>
+      <td>Insidious</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>James Wan</td>
+      <td>Patrick Wilson, Rose Byrne, Ty Simpkins, Lin Shaye</td>
+      <td>2010</td>
+      <td>103</td>
+      <td>6.8</td>
+      <td>53.99</td>
+    </tr>
+    <tr>
+      <th>652</th>
+      <td>Popstar: Never Stop Never Stopping</td>
+      <td>Comedy,Music</td>
+      <td>Akiva Schaffer</td>
+      <td>Andy Samberg, Jorma Taccone,Akiva Schaffer, Sarah Silverman</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>6.7</td>
+      <td>9.39</td>
+    </tr>
+    <tr>
+      <th>653</th>
+      <td>The Levelling</td>
+      <td>Drama</td>
+      <td>Hope Dickson Leach</td>
+      <td>Ellie Kendrick, David Troughton, Jack Holden,Joe Blakemore</td>
+      <td>2016</td>
+      <td>83</td>
+      <td>6.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>654</th>
+      <td>Public Enemies</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Michael Mann</td>
+      <td>Christian Bale, Johnny Depp, Christian Stolte, Jason Clarke</td>
+      <td>2009</td>
+      <td>140</td>
+      <td>7.0</td>
+      <td>97.03</td>
+    </tr>
+    <tr>
+      <th>655</th>
+      <td>Boyhood</td>
+      <td>Drama</td>
+      <td>Richard Linklater</td>
+      <td>Ellar Coltrane, Patricia Arquette, Ethan Hawke,Elijah Smith</td>
+      <td>2014</td>
+      <td>165</td>
+      <td>7.9</td>
+      <td>25.36</td>
+    </tr>
+    <tr>
+      <th>656</th>
+      <td>Teenage Mutant Ninja Turtles</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Jonathan Liebesman</td>
+      <td>Megan Fox, Will Arnett, William Fichtner, Noel Fisher</td>
+      <td>2014</td>
+      <td>101</td>
+      <td>5.9</td>
+      <td>190.87M</td>
+    </tr>
+    <tr>
+      <th>657</th>
+      <td>Eastern Promises</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>David Cronenberg</td>
+      <td>Naomi Watts, Viggo Mortensen, Armin Mueller-Stahl, Josef Altin</td>
+      <td>2007</td>
+      <td>100</td>
+      <td>7.7</td>
+      <td>17.11</td>
+    </tr>
+    <tr>
+      <th>658</th>
+      <td>The Daughter</td>
+      <td>Drama</td>
+      <td>Simon Stone</td>
+      <td>Geoffrey Rush, Nicholas Hope, Sam Neill, Ewen Leslie</td>
+      <td>2015</td>
+      <td>96</td>
+      <td>6.7</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>659</th>
+      <td>Pineapple Express</td>
+      <td>Action,Comedy,Crime</td>
+      <td>David Gordon Green</td>
+      <td>Seth Rogen, James Franco, Gary Cole, Danny McBride</td>
+      <td>2008</td>
+      <td>111</td>
+      <td>7.0</td>
+      <td>87.34</td>
+    </tr>
+    <tr>
+      <th>660</th>
+      <td>The First Time</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Jon Kasdan</td>
+      <td>Dylan O'Brien, Britt Robertson, Victoria Justice, James Frecheville</td>
+      <td>2012</td>
+      <td>95</td>
+      <td>6.9</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <th>661</th>
+      <td>Gone Baby Gone</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Ben Affleck</td>
+      <td>Morgan Freeman, Ed Harris, Casey Affleck, Michelle Monaghan</td>
+      <td>2007</td>
+      <td>114</td>
+      <td>7.7</td>
+      <td>20.3</td>
+    </tr>
+    <tr>
+      <th>662</th>
+      <td>The Heat</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Paul Feig</td>
+      <td>Sandra Bullock, Michael McDonald, Melissa McCarthy,Demi�n Bichir</td>
+      <td>2013</td>
+      <td>117</td>
+      <td>6.6</td>
+      <td>159.58M</td>
+    </tr>
+    <tr>
+      <th>663</th>
+      <td>L'avenir</td>
+      <td>Drama</td>
+      <td>Mia Hansen-L�ve</td>
+      <td>Isabelle Huppert, Andr� Marcon, Roman Kolinka,Edith Scob</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>7.1</td>
+      <td>0.28</td>
+    </tr>
+    <tr>
+      <th>664</th>
+      <td>Anna Karenina</td>
+      <td>Drama,Romance</td>
+      <td>Joe Wright</td>
+      <td>Keira Knightley, Jude Law, Aaron Taylor-Johnson,Matthew Macfadyen</td>
+      <td>2012</td>
+      <td>129</td>
+      <td>6.6</td>
+      <td>12.8</td>
+    </tr>
+    <tr>
+      <th>665</th>
+      <td>Regression</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Alejandro Amen�bar</td>
+      <td>Ethan Hawke, David Thewlis, Emma Watson,Dale Dickey</td>
+      <td>2015</td>
+      <td>106</td>
+      <td>5.7</td>
+      <td>0.05</td>
+    </tr>
+    <tr>
+      <th>666</th>
+      <td>Ted 2</td>
+      <td>Adventure,Comedy,Romance</td>
+      <td>Seth MacFarlane</td>
+      <td>Mark Wahlberg, Seth MacFarlane, Amanda Seyfried, Jessica Barth</td>
+      <td>2015</td>
+      <td>115</td>
+      <td>6.3</td>
+      <td>81.26</td>
+    </tr>
+    <tr>
+      <th>667</th>
+      <td>Pain &amp; Gain</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Michael Bay</td>
+      <td>Mark Wahlberg, Dwayne Johnson, Anthony Mackie,Tony Shalhoub</td>
+      <td>2013</td>
+      <td>129</td>
+      <td>6.5</td>
+      <td>49.87</td>
+    </tr>
+    <tr>
+      <th>668</th>
+      <td>Blood Diamond</td>
+      <td>Adventure,Drama,Thriller</td>
+      <td>Edward Zwick</td>
+      <td>Leonardo DiCaprio, Djimon Hounsou, Jennifer Connelly, Kagiso Kuypers</td>
+      <td>2006</td>
+      <td>143</td>
+      <td>8.0</td>
+      <td>57.37</td>
+    </tr>
+    <tr>
+      <th>669</th>
+      <td>Devil's Knot</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Atom Egoyan</td>
+      <td>Colin Firth, Reese Witherspoon, Alessandro Nivola,James Hamrick</td>
+      <td>2013</td>
+      <td>114</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>670</th>
+      <td>Child 44</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Daniel Espinosa</td>
+      <td>Tom Hardy, Gary Oldman, Noomi Rapace, Joel Kinnaman</td>
+      <td>2015</td>
+      <td>137</td>
+      <td>6.5</td>
+      <td>1.21</td>
+    </tr>
+    <tr>
+      <th>671</th>
+      <td>The Hurt Locker</td>
+      <td>Drama,History,Thriller</td>
+      <td>Kathryn Bigelow</td>
+      <td>Jeremy Renner, Anthony Mackie, Brian Geraghty,Guy Pearce</td>
+      <td>2008</td>
+      <td>131</td>
+      <td>7.6</td>
+      <td>15.7</td>
+    </tr>
+    <tr>
+      <th>672</th>
+      <td>Green Lantern</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Martin Campbell</td>
+      <td>Ryan Reynolds, Blake Lively, Peter Sarsgaard,Mark Strong</td>
+      <td>2011</td>
+      <td>114</td>
+      <td>5.6</td>
+      <td>116.59M</td>
+    </tr>
+    <tr>
+      <th>673</th>
+      <td>War on Everyone</td>
+      <td>Action,Comedy</td>
+      <td>John Michael McDonagh</td>
+      <td>Alexander Skarsg�rd, Michael Pe�a, Theo James, Tessa Thompson</td>
+      <td>2016</td>
+      <td>98</td>
+      <td>5.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>674</th>
+      <td>The Mist</td>
+      <td>Horror</td>
+      <td>Frank Darabont</td>
+      <td>Thomas Jane, Marcia Gay Harden, Laurie Holden,Andre Braugher</td>
+      <td>2007</td>
+      <td>126</td>
+      <td>7.2</td>
+      <td>25.59</td>
+    </tr>
+    <tr>
+      <th>675</th>
+      <td>Escape Plan</td>
+      <td>Action,Crime,Mystery</td>
+      <td>Mikael H�fstr�m</td>
+      <td>Sylvester Stallone, Arnold Schwarzenegger, 50 Cent, Vincent D'Onofrio</td>
+      <td>2013</td>
+      <td>115</td>
+      <td>6.7</td>
+      <td>25.12</td>
+    </tr>
+    <tr>
+      <th>676</th>
+      <td>Love, Rosie</td>
+      <td>Comedy,Romance</td>
+      <td>Christian Ditter</td>
+      <td>Lily Collins, Sam Claflin, Christian Cooke, Jaime Winstone</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>7.2</td>
+      <td>0.01</td>
+    </tr>
+    <tr>
+      <th>677</th>
+      <td>The DUFF</td>
+      <td>Comedy</td>
+      <td>Ari Sandel</td>
+      <td>Mae Whitman, Bella Thorne, Robbie Amell, Allison Janney</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>6.5</td>
+      <td>34.02</td>
+    </tr>
+    <tr>
+      <th>678</th>
+      <td>The Age of Shadows</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Jee-woon Kim</td>
+      <td>Byung-hun Lee, Yoo Gong, Kang-ho Song, Ji-min Han</td>
+      <td>2016</td>
+      <td>140</td>
+      <td>7.2</td>
+      <td>0.54</td>
+    </tr>
+    <tr>
+      <th>679</th>
+      <td>The Hunger Games: Mockingjay - Part 1</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Francis Lawrence</td>
+      <td>Jennifer Lawrence, Josh Hutcherson, Liam Hemsworth, Woody Harrelson</td>
+      <td>2014</td>
+      <td>123</td>
+      <td>6.7</td>
+      <td>337.1</td>
+    </tr>
+    <tr>
+      <th>680</th>
+      <td>We Need to Talk About Kevin</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Lynne Ramsay</td>
+      <td>Tilda Swinton, John C. Reilly, Ezra Miller, Jasper Newell</td>
+      <td>2011</td>
+      <td>112</td>
+      <td>7.5</td>
+      <td>1.74</td>
+    </tr>
+    <tr>
+      <th>681</th>
+      <td>Love &amp; Friendship</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Whit Stillman</td>
+      <td>Kate Beckinsale, Chlo� Sevigny, Xavier Samuel,Emma Greenwell</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>6.5</td>
+      <td>14.01</td>
+    </tr>
+    <tr>
+      <th>682</th>
+      <td>The Mortal Instruments: City of Bones</td>
+      <td>Action,Fantasy,Horror</td>
+      <td>Harald Zwart</td>
+      <td>Lily Collins, Jamie Campbell Bower, Robert Sheehan,Jemima West</td>
+      <td>2013</td>
+      <td>130</td>
+      <td>5.9</td>
+      <td>31.17</td>
+    </tr>
+    <tr>
+      <th>683</th>
+      <td>Seven Pounds</td>
+      <td>Drama,Romance</td>
+      <td>Gabriele Muccino</td>
+      <td>Will Smith, Rosario Dawson, Woody Harrelson,Michael Ealy</td>
+      <td>2008</td>
+      <td>123</td>
+      <td>7.7</td>
+      <td>69.95</td>
+    </tr>
+    <tr>
+      <th>684</th>
+      <td>The King's Speech</td>
+      <td>Biography,Drama</td>
+      <td>Tom Hooper</td>
+      <td>Colin Firth, Geoffrey Rush, Helena Bonham Carter,Derek Jacobi</td>
+      <td>2010</td>
+      <td>118</td>
+      <td>8.0</td>
+      <td>138.8M</td>
+    </tr>
+    <tr>
+      <th>685</th>
+      <td>Hunger</td>
+      <td>Biography,Drama</td>
+      <td>Steve McQueen</td>
+      <td>Stuart Graham, Laine Megaw, Brian Milligan, Liam McMahon</td>
+      <td>2008</td>
+      <td>96</td>
+      <td>7.6</td>
+      <td>0.15</td>
+    </tr>
+    <tr>
+      <th>686</th>
+      <td>Jumper</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Doug Liman</td>
+      <td>Hayden Christensen, Samuel L. Jackson, Jamie Bell,Rachel Bilson</td>
+      <td>2008</td>
+      <td>88</td>
+      <td>6.1</td>
+      <td>80.17</td>
+    </tr>
+    <tr>
+      <th>687</th>
+      <td>Toy Story 3</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Lee Unkrich</td>
+      <td>Tom Hanks, Tim Allen, Joan Cusack, Ned Beatty</td>
+      <td>2010</td>
+      <td>103</td>
+      <td>8.3</td>
+      <td>414.98</td>
+    </tr>
+    <tr>
+      <th>688</th>
+      <td>Tinker Tailor Soldier Spy</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Tomas Alfredson</td>
+      <td>Gary Oldman, Colin Firth, Tom Hardy, Mark Strong</td>
+      <td>2011</td>
+      <td>122</td>
+      <td>7.1</td>
+      <td>24.1</td>
+    </tr>
+    <tr>
+      <th>689</th>
+      <td>Resident Evil: Retribution</td>
+      <td>Action,Horror,Sci-Fi</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Milla Jovovich, Sienna Guillory, Michelle Rodriguez, Aryana Engineer</td>
+      <td>2012</td>
+      <td>96</td>
+      <td>5.4</td>
+      <td>42.35</td>
+    </tr>
+    <tr>
+      <th>690</th>
+      <td>Dear Zindagi</td>
+      <td>Drama,Romance</td>
+      <td>Gauri Shinde</td>
+      <td>Alia Bhatt, Shah Rukh Khan, Kunal Kapoor, Priyanka Moodley</td>
+      <td>2016</td>
+      <td>151</td>
+      <td>7.8</td>
+      <td>1.4</td>
+    </tr>
+    <tr>
+      <th>691</th>
+      <td>Genius</td>
+      <td>Biography,Drama</td>
+      <td>Michael Grandage</td>
+      <td>Colin Firth, Jude Law, Nicole Kidman, Laura Linney</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>6.5</td>
+      <td>1.36</td>
+    </tr>
+    <tr>
+      <th>692</th>
+      <td>Pompeii</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Kit Harington, Emily Browning, Kiefer Sutherland, Adewale Akinnuoye-Agbaje</td>
+      <td>2014</td>
+      <td>105</td>
+      <td>5.5</td>
+      <td>23.22</td>
+    </tr>
+    <tr>
+      <th>693</th>
+      <td>Life of Pi</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>Ang Lee</td>
+      <td>Suraj Sharma, Irrfan Khan, Adil Hussain, Tabu</td>
+      <td>2012</td>
+      <td>127</td>
+      <td>7.9</td>
+      <td>124.98M</td>
+    </tr>
+    <tr>
+      <th>694</th>
+      <td>Hachi: A Dog's Tale</td>
+      <td>Drama,Family</td>
+      <td>Lasse Hallstr�m</td>
+      <td>Richard Gere, Joan Allen, Cary-Hiroyuki Tagawa,Sarah Roemer</td>
+      <td>2009</td>
+      <td>93</td>
+      <td>8.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>695</th>
+      <td>10 Years</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Jamie Linden</td>
+      <td>Channing Tatum, Rosario Dawson, Chris Pratt, Jenna Dewan Tatum</td>
+      <td>2011</td>
+      <td>100</td>
+      <td>6.1</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>696</th>
+      <td>I Origins</td>
+      <td>Drama,Romance,Sci-Fi</td>
+      <td>Mike Cahill</td>
+      <td>Michael Pitt, Steven Yeun, Astrid Berg�s-Frisbey, Brit Marling</td>
+      <td>2014</td>
+      <td>106</td>
+      <td>7.3</td>
+      <td>0.33</td>
+    </tr>
+    <tr>
+      <th>697</th>
+      <td>Live Free or Die Hard</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Len Wiseman</td>
+      <td>Bruce Willis, Justin Long, Timothy Olyphant, Maggie Q</td>
+      <td>2007</td>
+      <td>128</td>
+      <td>7.2</td>
+      <td>134.52M</td>
+    </tr>
+    <tr>
+      <th>698</th>
+      <td>The Matchbreaker</td>
+      <td>Comedy,Romance</td>
+      <td>Caleb Vetter</td>
+      <td>Wesley Elder, Christina Grimmie, Osric Chau, Olan Rogers</td>
+      <td>2016</td>
+      <td>94</td>
+      <td>5.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>699</th>
+      <td>Funny Games</td>
+      <td>Crime,Drama,Horror</td>
+      <td>Michael Haneke</td>
+      <td>Naomi Watts, Tim Roth, Michael Pitt, Brady Corbet</td>
+      <td>2007</td>
+      <td>111</td>
+      <td>6.5</td>
+      <td>1.29</td>
+    </tr>
+    <tr>
+      <th>700</th>
+      <td>Ted</td>
+      <td>Comedy,Fantasy</td>
+      <td>Seth MacFarlane</td>
+      <td>Mark Wahlberg, Mila Kunis, Seth MacFarlane, Joel McHale</td>
+      <td>2012</td>
+      <td>106</td>
+      <td>7.0</td>
+      <td>218.63</td>
+    </tr>
+    <tr>
+      <th>701</th>
+      <td>RED</td>
+      <td>Action,Comedy,Crime</td>
+      <td>Robert Schwentke</td>
+      <td>Bruce Willis, Helen Mirren, Morgan Freeman,Mary-Louise Parker</td>
+      <td>2010</td>
+      <td>111</td>
+      <td>7.1</td>
+      <td>90.36</td>
+    </tr>
+    <tr>
+      <th>702</th>
+      <td>Australia</td>
+      <td>Adventure,Drama,Romance</td>
+      <td>Baz Luhrmann</td>
+      <td>Nicole Kidman, Hugh Jackman, Shea Adams, Eddie Baroo</td>
+      <td>2008</td>
+      <td>165</td>
+      <td>6.6</td>
+      <td>49.55</td>
+    </tr>
+    <tr>
+      <th>703</th>
+      <td>Faster</td>
+      <td>Action,Crime,Drama</td>
+      <td>George Tillman Jr.</td>
+      <td>Dwayne Johnson, Billy Bob Thornton, Maggie Grace, Mauricio Lopez</td>
+      <td>2010</td>
+      <td>98</td>
+      <td>6.5</td>
+      <td>23.23</td>
+    </tr>
+    <tr>
+      <th>704</th>
+      <td>The Neighbor</td>
+      <td>Crime,Horror,Thriller</td>
+      <td>Marcus Dunstan</td>
+      <td>Josh Stewart, Bill Engvall, Alex Essoe, Ronnie Gene Blevins</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>5.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>705</th>
+      <td>The Adjustment Bureau</td>
+      <td>Romance,Sci-Fi,Thriller</td>
+      <td>George Nolfi</td>
+      <td>Matt Damon, Emily Blunt, Lisa Thoreson, Florence Kastriner</td>
+      <td>2011</td>
+      <td>106</td>
+      <td>7.1</td>
+      <td>62.45</td>
+    </tr>
+    <tr>
+      <th>706</th>
+      <td>The Hollars</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>John Krasinski</td>
+      <td>Sharlto Copley, Charlie Day, Richard Jenkins, Anna Kendrick</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>6.5</td>
+      <td>1.02</td>
+    </tr>
+    <tr>
+      <th>707</th>
+      <td>The Judge</td>
+      <td>Crime,Drama</td>
+      <td>David Dobkin</td>
+      <td>Robert Downey Jr., Robert Duvall, Vera Farmiga, Billy Bob Thornton</td>
+      <td>2014</td>
+      <td>141</td>
+      <td>7.4</td>
+      <td>47.11</td>
+    </tr>
+    <tr>
+      <th>708</th>
+      <td>Closed Circuit</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>John Crowley</td>
+      <td>Eric Bana, Rebecca Hall, Jim Broadbent, Ciar�n Hinds</td>
+      <td>2013</td>
+      <td>96</td>
+      <td>6.2</td>
+      <td>5.73</td>
+    </tr>
+    <tr>
+      <th>709</th>
+      <td>Transformers: Revenge of the Fallen</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Michael Bay</td>
+      <td>Shia LaBeouf, Megan Fox, Josh Duhamel, Tyrese Gibson</td>
+      <td>2009</td>
+      <td>150</td>
+      <td>6.0</td>
+      <td>402.08</td>
+    </tr>
+    <tr>
+      <th>710</th>
+      <td>La tortue rouge</td>
+      <td>Animation,Fantasy</td>
+      <td>Michael Dudok de Wit</td>
+      <td>Emmanuel Garijo, Tom Hudson, Baptiste Goy, Axel Devillers</td>
+      <td>2016</td>
+      <td>80</td>
+      <td>7.6</td>
+      <td>0.92</td>
+    </tr>
+    <tr>
+      <th>711</th>
+      <td>The Book of Life</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Jorge R. Guti�rrez</td>
+      <td>Diego Luna, Zoe Saldana, Channing Tatum, Ron Perlman</td>
+      <td>2014</td>
+      <td>95</td>
+      <td>7.3</td>
+      <td>50.15</td>
+    </tr>
+    <tr>
+      <th>712</th>
+      <td>Incendies</td>
+      <td>Drama,Mystery,War</td>
+      <td>Denis Villeneuve</td>
+      <td>Lubna Azabal, M�lissa D�sormeaux-Poulin, Maxim Gaudette, Mustafa Kamel</td>
+      <td>2010</td>
+      <td>131</td>
+      <td>8.2</td>
+      <td>6.86</td>
+    </tr>
+    <tr>
+      <th>713</th>
+      <td>The Heartbreak Kid</td>
+      <td>Comedy,Romance</td>
+      <td>Bobby Farrelly</td>
+      <td>Ben Stiller, Michelle Monaghan,Malin Akerman, Jerry Stiller</td>
+      <td>2007</td>
+      <td>116</td>
+      <td>5.8</td>
+      <td>36.77</td>
+    </tr>
+    <tr>
+      <th>714</th>
+      <td>Happy Feet</td>
+      <td>Animation,Comedy,Family</td>
+      <td>George Miller</td>
+      <td>Elijah Wood, Brittany Murphy, Hugh Jackman, Robin Williams</td>
+      <td>2006</td>
+      <td>108</td>
+      <td>6.5</td>
+      <td>197.99M</td>
+    </tr>
+    <tr>
+      <th>715</th>
+      <td>Entourage</td>
+      <td>Comedy</td>
+      <td>Doug Ellin</td>
+      <td>Adrian Grenier, Kevin Connolly, Jerry Ferrara, Kevin Dillon</td>
+      <td>2015</td>
+      <td>104</td>
+      <td>6.6</td>
+      <td>32.36</td>
+    </tr>
+    <tr>
+      <th>716</th>
+      <td>The Strangers</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>Bryan Bertino</td>
+      <td>Scott Speedman, Liv Tyler, Gemma Ward, Alex Fisher</td>
+      <td>2008</td>
+      <td>86</td>
+      <td>6.2</td>
+      <td>52.53</td>
+    </tr>
+    <tr>
+      <th>717</th>
+      <td>Noah</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Darren Aronofsky</td>
+      <td>Russell Crowe, Jennifer Connelly, Anthony Hopkins, Emma Watson</td>
+      <td>2014</td>
+      <td>138</td>
+      <td>5.8</td>
+      <td>101.16M</td>
+    </tr>
+    <tr>
+      <th>718</th>
+      <td>Neighbors</td>
+      <td>Comedy</td>
+      <td>Nicholas Stoller</td>
+      <td>Seth Rogen, Rose Byrne, Zac Efron, Lisa Kudrow</td>
+      <td>2014</td>
+      <td>97</td>
+      <td>6.4</td>
+      <td>150.06M</td>
+    </tr>
+    <tr>
+      <th>719</th>
+      <td>Nymphomaniac: Vol. II</td>
+      <td>Drama</td>
+      <td>Lars von Trier</td>
+      <td>Charlotte Gainsbourg, Stellan Skarsg�rd, Willem Dafoe, Jamie Bell</td>
+      <td>2013</td>
+      <td>123</td>
+      <td>6.7</td>
+      <td>0.33</td>
+    </tr>
+    <tr>
+      <th>720</th>
+      <td>Wild</td>
+      <td>Adventure,Biography,Drama</td>
+      <td>Jean-Marc Vall�e</td>
+      <td>Reese Witherspoon, Laura Dern, Gaby Hoffmann,Michiel Huisman</td>
+      <td>2014</td>
+      <td>115</td>
+      <td>7.1</td>
+      <td>37.88</td>
+    </tr>
+    <tr>
+      <th>721</th>
+      <td>Grown Ups</td>
+      <td>Comedy</td>
+      <td>Dennis Dugan</td>
+      <td>Adam Sandler, Salma Hayek, Kevin James, Chris Rock</td>
+      <td>2010</td>
+      <td>102</td>
+      <td>6.0</td>
+      <td>162M</td>
+    </tr>
+    <tr>
+      <th>722</th>
+      <td>Blair Witch</td>
+      <td>Horror,Thriller</td>
+      <td>Adam Wingard</td>
+      <td>James Allen McCune, Callie Hernandez, Corbin Reid, Brandon Scott</td>
+      <td>2016</td>
+      <td>89</td>
+      <td>5.1</td>
+      <td>20.75</td>
+    </tr>
+    <tr>
+      <th>723</th>
+      <td>The Karate Kid</td>
+      <td>Action,Drama,Family</td>
+      <td>Harald Zwart</td>
+      <td>Jackie Chan, Jaden Smith, Taraji P. Henson, Wenwen Han</td>
+      <td>2010</td>
+      <td>140</td>
+      <td>6.2</td>
+      <td>176.59M</td>
+    </tr>
+    <tr>
+      <th>724</th>
+      <td>Dark Shadows</td>
+      <td>Comedy,Fantasy,Horror</td>
+      <td>Tim Burton</td>
+      <td>Johnny Depp, Michelle Pfeiffer, Eva Green, Helena Bonham Carter</td>
+      <td>2012</td>
+      <td>113</td>
+      <td>6.2</td>
+      <td>79.71</td>
+    </tr>
+    <tr>
+      <th>725</th>
+      <td>Friends with Benefits</td>
+      <td>Comedy,Romance</td>
+      <td>Will Gluck</td>
+      <td>Mila Kunis, Justin Timberlake, Patricia Clarkson, Jenna Elfman</td>
+      <td>2011</td>
+      <td>109</td>
+      <td>6.6</td>
+      <td>55.8</td>
+    </tr>
+    <tr>
+      <th>726</th>
+      <td>The Illusionist</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Neil Burger</td>
+      <td>Edward Norton, Jessica Biel, Paul Giamatti, Rufus Sewell</td>
+      <td>2006</td>
+      <td>110</td>
+      <td>7.6</td>
+      <td>39.83</td>
+    </tr>
+    <tr>
+      <th>727</th>
+      <td>The A-Team</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Joe Carnahan</td>
+      <td>Liam Neeson, Bradley Cooper, Sharlto Copley,Jessica Biel</td>
+      <td>2010</td>
+      <td>117</td>
+      <td>6.8</td>
+      <td>77.21</td>
+    </tr>
+    <tr>
+      <th>728</th>
+      <td>The Guest</td>
+      <td>Thriller</td>
+      <td>Adam Wingard</td>
+      <td>Dan Stevens, Sheila Kelley, Maika Monroe, Joel David Moore</td>
+      <td>2014</td>
+      <td>100</td>
+      <td>6.7</td>
+      <td>0.32</td>
+    </tr>
+    <tr>
+      <th>729</th>
+      <td>The Internship</td>
+      <td>Comedy</td>
+      <td>Shawn Levy</td>
+      <td>Vince Vaughn, Owen Wilson, Rose Byrne, Aasif Mandvi</td>
+      <td>2013</td>
+      <td>119</td>
+      <td>6.3</td>
+      <td>44.67</td>
+    </tr>
+    <tr>
+      <th>730</th>
+      <td>Paul</td>
+      <td>Adventure,Comedy,Sci-Fi</td>
+      <td>Greg Mottola</td>
+      <td>Simon Pegg, Nick Frost, Seth Rogen, Mia Stallard</td>
+      <td>2011</td>
+      <td>104</td>
+      <td>7.0</td>
+      <td>37.37</td>
+    </tr>
+    <tr>
+      <th>731</th>
+      <td>This Beautiful Fantastic</td>
+      <td>Comedy,Drama,Fantasy</td>
+      <td>Simon Aboud</td>
+      <td>Jessica Brown Findlay, Andrew Scott, Jeremy Irvine,Tom Wilkinson</td>
+      <td>2016</td>
+      <td>100</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>732</th>
+      <td>The Da Vinci Code</td>
+      <td>Mystery,Thriller</td>
+      <td>Ron Howard</td>
+      <td>Tom Hanks, Audrey Tautou, Jean Reno, Ian McKellen</td>
+      <td>2006</td>
+      <td>149</td>
+      <td>6.6</td>
+      <td>217.54</td>
+    </tr>
+    <tr>
+      <th>733</th>
+      <td>Mr. Church</td>
+      <td>Comedy,Drama</td>
+      <td>Bruce Beresford</td>
+      <td>Eddie Murphy, Britt Robertson, Natascha McElhone, Xavier Samuel</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>7.7</td>
+      <td>0.69</td>
+    </tr>
+    <tr>
+      <th>734</th>
+      <td>Hugo</td>
+      <td>Adventure,Drama,Family</td>
+      <td>Martin Scorsese</td>
+      <td>Asa Butterfield, Chlo� Grace Moretz, Christopher Lee, Ben Kingsley</td>
+      <td>2011</td>
+      <td>126</td>
+      <td>7.5</td>
+      <td>73.82</td>
+    </tr>
+    <tr>
+      <th>735</th>
+      <td>The Blackcoat's Daughter</td>
+      <td>Horror,Thriller</td>
+      <td>Oz Perkins</td>
+      <td>Emma Roberts, Kiernan Shipka, Lauren Holly, Lucy Boynton</td>
+      <td>2015</td>
+      <td>93</td>
+      <td>5.6</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <th>736</th>
+      <td>Body of Lies</td>
+      <td>Action,Drama,Romance</td>
+      <td>Ridley Scott</td>
+      <td>Leonardo DiCaprio, Russell Crowe, Mark Strong,Golshifteh Farahani</td>
+      <td>2008</td>
+      <td>128</td>
+      <td>7.1</td>
+      <td>39.38</td>
+    </tr>
+    <tr>
+      <th>737</th>
+      <td>Knight of Cups</td>
+      <td>Drama,Romance</td>
+      <td>Terrence Malick</td>
+      <td>Christian Bale, Cate Blanchett, Natalie Portman,Brian Dennehy</td>
+      <td>2015</td>
+      <td>118</td>
+      <td>5.7</td>
+      <td>0.56</td>
+    </tr>
+    <tr>
+      <th>738</th>
+      <td>The Mummy: Tomb of the Dragon Emperor</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Rob Cohen</td>
+      <td>Brendan Fraser, Jet Li, Maria Bello, Michelle Yeoh</td>
+      <td>2008</td>
+      <td>112</td>
+      <td>5.2</td>
+      <td>102.18M</td>
+    </tr>
+    <tr>
+      <th>739</th>
+      <td>The Boss</td>
+      <td>Comedy</td>
+      <td>Ben Falcone</td>
+      <td>Melissa McCarthy, Kristen Bell, Peter Dinklage, Ella Anderson</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>5.4</td>
+      <td>63.03</td>
+    </tr>
+    <tr>
+      <th>740</th>
+      <td>Hands of Stone</td>
+      <td>Action,Biography,Drama</td>
+      <td>Jonathan Jakubowicz</td>
+      <td>Edgar Ram�rez, Usher Raymond, Robert De Niro, Rub�n Blades</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.6</td>
+      <td>4.71</td>
+    </tr>
+    <tr>
+      <th>741</th>
+      <td>El secreto de sus ojos</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Juan Jos� Campanella</td>
+      <td>Ricardo Dar�n, Soledad Villamil, Pablo Rago,Carla Quevedo</td>
+      <td>2009</td>
+      <td>129</td>
+      <td>8.2</td>
+      <td>20.17</td>
+    </tr>
+    <tr>
+      <th>742</th>
+      <td>True Grit</td>
+      <td>Adventure,Drama,Western</td>
+      <td>Ethan Coen</td>
+      <td>Jeff Bridges, Matt Damon, Hailee Steinfeld,Josh Brolin</td>
+      <td>2010</td>
+      <td>110</td>
+      <td>7.6</td>
+      <td>171.03M</td>
+    </tr>
+    <tr>
+      <th>743</th>
+      <td>We Are Your Friends</td>
+      <td>Drama,Music,Romance</td>
+      <td>Max Joseph</td>
+      <td>Zac Efron, Wes Bentley, Emily Ratajkowski, Jonny Weston</td>
+      <td>2015</td>
+      <td>96</td>
+      <td>6.2</td>
+      <td>3.59</td>
+    </tr>
+    <tr>
+      <th>744</th>
+      <td>A Million Ways to Die in the West</td>
+      <td>Comedy,Romance,Western</td>
+      <td>Seth MacFarlane</td>
+      <td>Seth MacFarlane, Charlize Theron, Liam Neeson,Amanda Seyfried</td>
+      <td>2014</td>
+      <td>116</td>
+      <td>6.1</td>
+      <td>42.62</td>
+    </tr>
+    <tr>
+      <th>745</th>
+      <td>Only for One Night</td>
+      <td>Thriller</td>
+      <td>Chris Stokes</td>
+      <td>Brian White, Karrueche Tran, Angelique Pereira,Jessica Vanessa DeLeon</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>4.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>746</th>
+      <td>Rules Don't Apply</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Warren Beatty</td>
+      <td>Lily Collins, Haley Bennett, Taissa Farmiga, Steve Tom</td>
+      <td>2016</td>
+      <td>127</td>
+      <td>5.7</td>
+      <td>3.65</td>
+    </tr>
+    <tr>
+      <th>747</th>
+      <td>Ouija: Origin of Evil</td>
+      <td>Horror,Thriller</td>
+      <td>Mike Flanagan</td>
+      <td>Elizabeth Reaser, Lulu Wilson, Annalise Basso,Henry Thomas</td>
+      <td>2016</td>
+      <td>99</td>
+      <td>6.1</td>
+      <td>34.9</td>
+    </tr>
+    <tr>
+      <th>748</th>
+      <td>Percy Jackson: Sea of Monsters</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Thor Freudenthal</td>
+      <td>Logan Lerman, Alexandra Daddario, Brandon T. Jackson, Nathan Fillion</td>
+      <td>2013</td>
+      <td>106</td>
+      <td>5.9</td>
+      <td>68.56</td>
+    </tr>
+    <tr>
+      <th>749</th>
+      <td>Fracture</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Gregory Hoblit</td>
+      <td>Anthony Hopkins, Ryan Gosling, David Strathairn,Rosamund Pike</td>
+      <td>2007</td>
+      <td>113</td>
+      <td>7.2</td>
+      <td>39</td>
+    </tr>
+    <tr>
+      <th>750</th>
+      <td>Oculus</td>
+      <td>Horror,Mystery</td>
+      <td>Mike Flanagan</td>
+      <td>Karen Gillan, Brenton Thwaites, Katee Sackhoff,Rory Cochrane</td>
+      <td>2013</td>
+      <td>104</td>
+      <td>6.5</td>
+      <td>27.69</td>
+    </tr>
+    <tr>
+      <th>751</th>
+      <td>In Bruges</td>
+      <td>Comedy,Crime,Drama</td>
+      <td>Martin McDonagh</td>
+      <td>Colin Farrell, Brendan Gleeson, Ciar�n Hinds,Elizabeth Berrington</td>
+      <td>2008</td>
+      <td>107</td>
+      <td>7.9</td>
+      <td>7.76</td>
+    </tr>
+    <tr>
+      <th>752</th>
+      <td>This Means War</td>
+      <td>Action,Comedy,Romance</td>
+      <td>McG</td>
+      <td>Reese Witherspoon, Chris Pine, Tom Hardy, Til Schweiger</td>
+      <td>2012</td>
+      <td>103</td>
+      <td>6.3</td>
+      <td>54.76</td>
+    </tr>
+    <tr>
+      <th>753</th>
+      <td>L�da Baarov�</td>
+      <td>Biography,Drama,History</td>
+      <td>Filip Renc</td>
+      <td>Tatiana Pauhofov�, Karl Markovics, Gedeon Burkhard,Simona Stasov�</td>
+      <td>2016</td>
+      <td>106</td>
+      <td>5.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>754</th>
+      <td>The Road</td>
+      <td>Adventure,Drama</td>
+      <td>John Hillcoat</td>
+      <td>Viggo Mortensen, Charlize Theron, Kodi Smit-McPhee,Robert Duvall</td>
+      <td>2009</td>
+      <td>111</td>
+      <td>7.3</td>
+      <td>0.06</td>
+    </tr>
+    <tr>
+      <th>755</th>
+      <td>Lavender</td>
+      <td>Drama,Thriller</td>
+      <td>Ed Gass-Donnelly</td>
+      <td>Abbie Cornish, Dermot Mulroney, Justin Long,Diego Klattenhoff</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>5.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>756</th>
+      <td>Deuces</td>
+      <td>Drama</td>
+      <td>Jamal Hill</td>
+      <td>Larenz Tate, Meagan Good, Rotimi, Rick Gonzalez</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>6.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>757</th>
+      <td>Conan the Barbarian</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Marcus Nispel</td>
+      <td>Jason Momoa, Ron Perlman, Rose McGowan,Stephen Lang</td>
+      <td>2011</td>
+      <td>113</td>
+      <td>5.2</td>
+      <td>21.27</td>
+    </tr>
+    <tr>
+      <th>758</th>
+      <td>The Fighter</td>
+      <td>Action,Biography,Drama</td>
+      <td>David O. Russell</td>
+      <td>Mark Wahlberg, Christian Bale, Amy Adams,Melissa Leo</td>
+      <td>2010</td>
+      <td>116</td>
+      <td>7.8</td>
+      <td>93.57</td>
+    </tr>
+    <tr>
+      <th>759</th>
+      <td>August Rush</td>
+      <td>Drama,Music</td>
+      <td>Kirsten Sheridan</td>
+      <td>Freddie Highmore, Keri Russell, Jonathan Rhys Meyers, Terrence Howard</td>
+      <td>2007</td>
+      <td>114</td>
+      <td>7.5</td>
+      <td>31.66</td>
+    </tr>
+    <tr>
+      <th>760</th>
+      <td>Chef</td>
+      <td>Comedy,Drama</td>
+      <td>Jon Favreau</td>
+      <td>Jon Favreau, Robert Downey Jr., Scarlett Johansson,Dustin Hoffman</td>
+      <td>2014</td>
+      <td>114</td>
+      <td>7.3</td>
+      <td>31.24</td>
+    </tr>
+    <tr>
+      <th>761</th>
+      <td>Eye in the Sky</td>
+      <td>Drama,Thriller,War</td>
+      <td>Gavin Hood</td>
+      <td>Helen Mirren, Aaron Paul, Alan Rickman, Barkhad Abdi</td>
+      <td>2015</td>
+      <td>102</td>
+      <td>7.3</td>
+      <td>18.7</td>
+    </tr>
+    <tr>
+      <th>762</th>
+      <td>Eagle Eye</td>
+      <td>Action,Mystery,Thriller</td>
+      <td>D.J. Caruso</td>
+      <td>Shia LaBeouf, Michelle Monaghan, Rosario Dawson,Michael Chiklis</td>
+      <td>2008</td>
+      <td>118</td>
+      <td>6.6</td>
+      <td>101.11M</td>
+    </tr>
+    <tr>
+      <th>763</th>
+      <td>The Purge</td>
+      <td>Horror,Sci-Fi,Thriller</td>
+      <td>James DeMonaco</td>
+      <td>Ethan Hawke, Lena Headey, Max Burkholder,Adelaide Kane</td>
+      <td>2013</td>
+      <td>85</td>
+      <td>5.7</td>
+      <td>64.42</td>
+    </tr>
+    <tr>
+      <th>764</th>
+      <td>PK</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Rajkumar Hirani</td>
+      <td>Aamir Khan, Anushka Sharma, Sanjay Dutt,Boman Irani</td>
+      <td>2014</td>
+      <td>153</td>
+      <td>8.2</td>
+      <td>10.57</td>
+    </tr>
+    <tr>
+      <th>765</th>
+      <td>Ender's Game</td>
+      <td>Action,Sci-Fi</td>
+      <td>Gavin Hood</td>
+      <td>Harrison Ford, Asa Butterfield, Hailee Steinfeld, Abigail Breslin</td>
+      <td>2013</td>
+      <td>114</td>
+      <td>6.7</td>
+      <td>61.66</td>
+    </tr>
+    <tr>
+      <th>766</th>
+      <td>Indiana Jones and the Kingdom of the Crystal Skull</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Steven Spielberg</td>
+      <td>Harrison Ford, Cate Blanchett, Shia LaBeouf,Karen Allen</td>
+      <td>2008</td>
+      <td>122</td>
+      <td>6.2</td>
+      <td>317.01</td>
+    </tr>
+    <tr>
+      <th>767</th>
+      <td>Paper Towns</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Jake Schreier</td>
+      <td>Nat Wolff, Cara Delevingne, Austin Abrams, Justice Smith</td>
+      <td>2015</td>
+      <td>109</td>
+      <td>6.3</td>
+      <td>31.99</td>
+    </tr>
+    <tr>
+      <th>768</th>
+      <td>High-Rise</td>
+      <td>Drama</td>
+      <td>Ben Wheatley</td>
+      <td>Tom Hiddleston, Jeremy Irons, Sienna Miller, Luke Evans</td>
+      <td>2015</td>
+      <td>119</td>
+      <td>5.7</td>
+      <td>0.34</td>
+    </tr>
+    <tr>
+      <th>769</th>
+      <td>Quantum of Solace</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Marc Forster</td>
+      <td>Daniel Craig, Olga Kurylenko, Mathieu Amalric, Judi Dench</td>
+      <td>2008</td>
+      <td>106</td>
+      <td>6.6</td>
+      <td>168.37M</td>
+    </tr>
+    <tr>
+      <th>770</th>
+      <td>The Assignment</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Walter Hill</td>
+      <td>Sigourney Weaver, Michelle Rodriguez, Tony Shalhoub,Anthony LaPaglia</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>4.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>771</th>
+      <td>How to Train Your Dragon</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Dean DeBlois</td>
+      <td>Jay Baruchel, Gerard Butler,Christopher Mintz-Plasse, Craig Ferguson</td>
+      <td>2010</td>
+      <td>98</td>
+      <td>8.1</td>
+      <td>217.39</td>
+    </tr>
+    <tr>
+      <th>772</th>
+      <td>Lady in the Water</td>
+      <td>Drama,Fantasy,Mystery</td>
+      <td>M. Night Shyamalan</td>
+      <td>Paul Giamatti, Bryce Dallas Howard, Jeffrey Wright, Bob Balaban</td>
+      <td>2006</td>
+      <td>110</td>
+      <td>5.6</td>
+      <td>42.27</td>
+    </tr>
+    <tr>
+      <th>773</th>
+      <td>The Fountain</td>
+      <td>Drama,Sci-Fi</td>
+      <td>Darren Aronofsky</td>
+      <td>Hugh Jackman, Rachel Weisz, Sean Patrick Thomas, Ellen Burstyn</td>
+      <td>2006</td>
+      <td>96</td>
+      <td>7.3</td>
+      <td>10.14</td>
+    </tr>
+    <tr>
+      <th>774</th>
+      <td>Cars 2</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>John Lasseter</td>
+      <td>Owen Wilson, Larry the Cable Guy,Michael Caine, Emily Mortimer</td>
+      <td>2011</td>
+      <td>106</td>
+      <td>6.2</td>
+      <td>191.45M</td>
+    </tr>
+    <tr>
+      <th>775</th>
+      <td>31</td>
+      <td>Horror,Thriller</td>
+      <td>Rob Zombie</td>
+      <td>Malcolm McDowell, Richard Brake, Jeff Daniel Phillips,Sheri Moon Zombie</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>5.1</td>
+      <td>0.78</td>
+    </tr>
+    <tr>
+      <th>776</th>
+      <td>Final Girl</td>
+      <td>Action,Thriller</td>
+      <td>Tyler Shields</td>
+      <td>Abigail Breslin, Wes Bentley, Logan Huffman,Alexander Ludwig</td>
+      <td>2015</td>
+      <td>90</td>
+      <td>4.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>777</th>
+      <td>Chalk It Up</td>
+      <td>Comedy</td>
+      <td>Hisonni Johnson</td>
+      <td>Maddy Curley, John DeLuca, Nikki SooHoo, Drew Seeley</td>
+      <td>2016</td>
+      <td>90</td>
+      <td>4.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>778</th>
+      <td>The Man Who Knew Infinity</td>
+      <td>Biography,Drama</td>
+      <td>Matt Brown</td>
+      <td>Dev Patel, Jeremy Irons, Malcolm Sinclair, Raghuvir Joshi</td>
+      <td>2015</td>
+      <td>108</td>
+      <td>7.2</td>
+      <td>3.86</td>
+    </tr>
+    <tr>
+      <th>779</th>
+      <td>Unknown</td>
+      <td>Action,Mystery,Thriller</td>
+      <td>Jaume Collet-Serra</td>
+      <td>Liam Neeson, Diane Kruger, January Jones,Aidan Quinn</td>
+      <td>2011</td>
+      <td>113</td>
+      <td>6.9</td>
+      <td>61.09</td>
+    </tr>
+    <tr>
+      <th>780</th>
+      <td>Self/less</td>
+      <td>Action,Mystery,Sci-Fi</td>
+      <td>Tarsem Singh</td>
+      <td>Ryan Reynolds, Natalie Martinez, Matthew Goode,Ben Kingsley</td>
+      <td>2015</td>
+      <td>117</td>
+      <td>6.5</td>
+      <td>12.28</td>
+    </tr>
+    <tr>
+      <th>781</th>
+      <td>Mr. Brooks</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Bruce A. Evans</td>
+      <td>Kevin Costner, Demi Moore, William Hurt, Dane Cook</td>
+      <td>2007</td>
+      <td>120</td>
+      <td>7.3</td>
+      <td>28.48</td>
+    </tr>
+    <tr>
+      <th>782</th>
+      <td>Tramps</td>
+      <td>Comedy,Romance</td>
+      <td>Adam Leon</td>
+      <td>Callum Turner, Grace Van Patten, Michal Vondel, Mike Birbiglia</td>
+      <td>2016</td>
+      <td>82</td>
+      <td>6.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>783</th>
+      <td>Before We Go</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Chris Evans</td>
+      <td>Chris Evans, Alice Eve, Emma Fitzpatrick, John Cullum</td>
+      <td>2014</td>
+      <td>95</td>
+      <td>6.9</td>
+      <td>0.04</td>
+    </tr>
+    <tr>
+      <th>784</th>
+      <td>Captain Phillips</td>
+      <td>Biography,Drama,Thriller</td>
+      <td>Paul Greengrass</td>
+      <td>Tom Hanks, Barkhad Abdi, Barkhad Abdirahman,Catherine Keener</td>
+      <td>2013</td>
+      <td>134</td>
+      <td>7.8</td>
+      <td>107.1M</td>
+    </tr>
+    <tr>
+      <th>785</th>
+      <td>The Secret Scripture</td>
+      <td>Drama</td>
+      <td>Jim Sheridan</td>
+      <td>Rooney Mara, Eric Bana, Theo James, Aidan Turner</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>786</th>
+      <td>Max Steel</td>
+      <td>Action,Adventure,Family</td>
+      <td>Stewart Hendler</td>
+      <td>Ben Winchell, Josh Brener, Maria Bello, Andy Garcia</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>4.6</td>
+      <td>3.77</td>
+    </tr>
+    <tr>
+      <th>787</th>
+      <td>Hotel Transylvania 2</td>
+      <td>Animation,Comedy,Family</td>
+      <td>Genndy Tartakovsky</td>
+      <td>Adam Sandler, Andy Samberg, Selena Gomez, Kevin James</td>
+      <td>2015</td>
+      <td>89</td>
+      <td>6.7</td>
+      <td>169.69M</td>
+    </tr>
+    <tr>
+      <th>788</th>
+      <td>Hancock</td>
+      <td>Action,Crime,Drama</td>
+      <td>Peter Berg</td>
+      <td>Will Smith, Charlize Theron, Jason Bateman, Jae Head</td>
+      <td>2008</td>
+      <td>92</td>
+      <td>6.4</td>
+      <td>227.95</td>
+    </tr>
+    <tr>
+      <th>789</th>
+      <td>Sisters</td>
+      <td>Comedy</td>
+      <td>Jason Moore</td>
+      <td>Amy Poehler, Tina Fey, Maya Rudolph, Ike Barinholtz</td>
+      <td>2015</td>
+      <td>118</td>
+      <td>6.0</td>
+      <td>87.03</td>
+    </tr>
+    <tr>
+      <th>790</th>
+      <td>The Family</td>
+      <td>Comedy,Crime,Thriller</td>
+      <td>Luc Besson</td>
+      <td>Robert De Niro, Michelle Pfeiffer, Dianna Agron, John D'Leo</td>
+      <td>2013</td>
+      <td>111</td>
+      <td>6.3</td>
+      <td>36.92</td>
+    </tr>
+    <tr>
+      <th>791</th>
+      <td>Zack and Miri Make a Porno</td>
+      <td>Comedy,Romance</td>
+      <td>Kevin Smith</td>
+      <td>Seth Rogen, Elizabeth Banks, Craig Robinson, Gerry Bednob</td>
+      <td>2008</td>
+      <td>101</td>
+      <td>6.6</td>
+      <td>31.45</td>
+    </tr>
+    <tr>
+      <th>792</th>
+      <td>Ma vie de Courgette</td>
+      <td>Animation,Comedy,Drama</td>
+      <td>Claude Barras</td>
+      <td>Gaspard Schlatter, Sixtine Murat, Paulin Jaccoud,Michel Vuillermoz</td>
+      <td>2016</td>
+      <td>66</td>
+      <td>7.8</td>
+      <td>0.29</td>
+    </tr>
+    <tr>
+      <th>793</th>
+      <td>Man on a Ledge</td>
+      <td>Action,Crime,Thriller</td>
+      <td>Asger Leth</td>
+      <td>Sam Worthington, Elizabeth Banks, Jamie Bell, Mandy Gonzalez</td>
+      <td>2012</td>
+      <td>102</td>
+      <td>6.6</td>
+      <td>18.6</td>
+    </tr>
+    <tr>
+      <th>794</th>
+      <td>No Strings Attached</td>
+      <td>Comedy,Romance</td>
+      <td>Ivan Reitman</td>
+      <td>Natalie Portman, Ashton Kutcher, Kevin Kline, Cary Elwes</td>
+      <td>2011</td>
+      <td>108</td>
+      <td>6.2</td>
+      <td>70.63</td>
+    </tr>
+    <tr>
+      <th>795</th>
+      <td>Rescue Dawn</td>
+      <td>Adventure,Biography,Drama</td>
+      <td>Werner Herzog</td>
+      <td>Christian Bale, Steve Zahn, Jeremy Davies, Zach Grenier</td>
+      <td>2006</td>
+      <td>120</td>
+      <td>7.3</td>
+      <td>5.48</td>
+    </tr>
+    <tr>
+      <th>796</th>
+      <td>Despicable Me 2</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Pierre Coffin</td>
+      <td>Steve Carell, Kristen Wiig, Benjamin Bratt, Miranda Cosgrove</td>
+      <td>2013</td>
+      <td>98</td>
+      <td>7.4</td>
+      <td>368.05</td>
+    </tr>
+    <tr>
+      <th>797</th>
+      <td>A Walk Among the Tombstones</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Scott Frank</td>
+      <td>Liam Neeson, Dan Stevens, David Harbour, Boyd Holbrook</td>
+      <td>2014</td>
+      <td>114</td>
+      <td>6.5</td>
+      <td>25.98</td>
+    </tr>
+    <tr>
+      <th>798</th>
+      <td>The World's End</td>
+      <td>Action,Comedy,Sci-Fi</td>
+      <td>Edgar Wright</td>
+      <td>Simon Pegg, Nick Frost, Martin Freeman, Rosamund Pike</td>
+      <td>2013</td>
+      <td>109</td>
+      <td>7.0</td>
+      <td>26</td>
+    </tr>
+    <tr>
+      <th>799</th>
+      <td>Yoga Hosers</td>
+      <td>Comedy,Fantasy,Horror</td>
+      <td>Kevin Smith</td>
+      <td>Lily-Rose Depp, Harley Quinn Smith, Johnny Depp,Adam Brody</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>4.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>800</th>
+      <td>Seven Psychopaths</td>
+      <td>Comedy,Crime</td>
+      <td>Martin McDonagh</td>
+      <td>Colin Farrell, Woody Harrelson, Sam Rockwell,Christopher Walken</td>
+      <td>2012</td>
+      <td>110</td>
+      <td>7.2</td>
+      <td>14.99</td>
+    </tr>
+    <tr>
+      <th>801</th>
+      <td>Beowulf</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Robert Zemeckis</td>
+      <td>Ray Winstone, Crispin Glover, Angelina Jolie,Robin Wright</td>
+      <td>2007</td>
+      <td>115</td>
+      <td>6.2</td>
+      <td>82.16</td>
+    </tr>
+    <tr>
+      <th>802</th>
+      <td>Jack Ryan: Shadow Recruit</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Kenneth Branagh</td>
+      <td>Chris Pine, Kevin Costner, Keira Knightley,Kenneth Branagh</td>
+      <td>2014</td>
+      <td>105</td>
+      <td>6.2</td>
+      <td>50.55</td>
+    </tr>
+    <tr>
+      <th>803</th>
+      <td>1408</td>
+      <td>Fantasy,Horror</td>
+      <td>Mikael H�fstr�m</td>
+      <td>John Cusack, Samuel L. Jackson, Mary McCormack, Paul Birchard</td>
+      <td>2007</td>
+      <td>104</td>
+      <td>6.8</td>
+      <td>71.98</td>
+    </tr>
+    <tr>
+      <th>804</th>
+      <td>The Gambler</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Rupert Wyatt</td>
+      <td>Mark Wahlberg, Jessica Lange, John Goodman, Brie Larson</td>
+      <td>2014</td>
+      <td>111</td>
+      <td>6.0</td>
+      <td>33.63</td>
+    </tr>
+    <tr>
+      <th>805</th>
+      <td>Prince of Persia: The Sands of Time</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Mike Newell</td>
+      <td>Jake Gyllenhaal, Gemma Arterton, Ben Kingsley,Alfred Molina</td>
+      <td>2010</td>
+      <td>116</td>
+      <td>6.6</td>
+      <td>90.76</td>
+    </tr>
+    <tr>
+      <th>806</th>
+      <td>The Spectacular Now</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>James Ponsoldt</td>
+      <td>Miles Teller, Shailene Woodley, Kyle Chandler,Jennifer Jason Leigh</td>
+      <td>2013</td>
+      <td>95</td>
+      <td>7.1</td>
+      <td>6.85</td>
+    </tr>
+    <tr>
+      <th>807</th>
+      <td>A United Kingdom</td>
+      <td>Biography,Drama,Romance</td>
+      <td>Amma Asante</td>
+      <td>David Oyelowo, Rosamund Pike, Tom Felton, Jack Davenport</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>6.8</td>
+      <td>3.9</td>
+    </tr>
+    <tr>
+      <th>808</th>
+      <td>USS Indianapolis: Men of Courage</td>
+      <td>Action,Drama,History</td>
+      <td>Mario Van Peebles</td>
+      <td>Nicolas Cage, Tom Sizemore, Thomas Jane,Matt Lanter</td>
+      <td>2016</td>
+      <td>128</td>
+      <td>5.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>809</th>
+      <td>Turbo Kid</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Fran�ois Simard</td>
+      <td>Munro Chambers, Laurence Leboeuf, Michael Ironside, Edwin Wright</td>
+      <td>2015</td>
+      <td>93</td>
+      <td>6.7</td>
+      <td>0.05</td>
+    </tr>
+    <tr>
+      <th>810</th>
+      <td>Mama</td>
+      <td>Horror,Thriller</td>
+      <td>Andr�s Muschietti</td>
+      <td>Jessica Chastain, Nikolaj Coster-Waldau, Megan Charpentier, Isabelle N�lisse</td>
+      <td>2013</td>
+      <td>100</td>
+      <td>6.2</td>
+      <td>71.59</td>
+    </tr>
+    <tr>
+      <th>811</th>
+      <td>Orphan</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>Jaume Collet-Serra</td>
+      <td>Vera Farmiga, Peter Sarsgaard, Isabelle Fuhrman, CCH Pounder</td>
+      <td>2009</td>
+      <td>123</td>
+      <td>7.0</td>
+      <td>41.57</td>
+    </tr>
+    <tr>
+      <th>812</th>
+      <td>To Rome with Love</td>
+      <td>Comedy,Romance</td>
+      <td>Woody Allen</td>
+      <td>Woody Allen, Pen�lope Cruz, Jesse Eisenberg, Ellen Page</td>
+      <td>2012</td>
+      <td>112</td>
+      <td>6.3</td>
+      <td>16.68</td>
+    </tr>
+    <tr>
+      <th>813</th>
+      <td>Fantastic Mr. Fox</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Wes Anderson</td>
+      <td>George Clooney, Meryl Streep, Bill Murray, Jason Schwartzman</td>
+      <td>2009</td>
+      <td>87</td>
+      <td>7.8</td>
+      <td>21</td>
+    </tr>
+    <tr>
+      <th>814</th>
+      <td>Inside Man</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Spike Lee</td>
+      <td>Denzel Washington, Clive Owen, Jodie Foster,Christopher Plummer</td>
+      <td>2006</td>
+      <td>129</td>
+      <td>7.6</td>
+      <td>88.5</td>
+    </tr>
+    <tr>
+      <th>815</th>
+      <td>I.T.</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>John Moore</td>
+      <td>Pierce Brosnan, Jason Barry, Karen Moskow, Kai Ryssdal</td>
+      <td>2016</td>
+      <td>95</td>
+      <td>5.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>816</th>
+      <td>127 Hours</td>
+      <td>Adventure,Biography,Drama</td>
+      <td>Danny Boyle</td>
+      <td>James Franco, Amber Tamblyn, Kate Mara, Sean Bott</td>
+      <td>2010</td>
+      <td>94</td>
+      <td>7.6</td>
+      <td>18.33</td>
+    </tr>
+    <tr>
+      <th>817</th>
+      <td>Annabelle</td>
+      <td>Horror,Mystery,Thriller</td>
+      <td>John R. Leonetti</td>
+      <td>Ward Horton, Annabelle Wallis, Alfre Woodard,Tony Amendola</td>
+      <td>2014</td>
+      <td>99</td>
+      <td>5.4</td>
+      <td>84.26</td>
+    </tr>
+    <tr>
+      <th>818</th>
+      <td>Wolves at the Door</td>
+      <td>Horror,Thriller</td>
+      <td>John R. Leonetti</td>
+      <td>Katie Cassidy, Elizabeth Henstridge, Adam Campbell, Miles Fisher</td>
+      <td>2016</td>
+      <td>73</td>
+      <td>4.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>819</th>
+      <td>Suite Fran�aise</td>
+      <td>Drama,Romance,War</td>
+      <td>Saul Dibb</td>
+      <td>Michelle Williams, Kristin Scott Thomas, Margot Robbie,Eric Godon</td>
+      <td>2014</td>
+      <td>107</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>820</th>
+      <td>The Imaginarium of Doctor Parnassus</td>
+      <td>Adventure,Fantasy,Mystery</td>
+      <td>Terry Gilliam</td>
+      <td>Christopher Plummer, Lily Cole, Heath Ledger,Andrew Garfield</td>
+      <td>2009</td>
+      <td>123</td>
+      <td>6.8</td>
+      <td>7.69</td>
+    </tr>
+    <tr>
+      <th>821</th>
+      <td>G.I. Joe: The Rise of Cobra</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Stephen Sommers</td>
+      <td>Dennis Quaid, Channing Tatum, Marlon Wayans,Adewale Akinnuoye-Agbaje</td>
+      <td>2009</td>
+      <td>118</td>
+      <td>5.8</td>
+      <td>150.17M</td>
+    </tr>
+    <tr>
+      <th>822</th>
+      <td>Christine</td>
+      <td>Biography,Drama</td>
+      <td>Antonio Campos</td>
+      <td>Rebecca Hall, Michael C. Hall, Tracy Letts, Maria Dizzia</td>
+      <td>2016</td>
+      <td>119</td>
+      <td>7.0</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>823</th>
+      <td>Man Down</td>
+      <td>Drama,Thriller</td>
+      <td>Dito Montiel</td>
+      <td>Shia LaBeouf, Jai Courtney, Gary Oldman, Kate Mara</td>
+      <td>2015</td>
+      <td>90</td>
+      <td>5.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>824</th>
+      <td>Crawlspace</td>
+      <td>Horror,Thriller</td>
+      <td>Phil Claydon</td>
+      <td>Michael Vartan, Erin Moriarty, Nadine Velazquez,Ronnie Gene Blevins</td>
+      <td>2016</td>
+      <td>88</td>
+      <td>5.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>825</th>
+      <td>Shut In</td>
+      <td>Drama,Horror,Thriller</td>
+      <td>Farren Blackburn</td>
+      <td>Naomi Watts, Charlie Heaton, Jacob Tremblay,Oliver Platt</td>
+      <td>2016</td>
+      <td>91</td>
+      <td>4.6</td>
+      <td>6.88</td>
+    </tr>
+    <tr>
+      <th>826</th>
+      <td>The Warriors Gate</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Matthias Hoene</td>
+      <td>Mark Chao, Ni Ni, Dave Bautista, Sienna Guillory</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>5.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>827</th>
+      <td>Grindhouse</td>
+      <td>Action,Horror,Thriller</td>
+      <td>Robert Rodriguez</td>
+      <td>Kurt Russell, Rose McGowan, Danny Trejo, Zo� Bell</td>
+      <td>2007</td>
+      <td>191</td>
+      <td>7.6</td>
+      <td>25.03</td>
+    </tr>
+    <tr>
+      <th>828</th>
+      <td>Disaster Movie</td>
+      <td>Comedy</td>
+      <td>Jason Friedberg</td>
+      <td>Carmen Electra, Vanessa Lachey,Nicole Parker, Matt Lanter</td>
+      <td>2008</td>
+      <td>87</td>
+      <td>1.9</td>
+      <td>14.17</td>
+    </tr>
+    <tr>
+      <th>829</th>
+      <td>Rocky Balboa</td>
+      <td>Drama,Sport</td>
+      <td>Sylvester Stallone</td>
+      <td>Sylvester Stallone, Antonio Tarver, Milo Ventimiglia, Burt Young</td>
+      <td>2006</td>
+      <td>102</td>
+      <td>7.2</td>
+      <td>70.27</td>
+    </tr>
+    <tr>
+      <th>830</th>
+      <td>Diary of a Wimpy Kid: Dog Days</td>
+      <td>Comedy,Family</td>
+      <td>David Bowers</td>
+      <td>Zachary Gordon, Robert Capron, Devon Bostick,Steve Zahn</td>
+      <td>2012</td>
+      <td>94</td>
+      <td>6.4</td>
+      <td>49</td>
+    </tr>
+    <tr>
+      <th>831</th>
+      <td>Jane Eyre</td>
+      <td>Drama,Romance</td>
+      <td>Cary Joji Fukunaga</td>
+      <td>Mia Wasikowska, Michael Fassbender, Jamie Bell, Su Elliot</td>
+      <td>2011</td>
+      <td>120</td>
+      <td>7.4</td>
+      <td>11.23</td>
+    </tr>
+    <tr>
+      <th>832</th>
+      <td>Fool's Gold</td>
+      <td>Action,Adventure,Comedy</td>
+      <td>Andy Tennant</td>
+      <td>Matthew McConaughey, Kate Hudson, Donald Sutherland, Alexis Dziena</td>
+      <td>2008</td>
+      <td>112</td>
+      <td>5.7</td>
+      <td>70.22</td>
+    </tr>
+    <tr>
+      <th>833</th>
+      <td>The Dictator</td>
+      <td>Comedy</td>
+      <td>Larry Charles</td>
+      <td>Sacha Baron Cohen, Anna Faris, John C. Reilly, Ben Kingsley</td>
+      <td>2012</td>
+      <td>83</td>
+      <td>6.4</td>
+      <td>59.62</td>
+    </tr>
+    <tr>
+      <th>834</th>
+      <td>The Loft</td>
+      <td>Mystery,Romance,Thriller</td>
+      <td>Erik Van Looy</td>
+      <td>Karl Urban, James Marsden, Wentworth Miller, Eric Stonestreet</td>
+      <td>2014</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>5.98</td>
+    </tr>
+    <tr>
+      <th>835</th>
+      <td>Bacalaureat</td>
+      <td>Crime,Drama</td>
+      <td>Cristian Mungiu</td>
+      <td>Adrian Titieni, Maria-Victoria Dragus, Lia Bugnar,Malina Manovici</td>
+      <td>2016</td>
+      <td>128</td>
+      <td>7.5</td>
+      <td>0.13</td>
+    </tr>
+    <tr>
+      <th>836</th>
+      <td>You Don't Mess with the Zohan</td>
+      <td>Action,Comedy</td>
+      <td>Dennis Dugan</td>
+      <td>Adam Sandler, John Turturro, Emmanuelle Chriqui,Nick Swardson</td>
+      <td>2008</td>
+      <td>113</td>
+      <td>5.5</td>
+      <td>100.02M</td>
+    </tr>
+    <tr>
+      <th>837</th>
+      <td>Exposed</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Gee Malik Linton</td>
+      <td>Ana de Armas, Keanu Reeves, Christopher McDonald, Mira Sorvino</td>
+      <td>2016</td>
+      <td>102</td>
+      <td>4.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>838</th>
+      <td>Maudie</td>
+      <td>Biography,Drama,Romance</td>
+      <td>Aisling Walsh</td>
+      <td>Ethan Hawke, Sally Hawkins, Kari Matchett, Zachary Bennett</td>
+      <td>2016</td>
+      <td>115</td>
+      <td>7.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>839</th>
+      <td>Horrible Bosses 2</td>
+      <td>Comedy,Crime</td>
+      <td>Sean Anders</td>
+      <td>Jason Bateman, Jason Sudeikis, Charlie Day, Jennifer Aniston</td>
+      <td>2014</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>54.41</td>
+    </tr>
+    <tr>
+      <th>840</th>
+      <td>A Bigger Splash</td>
+      <td>Drama,Thriller</td>
+      <td>Luca Guadagnino</td>
+      <td>Tilda Swinton, Matthias Schoenaerts, Ralph Fiennes, Dakota Johnson</td>
+      <td>2015</td>
+      <td>125</td>
+      <td>6.4</td>
+      <td>1.98</td>
+    </tr>
+    <tr>
+      <th>841</th>
+      <td>Melancholia</td>
+      <td>Drama</td>
+      <td>Lars von Trier</td>
+      <td>Kirsten Dunst, Charlotte Gainsbourg, Kiefer Sutherland, Alexander Skarsg�rd</td>
+      <td>2011</td>
+      <td>135</td>
+      <td>7.1</td>
+      <td>3.03</td>
+    </tr>
+    <tr>
+      <th>842</th>
+      <td>The Princess and the Frog</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Ron Clements</td>
+      <td>Anika Noni Rose, Keith David, Oprah Winfrey, Bruno Campos</td>
+      <td>2009</td>
+      <td>97</td>
+      <td>7.1</td>
+      <td>104.37M</td>
+    </tr>
+    <tr>
+      <th>843</th>
+      <td>Unstoppable</td>
+      <td>Action,Thriller</td>
+      <td>Tony Scott</td>
+      <td>Denzel Washington, Chris Pine, Rosario Dawson, Ethan Suplee</td>
+      <td>2010</td>
+      <td>98</td>
+      <td>6.8</td>
+      <td>81.56</td>
+    </tr>
+    <tr>
+      <th>844</th>
+      <td>Flight</td>
+      <td>Drama,Thriller</td>
+      <td>Robert Zemeckis</td>
+      <td>Denzel           Washington, Nadine Velazquez, Don Cheadle, John Goodman</td>
+      <td>2012</td>
+      <td>138</td>
+      <td>7.3</td>
+      <td>93.75</td>
+    </tr>
+    <tr>
+      <th>845</th>
+      <td>Home</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Tim Johnson</td>
+      <td>Jim Parsons, Rihanna, Steve Martin, Jennifer Lopez</td>
+      <td>2015</td>
+      <td>94</td>
+      <td>6.7</td>
+      <td>177.34M</td>
+    </tr>
+    <tr>
+      <th>846</th>
+      <td>La migliore offerta</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Giuseppe Tornatore</td>
+      <td>Geoffrey Rush, Jim Sturgess, Sylvia Hoeks,Donald Sutherland</td>
+      <td>2013</td>
+      <td>131</td>
+      <td>7.8</td>
+      <td>0.09</td>
+    </tr>
+    <tr>
+      <th>847</th>
+      <td>Mean Dreams</td>
+      <td>Thriller</td>
+      <td>Nathan Morlando</td>
+      <td>Sophie N�lisse, Josh Wiggins, Joe Cobden, Bill Paxton</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>848</th>
+      <td>42</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Brian Helgeland</td>
+      <td>Chadwick Boseman, T.R. Knight, Harrison Ford,Nicole Beharie</td>
+      <td>2013</td>
+      <td>128</td>
+      <td>7.5</td>
+      <td>95</td>
+    </tr>
+    <tr>
+      <th>849</th>
+      <td>21</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Robert Luketic</td>
+      <td>Jim Sturgess, Kate Bosworth, Kevin Spacey, Aaron Yoo</td>
+      <td>2008</td>
+      <td>123</td>
+      <td>6.8</td>
+      <td>81.16</td>
+    </tr>
+    <tr>
+      <th>850</th>
+      <td>Begin Again</td>
+      <td>Drama,Music</td>
+      <td>John Carney</td>
+      <td>Keira Knightley, Mark Ruffalo, Adam Levine, Hailee Steinfeld</td>
+      <td>2013</td>
+      <td>104</td>
+      <td>7.4</td>
+      <td>16.17</td>
+    </tr>
+    <tr>
+      <th>851</th>
+      <td>Out of the Furnace</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>Scott Cooper</td>
+      <td>Christian Bale, Casey Affleck, Zoe Saldana, Woody Harrelson</td>
+      <td>2013</td>
+      <td>116</td>
+      <td>6.8</td>
+      <td>11.33</td>
+    </tr>
+    <tr>
+      <th>852</th>
+      <td>Vicky Cristina Barcelona</td>
+      <td>Drama,Romance</td>
+      <td>Woody Allen</td>
+      <td>Rebecca Hall, Scarlett Johansson, Javier Bardem,Christopher Evan Welch</td>
+      <td>2008</td>
+      <td>96</td>
+      <td>7.1</td>
+      <td>23.21</td>
+    </tr>
+    <tr>
+      <th>853</th>
+      <td>Kung Fu Panda</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Mark Osborne</td>
+      <td>Jack Black, Ian McShane,Angelina Jolie, Dustin Hoffman</td>
+      <td>2008</td>
+      <td>92</td>
+      <td>7.6</td>
+      <td>215.4</td>
+    </tr>
+    <tr>
+      <th>854</th>
+      <td>Barbershop: The Next Cut</td>
+      <td>Comedy,Drama</td>
+      <td>Malcolm D. Lee</td>
+      <td>Ice Cube, Regina Hall, Anthony Anderson, Eve</td>
+      <td>2016</td>
+      <td>111</td>
+      <td>5.9</td>
+      <td>54.01</td>
+    </tr>
+    <tr>
+      <th>855</th>
+      <td>Terminator Salvation</td>
+      <td>Action,Adventure,Drama</td>
+      <td>McG</td>
+      <td>Christian Bale, Sam Worthington, Anton Yelchin, Moon Bloodgood</td>
+      <td>2009</td>
+      <td>115</td>
+      <td>6.6</td>
+      <td>125.32M</td>
+    </tr>
+    <tr>
+      <th>856</th>
+      <td>Freedom Writers</td>
+      <td>Biography,Crime,Drama</td>
+      <td>Richard LaGravenese</td>
+      <td>Hilary Swank, Imelda Staunton, Patrick Dempsey, Scott Glenn</td>
+      <td>2007</td>
+      <td>123</td>
+      <td>7.5</td>
+      <td>36.58</td>
+    </tr>
+    <tr>
+      <th>857</th>
+      <td>The Hills Have Eyes</td>
+      <td>Horror</td>
+      <td>Alexandre Aja</td>
+      <td>Ted Levine, Kathleen Quinlan, Dan Byrd, Emilie de Ravin</td>
+      <td>2006</td>
+      <td>107</td>
+      <td>6.4</td>
+      <td>41.78</td>
+    </tr>
+    <tr>
+      <th>858</th>
+      <td>Changeling</td>
+      <td>Biography,Drama,Mystery</td>
+      <td>Clint Eastwood</td>
+      <td>Angelina Jolie, Colm Feore, Amy Ryan, Gattlin Griffith</td>
+      <td>2008</td>
+      <td>141</td>
+      <td>7.8</td>
+      <td>35.71</td>
+    </tr>
+    <tr>
+      <th>859</th>
+      <td>Remember Me</td>
+      <td>Drama,Romance</td>
+      <td>Allen Coulter</td>
+      <td>Robert Pattinson, Emilie de Ravin, Caitlyn Rund,Mois�s Acevedo</td>
+      <td>2010</td>
+      <td>113</td>
+      <td>7.2</td>
+      <td>19.06</td>
+    </tr>
+    <tr>
+      <th>860</th>
+      <td>Koe no katachi</td>
+      <td>Animation,Drama,Romance</td>
+      <td>Naoko Yamada</td>
+      <td>Miyu Irino, Saori Hayami, Aoi Yuki, Kensh� Ono</td>
+      <td>2016</td>
+      <td>129</td>
+      <td>8.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>861</th>
+      <td>Alexander and the Terrible, Horrible, No Good, Very Bad Day</td>
+      <td>Comedy,Family</td>
+      <td>Miguel Arteta</td>
+      <td>Steve Carell, Jennifer Garner, Ed Oxenbould, Dylan Minnette</td>
+      <td>2014</td>
+      <td>81</td>
+      <td>6.2</td>
+      <td>66.95</td>
+    </tr>
+    <tr>
+      <th>862</th>
+      <td>Locke</td>
+      <td>Drama</td>
+      <td>Steven Knight</td>
+      <td>Tom Hardy, Olivia Colman, Ruth Wilson, Andrew Scott</td>
+      <td>2013</td>
+      <td>85</td>
+      <td>7.1</td>
+      <td>1.36</td>
+    </tr>
+    <tr>
+      <th>863</th>
+      <td>The 9th Life of Louis Drax</td>
+      <td>Mystery,Thriller</td>
+      <td>Alexandre Aja</td>
+      <td>Jamie Dornan, Aiden Longworth, Sarah Gadon,Aaron Paul</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>864</th>
+      <td>Horns</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Alexandre Aja</td>
+      <td>Daniel Radcliffe, Juno Temple, Max Minghella, Joe Anderson</td>
+      <td>2013</td>
+      <td>120</td>
+      <td>6.5</td>
+      <td>0.16</td>
+    </tr>
+    <tr>
+      <th>865</th>
+      <td>Indignation</td>
+      <td>Drama,Romance</td>
+      <td>James Schamus</td>
+      <td>Logan Lerman, Sarah Gadon, Tijuana Ricks, Sue Dahlman</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>6.9</td>
+      <td>3.4</td>
+    </tr>
+    <tr>
+      <th>866</th>
+      <td>The Stanford Prison Experiment</td>
+      <td>Biography,Drama,History</td>
+      <td>Kyle Patrick Alvarez</td>
+      <td>Ezra Miller, Tye Sheridan, Billy Crudup, Olivia Thirlby</td>
+      <td>2015</td>
+      <td>122</td>
+      <td>6.9</td>
+      <td>0.64</td>
+    </tr>
+    <tr>
+      <th>867</th>
+      <td>Diary of a Wimpy Kid: Rodrick Rules</td>
+      <td>Comedy,Family</td>
+      <td>David Bowers</td>
+      <td>Zachary Gordon, Devon Bostick, Robert Capron,Rachael Harris</td>
+      <td>2011</td>
+      <td>99</td>
+      <td>6.6</td>
+      <td>52.69</td>
+    </tr>
+    <tr>
+      <th>868</th>
+      <td>Mission: Impossible III</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>J.J. Abrams</td>
+      <td>Tom Cruise, Michelle Monaghan, Ving Rhames, Philip Seymour Hoffman</td>
+      <td>2006</td>
+      <td>126</td>
+      <td>6.9</td>
+      <td>133.38M</td>
+    </tr>
+    <tr>
+      <th>869</th>
+      <td>En man som heter Ove</td>
+      <td>Comedy,Drama</td>
+      <td>Hannes Holm</td>
+      <td>Rolf Lassg�rd, Bahar Pars, Filip Berg, Ida Engvoll</td>
+      <td>2015</td>
+      <td>116</td>
+      <td>7.7</td>
+      <td>3.36</td>
+    </tr>
+    <tr>
+      <th>870</th>
+      <td>Dragonball Evolution</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>James Wong</td>
+      <td>Justin Chatwin, James Marsters, Yun-Fat Chow, Emmy Rossum</td>
+      <td>2009</td>
+      <td>85</td>
+      <td>2.7</td>
+      <td>9.35</td>
+    </tr>
+    <tr>
+      <th>871</th>
+      <td>Red Dawn</td>
+      <td>Action,Thriller</td>
+      <td>Dan Bradley</td>
+      <td>Chris Hemsworth, Isabel Lucas, Josh Hutcherson, Josh Peck</td>
+      <td>2012</td>
+      <td>93</td>
+      <td>5.4</td>
+      <td>44.8</td>
+    </tr>
+    <tr>
+      <th>872</th>
+      <td>One Day</td>
+      <td>Drama,Romance</td>
+      <td>Lone Scherfig</td>
+      <td>Anne Hathaway, Jim Sturgess, Patricia Clarkson,Tom Mison</td>
+      <td>2011</td>
+      <td>107</td>
+      <td>7.0</td>
+      <td>13.77</td>
+    </tr>
+    <tr>
+      <th>873</th>
+      <td>Life as We Know It</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Greg Berlanti</td>
+      <td>Katherine Heigl, Josh Duhamel, Josh Lucas, Alexis Clagett</td>
+      <td>2010</td>
+      <td>114</td>
+      <td>6.6</td>
+      <td>53.36</td>
+    </tr>
+    <tr>
+      <th>874</th>
+      <td>28 Weeks Later</td>
+      <td>Drama,Horror,Sci-Fi</td>
+      <td>Juan Carlos Fresnadillo</td>
+      <td>Jeremy Renner, Rose Byrne, Robert Carlyle, Harold Perrineau</td>
+      <td>2007</td>
+      <td>100</td>
+      <td>7.0</td>
+      <td>28.64</td>
+    </tr>
+    <tr>
+      <th>875</th>
+      <td>Warm Bodies</td>
+      <td>Comedy,Horror,Romance</td>
+      <td>Jonathan Levine</td>
+      <td>Nicholas Hoult, Teresa Palmer, John Malkovich,Analeigh Tipton</td>
+      <td>2013</td>
+      <td>98</td>
+      <td>6.9</td>
+      <td>66.36</td>
+    </tr>
+    <tr>
+      <th>876</th>
+      <td>Blue Jasmine</td>
+      <td>Drama</td>
+      <td>Woody Allen</td>
+      <td>Cate Blanchett, Alec Baldwin, Peter Sarsgaard, Sally Hawkins</td>
+      <td>2013</td>
+      <td>98</td>
+      <td>7.3</td>
+      <td>33.4</td>
+    </tr>
+    <tr>
+      <th>877</th>
+      <td>Wrath of the Titans</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Jonathan Liebesman</td>
+      <td>Sam Worthington, Liam Neeson, Rosamund Pike, Ralph Fiennes</td>
+      <td>2012</td>
+      <td>99</td>
+      <td>5.8</td>
+      <td>83.64</td>
+    </tr>
+    <tr>
+      <th>878</th>
+      <td>Shin Gojira</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Hideaki Anno</td>
+      <td>Hiroki Hasegawa, Yutaka Takenouchi,Satomi Ishihara, Ren �sugi</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>6.9</td>
+      <td>1.91</td>
+    </tr>
+    <tr>
+      <th>879</th>
+      <td>Saving Mr. Banks</td>
+      <td>Biography,Comedy,Drama</td>
+      <td>John Lee Hancock</td>
+      <td>Emma Thompson, Tom Hanks, Annie Rose Buckley, Colin Farrell</td>
+      <td>2013</td>
+      <td>125</td>
+      <td>7.5</td>
+      <td>83.3</td>
+    </tr>
+    <tr>
+      <th>880</th>
+      <td>Transcendence</td>
+      <td>Drama,Mystery,Romance</td>
+      <td>Wally Pfister</td>
+      <td>Johnny Depp, Rebecca Hall, Morgan Freeman, Cillian Murphy</td>
+      <td>2014</td>
+      <td>119</td>
+      <td>6.3</td>
+      <td>23.01</td>
+    </tr>
+    <tr>
+      <th>881</th>
+      <td>Rio</td>
+      <td>Animation,Adventure,Comedy</td>
+      <td>Carlos Saldanha</td>
+      <td>Jesse Eisenberg, Anne Hathaway, George Lopez,Karen Disher</td>
+      <td>2011</td>
+      <td>96</td>
+      <td>6.9</td>
+      <td>143.62M</td>
+    </tr>
+    <tr>
+      <th>882</th>
+      <td>Equals</td>
+      <td>Drama,Romance,Sci-Fi</td>
+      <td>Drake Doremus</td>
+      <td>Nicholas Hoult, Kristen Stewart, Vernetta Lopez,Scott Lawrence</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>6.1</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>883</th>
+      <td>Babel</td>
+      <td>Drama</td>
+      <td>Alejandro Gonz�lez I��rritu</td>
+      <td>Brad Pitt, Cate Blanchett, Gael Garc�a Bernal, Mohamed Akhzam</td>
+      <td>2006</td>
+      <td>143</td>
+      <td>7.5</td>
+      <td>34.3</td>
+    </tr>
+    <tr>
+      <th>884</th>
+      <td>The Tree of Life</td>
+      <td>Drama,Fantasy</td>
+      <td>Terrence Malick</td>
+      <td>Brad Pitt, Sean Penn, Jessica Chastain, Hunter McCracken</td>
+      <td>2011</td>
+      <td>139</td>
+      <td>6.8</td>
+      <td>13.3</td>
+    </tr>
+    <tr>
+      <th>885</th>
+      <td>The Lucky One</td>
+      <td>Drama,Romance</td>
+      <td>Scott Hicks</td>
+      <td>Zac Efron, Taylor Schilling, Blythe Danner, Riley Thomas Stewart</td>
+      <td>2012</td>
+      <td>101</td>
+      <td>6.5</td>
+      <td>60.44</td>
+    </tr>
+    <tr>
+      <th>886</th>
+      <td>Piranha 3D</td>
+      <td>Comedy,Horror,Thriller</td>
+      <td>Alexandre Aja</td>
+      <td>Elisabeth Shue, Jerry O'Connell, Richard Dreyfuss,Ving Rhames</td>
+      <td>2010</td>
+      <td>88</td>
+      <td>5.5</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <th>887</th>
+      <td>50/50</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Jonathan Levine</td>
+      <td>Joseph Gordon-Levitt, Seth Rogen, Anna Kendrick, Bryce Dallas Howard</td>
+      <td>2011</td>
+      <td>100</td>
+      <td>7.7</td>
+      <td>34.96</td>
+    </tr>
+    <tr>
+      <th>888</th>
+      <td>The Intent</td>
+      <td>Crime,Drama</td>
+      <td>Femi Oyeniran</td>
+      <td>Dylan Duffus, Scorcher,Shone Romulus, Jade Asha</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>3.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>889</th>
+      <td>This Is 40</td>
+      <td>Comedy,Romance</td>
+      <td>Judd Apatow</td>
+      <td>Paul Rudd, Leslie Mann, Maude Apatow, Iris Apatow</td>
+      <td>2012</td>
+      <td>134</td>
+      <td>6.2</td>
+      <td>67.52</td>
+    </tr>
+    <tr>
+      <th>890</th>
+      <td>Real Steel</td>
+      <td>Action,Drama,Family</td>
+      <td>Shawn Levy</td>
+      <td>Hugh Jackman, Evangeline Lilly, Dakota Goyo,Anthony Mackie</td>
+      <td>2011</td>
+      <td>127</td>
+      <td>7.1</td>
+      <td>85.46</td>
+    </tr>
+    <tr>
+      <th>891</th>
+      <td>Sex and the City</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Michael Patrick King</td>
+      <td>Sarah Jessica Parker, Kim Cattrall, Cynthia Nixon, Kristin Davis</td>
+      <td>2008</td>
+      <td>145</td>
+      <td>5.5</td>
+      <td>152.64M</td>
+    </tr>
+    <tr>
+      <th>892</th>
+      <td>Rambo</td>
+      <td>Action,Thriller,War</td>
+      <td>Sylvester Stallone</td>
+      <td>Sylvester Stallone, Julie Benz, Matthew Marsden, Graham McTavish</td>
+      <td>2008</td>
+      <td>92</td>
+      <td>7.1</td>
+      <td>42.72</td>
+    </tr>
+    <tr>
+      <th>893</th>
+      <td>Planet Terror</td>
+      <td>Action,Comedy,Horror</td>
+      <td>Robert Rodriguez</td>
+      <td>Rose McGowan, Freddy Rodr�guez, Josh Brolin,Marley Shelton</td>
+      <td>2007</td>
+      <td>105</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>894</th>
+      <td>Concussion</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Peter Landesman</td>
+      <td>Will Smith, Alec Baldwin, Albert Brooks, David Morse</td>
+      <td>2015</td>
+      <td>123</td>
+      <td>7.1</td>
+      <td>34.53</td>
+    </tr>
+    <tr>
+      <th>895</th>
+      <td>The Fall</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Tarsem Singh</td>
+      <td>Lee Pace, Catinca Untaru, Justine Waddell, Kim Uylenbroek</td>
+      <td>2006</td>
+      <td>117</td>
+      <td>7.9</td>
+      <td>2.28</td>
+    </tr>
+    <tr>
+      <th>896</th>
+      <td>The Ugly Truth</td>
+      <td>Comedy,Romance</td>
+      <td>Robert Luketic</td>
+      <td>Katherine Heigl, Gerard Butler, Bree Turner, Eric Winter</td>
+      <td>2009</td>
+      <td>96</td>
+      <td>6.5</td>
+      <td>88.92</td>
+    </tr>
+    <tr>
+      <th>897</th>
+      <td>Bride Wars</td>
+      <td>Comedy,Romance</td>
+      <td>Gary Winick</td>
+      <td>Kate Hudson, Anne Hathaway, Candice Bergen, Bryan Greenberg</td>
+      <td>2009</td>
+      <td>89</td>
+      <td>5.5</td>
+      <td>58.72</td>
+    </tr>
+    <tr>
+      <th>898</th>
+      <td>Sleeping with Other People</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Leslye Headland</td>
+      <td>Jason Sudeikis, Alison Brie, Jordan Carlos,Margarita Levieva</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>6.5</td>
+      <td>0.81</td>
+    </tr>
+    <tr>
+      <th>899</th>
+      <td>Snakes on a Plane</td>
+      <td>Action,Adventure,Crime</td>
+      <td>David R. Ellis</td>
+      <td>Samuel L. Jackson, Julianna Margulies, Nathan Phillips, Rachel Blanchard</td>
+      <td>2006</td>
+      <td>105</td>
+      <td>5.6</td>
+      <td>34.01</td>
+    </tr>
+    <tr>
+      <th>900</th>
+      <td>What If</td>
+      <td>Comedy,Romance</td>
+      <td>Michael Dowse</td>
+      <td>Daniel Radcliffe, Zoe Kazan, Megan Park, Adam Driver</td>
+      <td>2013</td>
+      <td>98</td>
+      <td>6.8</td>
+      <td>3.45</td>
+    </tr>
+    <tr>
+      <th>901</th>
+      <td>How to Train Your Dragon 2</td>
+      <td>Animation,Action,Adventure</td>
+      <td>Dean DeBlois</td>
+      <td>Jay Baruchel, Cate Blanchett, Gerard Butler, Craig Ferguson</td>
+      <td>2014</td>
+      <td>102</td>
+      <td>7.9</td>
+      <td>177M</td>
+    </tr>
+    <tr>
+      <th>902</th>
+      <td>RoboCop</td>
+      <td>Action,Crime,Sci-Fi</td>
+      <td>Jos� Padilha</td>
+      <td>Joel Kinnaman, Gary Oldman, Michael Keaton, Abbie Cornish</td>
+      <td>2014</td>
+      <td>117</td>
+      <td>6.2</td>
+      <td>58.61</td>
+    </tr>
+    <tr>
+      <th>903</th>
+      <td>In Dubious Battle</td>
+      <td>Drama</td>
+      <td>James Franco</td>
+      <td>Nat Wolff, James Franco, Vincent D'Onofrio, Selena Gomez</td>
+      <td>2016</td>
+      <td>110</td>
+      <td>6.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>904</th>
+      <td>Hello, My Name Is Doris</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Michael Showalter</td>
+      <td>Sally Field, Max Greenfield, Tyne Daly, Wendi McLendon-Covey</td>
+      <td>2015</td>
+      <td>95</td>
+      <td>6.7</td>
+      <td>14.44</td>
+    </tr>
+    <tr>
+      <th>905</th>
+      <td>Ocean's Thirteen</td>
+      <td>Crime,Thriller</td>
+      <td>Steven Soderbergh</td>
+      <td>George Clooney, Brad Pitt, Matt Damon,Michael Mantell</td>
+      <td>2007</td>
+      <td>122</td>
+      <td>6.9</td>
+      <td>117.14M</td>
+    </tr>
+    <tr>
+      <th>906</th>
+      <td>Slither</td>
+      <td>Comedy,Horror,Sci-Fi</td>
+      <td>James Gunn</td>
+      <td>Nathan Fillion, Elizabeth Banks, Michael Rooker, Don Thompson</td>
+      <td>2006</td>
+      <td>95</td>
+      <td>6.5</td>
+      <td>7.77</td>
+    </tr>
+    <tr>
+      <th>907</th>
+      <td>Contagion</td>
+      <td>Drama,Thriller</td>
+      <td>Steven Soderbergh</td>
+      <td>Matt Damon, Kate Winslet, Jude Law, Gwyneth Paltrow</td>
+      <td>2011</td>
+      <td>106</td>
+      <td>6.6</td>
+      <td>75.64</td>
+    </tr>
+    <tr>
+      <th>908</th>
+      <td>Il racconto dei racconti - Tale of Tales</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Matteo Garrone</td>
+      <td>Salma Hayek, Vincent Cassel, Toby Jones, John C. Reilly</td>
+      <td>2015</td>
+      <td>133</td>
+      <td>6.4</td>
+      <td>0.08</td>
+    </tr>
+    <tr>
+      <th>909</th>
+      <td>I Am the Pretty Thing That Lives in the House</td>
+      <td>Thriller</td>
+      <td>Oz Perkins</td>
+      <td>Ruth Wilson, Paula Prentiss, Lucy Boynton, Bob Balaban</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>4.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>910</th>
+      <td>Bridge to Terabithia</td>
+      <td>Adventure,Drama,Family</td>
+      <td>Gabor Csupo</td>
+      <td>Josh Hutcherson, AnnaSophia Robb, Zooey Deschanel, Robert Patrick</td>
+      <td>2007</td>
+      <td>96</td>
+      <td>7.2</td>
+      <td>82.23</td>
+    </tr>
+    <tr>
+      <th>911</th>
+      <td>Coherence</td>
+      <td>Mystery,Sci-Fi,Thriller</td>
+      <td>James Ward Byrkit</td>
+      <td>Emily Baldoni, Maury Sterling, Nicholas Brendon, Elizabeth Gracen</td>
+      <td>2013</td>
+      <td>89</td>
+      <td>7.2</td>
+      <td>0.07</td>
+    </tr>
+    <tr>
+      <th>912</th>
+      <td>Notorious</td>
+      <td>Biography,Crime,Drama</td>
+      <td>George Tillman Jr.</td>
+      <td>Jamal Woolard, Anthony Mackie, Derek Luke,Momo Dione</td>
+      <td>2009</td>
+      <td>122</td>
+      <td>6.7</td>
+      <td>36.84</td>
+    </tr>
+    <tr>
+      <th>913</th>
+      <td>Goksung</td>
+      <td>Drama,Fantasy,Horror</td>
+      <td>Hong-jin Na</td>
+      <td>Jun Kunimura, Jung-min Hwang, Do-won Kwak, Woo-hee Chun</td>
+      <td>2016</td>
+      <td>156</td>
+      <td>7.5</td>
+      <td>0.79</td>
+    </tr>
+    <tr>
+      <th>914</th>
+      <td>The Expendables 2</td>
+      <td>Action,Adventure,Thriller</td>
+      <td>Simon West</td>
+      <td>Sylvester Stallone, Liam Hemsworth, Randy Couture,Jean-Claude Van Damme</td>
+      <td>2012</td>
+      <td>103</td>
+      <td>6.6</td>
+      <td>85.02</td>
+    </tr>
+    <tr>
+      <th>915</th>
+      <td>The Girl Next Door</td>
+      <td>Crime,Drama,Horror</td>
+      <td>Gregory Wilson</td>
+      <td>William Atherton, Blythe Auffarth, Blanche Baker,Kevin Chamberlin</td>
+      <td>2007</td>
+      <td>91</td>
+      <td>6.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>916</th>
+      <td>Perfume: The Story of a Murderer</td>
+      <td>Crime,Drama,Fantasy</td>
+      <td>Tom Tykwer</td>
+      <td>Ben Whishaw, Dustin Hoffman, Alan Rickman,Francesc Albiol</td>
+      <td>2006</td>
+      <td>147</td>
+      <td>7.5</td>
+      <td>2.21</td>
+    </tr>
+    <tr>
+      <th>917</th>
+      <td>The Golden Compass</td>
+      <td>Adventure,Family,Fantasy</td>
+      <td>Chris Weitz</td>
+      <td>Nicole Kidman, Daniel Craig, Dakota Blue Richards, Ben Walker</td>
+      <td>2007</td>
+      <td>113</td>
+      <td>6.1</td>
+      <td>70.08</td>
+    </tr>
+    <tr>
+      <th>918</th>
+      <td>Centurion</td>
+      <td>Action,Adventure,Drama</td>
+      <td>Neil Marshall</td>
+      <td>Michael      fassbender, Dominic West, Olga Kurylenko,Andreas Wisniewski</td>
+      <td>2010</td>
+      <td>97</td>
+      <td>6.4</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <th>919</th>
+      <td>Scouts Guide to the Zombie Apocalypse</td>
+      <td>Action,Comedy,Horror</td>
+      <td>Christopher Landon</td>
+      <td>Tye Sheridan, Logan Miller, Joey Morgan,Sarah Dumont</td>
+      <td>2015</td>
+      <td>93</td>
+      <td>6.3</td>
+      <td>3.64</td>
+    </tr>
+    <tr>
+      <th>920</th>
+      <td>17 Again</td>
+      <td>Comedy,Drama,Family</td>
+      <td>Burr Steers</td>
+      <td>Zac Efron, Matthew Perry, Leslie Mann, Thomas Lennon</td>
+      <td>2009</td>
+      <td>102</td>
+      <td>6.4</td>
+      <td>64.15</td>
+    </tr>
+    <tr>
+      <th>921</th>
+      <td>No Escape</td>
+      <td>Action,Thriller</td>
+      <td>John Erick Dowdle</td>
+      <td>Lake Bell, Pierce Brosnan, Owen Wilson,Chatchawai Kamonsakpitak</td>
+      <td>2015</td>
+      <td>103</td>
+      <td>6.8</td>
+      <td>27.29</td>
+    </tr>
+    <tr>
+      <th>922</th>
+      <td>Superman Returns</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>Bryan Singer</td>
+      <td>Brandon Routh, Kevin Spacey, Kate Bosworth, James Marsden</td>
+      <td>2006</td>
+      <td>154</td>
+      <td>6.1</td>
+      <td>200.07</td>
+    </tr>
+    <tr>
+      <th>923</th>
+      <td>The Twilight Saga: Breaking Dawn - Part 1</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>Bill Condon</td>
+      <td>Kristen Stewart, Robert Pattinson, Taylor Lautner, Gil Birmingham</td>
+      <td>2011</td>
+      <td>117</td>
+      <td>4.9</td>
+      <td>281.28</td>
+    </tr>
+    <tr>
+      <th>924</th>
+      <td>Precious</td>
+      <td>Drama</td>
+      <td>Lee Daniels</td>
+      <td>Gabourey Sidibe, Mo'Nique, Paula Patton, Mariah Carey</td>
+      <td>2009</td>
+      <td>110</td>
+      <td>7.3</td>
+      <td>47.54</td>
+    </tr>
+    <tr>
+      <th>925</th>
+      <td>The Sea of Trees</td>
+      <td>Drama</td>
+      <td>Gus Van Sant</td>
+      <td>Matthew McConaughey, Naomi Watts, Ken Watanabe,Ryoko Seta</td>
+      <td>2015</td>
+      <td>110</td>
+      <td>5.9</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <th>926</th>
+      <td>Good Kids</td>
+      <td>Comedy</td>
+      <td>Chris McCoy</td>
+      <td>Zoey Deutch, Nicholas Braun, Mateo Arias, Israel Broussard</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>6.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>927</th>
+      <td>The Master</td>
+      <td>Drama</td>
+      <td>Paul Thomas Anderson</td>
+      <td>Philip Seymour Hoffman, Joaquin Phoenix,Amy Adams, Jesse Plemons</td>
+      <td>2012</td>
+      <td>144</td>
+      <td>7.1</td>
+      <td>16.38</td>
+    </tr>
+    <tr>
+      <th>928</th>
+      <td>Footloose</td>
+      <td>Comedy,Drama,Music</td>
+      <td>Craig Brewer</td>
+      <td>Kenny Wormald, Julianne Hough, Dennis Quaid,Andie MacDowell</td>
+      <td>2011</td>
+      <td>113</td>
+      <td>5.9</td>
+      <td>51.78</td>
+    </tr>
+    <tr>
+      <th>929</th>
+      <td>If I Stay</td>
+      <td>Drama,Fantasy,Music</td>
+      <td>R.J. Cutler</td>
+      <td>Chlo� Grace Moretz, Mireille Enos, Jamie Blackley,Joshua Leonard</td>
+      <td>2014</td>
+      <td>107</td>
+      <td>6.8</td>
+      <td>50.46</td>
+    </tr>
+    <tr>
+      <th>930</th>
+      <td>The Ticket</td>
+      <td>Drama</td>
+      <td>Ido Fluk</td>
+      <td>Dan Stevens, Malin Akerman, Oliver Platt, Kerry Bish�</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>5.4</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>931</th>
+      <td>Detour</td>
+      <td>Thriller</td>
+      <td>Christopher Smith</td>
+      <td>Tye Sheridan, Emory Cohen, Bel Powley,Stephen Moyer</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>6.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>932</th>
+      <td>The Love Witch</td>
+      <td>Comedy,Horror</td>
+      <td>Anna Biller</td>
+      <td>Samantha Robinson, Jeffrey Vincent Parise, Laura Waddell, Gian Keys</td>
+      <td>2016</td>
+      <td>120</td>
+      <td>6.2</td>
+      <td>0.22</td>
+    </tr>
+    <tr>
+      <th>933</th>
+      <td>Talladega Nights: The Ballad of Ricky Bobby</td>
+      <td>Action,Comedy,Sport</td>
+      <td>Adam McKay</td>
+      <td>Will Ferrell, John C. Reilly, Sacha Baron Cohen, Gary Cole</td>
+      <td>2006</td>
+      <td>108</td>
+      <td>6.6</td>
+      <td>148.21M</td>
+    </tr>
+    <tr>
+      <th>934</th>
+      <td>The Human Centipede (First Sequence)</td>
+      <td>Horror</td>
+      <td>Tom Six</td>
+      <td>Dieter Laser, Ashley C. Williams, Ashlynn Yennie, Akihiro Kitamura</td>
+      <td>2009</td>
+      <td>92</td>
+      <td>4.4</td>
+      <td>0.18</td>
+    </tr>
+    <tr>
+      <th>935</th>
+      <td>Super</td>
+      <td>Comedy,Drama</td>
+      <td>James Gunn</td>
+      <td>Rainn Wilson, Ellen Page, Liv Tyler, Kevin Bacon</td>
+      <td>2010</td>
+      <td>96</td>
+      <td>6.8</td>
+      <td>0.32</td>
+    </tr>
+    <tr>
+      <th>936</th>
+      <td>The Siege of Jadotville</td>
+      <td>Action,Drama,Thriller</td>
+      <td>Richie Smyth</td>
+      <td>Jamie Dornan, Mark Strong, Jason O'Mara, Michael McElhatton</td>
+      <td>2016</td>
+      <td>108</td>
+      <td>7.3</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>937</th>
+      <td>Up in the Air</td>
+      <td>Drama,Romance</td>
+      <td>Jason Reitman</td>
+      <td>George Clooney, Vera Farmiga, Anna Kendrick,Jason Bateman</td>
+      <td>2009</td>
+      <td>109</td>
+      <td>7.4</td>
+      <td>83.81</td>
+    </tr>
+    <tr>
+      <th>938</th>
+      <td>The Midnight Meat Train</td>
+      <td>Horror,Mystery</td>
+      <td>Ry�hei Kitamura</td>
+      <td>Vinnie Jones, Bradley Cooper, Leslie Bibb, Brooke Shields</td>
+      <td>2008</td>
+      <td>98</td>
+      <td>6.1</td>
+      <td>0.07</td>
+    </tr>
+    <tr>
+      <th>939</th>
+      <td>The Twilight Saga: Eclipse</td>
+      <td>Adventure,Drama,Fantasy</td>
+      <td>David Slade</td>
+      <td>Kristen Stewart, Robert Pattinson, Taylor Lautner,Xavier Samuel</td>
+      <td>2010</td>
+      <td>124</td>
+      <td>4.9</td>
+      <td>300.52</td>
+    </tr>
+    <tr>
+      <th>940</th>
+      <td>Transpecos</td>
+      <td>Thriller</td>
+      <td>Greg Kwedar</td>
+      <td>Johnny Simmons, Gabriel Luna, Clifton Collins Jr.,David Acord</td>
+      <td>2016</td>
+      <td>86</td>
+      <td>5.8</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>941</th>
+      <td>What's Your Number?</td>
+      <td>Comedy,Romance</td>
+      <td>Mark Mylod</td>
+      <td>Anna Faris, Chris Evans, Ari Graynor, Blythe Danner</td>
+      <td>2011</td>
+      <td>106</td>
+      <td>6.1</td>
+      <td>13.99</td>
+    </tr>
+    <tr>
+      <th>942</th>
+      <td>Riddick</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>David Twohy</td>
+      <td>Vin Diesel, Karl Urban, Katee Sackhoff, Jordi Moll�</td>
+      <td>2013</td>
+      <td>119</td>
+      <td>6.4</td>
+      <td>42</td>
+    </tr>
+    <tr>
+      <th>943</th>
+      <td>Triangle</td>
+      <td>Fantasy,Mystery,Thriller</td>
+      <td>Christopher Smith</td>
+      <td>Melissa George, Joshua McIvor, Jack Taylor,Michael Dorman</td>
+      <td>2009</td>
+      <td>99</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>944</th>
+      <td>The Butler</td>
+      <td>Biography,Drama</td>
+      <td>Lee Daniels</td>
+      <td>Forest Whitaker, Oprah Winfrey, John Cusack, Jane Fonda</td>
+      <td>2013</td>
+      <td>132</td>
+      <td>7.2</td>
+      <td>116.63M</td>
+    </tr>
+    <tr>
+      <th>945</th>
+      <td>King Cobra</td>
+      <td>Crime,Drama</td>
+      <td>Justin Kelly</td>
+      <td>Garrett Clayton, Christian Slater, Molly Ringwald,James Kelley</td>
+      <td>2016</td>
+      <td>91</td>
+      <td>5.6</td>
+      <td>0.03</td>
+    </tr>
+    <tr>
+      <th>946</th>
+      <td>After Earth</td>
+      <td>Action,Adventure,Sci-Fi</td>
+      <td>M. Night Shyamalan</td>
+      <td>Jaden Smith, David Denman, Will Smith,Sophie Okonedo</td>
+      <td>2013</td>
+      <td>100</td>
+      <td>4.9</td>
+      <td>60.52</td>
+    </tr>
+    <tr>
+      <th>947</th>
+      <td>Kicks</td>
+      <td>Adventure</td>
+      <td>Justin Tipping</td>
+      <td>Jahking Guillory, Christopher Jordan Wallace,Christopher Meyer, Kofi Siriboe</td>
+      <td>2016</td>
+      <td>80</td>
+      <td>6.1</td>
+      <td>0.15</td>
+    </tr>
+    <tr>
+      <th>948</th>
+      <td>Me and Earl and the Dying Girl</td>
+      <td>Comedy,Drama</td>
+      <td>Alfonso Gomez-Rejon</td>
+      <td>Thomas Mann, RJ Cyler, Olivia Cooke, Nick Offerman</td>
+      <td>2015</td>
+      <td>105</td>
+      <td>7.8</td>
+      <td>6.74</td>
+    </tr>
+    <tr>
+      <th>949</th>
+      <td>The Descendants</td>
+      <td>Comedy,Drama</td>
+      <td>Alexander Payne</td>
+      <td>George Clooney, Shailene Woodley, Amara Miller, Nick Krause</td>
+      <td>2011</td>
+      <td>115</td>
+      <td>7.3</td>
+      <td>82.62</td>
+    </tr>
+    <tr>
+      <th>950</th>
+      <td>Sex and the City 2</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Michael Patrick King</td>
+      <td>Sarah Jessica Parker, Kim Cattrall, Kristin Davis, Cynthia Nixon</td>
+      <td>2010</td>
+      <td>146</td>
+      <td>4.3</td>
+      <td>95.33</td>
+    </tr>
+    <tr>
+      <th>951</th>
+      <td>The Kings of Summer</td>
+      <td>Adventure,Comedy,Drama</td>
+      <td>Jordan Vogt-Roberts</td>
+      <td>Nick Robinson, Gabriel Basso, Moises Arias,Nick Offerman</td>
+      <td>2013</td>
+      <td>95</td>
+      <td>7.2</td>
+      <td>1.29</td>
+    </tr>
+    <tr>
+      <th>952</th>
+      <td>Death Race</td>
+      <td>Action,Sci-Fi,Thriller</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Jason Statham, Joan Allen, Tyrese Gibson, Ian McShane</td>
+      <td>2008</td>
+      <td>105</td>
+      <td>6.4</td>
+      <td>36.06</td>
+    </tr>
+    <tr>
+      <th>953</th>
+      <td>That Awkward Moment</td>
+      <td>Comedy,Romance</td>
+      <td>Tom Gormican</td>
+      <td>Zac Efron, Michael B. Jordan, Miles Teller, Imogen Poots</td>
+      <td>2014</td>
+      <td>94</td>
+      <td>6.2</td>
+      <td>26.05</td>
+    </tr>
+    <tr>
+      <th>954</th>
+      <td>Legion</td>
+      <td>Action,Fantasy,Horror</td>
+      <td>Scott Stewart</td>
+      <td>Paul Bettany, Dennis Quaid, Charles S. Dutton, Lucas Black</td>
+      <td>2010</td>
+      <td>100</td>
+      <td>5.2</td>
+      <td>40.17</td>
+    </tr>
+    <tr>
+      <th>955</th>
+      <td>End of Watch</td>
+      <td>Crime,Drama,Thriller</td>
+      <td>David Ayer</td>
+      <td>Jake Gyllenhaal, Michael Pe�a, Anna Kendrick, America Ferrera</td>
+      <td>2012</td>
+      <td>109</td>
+      <td>7.7</td>
+      <td>40.98</td>
+    </tr>
+    <tr>
+      <th>956</th>
+      <td>3 Days to Kill</td>
+      <td>Action,Drama,Thriller</td>
+      <td>McG</td>
+      <td>Kevin Costner, Hailee Steinfeld, Connie Nielsen, Amber Heard</td>
+      <td>2014</td>
+      <td>117</td>
+      <td>6.2</td>
+      <td>30.69</td>
+    </tr>
+    <tr>
+      <th>957</th>
+      <td>Lucky Number Slevin</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Paul McGuigan</td>
+      <td>Josh Hartnett, Ben Kingsley, Morgan Freeman, Lucy Liu</td>
+      <td>2006</td>
+      <td>110</td>
+      <td>7.8</td>
+      <td>22.49</td>
+    </tr>
+    <tr>
+      <th>958</th>
+      <td>Trance</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Danny Boyle</td>
+      <td>James McAvoy, Rosario Dawson, Vincent Cassel,Danny Sapani</td>
+      <td>2013</td>
+      <td>101</td>
+      <td>7.0</td>
+      <td>2.32</td>
+    </tr>
+    <tr>
+      <th>959</th>
+      <td>Into the Forest</td>
+      <td>Drama,Sci-Fi,Thriller</td>
+      <td>Patricia Rozema</td>
+      <td>Ellen Page, Evan Rachel Wood, Max Minghella,Callum Keith Rennie</td>
+      <td>2015</td>
+      <td>101</td>
+      <td>5.9</td>
+      <td>0.01</td>
+    </tr>
+    <tr>
+      <th>960</th>
+      <td>The Other Boleyn Girl</td>
+      <td>Biography,Drama,History</td>
+      <td>Justin Chadwick</td>
+      <td>Natalie Portman, Scarlett Johansson, Eric Bana,Jim Sturgess</td>
+      <td>2008</td>
+      <td>115</td>
+      <td>6.7</td>
+      <td>26.81</td>
+    </tr>
+    <tr>
+      <th>961</th>
+      <td>I Spit on Your Grave</td>
+      <td>Crime,Horror,Thriller</td>
+      <td>Steven R. Monroe</td>
+      <td>Sarah Butler, Jeff Branson, Andrew Howard,Daniel Franzese</td>
+      <td>2010</td>
+      <td>108</td>
+      <td>6.3</td>
+      <td>0.09</td>
+    </tr>
+    <tr>
+      <th>962</th>
+      <td>Custody</td>
+      <td>Drama</td>
+      <td>James Lapine</td>
+      <td>Viola Davis, Hayden Panettiere, Catalina Sandino Moreno, Ellen Burstyn</td>
+      <td>2016</td>
+      <td>104</td>
+      <td>6.9</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>963</th>
+      <td>Inland Empire</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>David Lynch</td>
+      <td>Laura Dern, Jeremy Irons, Justin Theroux, Karolina Gruszka</td>
+      <td>2006</td>
+      <td>180</td>
+      <td>7.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>964</th>
+      <td>L'odyss�e</td>
+      <td>Adventure,Biography</td>
+      <td>J�r�me Salle</td>
+      <td>Lambert Wilson, Pierre Niney, Audrey Tautou,Laurent Lucas</td>
+      <td>2016</td>
+      <td>122</td>
+      <td>6.7</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>965</th>
+      <td>The Walk</td>
+      <td>Adventure,Biography,Crime</td>
+      <td>Robert Zemeckis</td>
+      <td>Joseph Gordon-Levitt, Charlotte Le Bon,Guillaume Baillargeon, �milie Leclerc</td>
+      <td>2015</td>
+      <td>123</td>
+      <td>7.3</td>
+      <td>10.14</td>
+    </tr>
+    <tr>
+      <th>966</th>
+      <td>Wrecker</td>
+      <td>Action,Horror,Thriller</td>
+      <td>Micheal Bafaro</td>
+      <td>Anna Hutchison, Andrea Whitburn, Jennifer Koenig,Michael Dickson</td>
+      <td>2015</td>
+      <td>83</td>
+      <td>3.5</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>967</th>
+      <td>The Lone Ranger</td>
+      <td>Action,Adventure,Western</td>
+      <td>Gore Verbinski</td>
+      <td>Johnny Depp, Armie Hammer, William Fichtner,Tom Wilkinson</td>
+      <td>2013</td>
+      <td>150</td>
+      <td>6.5</td>
+      <td>89.29</td>
+    </tr>
+    <tr>
+      <th>968</th>
+      <td>Texas Chainsaw 3D</td>
+      <td>Horror,Thriller</td>
+      <td>John Luessenhop</td>
+      <td>Alexandra Daddario, Tania Raymonde, Scott Eastwood, Trey Songz</td>
+      <td>2013</td>
+      <td>92</td>
+      <td>4.8</td>
+      <td>34.33M</td>
+    </tr>
+    <tr>
+      <th>969</th>
+      <td>Disturbia</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>D.J. Caruso</td>
+      <td>Shia LaBeouf, David Morse, Carrie-Anne Moss, Sarah Roemer</td>
+      <td>2007</td>
+      <td>105</td>
+      <td>6.9</td>
+      <td>80.05</td>
+    </tr>
+    <tr>
+      <th>970</th>
+      <td>Rock of Ages</td>
+      <td>Comedy,Drama,Musical</td>
+      <td>Adam Shankman</td>
+      <td>Julianne Hough, Diego Boneta, Tom Cruise, Alec Baldwin</td>
+      <td>2012</td>
+      <td>123</td>
+      <td>5.9</td>
+      <td>38.51</td>
+    </tr>
+    <tr>
+      <th>971</th>
+      <td>Scream 4</td>
+      <td>Horror,Mystery</td>
+      <td>Wes Craven</td>
+      <td>Neve Campbell, Courteney Cox, David Arquette, Lucy Hale</td>
+      <td>2011</td>
+      <td>111</td>
+      <td>6.2</td>
+      <td>38.18</td>
+    </tr>
+    <tr>
+      <th>972</th>
+      <td>Queen of Katwe</td>
+      <td>Biography,Drama,Sport</td>
+      <td>Mira Nair</td>
+      <td>Madina Nalwanga, David Oyelowo, Lupita Nyong'o, Martin Kabanza</td>
+      <td>2016</td>
+      <td>124</td>
+      <td>7.4</td>
+      <td>8.81</td>
+    </tr>
+    <tr>
+      <th>973</th>
+      <td>My Big Fat Greek Wedding 2</td>
+      <td>Comedy,Family,Romance</td>
+      <td>Kirk Jones</td>
+      <td>Nia Vardalos, John Corbett, Michael Constantine, Lainie Kazan</td>
+      <td>2016</td>
+      <td>94</td>
+      <td>6.0</td>
+      <td>59.57</td>
+    </tr>
+    <tr>
+      <th>974</th>
+      <td>Dark Places</td>
+      <td>Drama,Mystery,Thriller</td>
+      <td>Gilles Paquet-Brenner</td>
+      <td>Charlize Theron, Nicholas Hoult, Christina Hendricks, Chlo� Grace Moretz</td>
+      <td>2015</td>
+      <td>113</td>
+      <td>6.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>975</th>
+      <td>Amateur Night</td>
+      <td>Comedy</td>
+      <td>Lisa Addario</td>
+      <td>Jason Biggs, Janet Montgomery,Ashley Tisdale, Bria L. Murphy</td>
+      <td>2016</td>
+      <td>92</td>
+      <td>5.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>976</th>
+      <td>It's Only the End of the World</td>
+      <td>Drama</td>
+      <td>Xavier Dolan</td>
+      <td>Nathalie Baye, Vincent Cassel, Marion Cotillard, L�a Seydoux</td>
+      <td>2016</td>
+      <td>97</td>
+      <td>7.0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>977</th>
+      <td>The Skin I Live In</td>
+      <td>Drama,Thriller</td>
+      <td>Pedro Almod�var</td>
+      <td>Antonio Banderas, Elena Anaya, Jan Cornet,Marisa Paredes</td>
+      <td>2011</td>
+      <td>120</td>
+      <td>7.6</td>
+      <td>3.19</td>
+    </tr>
+    <tr>
+      <th>978</th>
+      <td>Miracles from Heaven</td>
+      <td>Biography,Drama,Family</td>
+      <td>Patricia Riggen</td>
+      <td>Jennifer Garner, Kylie Rogers, Martin Henderson,Brighton Sharbino</td>
+      <td>2016</td>
+      <td>109</td>
+      <td>7.0</td>
+      <td>61.69</td>
+    </tr>
+    <tr>
+      <th>979</th>
+      <td>Annie</td>
+      <td>Comedy,Drama,Family</td>
+      <td>Will Gluck</td>
+      <td>Quvenzhan� Wallis, Cameron Diaz, Jamie Foxx, Rose Byrne</td>
+      <td>2014</td>
+      <td>118</td>
+      <td>5.3</td>
+      <td>85.91</td>
+    </tr>
+    <tr>
+      <th>980</th>
+      <td>Across the Universe</td>
+      <td>Drama,Fantasy,Musical</td>
+      <td>Julie Taymor</td>
+      <td>Evan Rachel Wood, Jim Sturgess, Joe Anderson, Dana Fuchs</td>
+      <td>2007</td>
+      <td>133</td>
+      <td>7.4</td>
+      <td>24.34</td>
+    </tr>
+    <tr>
+      <th>981</th>
+      <td>Let's Be Cops</td>
+      <td>Comedy</td>
+      <td>Luke Greenfield</td>
+      <td>Jake Johnson, Damon Wayans Jr., Rob Riggle, Nina Dobrev</td>
+      <td>2014</td>
+      <td>104</td>
+      <td>6.5</td>
+      <td>82.39</td>
+    </tr>
+    <tr>
+      <th>982</th>
+      <td>Max</td>
+      <td>Adventure,Family</td>
+      <td>Boaz Yakin</td>
+      <td>Thomas Haden Church, Josh Wiggins, Luke Kleintank,Lauren Graham</td>
+      <td>2015</td>
+      <td>111</td>
+      <td>6.8</td>
+      <td>42.65</td>
+    </tr>
+    <tr>
+      <th>983</th>
+      <td>Your Highness</td>
+      <td>Adventure,Comedy,Fantasy</td>
+      <td>David Gordon Green</td>
+      <td>Danny McBride, Natalie Portman, James Franco, Rasmus Hardiker</td>
+      <td>2011</td>
+      <td>102</td>
+      <td>5.6</td>
+      <td>21.56</td>
+    </tr>
+    <tr>
+      <th>984</th>
+      <td>Final Destination 5</td>
+      <td>Horror,Thriller</td>
+      <td>Steven Quale</td>
+      <td>Nicholas D'Agosto, Emma Bell, Arlen Escarpeta, Miles Fisher</td>
+      <td>2011</td>
+      <td>92</td>
+      <td>5.9</td>
+      <td>42.58</td>
+    </tr>
+    <tr>
+      <th>985</th>
+      <td>Endless Love</td>
+      <td>Drama,Romance</td>
+      <td>Shana Feste</td>
+      <td>Gabriella Wilde, Alex Pettyfer, Bruce Greenwood,Robert Patrick</td>
+      <td>2014</td>
+      <td>104</td>
+      <td>6.3</td>
+      <td>23.39</td>
+    </tr>
+    <tr>
+      <th>986</th>
+      <td>Martyrs</td>
+      <td>Horror</td>
+      <td>Pascal Laugier</td>
+      <td>Morjana Alaoui, Myl�ne Jampano�, Catherine B�gin,Robert Toupin</td>
+      <td>2008</td>
+      <td>99</td>
+      <td>7.1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>987</th>
+      <td>Selma</td>
+      <td>Biography,Drama,History</td>
+      <td>Ava DuVernay</td>
+      <td>David Oyelowo, Carmen Ejogo, Tim Roth, Lorraine Toussaint</td>
+      <td>2014</td>
+      <td>128</td>
+      <td>7.5</td>
+      <td>52.07</td>
+    </tr>
+    <tr>
+      <th>988</th>
+      <td>Underworld: Rise of the Lycans</td>
+      <td>Action,Adventure,Fantasy</td>
+      <td>Patrick Tatopoulos</td>
+      <td>Rhona Mitra, Michael Sheen, Bill Nighy, Steven Mackintosh</td>
+      <td>2009</td>
+      <td>92</td>
+      <td>6.6</td>
+      <td>45.8</td>
+    </tr>
+    <tr>
+      <th>989</th>
+      <td>Taare Zameen Par</td>
+      <td>Drama,Family,Music</td>
+      <td>Aamir Khan</td>
+      <td>Darsheel Safary, Aamir Khan, Tanay Chheda, Sachet Engineer</td>
+      <td>2007</td>
+      <td>165</td>
+      <td>8.5</td>
+      <td>1.2</td>
+    </tr>
+    <tr>
+      <th>990</th>
+      <td>Take Me Home Tonight</td>
+      <td>Comedy,Drama,Romance</td>
+      <td>Michael Dowse</td>
+      <td>Topher Grace, Anna Faris, Dan Fogler, Teresa Palmer</td>
+      <td>2011</td>
+      <td>97</td>
+      <td>6.3</td>
+      <td>6.92</td>
+    </tr>
+    <tr>
+      <th>991</th>
+      <td>Resident Evil: Afterlife</td>
+      <td>Action,Adventure,Horror</td>
+      <td>Paul W.S. Anderson</td>
+      <td>Milla Jovovich, Ali Larter, Wentworth Miller,Kim Coates</td>
+      <td>2010</td>
+      <td>97</td>
+      <td>5.9</td>
+      <td>60.13</td>
+    </tr>
+    <tr>
+      <th>992</th>
+      <td>Project X</td>
+      <td>Comedy</td>
+      <td>Nima Nourizadeh</td>
+      <td>Thomas Mann, Oliver Cooper, Jonathan Daniel Brown, Dax Flame</td>
+      <td>2012</td>
+      <td>88</td>
+      <td>6.7</td>
+      <td>54.72</td>
+    </tr>
+    <tr>
+      <th>993</th>
+      <td>Secret in Their Eyes</td>
+      <td>Crime,Drama,Mystery</td>
+      <td>Billy Ray</td>
+      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts, Dean Norris</td>
+      <td>2015</td>
+      <td>111</td>
+      <td>6.2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>994</th>
+      <td>Hostel: Part II</td>
+      <td>Horror</td>
+      <td>Eli Roth</td>
+      <td>Lauren German, Heather Matarazzo, Bijou Phillips, Roger Bart</td>
+      <td>2007</td>
+      <td>94</td>
+      <td>5.5</td>
+      <td>17.54</td>
+    </tr>
+    <tr>
+      <th>995</th>
+      <td>Step Up 2: The Streets</td>
+      <td>Drama,Music,Romance</td>
+      <td>Jon M. Chu</td>
+      <td>Robert Hoffman, Briana Evigan, Cassie Ventura, Adam G. Sevani</td>
+      <td>2008</td>
+      <td>98</td>
+      <td>6.2</td>
+      <td>58.01</td>
+    </tr>
+    <tr>
+      <th>996</th>
+      <td>Search Party</td>
+      <td>Adventure,Comedy</td>
+      <td>Scot Armstrong</td>
+      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Shannon Woodward</td>
+      <td>2014</td>
+      <td>93</td>
+      <td>5.6</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>997</th>
+      <td>Nine Lives</td>
+      <td>Comedy,Family,Fantasy</td>
+      <td>Barry Sonnenfeld</td>
+      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Cheryl Hines</td>
+      <td>2016</td>
+      <td>87</td>
+      <td>5.3</td>
+      <td>19.64</td>
+    </tr>
+    <tr>
+      <th>998</th>
+      <td>Hamilton</td>
+      <td>Biography, Drama, History</td>
+      <td>Thomas Kail</td>
+      <td>Lin-Manuel Miranda, Phillipa Soo, Leslie Odom Jr., Ren�e Elise Goldsberry</td>
+      <td>2020</td>
+      <td>160</td>
+      <td>8.6</td>
+      <td>612.82</td>
+    </tr>
+    <tr>
+      <th>999</th>
+      <td>Gisaengchung</td>
+      <td>Comedy, Drama, Thriller</td>
+      <td>Bong Joon Ho</td>
+      <td>Kang-ho Song, Lee Sun-kyun, Cho Yeo-jeong, Choi Woo-sik</td>
+      <td>2019</td>
+      <td>132</td>
+      <td>8.6</td>
+      <td>53.37</td>
+    </tr>
+    <tr>
+      <th>1000</th>
+      <td>Soorarai Pottru</td>
+      <td>Drama</td>
+      <td>Sudha Kongara</td>
+      <td>Suriya, Madhavan, Paresh Rawal, Aparna Balamurali</td>
+      <td>2020</td>
+      <td>153</td>
+      <td>8.6</td>
+      <td>5.93</td>
+    </tr>
+    <tr>
+      <th>1001</th>
+      <td>Joker</td>
+      <td>Crime, Drama, Thriller</td>
+      <td>Todd Phillips</td>
+      <td>Joaquin Phoenix, Robert De Niro, Zazie Beetz, Frances Conroy</td>
+      <td>2019</td>
+      <td>122</td>
+      <td>8.5</td>
+      <td>335.45</td>
+    </tr>
+    <tr>
+      <th>1002</th>
+      <td>Capharna�m</td>
+      <td>Drama</td>
+      <td>Nadine Labaki</td>
+      <td>Zain Al Rafeea, Yordanos Shiferaw, Boluwatife Treasure Bankole, Kawsar Al Haddad</td>
+      <td>2018</td>
+      <td>126</td>
+      <td>8.4</td>
+      <td>1.66</td>
+    </tr>
+    <tr>
+      <th>1003</th>
+      <td>Ayla: The Daughter of War</td>
+      <td>Biography, Drama, History</td>
+      <td>Can Ulkay</td>
+      <td>Erdem Can, �etin Tekindor, Ismail Hacioglu, Kyung-jin Lee</td>
+      <td>2017</td>
+      <td>125</td>
+      <td>8.4</td>
+      <td>16.2</td>
+    </tr>
+    <tr>
+      <th>1004</th>
+      <td>Vikram Vedha</td>
+      <td>Action, Crime, Drama</td>
+      <td>Gayatri</td>
+      <td>Pushkar, Madhavan, Vijay Sethupathi, Shraddha Srinath</td>
+      <td>2017</td>
+      <td>147</td>
+      <td>8.4</td>
+      <td>9.06</td>
+    </tr>
+    <tr>
+      <th>1005</th>
+      <td>Spider-Man: Into the Spider-Verse</td>
+      <td>Animation, Action, Adventure</td>
+      <td>Bob Persichetti</td>
+      <td>Peter Ramsey, Rodney Rothman, Shameik Moore, Jake Johnson</td>
+      <td>2018</td>
+      <td>117</td>
+      <td>8.4</td>
+      <td>190.24</td>
+    </tr>
+    <tr>
+      <th>1006</th>
+      <td>Avengers: Endgame</td>
+      <td>Action, Adventure, Drama</td>
+      <td>Anthony Russo</td>
+      <td>Joe Russo, Robert Downey Jr., Chris Evans, Mark Ruffalo</td>
+      <td>2019</td>
+      <td>181</td>
+      <td>8.4</td>
+      <td>858.37</td>
+    </tr>
+    <tr>
+      <th>1007</th>
+      <td>Avengers: Infinity War</td>
+      <td>Action, Adventure, Sci-Fi</td>
+      <td>Anthony Russo</td>
+      <td>Joe Russo, Robert Downey Jr., Chris Hemsworth, Mark Ruffalo</td>
+      <td>2018</td>
+      <td>149</td>
+      <td>8.4</td>
+      <td>678.82</td>
+    </tr>
+    <tr>
+      <th>1008</th>
+      <td>Coco</td>
+      <td>Animation, Adventure, Family</td>
+      <td>Lee Unkrich</td>
+      <td>Adrian Molina, Anthony Gonzalez, Gael Garc�a Bernal, Benjamin Bratt</td>
+      <td>2017</td>
+      <td>105</td>
+      <td>8.4</td>
+      <td>209.73</td>
+    </tr>
+    <tr>
+      <th>1009</th>
+      <td>1917</td>
+      <td>Drama, Thriller, War</td>
+      <td>Sam Mendes</td>
+      <td>Dean-Charles Chapman, George MacKay, Daniel Mays, Colin Firth</td>
+      <td>2019</td>
+      <td>119</td>
+      <td>8.3</td>
+      <td>159.23</td>
+    </tr>
+    <tr>
+      <th>1010</th>
+      <td>Tumbbad</td>
+      <td>Drama, Fantasy, Horror</td>
+      <td>Rahi Anil Barve</td>
+      <td>Anand Gandhi, Adesh Prasad, Sohum Shah, Jyoti Malshe</td>
+      <td>2018</td>
+      <td>104</td>
+      <td>8.3</td>
+      <td>0.66</td>
+    </tr>
+    <tr>
+      <th>1011</th>
+      <td>Andhadhun</td>
+      <td>Crime, Drama, Music</td>
+      <td>Sriram Raghavan</td>
+      <td>Ayushmann Khurrana, Tabu, Radhika Apte, Anil Dhawan</td>
+      <td>2018</td>
+      <td>139</td>
+      <td>8.3</td>
+      <td>1.37</td>
+    </tr>
+    <tr>
+      <th>1012</th>
+      <td>Miracle in cell NO.7</td>
+      <td>Drama</td>
+      <td>Mehmet Ada �ztekin</td>
+      <td>Aras Bulut Iynemli, Nisa Sofiya Aksongur, Deniz Baysal, Celile Toyon Uysal</td>
+      <td>2019</td>
+      <td>132</td>
+      <td>8.3</td>
+      <td>80.3</td>
+    </tr>
+    <tr>
+      <th>1013</th>
+      <td>Chhichhore</td>
+      <td>Comedy, Drama</td>
+      <td>Nitesh Tiwari</td>
+      <td>Sushant Singh Rajput, Shraddha Kapoor, Varun Sharma, Prateik</td>
+      <td>2019</td>
+      <td>143</td>
+      <td>8.2</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <th>1014</th>
+      <td>Uri: The Surgical Strike</td>
+      <td>Action, Drama, War</td>
+      <td>Aditya Dhar</td>
+      <td>Vicky Kaushal, Paresh Rawal, Mohit Raina, Yami Gautam</td>
+      <td>2018</td>
+      <td>138</td>
+      <td>8.2</td>
+      <td>4.19</td>
+    </tr>
+    <tr>
+      <th>1015</th>
+      <td>K.G.F: Chapter 1</td>
+      <td>Action, Drama</td>
+      <td>Prashanth Neel</td>
+      <td>Yash, Srinidhi Shetty, Ramachandra Raju, Archana Jois</td>
+      <td>2018</td>
+      <td>156</td>
+      <td>8.2</td>
+      <td>32.95</td>
+    </tr>
+    <tr>
+      <th>1016</th>
+      <td>Green Book</td>
+      <td>Biography, Comedy, Drama</td>
+      <td>Peter Farrelly</td>
+      <td>Viggo Mortensen, Mahershala Ali, Linda Cardellini, Sebastian Maniscalco</td>
+      <td>2018</td>
+      <td>130</td>
+      <td>8.2</td>
+      <td>85.08</td>
+    </tr>
+    <tr>
+      <th>1017</th>
+      <td>Three Billboards Outside Ebbing, Missouri</td>
+      <td>Comedy, Crime, Drama</td>
+      <td>Martin McDonagh</td>
+      <td>Frances McDormand, Woody Harrelson, Sam Rockwell, Caleb Landry Jones</td>
+      <td>2017</td>
+      <td>115</td>
+      <td>8.2</td>
+      <td>54.51</td>
+    </tr>
+    <tr>
+      <th>1018</th>
+      <td>Baahubali 2: The Conclusion</td>
+      <td>Action, Drama</td>
+      <td>S.S. Rajamouli</td>
+      <td>Prabhas, Rana Daggubati, Anushka Shetty, Tamannaah Bhatia</td>
+      <td>2017</td>
+      <td>167</td>
+      <td>8.2</td>
+      <td>20.19</td>
+    </tr>
+    <tr>
+      <th>1019</th>
+      <td>Klaus</td>
+      <td>Animation, Adventure, Comedy</td>
+      <td>Sergio Pablos</td>
+      <td>Carlos Mart�nez L�pez, Jason Schwartzman, J.K. Simmons, Rashida Jones</td>
+      <td>2019</td>
+      <td>96</td>
+      <td>8.2</td>
+      <td>1.14</td>
+    </tr>
+    <tr>
+      <th>1020</th>
+      <td>Portrait de la jeune fille en feu</td>
+      <td>Drama, Romance</td>
+      <td>C�line Sciamma</td>
+      <td>No�mie Merlant, Ad�le Haenel, Lu�na Bajrami, Valeria Golino</td>
+      <td>2019</td>
+      <td>122</td>
+      <td>8.1</td>
+      <td>3.76</td>
+    </tr>
+    <tr>
+      <th>1021</th>
+      <td>Logan</td>
+      <td>Action, Drama, Sci-Fi</td>
+      <td>James Mangold</td>
+      <td>Hugh Jackman, Patrick Stewart, Dafne Keen, Boyd Holbrook</td>
+      <td>2017</td>
+      <td>137</td>
+      <td>8.1</td>
+      <td>226.28</td>
+    </tr>
+    <tr>
+      <th>1022</th>
+      <td>Soul</td>
+      <td>Animation, Adventure, Comedy</td>
+      <td>Pete Docter</td>
+      <td>Kemp Powers, Jamie Foxx, Tina Fey, Graham Norton</td>
+      <td>2020</td>
+      <td>100</td>
+      <td>8.1</td>
+      <td>121</td>
+    </tr>
+    <tr>
+      <th>1023</th>
+      <td>Ford v Ferrari</td>
+      <td>Action, Biography, Drama</td>
+      <td>James Mangold</td>
+      <td>Matt Damon, Christian Bale, Jon Bernthal, Caitriona Balfe</td>
+      <td>2019</td>
+      <td>152</td>
+      <td>8.1</td>
+      <td>117.62</td>
+    </tr>
+    <tr>
+      <th>1024</th>
+      <td>Badhaai ho</td>
+      <td>Comedy, Drama</td>
+      <td>Amit Ravindernath Sharma</td>
+      <td>Ayushmann Khurrana, Neena Gupta, Gajraj Rao, Sanya Malhotra</td>
+      <td>2018</td>
+      <td>124</td>
+      <td>8.0</td>
+      <td>1.65</td>
+    </tr>
+    <tr>
+      <th>1025</th>
+      <td>Togo</td>
+      <td>Adventure, Biography, Drama</td>
+      <td>Ericson Core</td>
+      <td>Willem Dafoe, Julianne Nicholson, Christopher Heyerdahl, Richard Dormer</td>
+      <td>2019</td>
+      <td>113</td>
+      <td>8.0</td>
+      <td>0.49</td>
+    </tr>
+    <tr>
+      <th>1026</th>
+      <td>Wonder</td>
+      <td>Drama, Family</td>
+      <td>Stephen Chbosky</td>
+      <td>Jacob Tremblay, Owen Wilson, Izabela Vidovic, Julia Roberts</td>
+      <td>2017</td>
+      <td>113</td>
+      <td>8.0</td>
+      <td>132.42</td>
+    </tr>
+    <tr>
+      <th>1027</th>
+      <td>Gully Boy</td>
+      <td>Drama, Music, Romance</td>
+      <td>Zoya Akhtar</td>
+      <td>Vijay Varma, Nakul Roshan Sahdev, Ranveer Singh, Vijay Raaz</td>
+      <td>2019</td>
+      <td>154</td>
+      <td>8.0</td>
+      <td>5.57</td>
+    </tr>
+    <tr>
+      <th>1028</th>
+      <td>Blade Runner 2049</td>
+      <td>Action, Drama, Mystery</td>
+      <td>Denis Villeneuve</td>
+      <td>Harrison Ford, Ryan Gosling, Ana de Armas, Dave Bautista</td>
+      <td>2017</td>
+      <td>164</td>
+      <td>8.0</td>
+      <td>92.05</td>
+    </tr>
+    <tr>
+      <th>1029</th>
+      <td>Bohemian Rhapsody</td>
+      <td>Biography, Drama, Music</td>
+      <td>Bryan Singer</td>
+      <td>Rami Malek, Lucy Boynton, Gwilym Lee, Ben Hardy</td>
+      <td>2018</td>
+      <td>134</td>
+      <td>8.0</td>
+      <td>216.43</td>
+    </tr>
+    <tr>
+      <th>1030</th>
+      <td>Knives Out</td>
+      <td>Comedy, Crime, Drama</td>
+      <td>Rian Johnson</td>
+      <td>Daniel Craig, Chris Evans, Ana de Armas, Jamie Lee Curtis</td>
+      <td>2019</td>
+      <td>130</td>
+      <td>7.9</td>
+      <td>165.36</td>
+    </tr>
+    <tr>
+      <th>1031</th>
+      <td>Dil Bechara</td>
+      <td>Comedy, Drama, Romance</td>
+      <td>Mukesh Chhabra</td>
+      <td>Sushant Singh Rajput, Sanjana Sanghi, Sahil Vaid, Saswata Chatterjee</td>
+      <td>2020</td>
+      <td>101</td>
+      <td>7.9</td>
+      <td>263.61</td>
+    </tr>
+    <tr>
+      <th>1032</th>
+      <td>Manbiki kazoku</td>
+      <td>Crime, Drama</td>
+      <td>Hirokazu Koreeda</td>
+      <td>Lily Franky, Sakura And�, Kirin Kiki, Mayu Matsuoka</td>
+      <td>2018</td>
+      <td>121</td>
+      <td>7.9</td>
+      <td>3.31</td>
+    </tr>
+    <tr>
+      <th>1033</th>
+      <td>Marriage Story</td>
+      <td>Comedy, Drama, Romance</td>
+      <td>Noah Baumbach</td>
+      <td>Adam Driver, Scarlett Johansson, Julia Greer, Azhy Robertson</td>
+      <td>2019</td>
+      <td>137</td>
+      <td>7.9</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1034</th>
+      <td>Call Me by Your Name</td>
+      <td>Drama, Romance</td>
+      <td>Luca Guadagnino</td>
+      <td>Armie Hammer, Timoth�e Chalamet, Michael Stuhlbarg, Amira Casar</td>
+      <td>2017</td>
+      <td>132</td>
+      <td>7.9</td>
+      <td>18.1</td>
+    </tr>
+    <tr>
+      <th>1035</th>
+      <td>Isle of Dogs</td>
+      <td>Animation, Adventure, Comedy</td>
+      <td>Wes Anderson</td>
+      <td>Bryan Cranston, Koyu Rankin, Edward Norton, Bob Balaban</td>
+      <td>2018</td>
+      <td>101</td>
+      <td>7.9</td>
+      <td>32.02</td>
+    </tr>
+    <tr>
+      <th>1036</th>
+      <td>Thor: Ragnarok</td>
+      <td>Action, Adventure, Comedy</td>
+      <td>Taika Waititi</td>
+      <td>Chris Hemsworth, Tom Hiddleston, Cate Blanchett, Mark Ruffalo</td>
+      <td>2017</td>
+      <td>130</td>
+      <td>7.9</td>
+      <td>315.06</td>
+    </tr>
+    <tr>
+      <th>1037</th>
+      <td>Jojo Rabbit</td>
+      <td>Comedy, Drama, War</td>
+      <td>Taika Waititi</td>
+      <td>Roman Griffin Davis, Thomasin McKenzie, Scarlett Johansson, Taika Waititi</td>
+      <td>2019</td>
+      <td>108</td>
+      <td>7.9</td>
+      <td>0.35</td>
+    </tr>
+    <tr>
+      <th>1038</th>
+      <td>The Irishman</td>
+      <td>Biography, Crime, Drama</td>
+      <td>Martin Scorsese</td>
+      <td>Robert De Niro, Al Pacino, Joe Pesci, Harvey Keitel</td>
+      <td>2019</td>
+      <td>209</td>
+      <td>7.9</td>
+      <td>7</td>
+    </tr>
+    <tr>
+      <th>1039</th>
+      <td>The Gentlemen</td>
+      <td>Action, Comedy, Crime</td>
+      <td>Guy Ritchie</td>
+      <td>Matthew McConaughey, Charlie Hunnam, Michelle Dockery, Jeremy Strong</td>
+      <td>2019</td>
+      <td>113</td>
+      <td>7.8</td>
+      <td>115.2</td>
+    </tr>
+    <tr>
+      <th>1040</th>
+      <td>Raazi</td>
+      <td>Action, Drama, Thriller</td>
+      <td>Meghna Gulzar</td>
+      <td>Alia Bhatt, Vicky Kaushal, Rajit Kapoor, Shishir Sharma</td>
+      <td>2018</td>
+      <td>138</td>
+      <td>7.8</td>
+      <td>27</td>
+    </tr>
+    <tr>
+      <th>1041</th>
+      <td>Sound of Metal</td>
+      <td>Drama, Music</td>
+      <td>Darius Marder</td>
+      <td>Riz Ahmed, Olivia Cooke, Paul Raci, Lauren Ridloff</td>
+      <td>2019</td>
+      <td>120</td>
+      <td>7.8</td>
+      <td>0.52</td>
+    </tr>
+    <tr>
+      <th>1042</th>
+      <td>Dunkirk</td>
+      <td>Action, Drama, History</td>
+      <td>Christopher Nolan</td>
+      <td>Fionn Whitehead, Barry Keoghan, Mark Rylance, Tom Hardy</td>
+      <td>2017</td>
+      <td>106</td>
+      <td>7.8</td>
+      <td>188.37</td>
+    </tr>
+    <tr>
+      <th>1043</th>
+      <td>Paddington 2</td>
+      <td>Adventure, Comedy, Family</td>
+      <td>Paul King</td>
+      <td>Ben Whishaw, Hugh Grant, Hugh Bonneville, Sally Hawkins</td>
+      <td>2017</td>
+      <td>103</td>
+      <td>7.8</td>
+      <td>40.44</td>
+    </tr>
+    <tr>
+      <th>1044</th>
+      <td>Little Women</td>
+      <td>Drama, Romance</td>
+      <td>Greta Gerwig</td>
+      <td>Saoirse Ronan, Emma Watson, Florence Pugh, Eliza Scanlen</td>
+      <td>2019</td>
+      <td>135</td>
+      <td>7.8</td>
+      <td>108.1</td>
+    </tr>
+    <tr>
+      <th>1045</th>
+      <td>Loving Vincent</td>
+      <td>Animation, Biography, Crime</td>
+      <td>Dorota Kobiela</td>
+      <td>Hugh Welchman, Douglas Booth, Jerome Flynn, Robert Gulaczyk</td>
+      <td>2017</td>
+      <td>94</td>
+      <td>7.8</td>
+      <td>6.74</td>
+    </tr>
+    <tr>
+      <th>1046</th>
+      <td>Toy Story 4</td>
+      <td>Animation, Adventure, Comedy</td>
+      <td>Josh Cooley</td>
+      <td>Tom Hanks, Tim Allen, Annie Potts, Tony Hale</td>
+      <td>2019</td>
+      <td>100</td>
+      <td>7.8</td>
+      <td>434.04</td>
+    </tr>
+    <tr>
+      <th>1047</th>
+      <td>The Trial of the Chicago 7</td>
+      <td>Drama, History, Thriller</td>
+      <td>Aaron Sorkin</td>
+      <td>Eddie Redmayne, Alex Sharp, Sacha Baron Cohen, Jeremy Strong</td>
+      <td>2020</td>
+      <td>129</td>
+      <td>7.8</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <th>1048</th>
+      <td>Druk</td>
+      <td>Comedy, Drama</td>
+      <td>Thomas Vinterberg</td>
+      <td>Mads Mikkelsen, Thomas Bo Larsen, Magnus Millang, Lars Ranthe</td>
+      <td>2020</td>
+      <td>117</td>
+      <td>7.8</td>
+      <td>21.71</td>
+    </tr>
+    <tr>
+      <th>1049</th>
+      <td>Roma</td>
+      <td>Drama</td>
+      <td>Alfonso Cuar�n</td>
+      <td>Yalitza Aparicio, Marina de Tavira, Diego Cortina Autrey, Carlos Peralta</td>
+      <td>2018</td>
+      <td>135</td>
+      <td>7.7</td>
+      <td>5.1</td>
+    </tr>
+    <tr>
+      <th>1050</th>
+      <td>God's Own Country</td>
+      <td>Drama, Romance</td>
+      <td>Francis Lee</td>
+      <td>Josh O'Connor, Alec Secareanu, Gemma Jones, Ian Hart</td>
+      <td>2017</td>
+      <td>104</td>
+      <td>7.7</td>
+      <td>0.34</td>
+    </tr>
+    <tr>
+      <th>1051</th>
+      <td>Deadpool 2</td>
+      <td>Action, Adventure, Comedy</td>
+      <td>David Leitch</td>
+      <td>Ryan Reynolds, Josh Brolin, Morena Baccarin, Julian Dennison</td>
+      <td>2018</td>
+      <td>119</td>
+      <td>7.7</td>
+      <td>324.59</td>
+    </tr>
+    <tr>
+      <th>1052</th>
+      <td>Wind River</td>
+      <td>Crime, Drama, Mystery</td>
+      <td>Taylor Sheridan</td>
+      <td>Kelsey Asbille, Jeremy Renner, Julia Jones, Teo Briones</td>
+      <td>2017</td>
+      <td>107</td>
+      <td>7.7</td>
+      <td>33.8</td>
+    </tr>
+    <tr>
+      <th>1053</th>
+      <td>Get Out</td>
+      <td>Horror, Mystery, Thriller</td>
+      <td>Jordan Peele</td>
+      <td>Daniel Kaluuya, Allison Williams, Bradley Whitford, Catherine Keener</td>
+      <td>2017</td>
+      <td>104</td>
+      <td>7.7</td>
+      <td>176.04</td>
+    </tr>
+    <tr>
+      <th>1054</th>
+      <td>Mission: Impossible - Fallout</td>
+      <td>Action, Adventure, Thriller</td>
+      <td>Christopher McQuarrie</td>
+      <td>Tom Cruise, Henry Cavill, Ving Rhames, Simon Pegg</td>
+      <td>2018</td>
+      <td>147</td>
+      <td>7.7</td>
+      <td>220.16</td>
+    </tr>
+    <tr>
+      <th>1055</th>
+      <td>Dark Waters</td>
+      <td>Biography, Drama, History</td>
+      <td>Todd Haynes</td>
+      <td>Mark Ruffalo, Anne Hathaway, Tim Robbins, Bill Pullman</td>
+      <td>2019</td>
+      <td>126</td>
+      <td>7.6</td>
+      <td>11.14</td>
+    </tr>
+    <tr>
+      <th>1056</th>
+      <td>Searching</td>
+      <td>Drama, Mystery, Thriller</td>
+      <td>Aneesh Chaganty</td>
+      <td>John Cho, Debra Messing, Joseph Lee, Michelle La</td>
+      <td>2018</td>
+      <td>102</td>
+      <td>7.6</td>
+      <td>26.02</td>
+    </tr>
+    <tr>
+      <th>1057</th>
+      <td>Once Upon a Time... in Hollywood</td>
+      <td>Comedy, Drama</td>
+      <td>Quentin Tarantino</td>
+      <td>Leonardo DiCaprio, Brad Pitt, Margot Robbie, Emile Hirsch</td>
+      <td>2019</td>
+      <td>161</td>
+      <td>7.6</td>
+      <td>142.5</td>
+    </tr>
+    <tr>
+      <th>1058</th>
+      <td>Nelyubov</td>
+      <td>Drama</td>
+      <td>Andrey Zvyagintsev</td>
+      <td>Maryana Spivak, Aleksey Rozin, Matvey Novikov, Marina Vasileva</td>
+      <td>2017</td>
+      <td>127</td>
+      <td>7.6</td>
+      <td>0.57</td>
+    </tr>
+    <tr>
+      <th>1059</th>
+      <td>The Florida Project</td>
+      <td>Drama</td>
+      <td>Sean Baker</td>
+      <td>Brooklynn Prince, Bria Vinaite, Willem Dafoe, Christopher Rivera</td>
+      <td>2017</td>
+      <td>111</td>
+      <td>7.6</td>
+      <td>5.9</td>
+    </tr>
+    <tr>
+      <th>1060</th>
+      <td>Just Mercy</td>
+      <td>Biography, Crime, Drama</td>
+      <td>Destin Daniel Cretton</td>
+      <td>Michael B. Jordan, Jamie Foxx, Brie Larson, Charlie Pye Jr.</td>
+      <td>2019</td>
+      <td>137</td>
+      <td>7.6</td>
+      <td>50.4</td>
+    </tr>
+    <tr>
+      <th>1061</th>
+      <td>Gifted</td>
+      <td>Drama</td>
+      <td>Marc Webb</td>
+      <td>Chris Evans, Mckenna Grace, Lindsay Duncan, Octavia Spencer</td>
+      <td>2017</td>
+      <td>101</td>
+      <td>7.6</td>
+      <td>24.8</td>
+    </tr>
+    <tr>
+      <th>1062</th>
+      <td>The Peanut Butter Falcon</td>
+      <td>Adventure, Comedy, Drama</td>
+      <td>Tyler Nilson</td>
+      <td>Michael Schwartz, Zack Gottsagen, Ann Owens, Dakota Johnson</td>
+      <td>2019</td>
+      <td>97</td>
+      <td>7.6</td>
+      <td>13.12</td>
+    </tr>
+    <tr>
+      <th>1063</th>
+      <td>Guardians of the Galaxy Vol. 2</td>
+      <td>Action, Adventure, Comedy</td>
+      <td>James Gunn</td>
+      <td>Chris Pratt, Zoe Saldana, Dave Bautista, Vin Diesel</td>
+      <td>2017</td>
+      <td>136</td>
+      <td>7.6</td>
+      <td>389.81</td>
+    </tr>
+    <tr>
+      <th>1064</th>
+      <td>Baby Driver</td>
+      <td>Action, Crime, Drama</td>
+      <td>Edgar Wright</td>
+      <td>Ansel Elgort, Jon Bernthal, Jon Hamm, Eiza Gonz�lez</td>
+      <td>2017</td>
+      <td>113</td>
+      <td>7.6</td>
+      <td>107.83</td>
+    </tr>
+    <tr>
+      <th>1065</th>
+      <td>Only the Brave</td>
+      <td>Action, Biography, Drama</td>
+      <td>Joseph Kosinski</td>
+      <td>Josh Brolin, Miles Teller, Jeff Bridges, Jennifer Connelly</td>
+      <td>2017</td>
+      <td>134</td>
+      <td>7.6</td>
+      <td>18.34</td>
+    </tr>
+    <tr>
+      <th>1066</th>
+      <td>Incredibles 2</td>
+      <td>Animation, Action, Adventure</td>
+      <td>Brad Bird</td>
+      <td>Craig T. Nelson, Holly Hunter, Sarah Vowell, Huck Milner</td>
+      <td>2018</td>
+      <td>118</td>
+      <td>7.6</td>
+      <td>608.58</td>
+    </tr>
+    <tr>
+      <th>1067</th>
+      <td>A Star Is Born</td>
+      <td>Drama, Music, Romance</td>
+      <td>Bradley Cooper</td>
+      <td>Lady Gaga, Bradley Cooper, Sam Elliott, Greg Grunberg</td>
+      <td>2018</td>
+      <td>136</td>
+      <td>7.6</td>
+      <td>215.29</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/my_review.html b/f23/Gurmail_Lecture_Notes/30_Web-2/my_review.html
new file mode 100644
index 0000000000000000000000000000000000000000..442e2339c14c2891f73c9d5c2606c08dd5111f5a
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/my_review.html
@@ -0,0 +1,3 @@
+<h1>Amazon powerfast wall charger</h1>
+<h2>5 stars</h2>
+<p>Best kindle charger ever. Took 30 minutes to being my kindle back to life.</p>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/mylinks.html b/f23/Gurmail_Lecture_Notes/30_Web-2/mylinks.html
new file mode 100644
index 0000000000000000000000000000000000000000..1563da4b47e89d683d871c6cce3c36653bdf9b63
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/mylinks.html
@@ -0,0 +1,2 @@
+<a href="http://weather.gov">National Weather Service</a><br>
+<a href="https://www.greenbushbakery.com/">Greenbush Bakery</a><br>
diff --git a/f23/Gurmail_Lecture_Notes/30_Web-2/todolist.html b/f23/Gurmail_Lecture_Notes/30_Web-2/todolist.html
new file mode 100644
index 0000000000000000000000000000000000000000..03996427ca08a9b742d91ceee1881169963ff25c
--- /dev/null
+++ b/f23/Gurmail_Lecture_Notes/30_Web-2/todolist.html
@@ -0,0 +1,6 @@
+<ul>
+<li>Eat Healthy</li>
+<li>Exercise</li>
+<li>Relax</li>
+<li>Sleep</li>
+</ul>
diff --git a/f23/Gurmail_Lecture_Notes/cs220_survey_data.csv b/f23/Gurmail_Lecture_Notes/cs220_survey_data.csv
deleted file mode 100644
index 35d8bfea3a69361ee2d17a15e81636fa86cd525a..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/cs220_survey_data.csv
+++ /dev/null
@@ -1,993 +0,0 @@
-Lecture,Age,Major,Zip Code,Latitude,Longitude,Pizza topping,Pet preference,Runner,Sleep habit,Procrastinator
-LEC001,22,Engineering: Biomedical,53703,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC006,,Undecided,53706,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC004,18,Engineering: Industrial,53715,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC005,,Undecided,53706,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC002,,Undecided,53706,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC004,18,Engineering: Other|Engineering: Computer,53706,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC003,,Undecided,53706,43.073051,-89.40123,none (just cheese),neither,No,no preference,Maybe
-LEC003,18,Data Science,53715,43.073051,-89.40123,pineapple,cat,Yes,no preference,Maybe
-LEC006,18,Data Science,53706,35.4,119.11,none (just cheese),dog,No,night owl,Yes
-LEC006,18,Mathematics/AMEP,53706,44,-93,pepperoni,dog,No,night owl,Yes
-LEC002,21,Engineering: Other,53703,24.713552,46.675297,none (just cheese),cat,Yes,night owl,Maybe
-LEC003,19,Data Science,53705,24.6806,46.57936,pineapple,cat,No,early bird,No
-LEC004,24,Economics,53703,43,-89,pineapple,cat,Yes,early bird,Yes
-LEC003,18,Data Science,53706,36.102371,-115.174553,none (just cheese),dog,No,night owl,Yes
-LEC006,22,Psychology,53703,31.78,119.95,mushroom,cat,No,night owl,Yes
-LEC005,20,Data Science,53705,37.8,112.5,pepperoni,cat,Yes,night owl,Yes
-LEC004,24,Science: Biology/Life,53703,46.872131,-113.994019,pepperoni,dog,Yes,early bird,Yes
-LEC004,17,Engineering: Mechanical,53706,46.6242,8.0414,pineapple,dog,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53726,43.073051,-89.40123,none (just cheese),dog,Yes,early bird,No
-LEC002,19,Engineering: Mechanical,57303,41.878113,-87.629799,pineapple,dog,No,night owl,Yes
-LEC001,,Mathematics/AMEP,53706,31.230391,121.473701,basil/spinach,dog,No,no preference,Maybe
-LEC002,19,Mathematics/AMEP,53558,40.712776,-74.005974,sausage,dog,Yes,night owl,Yes
-LEC001,20,Economics (Mathematical Emphasis),53703,48.86,2.3522,pepperoni,dog,No,early bird,Yes
-LEC001,19,Engineering: Mechanical,53703,24.7,46.7,mushroom,dog,Yes,early bird,Maybe
-LEC005,18,Computer Science,53703,37.338207,-121.88633,green pepper,dog,Yes,night owl,Yes
-LEC003,19,Engineering: Mechanical,53558,43.073051,-89.40123,pepperoni,dog,No,night owl,Yes
-LEC005,20,Engineering: Mechanical,53715,38.9072,-77.0369,Other,cat,No,night owl,Yes
-LEC003,20,Data Science,53703,43.073051,-89.40123,pepperoni,dog,No,night owl,Yes
-LEC002,21,Science: Other|Political Science,53703,31.768318,35.213711,pepperoni,dog,No,no preference,Maybe
-LEC003,19,Mathematics/AMEP,53715,19.075983,72.877655,basil/spinach,cat,No,night owl,Maybe
-LEC001,23,Computer Science,53711,43.073929,-89.385239,sausage,dog,No,night owl,Yes
-LEC006,21,Business: Other,53715,25.761681,-80.191788,pepperoni,dog,No,night owl,Yes
-LEC003,19,Business: Other|Real Estate,53715,117,33,pepperoni,dog,Yes,night owl,No
-LEC004,19,Computer Science,53726,47.037872,-122.900696,tater tots,dog,No,night owl,Yes
-LEC004,24,Economics,53703,23.12911,113.264381,pepperoni,cat,Yes,early bird,Maybe
-LEC005,19,Data Science,53703,64.49796,165.40998,sausage,dog,No,night owl,Yes
-LEC003,19,Data Science,53705,25,47,mushroom,cat,No,early bird,Maybe
-LEC005,20,Engineering: Other|Engineering Physics: Scientific Computing,53715,43.073051,-89.4,none (just cheese),dog,No,night owl,Yes
-LEC005,20,Computer Science,53703,48.856613,2.352222,pepperoni,dog,No,night owl,Yes
-LEC002,19,Business: Finance,53726,43.04156,87.91006,pepperoni,dog,No,night owl,Yes
-LEC002,21,Data Science,53713,29.868336,121.543991,mushroom,dog,No,night owl,No
-LEC004,19,Computer Science,53715,40.712776,-74.005974,pepperoni,dog,No,night owl,Maybe
-LEC003,18,Computer Science,53706,5.93876,80.48433,Other,dog,No,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53704,38.7,-77,pepperoni,cat,Yes,no preference,No
-LEC004,18,Engineering: Mechanical,53726,41.878113,-87.629799,pepperoni,dog,No,night owl,Maybe
-LEC005,19,Engineering: Other,53703,36.169941,-115.139832,pepperoni,dog,No,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53703,43.078104,-89.431698,pepperoni,dog,Yes,night owl,Yes
-LEC006,18,Engineering: Biomedical,53051,33.6846,117.8265,pepperoni,dog,Yes,night owl,Yes
-LEC001,22,Engineering: Mechanical,53719,43.073051,-89.40123,none (just cheese),cat,Yes,night owl,Yes
-LEC001,18,Computer Science,53706,26.2992,87.2625,mushroom,dog,Yes,night owl,No
-LEC001,24,Business: Information Systems,53703,43.073051,-89.40123,macaroni/pasta,cat,No,night owl,No
-LEC006,19,Engineering: Mechanical,53703,43.04049,-87.91732,Other,dog,No,night owl,Yes
-LEC001,,Computer Science,53715,34.052235,-118.243683,green pepper,dog,No,night owl,Yes
-LEC002,20,Statistics,53703,40.7128,74.006,Other,dog,No,night owl,Maybe
-LEC005,23,Computer Science,53703,37.5,126.97,pepperoni,dog,No,night owl,No
-LEC002,21,Statistics,53703,52.370216,4.895168,pepperoni,dog,Yes,early bird,Maybe
-LEC002,18,Undecided,53706,38.56247,-121.70411,pepperoni,dog,Yes,night owl,Yes
-LEC006,18,Statistics,53706,40.712776,40.712776,pepperoni,dog,No,night owl,Yes
-LEC003,21,Economics,53715,43.073051,-89.40123,none (just cheese),dog,No,night owl,Yes
-LEC003,19,Engineering: Mechanical,53715,45,-93,sausage,dog,No,night owl,No
-LEC005,21,Business: Finance,53717,40.6461,-111.498,sausage,dog,No,night owl,Yes
-LEC001,26,Engineering: Mechanical,53703,41.902782,12.496365,pepperoni,dog,No,night owl,Yes
-LEC001,25,Economics,53703,40.712776,-74.005974,pepperoni,dog,No,night owl,Yes
-LEC003,18,Mathematics/AMEP,53706,31.230391,121.473701,mushroom,dog,Yes,early bird,No
-LEC001,19,Computer Science,53706,48.855709,2.29889,pepperoni,cat,Yes,night owl,Yes
-LEC005,17,Science: Biology/Life,53706,-18.766947,46.869106,basil/spinach,dog,Yes,early bird,Maybe
-LEC003,19,Business: Information Systems,53711,38.893452,-77.014709,pepperoni,dog,No,early bird,Yes
-LEC001,21,Computer Science,53715,16.306652,80.436539,Other,dog,No,night owl,Yes
-LEC006,19,Data Science,53703,35.689487,139.691711,sausage,neither,Yes,no preference,Maybe
-LEC004,18,Engineering: Industrial,53706,17.385044,78.486671,mushroom,dog,No,early bird,Yes
-LEC004,19,Computer Science,53715,37.774929,-122.419418,pepperoni,dog,No,night owl,Maybe
-LEC004,19,Data Science,53703,26.2644,20.3052,pepperoni,dog,No,night owl,Yes
-LEC005,18,Data Science,53706,40.712776,-74.005974,pepperoni,dog,Yes,no preference,Yes
-LEC002,18,Data Science,53706,36,117,Other,dog,No,early bird,Maybe
-LEC005,19,Data Science,50703,42.360081,-71.058884,sausage,cat,No,night owl,No
-LEC006,19,Computer Science,53711,36.569666,112.218744,pineapple,neither,Yes,early bird,Maybe
-LEC005,18,Computer Science,53706,37.54443,-121.95269,pepperoni,dog,No,night owl,Maybe
-LEC003,20,Mathematics/AMEP,53715,32.0853,34.781769,mushroom,dog,No,no preference,Yes
-LEC003,19,Data Science,53715,42.701847,-84.48217,tater tots,dog,No,night owl,Yes
-LEC003,18,Mathematics/AMEP,53706,40.179188,44.499104,Other,dog,Yes,no preference,Yes
-LEC002,,Computer Science,53711,2.81375,101.504272,sausage,dog,Yes,no preference,Maybe
-LEC001,18,Engineering: Industrial,53715,30.733315,76.779419,green pepper,cat,No,no preference,Yes
-LEC003,21,Data Science,53590,7.9519,98.3381,Other,dog,Yes,early bird,Yes
-LEC004,19,Data Science,53715,35.69,139.69,mushroom,dog,No,no preference,Maybe
-LEC002,19,Data Science,53704,26.473308,50.048218,Other,cat,Yes,night owl,Yes
-LEC002,22,Economics,53703,34.052235,-118.243683,pineapple,dog,No,night owl,Yes
-LEC006,18,Data Science,53706,19.075983,72.877655,mushroom,dog,Yes,night owl,Yes
-LEC003,,Business: Actuarial,53705,39.6336,118.16,basil/spinach,dog,Yes,early bird,Yes
-LEC003,18,Data Science,53706,52.370216,4.895168,mushroom,cat,Yes,no preference,No
-LEC003,18,Engineering: Mechanical,53706,52.368944,4.891663,pepperoni,cat,No,night owl,No
-LEC002,18,Science: Physics,53703,32,118,sausage,neither,No,night owl,No
-LEC005,18,Data Science,53706,17.384716,78.409424,mushroom,dog,Yes,night owl,Maybe
-LEC003,19,Data Science,53715,3.1569,101.7123,mushroom,cat,No,early bird,No
-LEC005,18,Computer Science,53706,43.769562,11.255814,Other,neither,No,night owl,Yes
-LEC006,18,Business: Actuarial,53706,48.856613,2.352222,mushroom,cat,No,no preference,Yes
-LEC004,20,Business: Actuarial,53711,40.7128,74.006,pepperoni,dog,Yes,early bird,No
-LEC005,20,Science: Biology/Life,53703,44.67082,-93.24432,mushroom,dog,No,no preference,Maybe
-LEC004,18,Mathematics/AMEP,53706,46.786671,-92.100487,pepperoni,cat,No,early bird,Yes
-LEC005,20,Economics,53703,48.856613,2.352222,pepperoni,neither,No,night owl,Maybe
-LEC006,18,Business: Finance,53706,40.409264,49.867092,Other,neither,No,early bird,No
-LEC004,21,Computer Science,53715,27.993828,120.699364,green pepper,dog,Yes,no preference,No
-LEC002,,Computer Science,53706,43.073051,-89.40123,Other,neither,Yes,no preference,Maybe
-LEC002,20,Engineering: Mechanical,53706,35.6762,139.6503,sausage,cat,Yes,night owl,Yes
-LEC001,20,Economics (Mathematical Emphasis),53703,43.073929,-89.385239,macaroni/pasta,cat,No,night owl,No
-LEC002,21,Business: Information Systems,53713,43.03638,-89.40292,pineapple,neither,Yes,night owl,Yes
-LEC004,18,Data Science,53706,45.31625,-92.59181,pepperoni,dog,No,night owl,Yes
-LEC001,21,Business: Finance,53711,43.073929,-89.385239,pepperoni,dog,No,no preference,Maybe
-LEC005,19,Engineering: Mechanical,53715,35.689487,139.691711,pepperoni,dog,No,night owl,Yes
-LEC003,18,Computer Science,53706,51.500153,-0.1262362,pepperoni,dog,No,night owl,Yes
-LEC002,22,Science: Biology/Life,53711,43.073051,-89.40123,mushroom,cat,No,no preference,No
-LEC004,18,Data Science,53706,42.360081,-71.058884,green pepper,dog,No,night owl,Yes
-LEC005,19,Engineering: Mechanical,53703,32.8328,117.2713,sausage,neither,Yes,night owl,Yes
-LEC003,20,Engineering: Mechanical,53715,44.834,-87.376,none (just cheese),dog,Yes,night owl,No
-LEC006,21,Economics,53703,41.902782,12.496365,none (just cheese),dog,No,no preference,Yes
-LEC003,25,Data Science,53703,34.693737,135.502167,pineapple,dog,No,early bird,Maybe
-LEC003,17,Computer Science,53703,19.075983,72.877655,Other,neither,Yes,no preference,No
-LEC002,19,Psychology,53715,30.5928,114.3052,sausage,cat,No,night owl,Yes
-LEC001,19,Computer Science,53703,51.507351,-0.127758,sausage,cat,Yes,no preference,Yes
-LEC006,17,Engineering: Industrial,53706,55.953251,-3.188267,Other,dog,No,night owl,Yes
-LEC005,,Computer Science,53703,43.073051,-89.40123,pineapple,dog,Yes,night owl,No
-LEC002,21,Engineering: Mechanical,53705,37.566536,126.977966,mushroom,cat,Yes,no preference,Maybe
-LEC002,18,Undecided,53715,48.775845,9.182932,Other,dog,No,night owl,Yes
-LEC004,19,Data Science,53703,43,-89,sausage,cat,No,early bird,Maybe
-LEC001,21,Science: Biology/Life,53703,36,117,macaroni/pasta,dog,No,night owl,Maybe
-LEC002,19,Business: Information Systems,53703,42.360081,-71.058884,pepperoni,dog,No,no preference,Yes
-LEC005,19,Computer Science,53706,-8.340539,115.091949,pineapple,dog,Yes,night owl,Maybe
-LEC003,20,Business: Information Systems,53726,43.073051,-89.40123,sausage,dog,Yes,night owl,No
-LEC003,,Science: Other,53715,39.904202,116.407394,mushroom,cat,No,night owl,Maybe
-LEC004,20,Engineering: Biomedical,53715,43.0707,12.6196,tater tots,dog,No,night owl,Maybe
-LEC004,19,Engineering: Biomedical,53715,41.878113,-87.629799,mushroom,dog,Yes,night owl,Yes
-LEC002,21,Business: Other|Accounting,53703,41.8781,87.6298,pepperoni,cat,No,night owl,No
-LEC002,17,Undecided,53706,33.742185,-84.386124,Other,dog,No,no preference,Yes
-LEC006,18,Data Science,53558,40.73061,-73.935242,pepperoni,dog,Yes,night owl,No
-LEC003,25,Data Science,53705,43.073051,-89.385239,sausage,cat,No,night owl,Maybe
-LEC002,18,Data Science,53706,37.34163,-122.05411,sausage,dog,No,night owl,Yes
-LEC006,18,Science: Biology/Life,53706,19.21833,72.978088,green pepper,neither,No,no preference,Maybe
-LEC002,,Business: Other|business analytics,53703,31.230391,121.473701,none (just cheese),cat,Yes,night owl,Maybe
-LEC003,,Data Science,53706,35.719312,139.784546,none (just cheese),neither,Yes,night owl,Yes
-LEC002,19,Engineering: Mechanical,53726,47.141041,9.52145,mushroom,dog,No,night owl,Yes
-LEC002,,Computer Science,53715,41.8781,87.6298,pepperoni,dog,No,no preference,Maybe
-LEC002,26,Science: Other|animal sciences,53705,25.204849,55.270782,pepperoni,dog,No,no preference,Maybe
-LEC003,21,Mathematics,53704,61.218056,-149.900284,green pepper,cat,Yes,early bird,Maybe
-LEC003,22,Engineering: Other,53703,49.28273,-123.120735,macaroni/pasta,cat,No,early bird,Maybe
-LEC001,18,Engineering: Other,53706,41.902782,12.496365,pepperoni,dog,No,night owl,Yes
-LEC003,20,Engineering: Mechanical,53726,39.81059,-74.71795,basil/spinach,dog,No,early bird,Yes
-LEC003,21,Health Promotion and Health Equity,53711,37.2982,113.0263,pepperoni,dog,No,early bird,No
-LEC003,20,Engineering: Mechanical,53703,38.722252,-9.139337,mushroom,dog,No,night owl,Yes
-LEC003,19,Engineering: Mechanical,53714,43,-89.4,none (just cheese),dog,No,night owl,Yes
-LEC002,19,Engineering: Industrial,53703,41.878,-87.63,pepperoni,dog,Yes,night owl,Yes
-LEC003,18,Computer Science,53706,43.073051,-89.40123,mushroom,neither,No,night owl,Yes
-LEC001,18,Engineering: Industrial,53706,19.655041,-101.169891,pepperoni,dog,Yes,no preference,Maybe
-LEC005,20,Engineering: Mechanical,53703,26.147,-81.795,pepperoni,dog,Yes,early bird,Yes
-LEC006,18,Business: Other,53706,51.507,-0.128,sausage,dog,No,no preference,No
-LEC005,19,Business: Other,53706,43,-89,pepperoni,dog,Yes,no preference,Yes
-LEC004,19,Engineering: Mechanical,53705,34.869709,-111.760902,pepperoni,cat,No,no preference,Maybe
-LEC005,21,Business: Finance,53703,3.15443,101.715103,pepperoni,cat,No,night owl,Yes
-LEC005,18,Engineering: Mechanical,53706,44.655991,-93.242752,none (just cheese),dog,Yes,night owl,Yes
-LEC003,18,Art,53706,36.25,138.25,macaroni/pasta,dog,No,night owl,Yes
-LEC005,19,Data Science,53715,41.94288,-87.68667,pepperoni,dog,Yes,night owl,Yes
-LEC005,18,Data Science,53703,44.2795,73.9799,pepperoni,dog,Yes,night owl,No
-LEC002,19,Mathematics/AMEP,53715,37.80718,23.734864,pineapple,cat,No,night owl,Yes
-LEC004,18,Computer Science,53706,35.689487,139.691711,pepperoni,cat,No,night owl,Yes
-LEC006,18,Engineering: Mechanical,53706,43.0826,-97.16051,pepperoni,dog,No,no preference,Yes
-LEC006,18,Engineering: Other,53715,37.441883,-122.143021,mushroom,dog,Yes,night owl,Maybe
-LEC006,18,Engineering: Mechanical,53706,44.883,-87.86291,pepperoni,dog,No,early bird,Yes
-LEC004,19,Engineering: Mechanical,53706,40.73598,-74.37531,none (just cheese),dog,Yes,early bird,No
-LEC001,20,Business: Actuarial,53703,42.28,-83.74,mushroom,dog,No,night owl,Yes
-LEC003,17,Engineering: Mechanical,53706,37.98381,23.727539,pineapple,dog,Yes,night owl,No
-LEC004,18,Computer Science,53706,40.27385,-74.75972,sausage,dog,Yes,night owl,Yes
-LEC002,19,Economics,53703,90.1994,38.627,none (just cheese),dog,No,early bird,Yes
-LEC002,21,"Mathematics, Data Science",53703,30.572815,104.066803,sausage,dog,No,night owl,Maybe
-LEC002,,Computer Science,53717,36,139,mushroom,dog,Yes,early bird,Yes
-LEC006,19,Science: Biology/Life,53715,45.289143,-87.021847,none (just cheese),cat,No,night owl,Maybe
-LEC002,21,Mathematics/AMEP,53703,20.878332,-156.682495,pepperoni,cat,No,night owl,Yes
-LEC003,22,Mathematics/AMEP,53715,44.481586,-88.005981,pepperoni,neither,No,night owl,Yes
-LEC006,18,Data Science,53706,43.073051,-89.40123,pepperoni,dog,No,night owl,Yes
-LEC005,18,Computer Science,53706,30.733315,76.779419,none (just cheese),dog,No,night owl,Yes
-LEC005,20,Mathematics/AMEP,53703,38.837702,-238.449497,pepperoni,dog,No,night owl,Yes
-LEC005,,Computer Science,53593,50.116322,-122.957359,sausage,dog,No,night owl,Yes
-LEC005,18,Computer Science,53715,43.059023,-89.296875,pepperoni,cat,No,night owl,Maybe
-LEC005,19,Engineering: Industrial,53703,22.2255,-159.4835,pepperoni,cat,Yes,night owl,Yes
-LEC005,18,Engineering: Biomedical,53593,43.073051,-89.40123,green pepper,cat,No,night owl,Maybe
-LEC005,20,Engineering: Mechanical,53715,41.283211,-70.099228,sausage,dog,No,no preference,Maybe
-LEC005,18,Data Science,53715,25.26741,55.292679,basil/spinach,cat,Yes,early bird,Yes
-LEC005,19,Business: Other,53726,43.038902,-87.906471,pepperoni,dog,No,night owl,Yes
-LEC002,,Undecided,53703,30.5723,104.0665,sausage,dog,No,night owl,Yes
-LEC006,18,Engineering: Mechanical,53706,30.2672,97.7431,pepperoni,dog,No,night owl,No
-LEC006,20,Data Science,53703,36.731651,-119.785858,Other,dog,Yes,night owl,Yes
-LEC005,18,Computer Science,53706,43.038902,-87.906471,pepperoni,dog,No,night owl,Yes
-LEC004,,Business: Finance,53703,33.8688,151.2093,green pepper,dog,Yes,night owl,Yes
-LEC005,18,Science: Other|Science: Genetics and Genomics,53715,43.073051,-89.40123,mushroom,dog,No,no preference,Yes
-LEC003,19,Engineering: Mechanical,53715,44.90767,-93.183594,basil/spinach,dog,No,night owl,Maybe
-LEC006,18,Business: Finance,53706,-33.448891,-70.669266,macaroni/pasta,dog,No,night owl,Yes
-LEC006,17,Business: Finance,53706,43.296482,5.36978,pineapple,dog,No,night owl,Yes
-LEC006,21,Mathematics/AMEP,53703,30.572815,104.066803,green pepper,dog,No,no preference,Maybe
-LEC005,20,Engineering: Mechanical,53703,41.99884,-87.68828,Other,dog,No,no preference,No
-LEC001,19,Business: Information Systems,53703,39.481655,-106.038353,macaroni/pasta,dog,Yes,night owl,Yes
-LEC004,19,Engineering: Mechanical,53703,41.883228,-87.632401,pepperoni,dog,No,no preference,Maybe
-LEC004,18,Engineering: Industrial,53706,41.878113,41.878113,pepperoni,dog,No,night owl,No
-LEC004,19,Engineering: Mechanical,53703,28.228209,112.938812,none (just cheese),neither,Yes,early bird,Yes
-LEC003,18,Data Science,89451,34.42083,-119.698189,green pepper,dog,No,early bird,No
-LEC003,19,Computer Science,53703,41.3874,2.1686,pepperoni,cat,No,early bird,No
-LEC005,20,Science: Biology/Life,53703,32.05196,118.77803,sausage,neither,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53706,50.075539,14.4378,none (just cheese),neither,No,night owl,Yes
-LEC003,20,Statistics (actuarial route),53715,43.134315,-88.220062,sausage,dog,No,early bird,No
-LEC004,19,Computer Science,53706,17.385044,78.486671,pepperoni,neither,Yes,night owl,Yes
-LEC002,18,Engineering: Mechanical,53706,53707,-88.415382,Other,dog,No,night owl,Yes
-LEC004,19,Computer Science,53706,45.440845,12.315515,sausage,dog,No,night owl,Yes
-LEC004,18,Computer Science,53706,55.953251,-3.188267,Other,dog,No,night owl,Maybe
-LEC004,18,Engineering: Mechanical,53706,33.8902,-118.39848,sausage,dog,Yes,night owl,Yes
-LEC001,20,Business: Other|Business: Accounting,53703,31.230391,121.473701,pepperoni,cat,Yes,no preference,No
-LEC004,18,Data Science,53706,39.512611,116.677063,pepperoni,dog,No,night owl,Maybe
-LEC003,18,Undecided,53706,41.256538,95.934502,Other,dog,No,no preference,Yes
-LEC003,18,Data Science,53706,19.075983,72.877655,pepperoni,dog,No,night owl,No
-LEC003,22,Economics,53703,40.753685,-73.999161,green pepper,dog,No,night owl,Maybe
-LEC003,18,Data Science,53706,51.507351,-0.127758,pepperoni,cat,No,night owl,Yes
-LEC003,,Engineering: Mechanical,53706,42.44817,-71.224716,pepperoni,cat,Yes,night owl,Maybe
-LEC003,17,Engineering: Other|Computer Engineering,53706,42.36,-71.059,basil/spinach,neither,No,early bird,Maybe
-LEC003,21,Business: Actuarial,53706,32.715736,-117.161087,green pepper,dog,Yes,night owl,No
-LEC003,,Engineering: Other|Computer engineering,53706,35.689487,139.691711,Other,cat,No,night owl,Yes
-LEC003,18,Mathematics/AMEP,53715,41.385063,2.173404,pepperoni,cat,Yes,no preference,Maybe
-LEC003,20,Computer Science,53705,30.274084,120.155067,mushroom,cat,No,night owl,Yes
-LEC005,,Computer Science,53705,51.507351,-0.127758,basil/spinach,dog,No,night owl,Yes
-LEC003,18,Computer Science,53706,45.45676,15.29662,sausage,dog,Yes,early bird,Yes
-LEC003,18,Engineering: Industrial,53706,18.92421,-99.221565,green pepper,dog,Yes,night owl,Yes
-LEC004,18,Engineering: Other|Material Science Engineering,53703,38.941631,-119.977219,pepperoni,dog,Yes,night owl,Yes
-LEC002,21,Economics,53705,25.03841,121.5637,pepperoni,cat,No,night owl,Maybe
-LEC005,,Civil engineering - hydropower engineering,53705,34,113,pineapple,neither,No,night owl,Maybe
-LEC005,18,Computer Science,53706,40.7,-74.005,pepperoni,cat,No,early bird,No
-LEC001,19,Engineering: Mechanical,53706,35.142441,-223.154297,green pepper,neither,Yes,night owl,Yes
-LEC006,18,Data Science,53706,43.05891,-88.007462,pepperoni,dog,Yes,night owl,Yes
-LEC006,,Engineering: Mechanical,53706,37.566536,126.977966,pepperoni,dog,Yes,night owl,No
-LEC005,18,Data Science,53706,36.393154,25.46151,none (just cheese),dog,No,night owl,No
-LEC001,,Engineering: Mechanical,53715,19.8968,155.5828,pepperoni,dog,No,night owl,No
-LEC002,19,Engineering: Biomedical,53706,48.494904,-113.979034,macaroni/pasta,cat,No,night owl,Yes
-LEC005,18,Engineering: Mechanical,53706,41.88998,12.49426,pineapple,dog,Yes,night owl,Yes
-LEC003,17,Data Science,53706,-7.257472,112.75209,pineapple,dog,Yes,early bird,Yes
-LEC005,19,Economics,53703,40.592331,-111.820152,none (just cheese),dog,Yes,night owl,Maybe
-LEC005,19,Data Science,53704,38.722252,-9.139337,pepperoni,dog,No,night owl,Yes
-LEC003,,Computer Science,53703,64.963051,-19.020836,pineapple,dog,No,no preference,Maybe
-LEC002,20,Economics,53703,43.769562,11.255814,mushroom,dog,No,night owl,Yes
-LEC004,20,Business: Actuarial,53715,44.834209,-87.376266,sausage,dog,No,no preference,Yes
-LEC005,21,Economics,53703,37.751824,-122.420105,green pepper,cat,No,night owl,Yes
-LEC004,22,Economics,53703,56.490669,4.202646,mushroom,dog,No,no preference,Yes
-LEC004,18,Engineering: Mechanical,53706,44.9058,-93.28535,pepperoni,cat,Yes,night owl,Maybe
-LEC004,19,Data Science,53703,41.878113,-87.629799,sausage,dog,No,night owl,Yes
-LEC001,21,Computer Science,53703,43.21518,-87.94241,pepperoni,dog,No,no preference,Maybe
-LEC004,24,Science: Chemistry,53703,32.715736,-117.161087,mushroom,dog,Yes,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53715,39.412327,-77.425461,pepperoni,cat,Yes,early bird,Yes
-LEC004,20,Statistics,53703,43.07391,-89.39356,pepperoni,dog,No,early bird,Maybe
-LEC005,21,Business: Finance,53703,38.178127,-92.781052,mushroom,dog,No,night owl,Yes
-LEC004,18,Engineering: Mechanical,53706,35.689487,139.691711,pepperoni,dog,No,no preference,Yes
-LEC005,18,Data Science,60521,41.9,87.6,pepperoni,dog,Yes,night owl,Yes
-LEC005,23,Business: Information Systems,53558,43.073051,-89.40123,pepperoni,dog,Yes,early bird,No
-LEC004,18,Engineering: Mechanical,53706,43.739507,7.426706,pepperoni,dog,No,night owl,Yes
-LEC005,21,Data Science,53703,25,121,pepperoni,dog,No,night owl,Yes
-LEC005,20,Business: Information Systems,53703,43.073051,-89.40123,pepperoni,dog,Yes,night owl,Yes
-LEC004,,Engineering: Biomedical,53715,41.385063,2.173404,pepperoni,dog,Yes,no preference,No
-LEC004,18,Communication arts,53715,22.543097,114.057861,mushroom,cat,Yes,early bird,Yes
-LEC001,22,Engineering: Mechanical,53703,47.497913,19.040236,pepperoni,dog,No,no preference,No
-LEC005,19,Computer Science,54706,34.05,-118.24,sausage,cat,Yes,night owl,Yes
-LEC005,18,Engineering: Biomedical,53706,46.818188,8.227512,pineapple,dog,Yes,no preference,Yes
-LEC004,19,Engineering: Mechanical,53715,42.36,-71.058884,pepperoni,dog,Yes,no preference,Yes
-LEC005,21,Data Science,53703,36.4,117,pineapple,dog,Yes,night owl,Yes
-LEC005,19,Engineering: Mechanical,53704,35.6762,139.6503,sausage,dog,No,night owl,Maybe
-LEC004,20,Economics,53703,44.885,-93.147,pepperoni,dog,No,early bird,Yes
-LEC004,20,Health Promotion and Health Equity,53704,48.8566,2.349014,pepperoni,dog,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53715,43.073051,-89.40123,sausage,dog,Yes,no preference,Yes
-LEC001,20,Business andministration,53703,37.389091,-5.984459,pineapple,dog,Yes,night owl,Maybe
-LEC003,23,Mathematics/AMEP,53715,24.88,102.8,pineapple,dog,Yes,early bird,Yes
-LEC002,20,Engineering: Industrial,53703,44.389,12.9908,sausage,dog,No,early bird,Maybe
-LEC005,20,Education,53703,41.878113,-87.629799,basil/spinach,cat,Yes,early bird,No
-LEC003,19,Science: Biology/Life,53703,41.38,2.17,pepperoni,dog,Yes,no preference,Maybe
-LEC006,18,Pre-business,53706,41.8781,87.6298,pepperoni,dog,Yes,night owl,Yes
-LEC004,20,Business: Finance,53706,41.10475,-80.64916,basil/spinach,dog,Yes,night owl,Yes
-LEC004,20,Statistics,53703,42.360081,-71.058884,pepperoni,dog,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53706,24.5554,81.7842,pepperoni,dog,No,early bird,Maybe
-LEC004,19,Data Science,53703,38.72,75.07,none (just cheese),dog,Yes,early bird,Yes
-LEC006,20,Engineering: Mechanical,53705,30.572815,104.066803,mushroom,cat,Yes,no preference,Maybe
-LEC003,20,Mathematics/AMEP,53726,43.07199,-89.42629,mushroom,dog,No,night owl,Yes
-LEC004,20,Engineering: Mechanical,53705,48,7.85,pepperoni,dog,Yes,night owl,No
-LEC001,20,Computer Science,53703,40.7128,74.006,pepperoni,dog,Yes,night owl,Maybe
-LEC003,18,Business: Actuarial,53719,14.599512,120.984222,pineapple,cat,Yes,no preference,Maybe
-LEC003,17,Computer Science,53715,37.38522,-122.114128,Other,dog,No,night owl,No
-LEC003,18,Computer Science,53706,37.386051,-122.083855,sausage,dog,Yes,no preference,Maybe
-LEC004,23,Business: Finance,53703,31.230391,121.473701,mushroom,neither,No,night owl,No
-LEC004,21,Engineering: Industrial,53703,37.94048,-78.63664,Other,dog,Yes,night owl,Yes
-LEC002,21,Mathematics/AMEP,53715,42.360081,-71.058884,mushroom,neither,Yes,early bird,Yes
-LEC002,18,Engineering: Industrial,53715,40.712776,-74.005974,pineapple,dog,Yes,night owl,Yes
-LEC001,22,Engineering: Mechanical,53726,36.97447,122.02899,pepperoni,dog,No,no preference,Yes
-LEC005,,Mathematics/AMEP,53715,36.651199,117.120094,mushroom,neither,No,night owl,Yes
-LEC005,18,Mathematics/AMEP,53706,46.482525,30.723309,basil/spinach,dog,No,early bird,Yes
-LEC006,20,Engineering: Industrial,53703,42.102901,-88.368896,pepperoni,dog,No,night owl,Maybe
-LEC006,18,Computer Science,53706,-31.959153,-244.161255,green pepper,dog,No,night owl,Yes
-LEC002,24,Computer Science,53715,30.704852,104.003904,mushroom,neither,Yes,no preference,Maybe
-LEC005,19,Engineering: Mechanical,53705,40.712776,-74.005974,pepperoni,dog,No,early bird,No
-LEC004,22,Science: Biology/Life,53705,39.758161,39.758161,pepperoni,cat,No,early bird,Yes
-LEC005,20,Statistics,53703,43.073051,-89.40123,sausage,dog,Yes,night owl,Yes
-LEC001,19,Data Science,53703,41,87,sausage,dog,No,no preference,No
-LEC004,20,Engineering: Mechanical,53726,58.2996,14.4444,sausage,cat,No,night owl,Maybe
-LEC005,18,Engineering: Mechanical,53562,1.3521,103.8198,green pepper,cat,No,early bird,Maybe
-LEC002,19,Engineering: Mechanical,53703,44.46534,-72.684303,green pepper,cat,Yes,night owl,Yes
-LEC002,20,Engineering: Industrial,53726,43.038902,-87.906471,pepperoni,dog,No,night owl,Yes
-LEC006,18,Business: Actuarial,53706,45.464203,9.189982,pepperoni,cat,Yes,night owl,Yes
-LEC006,18,Computer Science,53715,30.58198,114.268066,sausage,cat,Yes,early bird,Maybe
-LEC004,19,Business: Finance,53706,41.878113,-87.629799,pepperoni,dog,No,early bird,No
-LEC005,18,Business: Finance,53706,40.416775,-3.70379,pepperoni,dog,Yes,early bird,No
-LEC001,20,Science: Other|Environmental Science,53715,41.878113,-87.629799,green pepper,cat,No,early bird,No
-LEC002,22,Computer Science,53715,42,-71,mushroom,cat,No,night owl,Maybe
-LEC001,24,Economics,53703,40,-90,pineapple,dog,No,night owl,Yes
-LEC006,19,Business: Information Systems,53715,40.712776,-74.005974,basil/spinach,dog,No,night owl,Yes
-LEC002,19,Data Science,53703,33.4942,89.4959,sausage,dog,No,night owl,Maybe
-LEC003,20,Engineering: Mechanical,53715,43.02833,-87.971467,pepperoni,neither,Yes,night owl,Maybe
-LEC001,,Data Science,53706,40.416775,-3.70379,none (just cheese),dog,Yes,no preference,Yes
-LEC003,19,Engineering: Mechanical,53715,43.07,-89.4,pepperoni,dog,No,no preference,Maybe
-LEC006,18,Data Science,53706,46.683334,7.85,mushroom,dog,Yes,no preference,No
-LEC003,19,Engineering: Biomedical,53703,31.046051,34.851612,Other,dog,No,night owl,Maybe
-LEC003,18,Data Science,53705,31.23,121.47,mushroom,dog,Yes,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53703,42.00741,-87.69384,mushroom,dog,No,night owl,Yes
-LEC001,37,Data Science,53718,43.073051,-89.40123,green pepper,dog,No,no preference,Maybe
-LEC003,20,History,53703,31.62,74.8765,Other,cat,Yes,early bird,No
-LEC002,20,Economics,53703,38.627003,-90.199402,mushroom,dog,Yes,night owl,Yes
-LEC005,20,Engineering: Mechanical,53703,40,-74,none (just cheese),dog,Yes,early bird,No
-LEC005,18,Data Science,53706,23.7275,37.9838,pepperoni,dog,Yes,early bird,Yes
-LEC004,20,Mathematics/AMEP,53703,34.746613,113.625328,sausage,neither,Yes,early bird,Maybe
-LEC001,21,Data Science,53703,30.572351,121.776761,pepperoni,cat,No,night owl,Maybe
-LEC005,,Data Science,53715,35.72,-78.89,pepperoni,dog,No,night owl,Yes
-LEC005,20,Information science,53590,44.92556,-89.51539,pepperoni,dog,No,night owl,Yes
-LEC002,22,Mathematics/AMEP,53704,40.76078,-111.891045,pineapple,dog,Yes,night owl,No
-LEC001,22,consumer behavior and marketplace studies,53715,43.653225,-79.383186,mushroom,cat,Yes,night owl,No
-LEC004,22,Computer Science,53703,10.315699,123.885437,sausage,dog,Yes,early bird,No
-LEC002,20,Conservation Biology,53703,40.16573,-105.101189,pineapple,dog,No,night owl,Yes
-LEC005,20,Computer Science,53726,39.4817,106.0384,Other,neither,Yes,early bird,Yes
-LEC005,19,Mathematics/AMEP,53715,48.85,2.35,sausage,cat,No,night owl,Maybe
-LEC005,19,Data Science,53706,30.572815,104.066803,mushroom,neither,No,early bird,Yes
-LEC004,24,Business: Information Systems,53703,37.566536,126.977966,tater tots,dog,No,early bird,No
-LEC004,19,Economics,53703,52.877491,-118.08239,pepperoni,dog,No,night owl,Yes
-LEC004,21,Computer Science,53703,28.538336,-81.379234,pepperoni,dog,No,night owl,Yes
-LEC006,18,Data Science,53706,41.4,-81.9,sausage,dog,Yes,night owl,Maybe
-LEC002,21,Science: Biology/Life,53703,43.038902,-87.906471,none (just cheese),neither,No,no preference,Yes
-LEC004,21,Data Science,53703,3.86,-54.2,macaroni/pasta,dog,No,early bird,No
-LEC004,19,Engineering: Mechanical,53715,39.952583,-75.165222,macaroni/pasta,dog,Yes,no preference,Yes
-LEC004,20,Science: Other,53715,21.3099,157.8581,pineapple,dog,No,early bird,Yes
-LEC005,21,Data Science,48823,11.451419,19.81,mushroom,neither,No,night owl,Maybe
-LEC001,20,Computer Science,53715,41,-87,Other,dog,No,night owl,Yes
-LEC005,21,Data Science,53705,42.3601,71.0589,pepperoni,dog,Yes,no preference,Yes
-LEC005,19,Computer Science,53706,48.856613,2.352222,pepperoni,dog,Yes,night owl,Maybe
-LEC001,17,Statistics,53715,43.0722,89.4008,pineapple,dog,No,early bird,Maybe
-LEC001,20,Economics,53715,27.99942,120.66682,pepperoni,dog,Yes,early bird,No
-LEC001,19,Mathematics/AMEP,53711,45.85038,-84.616989,pineapple,cat,No,night owl,Yes
-LEC004,20,Computer Science,53711,40.842358,111.749992,pineapple,cat,No,night owl,Maybe
-LEC003,18,Engineering: Mechanical,53706,39.738449,-104.984848,pepperoni,dog,No,early bird,Yes
-LEC003,21,Statistics,53705,41.878113,-87.629799,macaroni/pasta,dog,No,night owl,Yes
-LEC006,19,Engineering: Industrial,60540,41.878113,-87.629799,none (just cheese),dog,No,night owl,No
-LEC004,19,Engineering: Mechanical,53703,40.6263,14.3758,mushroom,dog,No,early bird,No
-LEC004,22,Engineering: Other|Chemical Engineering,53703,48.13913,11.58022,macaroni/pasta,dog,Yes,night owl,Yes
-LEC004,21,Economics (Mathematical Emphasis),53703,52.520008,13.404954,pepperoni,dog,No,night owl,No
-LEC004,25,Science: Other|Biophysics PhD,53705,30.21161,-97.80999,pineapple,dog,No,night owl,Yes
-LEC003,19,Computer Science,53716,25.49443,-103.59581,pepperoni,cat,No,no preference,Yes
-LEC003,19,Data Science,53706,64.963051,-19.020836,pineapple,dog,No,no preference,No
-LEC006,19,Computer Science,53706,41.878113,-87.629799,pepperoni,cat,No,night owl,Maybe
-LEC001,23,Economics,53703,43.07348,-89.38089,pepperoni,dog,No,night owl,Yes
-LEC001,29,Business: Other|Technology Strategy/ Product Management,53705,37.386051,-122.083855,Other,cat,No,no preference,Maybe
-LEC002,,Engineering: Mechanical,53706,14.34836,100.576271,pepperoni,neither,No,no preference,Maybe
-LEC004,20,Undecided,53715,37.566536,126.977966,none (just cheese),neither,No,night owl,Yes
-LEC006,19,Engineering: Mechanical,53703,27.993828,120.699364,sausage,neither,No,no preference,Yes
-LEC002,,Computer Science,53705,25.032969,121.565414,pineapple,dog,No,night owl,Yes
-LEC005,20,Mathematics/AMEP,53703,32.060253,118.796875,pineapple,cat,Yes,night owl,Maybe
-LEC003,,Business: Other,53706,50.07553,14.4378,pepperoni,dog,Yes,night owl,Maybe
-LEC006,21,Data Science,57303,32.715736,-117.161087,macaroni/pasta,cat,Yes,no preference,Yes
-LEC006,18,Engineering: Mechanical,53706,45.5579,94.1632,sausage,dog,No,night owl,Yes
-LEC001,18,Engineering: Biomedical,53715,43.073051,-89.40123,sausage,dog,No,early bird,Yes
-LEC005,19,Engineering: Mechanical,53706,38.571739,-109.550797,pepperoni,cat,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53706,41.902782,12.496365,pepperoni,dog,Yes,night owl,No
-LEC002,21,Data Science,53711,120,30,sausage,dog,Yes,night owl,Maybe
-LEC004,18,Engineering: Biomedical,53706,40.014984,-105.270546,green pepper,dog,No,night owl,Yes
-LEC004,20,Engineering: Mechanical,53715,53.2779,6.1058,sausage,dog,Yes,no preference,Yes
-LEC003,17,Science: Physics,53706,50.088153,14.399437,Other,cat,No,night owl,Yes
-LEC002,19,Engineering: Industrial,53705,35.084385,-106.650421,pineapple,cat,No,night owl,Yes
-LEC003,20,Engineering: Mechanical,53703,44.501343,-88.06221,pepperoni,dog,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53703,45.659302,-92.466164,macaroni/pasta,dog,No,no preference,Maybe
-LEC003,19,Data Science,53703,16.896721,42.5536,none (just cheese),neither,No,early bird,Maybe
-LEC001,18,Data Science,53703,23.885942,45.079163,mushroom,neither,No,early bird,Maybe
-LEC006,19,Engineering: Mechanical,53703,55.953251,-3.188267,mushroom,cat,Yes,night owl,Yes
-LEC001,30,Business: Other,53705,43.07175,-89.46498,pineapple,cat,No,early bird,No
-LEC006,18,Political Science,53706,39.640263,-106.374191,green pepper,dog,No,early bird,No
-LEC005,23,Business: Information Systems,53705,27.99,120.69,green pepper,dog,No,night owl,No
-LEC003,18,Graphic Design,53706,40.713051,-74.007233,Other,dog,Yes,early bird,Yes
-LEC002,21,Economics,53715,37.369171,-122.112473,mushroom,dog,No,night owl,No
-LEC005,18,Computer Science,53706,21.3099,157.8581,pepperoni,cat,No,night owl,Yes
-LEC002,19,Business: Other|Marketing,53706,59.913868,10.752245,macaroni/pasta,dog,No,night owl,Maybe
-LEC003,20,Cartography and GIS,53726,43.0722,89.4008,sausage,cat,No,early bird,Maybe
-LEC005,21,Economics,53705,25.032969,120.960518,sausage,dog,Yes,night owl,Maybe
-LEC005,19,Engineering: Industrial,53703,42.03992,87.67732,sausage,dog,Yes,night owl,Yes
-LEC003,,Computer Science,53706,35.443081,139.362488,sausage,dog,Yes,night owl,Yes
-LEC002,22,Sociology,53703,53.483959,-2.244644,pepperoni,dog,No,night owl,Yes
-LEC002,18,Undecided,53706,43.073051,-89.40123,pineapple,dog,Yes,night owl,Yes
-LEC004,19,Engineering: Biomedical,53706,-37.81,144.96,sausage,dog,Yes,night owl,Yes
-LEC005,21,Mathematics/AMEP,53703,22.542883,114.062996,pepperoni,cat,No,no preference,Maybe
-LEC002,20,Statistics,53715,23,113,pineapple,dog,No,night owl,Maybe
-LEC001,20,Business: Other|Consumer Behavior and Marketplace Studies,53703,40.76078,-111.891045,green pepper,dog,Yes,early bird,Maybe
-LEC001,21,Data Science,53705,40.712776,-74.005974,pepperoni,cat,No,night owl,Maybe
-LEC002,19,Engineering: Mechanical,53703,26.345631,-81.779083,pepperoni,dog,Yes,night owl,Yes
-LEC004,19,Engineering: Mechanical,53715,40.62632,14.37574,pepperoni,dog,No,no preference,Maybe
-LEC003,18,Engineering: Other,53706,40.73061,-73.9808,mushroom,dog,No,night owl,No
-LEC006,18,Atmospheric Sciences,53706,39.74,-104.99,sausage,dog,Yes,night owl,Maybe
-LEC002,20,Data Science,53703,43.073051,-89.40123,macaroni/pasta,dog,Yes,early bird,Yes
-LEC006,18,Engineering: Mechanical,53706,32.7157,117.1611,pineapple,dog,Yes,night owl,Yes
-LEC004,18,Computer Science,53706,51.507351,-0.127758,green pepper,dog,No,night owl,Yes
-LEC004,19,Education,53715,32.715736,-117.161087,pepperoni,dog,No,night owl,Yes
-LEC004,26,Languages,53703,50.11,8.68,sausage,dog,No,no preference,Yes
-LEC005,21,Economics (Mathematical Emphasis),53715,55.676098,12.568337,pepperoni,cat,No,night owl,Maybe
-LEC004,53,Mathematics/AMEP,53555,47.6,-122.3,mushroom,dog,No,night owl,Yes
-LEC004,17,Computer Science,53706,43.073051,-89.40123,Other,dog,No,night owl,Yes
-LEC006,18,Engineering Mechanics (Aerospace Engineering),53706,43.038902,-87.906471,pepperoni,cat,No,night owl,No
-LEC002,20,Engineering: Mechanical,53715,23.7157,117.1611,none (just cheese),cat,Yes,night owl,Maybe
-LEC002,22,Science: Other|Psychology,53703,37.82034,-122.47872,mushroom,dog,No,early bird,No
-LEC002,22,Computer Science,53705,34.052235,-118.243683,basil/spinach,dog,No,night owl,Yes
-LEC004,26,Science: Biology/Life,53715,33.962425,-83.378622,pineapple,neither,Yes,no preference,Yes
-LEC002,18,Economics,53715,41.878113,-87.629799,basil/spinach,cat,No,night owl,Maybe
-LEC004,24,Engineering: Other|Civil and Environmental Engineering,53703,47.5,19.04,pepperoni,dog,Yes,early bird,Maybe
-LEC004,19,Engineering: Biomedical,53711,40.712776,74.005974,pineapple,dog,No,early bird,No
-LEC001,19,Engineering: Mechanical,53715,43,-90,sausage,dog,No,no preference,Maybe
-LEC006,18,Data Science,94707,37.566536,126.977966,pineapple,dog,Yes,night owl,Yes
-LEC006,20,Undecided,53719,62.2001,58.9638,Other,cat,Yes,night owl,Maybe
-LEC002,18,Engineering: Mechanical,53706,44.977753,-93.265015,none (just cheese),cat,Yes,night owl,Yes
-LEC001,20,Business: Information Systems,53711,34.385204,132.455292,pepperoni,dog,No,early bird,Yes
-LEC005,19,Engineering: Biomedical,53703,41.8781,87.6298,macaroni/pasta,dog,No,night owl,No
-LEC002,19,Engineering: Biomedical,53703,37.98381,23.727539,macaroni/pasta,dog,No,night owl,Maybe
-LEC005,18,Data Science,53706,40,74,pepperoni,dog,No,no preference,Yes
-LEC002,19,Engineering: Mechanical,53711,41.95881,-85.32536,Other,dog,No,no preference,No
-LEC005,18,Data Science,53706,32.715736,-117.161087,sausage,dog,No,night owl,Maybe
-LEC002,18,Undecided,53706,43.060791,-88.119217,Other,neither,No,early bird,Yes
-LEC004,21,Science: Other,53715,27.963989,-82.799957,pineapple,dog,No,night owl,Yes
-LEC006,18,Data Science,53706,1.352083,103.819839,sausage,dog,No,night owl,Yes
-LEC005,19,Data Science,53703,-33.92487,18.424055,none (just cheese),dog,No,night owl,Yes
-LEC001,22,International Studies,53703,48.13913,11.58022,none (just cheese),cat,No,night owl,Yes
-LEC001,19,Engineering: Other,53715,38.331581,-75.086159,macaroni/pasta,dog,No,no preference,Yes
-LEC002,19,Business: Information Systems,53715,44.5,-88,pepperoni,dog,No,night owl,Yes
-LEC002,19,Data Science,53705,21.59143,-158.01743,Other,dog,Yes,night owl,Yes
-LEC002,,Business: Finance,53593,45.813042,9.080931,Other,dog,No,early bird,Yes
-LEC003,21,Business: Information Systems,53703,43.612255,-110.705429,sausage,dog,Yes,no preference,No
-LEC001,21,Data Science,53703,41.00824,28.978359,pepperoni,cat,Yes,early bird,No
-LEC002,18,Engineering: Biomedical,53706,17.385044,78.486671,green pepper,dog,No,night owl,Yes
-LEC006,21,Political Science,53703,45.512,-122.658,sausage,dog,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53706,41.902782,12.496365,pepperoni,dog,No,early bird,Maybe
-LEC005,19,Engineering: Mechanical,53703,-36.848461,174.763336,none (just cheese),dog,Yes,no preference,No
-LEC002,,Data Science,53713,30.316496,78.032188,mushroom,cat,Yes,night owl,Yes
-LEC002,,Business: Information Systems,53703,35.689487,139.691711,sausage,dog,Yes,night owl,Maybe
-LEC005,18,Data Science,53706,52.520008,13.404954,pineapple,dog,Yes,early bird,No
-LEC005,19,Computer Science,53706,41.3784,2.1686,sausage,cat,No,no preference,Yes
-LEC003,20,Engineering: Mechanical,53715,41.878113,-87.629799,Other,cat,No,night owl,Yes
-LEC004,20,Computer Science,53703,43.073051,-89.40123,none (just cheese),cat,Yes,night owl,Yes
-LEC006,23,Data Science,53703,17.05423,-96.713226,basil/spinach,dog,No,night owl,Maybe
-LEC001,19,Engineering: Mechanical,53706,43.77195,-88.43383,pepperoni,dog,No,early bird,Maybe
-LEC001,20,Economics,53726,42.92,-87.96,pepperoni,dog,Yes,early bird,No
-LEC001,19,Engineering: Mechanical,53715,29.424122,-98.493629,mushroom,dog,Yes,early bird,Maybe
-LEC004,18,Computer Science,53706,30.267153,-97.743057,pepperoni,dog,No,night owl,Yes
-LEC005,,Computer Science,53715,44.9778,93.265,sausage,cat,Yes,night owl,Yes
-LEC003,19,Science: Other,53715,41.9028,12.4964,pepperoni,dog,No,night owl,Yes
-LEC004,19,Data Science,53715,61.2176,149.8997,pineapple,cat,Yes,night owl,Maybe
-LEC001,20,Agricultural and Applied Economics,53703,-22.932924,-47.073845,pineapple,cat,Yes,early bird,Maybe
-LEC003,18,Computer Science,53706,52.370216,4.895168,basil/spinach,cat,No,night owl,Maybe
-LEC003,19,Engineering: Industrial,53703,5.838715,3.603516,pepperoni,dog,Yes,early bird,No
-LEC005,19,Engineering: Mechanical,53715,48.502281,-113.988533,sausage,dog,No,night owl,Yes
-LEC004,41,Languages,53705,29.654839,91.140549,pepperoni,cat,No,night owl,Yes
-LEC002,21,Business: Other|MHR,53703,44,125,Other,neither,No,night owl,Maybe
-LEC005,24,Business: Other,53703,43.073051,-89.40123,pineapple,dog,No,night owl,Yes
-LEC002,18,Undecided,53706,46.786671,-92.100487,none (just cheese),cat,No,no preference,Yes
-LEC004,18,Engineering: Biomedical,53705,35.689487,139.691711,basil/spinach,dog,No,night owl,Yes
-LEC001,25,Medicine,53703,48.38203,-123.537827,basil/spinach,dog,Yes,early bird,No
-LEC004,19,Science: Biology/Life,53705,46.009991,-91.482094,pineapple,dog,No,early bird,No
-LEC005,21,Science: Other|Personal Finance,53703,28.228209,112.938812,pepperoni,cat,Yes,night owl,Yes
-LEC004,18,Data Science,53706,35.689487,139.691711,pepperoni,dog,No,night owl,Maybe
-LEC006,21,Mathematics/AMEP,53703,41.878113,-87.629799,pineapple,cat,Yes,night owl,Maybe
-LEC005,18,Environmental science,53706,31.224361,121.46917,mushroom,dog,No,night owl,Yes
-LEC005,18,Engineering: Industrial,53706,40.712776,-74.005974,pepperoni,dog,Yes,night owl,Yes
-LEC001,20,Business: Other|Real Estate,53703,51.5,0.128,mushroom,dog,Yes,no preference,Maybe
-LEC001,19,Computer Science,53706,40,-74,pepperoni,cat,No,night owl,Yes
-LEC003,19,Engineering: Mechanical,53715,44,-94,pineapple,dog,No,early bird,No
-LEC001,19,Data Science,53715,40.712776,-74.005974,pepperoni,dog,No,early bird,No
-LEC005,18,Engineering: Industrial,53703,41.385063,2.173404,pepperoni,dog,Yes,no preference,Yes
-LEC002,20,Engineering: Industrial,53715,22.3,91.8,sausage,cat,Yes,early bird,Maybe
-LEC001,24,Engineering: Industrial,53705,13.100485,77.594009,none (just cheese),dog,Yes,no preference,Maybe
-LEC004,19,Statistics,53706,36.778259,-119.417931,pineapple,cat,No,night owl,Yes
-LEC005,21,Economics,53703,40.016869,-105.279617,pepperoni,cat,Yes,night owl,Yes
-LEC003,19,Economics (Mathematical Emphasis),53705,31.230391,121.473701,sausage,neither,Yes,no preference,Maybe
-LEC003,19,Business: Finance,53706,22.270979,113.576675,pepperoni,dog,Yes,night owl,Yes
-LEC003,21,Computer Science,53705,43.073051,-89.40123,green pepper,cat,No,no preference,Maybe
-LEC001,28,Science: Biology/Life,53703,7.190708,125.455338,sausage,dog,No,night owl,Yes
-LEC004,18,Statistics,53703,60.472023,8.468946,none (just cheese),dog,No,early bird,No
-LEC002,19,Computer Science,53715,41.73993,-88.09423,mushroom,cat,Yes,no preference,Yes
-LEC002,21,Economics,53703,26.074301,119.296539,mushroom,cat,No,no preference,Maybe
-LEC002,20,Engineering: Industrial,53715,2.188477,41.379179,sausage,dog,No,night owl,Yes
-LEC003,21,Science: Other|Environmental Science,53703,20.8,-156.3,basil/spinach,cat,No,early bird,Maybe
-LEC006,18,Engineering: Mechanical,53706,25.204849,55.270782,pepperoni,dog,No,night owl,Yes
-LEC002,18,Data Science,53706,42.360081,-71.058884,sausage,dog,Yes,night owl,Yes
-LEC004,23,Engineering: Mechanical,53703,38.82097,-104.78163,sausage,dog,No,night owl,No
-LEC001,19,Engineering: Industrial,53715,47.606209,-122.332069,pepperoni,cat,No,night owl,No
-LEC006,19,Sociology,53703,43.05977,-87.88491,basil/spinach,dog,No,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53711,38.8951,-77.0364,pepperoni,dog,Yes,night owl,No
-LEC005,19,Engineering: Mechanical,53703,41.881832,87.6298,pepperoni,dog,No,no preference,Yes
-LEC002,20,Engineering: Mechanical,53703,46.453825,7.436478,pineapple,dog,Yes,night owl,Yes
-LEC002,20,Economics,53703,30.49996,117.050003,Other,dog,No,early bird,Maybe
-LEC004,21,Science: Other|Psychology,53715,23.12911,113.264381,none (just cheese),cat,No,night owl,Maybe
-LEC002,18,Science: Biology/Life,53706,40.7831,73.9712,basil/spinach,dog,Yes,night owl,Yes
-LEC002,,Business: Information Systems,53706,18.52043,73.856743,green pepper,dog,No,night owl,Yes
-LEC002,,Computer Science,53706,29.424122,-98.493629,none (just cheese),dog,No,no preference,Yes
-LEC002,20,Engineering: Mechanical,53703,41.05995,-80.32312,basil/spinach,dog,Yes,night owl,Maybe
-LEC006,19,Statistics,53715,3.139003,101.686852,mushroom,cat,No,no preference,Maybe
-LEC005,18,Data Science,53706,52.370216,4.895168,basil/spinach,dog,No,night owl,Yes
-LEC006,19,Engineering: Industrial,53706,41.878113,-87.629799,pepperoni,dog,No,no preference,Maybe
-LEC006,18,Business: Information Systems,53706,25.032969,121.565414,mushroom,dog,Yes,night owl,Yes
-LEC001,17,Computer Science,53726,21.027763,105.83416,pepperoni,dog,No,early bird,Yes
-LEC001,20,Business: Information Systems,53711,45.046799,-87.298149,sausage,cat,No,night owl,Yes
-LEC005,25,Engineering: Other,53705,32.7157,-117.1611,mushroom,dog,No,no preference,Yes
-LEC004,18,Engineering: Industrial,53706,19.896767,-155.582779,pepperoni,dog,Yes,night owl,Maybe
-LEC005,18,Computer Science,53706,1.28217,103.865196,sausage,dog,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53706,44.977753,-93.265015,pepperoni,dog,No,night owl,Yes
-LEC004,20,Engineering: Mechanical,53715,23,90,green pepper,cat,No,no preference,Yes
-LEC005,20,Data Science,53703,45.259546,-84.938476,mushroom,dog,Yes,night owl,Yes
-LEC002,21,Science: Other,53703,41.878113,-87.629799,pineapple,dog,Yes,early bird,No
-LEC004,19,Information science,53703,40.712776,-74.005974,pineapple,cat,Yes,early bird,Maybe
-LEC001,19,Engineering: Mechanical,53715,64.126518,-21.817438,pepperoni,dog,No,night owl,Yes
-LEC003,,Business: Other,53706,42.360081,-71.058884,sausage,cat,Yes,night owl,No
-LEC002,31,Geoscience,53703,-41.126621,-73.059303,pepperoni,cat,No,night owl,Yes
-LEC003,18,Engineering: Biomedical,53706,45.17099,-87.16494,Other,dog,No,night owl,Maybe
-LEC002,18,Engineering: Mechanical,53706,37.774929,-122.419418,Other,dog,Yes,no preference,Yes
-LEC004,,Computer Science,53715,39.70698,-86.0862,mushroom,cat,No,night owl,Yes
-LEC005,20,Science: Biology/Life,53703,44.276402,-88.26989,macaroni/pasta,cat,No,no preference,Maybe
-LEC002,19,Science: Biology/Life,53703,51.492519,-0.25852,sausage,dog,Yes,no preference,Yes
-LEC002,19,Data Science,53703,37.6,14.0154,none (just cheese),dog,No,night owl,Yes
-LEC002,20,Engineering: Industrial,53715,46.685631,7.8562,Other,cat,No,night owl,Maybe
-LEC002,22,Economics,53706,41.385063,2.173404,pineapple,cat,No,night owl,Maybe
-LEC004,21,Engineering: Industrial,53703,41.878113,-87.629799,pepperoni,neither,Yes,early bird,No
-LEC004,19,Engineering: Mechanical,53703,51.507351,-0.127758,none (just cheese),neither,No,no preference,Maybe
-LEC006,18,Engineering: Mechanical,53706,41.077747,1.131593,sausage,dog,No,no preference,Maybe
-LEC006,18,Engineering: Mechanical,53706,43.526,5.445,basil/spinach,dog,Yes,no preference,Yes
-LEC003,22,Economics,53715,43.073051,-89.40123,pepperoni,dog,Yes,early bird,Yes
-LEC005,18,Engineering: Industrial,53706,43.085369,-88.912086,sausage,dog,No,night owl,Maybe
-LEC002,19,Statistics,53703,43.769562,11.255814,basil/spinach,dog,No,no preference,Yes
-LEC001,20,Computer Science,53715,20.880947,-156.681862,sausage,dog,No,night owl,Yes
-LEC003,19,Mathematics/AMEP,53703,64.963051,-19.020836,basil/spinach,dog,No,no preference,Yes
-LEC005,18,Undecided,53706,43.073929,-89.385239,sausage,dog,Yes,early bird,Yes
-LEC003,18,Business: Information Systems,53706,25.204849,55.270782,none (just cheese),dog,No,night owl,No
-LEC003,21,Economics,53703,39.904,116.407,pepperoni,cat,No,night owl,No
-LEC004,18,Engineering: Mechanical,53706,39.739235,-104.99025,pepperoni,cat,Yes,no preference,Maybe
-LEC004,21,Science: Biology/Life,53726,43,89,pepperoni,dog,Yes,night owl,Yes
-LEC003,19,Data Science,53715,43.073051,-89.40123,none (just cheese),dog,No,early bird,Maybe
-LEC002,19,Business: Other|accounting,53703,43.38,-87.9,sausage,neither,No,night owl,Yes
-LEC002,18,Science: Biology/Life,53706,40.122,25.4988,sausage,dog,No,early bird,No
-LEC005,20,Engineering: Mechanical,53715,39.904202,116.407394,sausage,dog,No,night owl,Yes
-LEC001,19,Engineering: Mechanical,53703,-37.813629,144.963058,sausage,dog,Yes,night owl,Yes
-LEC005,21,Economics,53715,46.81,-71.21,pepperoni,cat,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53715,52.370216,4.895168,mushroom,dog,Yes,night owl,Yes
-LEC001,21,Mathematics/AMEP,53703,34.29006,108.932941,basil/spinach,dog,No,early bird,Yes
-LEC005,21,Engineering: Mechanical,53726,43.804801,-91.226075,pepperoni,dog,Yes,night owl,Yes
-LEC002,18,Data Science,53703,32.715736,-117.161087,none (just cheese),cat,Yes,night owl,Maybe
-LEC004,18,Engineering: Mechanical,53706,20.92674,-156.69386,pepperoni,dog,No,night owl,Maybe
-LEC003,18,Data Science,53706,47.606209,-122.332069,pepperoni,dog,No,early bird,Yes
-LEC005,21,Computer Science,53703,43.07515,-89.3958,sausage,neither,Yes,night owl,Yes
-LEC001,19,Engineering: Mechanical,53562,43.096851,-89.511528,sausage,dog,No,night owl,No
-LEC003,19,Engineering: Mechanical,53715,20.924325,-156.690102,sausage,cat,Yes,night owl,No
-LEC005,20,Data Science,53703,25.0838,77.3212,pepperoni,dog,No,night owl,Maybe
-LEC003,21,Business: Actuarial,53715,43.073051,-89.40123,pineapple,cat,Yes,night owl,Yes
-LEC001,,Computer Science,53715,31.469279,119.765621,pepperoni,dog,No,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53715,43.769562,11.255814,basil/spinach,neither,No,early bird,No
-LEC001,21,Science: Chemistry,53715,38.892059,-77.019913,pepperoni,neither,No,night owl,Yes
-LEC002,19,Business: Finance,53715,42.360081,-71.058884,mushroom,dog,Yes,night owl,Yes
-LEC001,18,Data Science,53703,24.713552,46.675297,none (just cheese),neither,No,night owl,Yes
-LEC003,19,Business: Actuarial,53715,60.391262,5.322054,pepperoni,dog,No,early bird,No
-LEC003,19,Data Science,53715,23.697809,120.960518,pepperoni,cat,No,night owl,Yes
-LEC003,18,Data Science,53706,40.712776,74.005974,pineapple,dog,Yes,early bird,No
-LEC004,19,Engineering: Mechanical,53703,45.126887,-94.528067,sausage,dog,No,night owl,Maybe
-LEC002,21,Science: Biology/Life,53715,48.208176,16.373819,Other,dog,Yes,night owl,No
-LEC006,18,Engineering: Mechanical,53706,44.0628,-121.30451,pepperoni,dog,No,night owl,Yes
-LEC003,21,Statistics,53703,31.230391,121.473701,pineapple,cat,Yes,night owl,Yes
-LEC005,21,Economics,53703,47.62772,-122.51368,macaroni/pasta,cat,No,no preference,No
-LEC003,19,Engineering: Mechanical,53715,65.68204,-18.090534,sausage,cat,No,no preference,No
-LEC004,21,Economics,53715,48.856613,2.352222,basil/spinach,dog,Yes,night owl,No
-LEC001,18,Engineering: Biomedical,53706,33.501324,-111.925278,pineapple,dog,Yes,early bird,No
-LEC005,18,Data Science,53706,14.77046,-91.183189,mushroom,cat,No,night owl,Maybe
-LEC002,18,Engineering: Industrial,53706,10.480594,-66.903603,mushroom,neither,No,night owl,Maybe
-LEC004,21,Engineering: Mechanical,53715,48.856613,2.352222,mushroom,cat,Yes,night owl,Yes
-LEC001,19,Science: Biology/Life,53706,20.788602,-156.003662,green pepper,dog,Yes,no preference,No
-LEC006,18,Data Science,53706,36.59239,-121.86875,pepperoni,cat,No,night owl,Maybe
-LEC002,,Engineering: Industrial,53705,47.6,-122.33,sausage,dog,No,early bird,No
-LEC001,18,Engineering: Mechanical,53703,23.885942,45.079163,Other,cat,No,night owl,Maybe
-LEC002,18,Engineering: Industrial,53532,47.606209,-122.332069,mushroom,dog,No,night owl,Maybe
-LEC002,17,Engineering: Biomedical,53706,39.5755,-106.100403,pepperoni,dog,Yes,night owl,Maybe
-LEC002,20,Data Science,53711,39.904202,116.407394,pepperoni,dog,No,night owl,Yes
-LEC001,19,Engineering: Industrial,53705,41.878113,-87.629799,tater tots,cat,No,night owl,No
-LEC004,19,Political Science,53703,55.679626,12.581921,pepperoni,dog,Yes,no preference,Maybe
-LEC005,18,Computer Science,53715,28.538336,-81.379234,pepperoni,dog,No,night owl,Maybe
-LEC004,29,Engineering: Mechanical,53704,50.064651,19.944981,sausage,dog,No,early bird,Maybe
-LEC005,18,Engineering: Other,53706,41.385063,2.173404,mushroom,cat,No,night owl,Yes
-LEC001,19,Engineering: Mechanical,53703,44.977753,-93.265015,Other,cat,Yes,early bird,No
-LEC001,32,Design Studies,53705,48.856613,2.352222,mushroom,dog,No,early bird,Yes
-LEC002,20,Engineering: Mechanical,53703,41.28347,-70.099449,pepperoni,dog,Yes,night owl,Yes
-LEC003,19,Engineering: Industrial,53715,41.73849,-71.30418,pepperoni,dog,No,night owl,Yes
-LEC001,18,Data Science,53706,43.073051,-89.40123,sausage,dog,No,early bird,Yes
-LEC001,19,Computer Science,53715,31.230391,121.473701,pineapple,cat,No,night owl,Yes
-LEC001,19,Data Science,53703,37.9838,23.7275,sausage,dog,Yes,no preference,Yes
-LEC005,20,Engineering: Biomedical,53703,47.497913,19.040236,Other,cat,Yes,night owl,No
-LEC004,18,Economics,53711,13.756331,100.501762,Other,dog,No,night owl,Maybe
-LEC002,18,Data Science,53706,3.864255,73.388672,pepperoni,dog,Yes,night owl,Maybe
-LEC006,18,Engineering: Mechanical,53706,32.715736,-117.161087,macaroni/pasta,dog,Yes,night owl,Yes
-LEC001,19,Business: Actuarial,53715,18.32431,64.941612,pepperoni,dog,No,no preference,Yes
-LEC001,22,Psychology,53711,43.055333,-89.425946,pineapple,dog,Yes,early bird,No
-LEC003,18,Computer Science,53706,40.744678,-73.758072,mushroom,cat,No,night owl,Maybe
-LEC006,18,Data Science,53715,38.9784,76.4922,mushroom,cat,No,early bird,Yes
-LEC004,20,Science: Other,53726,55.675758,12.56902,none (just cheese),cat,Yes,night owl,Yes
-LEC001,20,Science: Biology/Life,53715,40.713051,-74.007233,pineapple,cat,No,night owl,Maybe
-LEC004,18,Engineering: Industrial,53706,51.507351,-0.127758,pepperoni,dog,Yes,no preference,No
-LEC004,25,Computer Science,53703,38.736946,-9.142685,pepperoni,dog,No,night owl,Yes
-LEC002,18,Computer Science,53706,22.543097,114.057861,pepperoni,cat,No,no preference,Yes
-LEC004,25,Science: Chemistry,53703,37.566536,126.977966,Other,cat,Yes,night owl,Maybe
-LEC002,19,Engineering: Mechanical,53715,26.338,-81.775,pepperoni,dog,Yes,no preference,Maybe
-LEC005,19,Engineering: Mechanical,53715,33.448376,-112.074036,pepperoni,neither,Yes,early bird,No
-LEC005,19,Engineering: Mechanical,53703,43.073051,-89.40123,pepperoni,cat,No,no preference,Yes
-LEC001,19,Engineering: Mechanical,53705,26.647661,106.63015,mushroom,cat,No,night owl,No
-LEC003,18,Undecided,53706,43.2967,87.9876,pepperoni,dog,No,night owl,No
-LEC005,19,Science: Physics,53703,78.225,15.626,sausage,cat,No,early bird,No
-LEC002,,Science: Other|Environmetal Science,53703,52.973558,-9.425102,none (just cheese),dog,Yes,night owl,Maybe
-LEC006,19,Economics (Mathematical Emphasis),53715,37.774929,-122.419418,sausage,cat,Yes,night owl,Yes
-LEC002,20,Business: Finance,53703,40.7128,74.006,pineapple,dog,No,night owl,Yes
-LEC001,21,Science: Biology/Life,53703,44.794,-93.148,pepperoni,dog,No,night owl,No
-LEC002,19,Engineering: Mechanical,53706,36.17,-115.14,pepperoni,cat,No,night owl,Maybe
-LEC001,18,Engineering: Biomedical,53706,21.161907,-86.851524,none (just cheese),dog,No,early bird,Maybe
-LEC001,18,Computer Science,53715,48.856613,2.352222,pineapple,neither,Yes,no preference,No
-LEC004,19,Engineering: Mechanical,53715,48.137,11.576,green pepper,dog,No,early bird,No
-LEC001,20,Engineering: Biomedical,53703,43.07393,-89.38524,sausage,dog,No,night owl,Maybe
-LEC002,18,Science: Other,53706,35.6762,139.6503,Other,dog,No,no preference,Yes
-LEC004,19,Computer Science,53703,41.902782,12.496365,none (just cheese),neither,Yes,night owl,No
-LEC001,20,Science: Other|Atmospheric and Oceanic Sciences (AOS),53711,49.299171,19.94902,pepperoni,dog,No,night owl,Maybe
-LEC002,18,Data Science,53706,41.380898,2.12282,pepperoni,dog,No,night owl,Maybe
-LEC006,18,Data Science,53706,48.257919,4.03073,mushroom,cat,Yes,early bird,No
-LEC005,19,Engineering: Mechanical,53715,35.0844,106.6504,pineapple,dog,Yes,early bird,Yes
-LEC002,23,Economics,53703,121,5,pepperoni,neither,No,no preference,Maybe
-LEC004,18,Business: Actuarial,53706,21.306944,-157.858337,pineapple,dog,Yes,night owl,Maybe
-LEC005,18,Economics,53706,43,-87.9,pepperoni,dog,Yes,early bird,Maybe
-LEC005,23,Business: Other|Business Analytics,53703,31.230391,121.473701,pineapple,cat,Yes,night owl,Maybe
-LEC002,22,Psychology,53703,25.032969,121.565414,mushroom,dog,No,no preference,Yes
-LEC005,18,Computer Science,53706,43.0722,89.4008,sausage,cat,No,night owl,Yes
-LEC006,18,Data Science,53706,52.370216,4.895168,mushroom,dog,Yes,night owl,Maybe
-LEC004,20,Data Science,53703,35.726212,-83.491226,pepperoni,cat,No,early bird,Yes
-LEC001,18,Computer Science,53703,27,153,mushroom,cat,No,early bird,Yes
-LEC005,18,Data Science,53706,56.117017,-3.879547,pineapple,dog,Yes,night owl,Yes
-LEC001,20,Engineering: Biomedical,53715,45.983964,9.262161,sausage,dog,No,night owl,No
-LEC005,21,Psychology,53703,43.038902,-87.906471,macaroni/pasta,dog,Yes,night owl,Yes
-LEC002,18,Engineering: Mechanical,53706,41.38879,2.15084,sausage,dog,Yes,no preference,Maybe
-LEC003,18,Data Science,53706,47.48,-122.28,basil/spinach,dog,No,no preference,Maybe
-LEC004,21,Data Science,53703,34.746613,113.625328,green pepper,neither,Yes,no preference,No
-LEC005,21,Data Science,53703,38.240946,-85.757571,pepperoni,dog,No,no preference,Yes
-LEC005,19,Engineering: Mechanical,53703,43.07291,-89.39439,sausage,dog,No,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53715,56.373482,-3.84306,none (just cheese),dog,No,early bird,Yes
-LEC005,19,Data Science,53703,41.381717,2.177925,pepperoni,dog,Yes,night owl,Yes
-LEC005,19,Engineering: Mechanical,53714,43.089199,87.8876,pepperoni,dog,No,night owl,Yes
-LEC005,19,Engineering: Other,53590,38.4,11.2,pepperoni,dog,Yes,early bird,No
-LEC005,19,Engineering: Mechanical,53715,25.761681,-80.191788,pepperoni,dog,Yes,night owl,No
-LEC005,19,Engineering: Mechanical,53703,44.5133,88.0133,mushroom,dog,Yes,night owl,Maybe
-LEC002,,Computer Science,53706,41.8781,87.6298,pepperoni,dog,No,night owl,Maybe
-LEC005,19,Business: Finance,53703,38.98378,-77.20871,none (just cheese),dog,Yes,night owl,Yes
-LEC005,18,Business: Finance,53703,22.9068,43.1729,pepperoni,dog,No,night owl,Yes
-LEC005,19,Engineering: Mechanical,53715,43.073051,-89.40123,pepperoni,dog,No,early bird,No
-LEC004,23,Economics,53703,43.083321,-89.372475,mushroom,dog,Yes,early bird,No
-LEC002,17,Business: Actuarial,53715,34.746613,113.625328,sausage,neither,Yes,night owl,Maybe
-LEC005,18,Engineering: Biomedical,53715,46.58276,7.08058,pepperoni,dog,No,early bird,No
-LEC001,20,Statistics,53715,39.904202,116.407394,mushroom,dog,Yes,early bird,No
-LEC002,18,Computer Science,53706,35.96691,-75.627823,sausage,dog,No,early bird,Yes
-LEC005,21,Mathematics/AMEP,53703,13.756331,100.501762,pepperoni,dog,No,night owl,Yes
-LEC005,20,Engineering: Biomedical,53715,28.538336,-81.379234,sausage,cat,No,night owl,Maybe
-LEC002,19,Engineering: Mechanical,53703,44.822783,-93.370743,sausage,dog,Yes,early bird,No
-LEC005,19,Engineering: Mechanical,53715,42.15,-87.96,pepperoni,dog,No,night owl,Yes
-LEC005,20,Journalism,53715,41.3874,2.1686,basil/spinach,dog,Yes,early bird,Maybe
-LEC001,19,Engineering: Mechanical,53703,42.864552,-88.333199,pepperoni,dog,No,early bird,Maybe
-LEC005,17,Data Science,53706,40.7128,74.006,macaroni/pasta,dog,No,night owl,Yes
-LEC005,19,Science: Other|Politcal Science,53703,41.878113,-87.629799,pepperoni,dog,Yes,night owl,No
-LEC002,20,Business: Finance,53703,40.7831,73.9712,sausage,dog,Yes,night owl,No
-LEC004,20,Data Science,53703,43,87.9,none (just cheese),dog,No,night owl,Yes
-LEC001,18,Data Science,53706,38.900497,-77.007507,pineapple,dog,No,night owl,Maybe
-LEC005,18,Engineering: Industrial,53706,45.440845,12.315515,sausage,dog,No,night owl,Maybe
-LEC002,19,Data Science,53715,25.73403,-80.24697,pepperoni,dog,Yes,night owl,Yes
-LEC005,18,Political Science,53706,42.360081,-71.058884,macaroni/pasta,dog,Yes,night owl,Yes
-LEC002,20,Economics,53703,41.878113,-87.629799,pepperoni,dog,Yes,no preference,Maybe
-LEC004,18,Engineering: Mechanical,55088,48.135124,11.581981,pepperoni,dog,Yes,no preference,No
-LEC002,23,Business: Information Systems,53703,37.566536,126.977966,sausage,dog,No,night owl,Maybe
-LEC005,17,Data Science,53703,49.2827,123.1207,sausage,dog,Yes,night owl,Yes
-LEC005,,Statistics,53726,40.712776,-74.005974,Other,dog,Yes,no preference,Yes
-LEC001,18,Science: Biology/Life,53706,48.856613,2.352222,pepperoni,cat,Yes,early bird,No
-LEC005,32,Communication Sciences and Disorder,53705,37.566536,126.977966,pineapple,dog,Yes,no preference,Yes
-LEC001,18,Data Science,53706,41.878113,-87.629799,macaroni/pasta,dog,No,night owl,Yes
-LEC002,17,Business: Information Systems,53706,-6.17511,106.865036,sausage,neither,No,no preference,Maybe
-LEC002,25,Science: Other|Geoscience,53711,46.947975,7.447447,mushroom,cat,No,no preference,Yes
-LEC002,20,Economics,53703,46.7867,92.1005,macaroni/pasta,neither,Yes,early bird,No
-LEC002,21,Business: Other|Marketing,53703,20.878332,-156.682495,basil/spinach,dog,No,night owl,Yes
-LEC001,19,Statistics,53703,52.370216,4.895168,sausage,dog,No,night owl,Maybe
-LEC005,20,Engineering: Biomedical,53711,35.689487,139.691711,basil/spinach,dog,No,night owl,Yes
-LEC005,22,Science: Other|Atmospheric and oceanic science,53703,26.1224,80.1373,pepperoni,dog,No,early bird,No
-LEC001,18,Engineering: Mechanical,53726,21.306944,-157.858337,sausage,dog,No,night owl,Yes
-LEC005,21,Business: Finance,53703,43.11339,-89.37726,sausage,dog,No,night owl,Yes
-LEC001,,Business: Other,53703,22.396427,114.109497,Other,dog,No,early bird,Maybe
-LEC004,19,Science: Biology/Life,53706,41.2,96,pepperoni,cat,No,early bird,No
-LEC004,18,Engineering: Industrial,53706,49.74609,7.4609,pepperoni,cat,No,early bird,Yes
-LEC004,20,Science: Other|Environmental Science,53715,43,-89,mushroom,dog,Yes,night owl,Maybe
-LEC001,18,Business: Finance,53706,39.7392,104.9903,pepperoni,dog,No,early bird,No
-LEC002,,Computer Science,53706,41.67566,-86.28645,pineapple,cat,No,no preference,Maybe
-LEC002,18,Business: Other,53706,33.88509,-118.409714,green pepper,dog,Yes,night owl,No
-LEC001,20,Engineering: Biomedical,53711,41.8781,87.6298,pepperoni,dog,No,night owl,Yes
-LEC002,20,Data Science,53715,10.97285,106.477707,mushroom,dog,No,no preference,Maybe
-LEC002,20,Computer Science,53703,36.16156,-75.752441,pepperoni,dog,Yes,no preference,Yes
-LEC002,20,Business: Other|Marketing,53703,35.689487,139.691711,pepperoni,dog,Yes,night owl,Yes
-LEC002,18,Engineering: Other|Engineering Mechanics,53706,35.689487,139.691711,mushroom,cat,No,night owl,Maybe
-LEC002,21,Economics (Mathematical Emphasis),53703,46.25872,-91.745583,sausage,dog,Yes,no preference,Yes
-LEC002,19,Mathematics,53703,39.904202,116.407394,tater tots,cat,No,night owl,Yes
-LEC002,18,Data Science,53703,40.706067,-74.030063,pepperoni,dog,No,night owl,Yes
-LEC002,19,Pre-Business,53703,39.60502,-106.51641,pepperoni,dog,Yes,early bird,No
-LEC002,20,Mathematics/AMEP,53703,35.106766,-106.629181,green pepper,cat,No,night owl,Yes
-LEC003,20,Science: Physics,53715,64.963051,-19.020836,mushroom,dog,No,night owl,Yes
-LEC002,20,Business: Finance,53703,31.298973,120.585289,pineapple,cat,Yes,night owl,No
-LEC002,18,Economics,53706,48.856613,2.352222,basil/spinach,dog,No,night owl,Maybe
-LEC001,21,Data Science,53703,40.712776,-74.005974,sausage,dog,No,night owl,Yes
-LEC002,19,Engineering: Industrial,53715,45.914,-89.255,sausage,dog,Yes,early bird,Yes
-LEC002,19,Computer Science,53703,20,110,pineapple,cat,No,night owl,Maybe
-LEC002,19,Engineering: Mechanical,53726,41.878113,-87.629799,basil/spinach,dog,No,early bird,Yes
-LEC005,19,Computer Science,53715,48.8566,2.3522,sausage,dog,No,night owl,Maybe
-LEC002,19,Industrial Engineering,53703,48.856613,2.352222,basil/spinach,dog,No,early bird,Yes
-LEC002,18,Data Science,53706,43.073051,-89.40123,pepperoni,dog,Yes,night owl,Yes
-LEC002,20,Statistics,53703,31.224361,121.46917,mushroom,dog,No,no preference,Maybe
-LEC002,18,Computer Science,53706,35.689487,139.691711,green pepper,dog,No,night owl,Yes
-LEC002,18,Computer Science,53706,25.03841,121.563698,pineapple,dog,No,night owl,Yes
-LEC002,19,Engineering: Mechanical,53715,43.06827,-89.40263,sausage,dog,No,night owl,No
-LEC002,18,Engineering: Mechanical,53703,43,89.4,pepperoni,cat,No,no preference,Maybe
-LEC002,,Mechanical Engineering,53703,41.8781,87.6298,Other,dog,Yes,night owl,Yes
-LEC002,26,Science: Other,57075,42.76093,-89.9589,Other,dog,Yes,early bird,No
-LEC002,21,Science: Other|Environmental science,53714,47.606209,-122.332069,pepperoni,dog,Yes,early bird,Yes
-LEC002,18,Data Science,53706,35.69,139.69,pineapple,cat,No,night owl,Yes
-LEC002,18,Computer Science,53706,42.807091,-86.01886,none (just cheese),cat,Yes,early bird,Yes
-LEC002,19,Engineering: Mechanical,53703,45.892099,8.997803,green pepper,dog,No,night owl,Yes
-LEC002,20,Computer Science,53715,40.755645,-74.034119,sausage,dog,Yes,night owl,Yes
-LEC001,18,Engineering: Mechanical,53066,43.073051,-89.40123,pepperoni,dog,No,night owl,Yes
-LEC002,18,Data Science,53706,21.306944,-157.858337,pineapple,dog,No,night owl,No
-LEC002,18,Engineering: Industrial,53706,32.0853,34.781769,pepperoni,dog,No,night owl,Maybe
-LEC002,19,Engineering: Mechanical,53703,46.786671,-92.100487,sausage,dog,No,early bird,No
-LEC002,19,Engineering: Mechanical,53715,42.590519,-88.435287,pepperoni,dog,No,early bird,No
-LEC002,23,Data Science,53703,37,127,pineapple,dog,No,night owl,Yes
-LEC002,20,Data Science,53703,43.06875,-89.39434,pepperoni,dog,Yes,no preference,Maybe
-LEC002,20,Engineering: Mechanical,53703,41.499321,-81.694359,pepperoni,dog,Yes,night owl,Maybe
-LEC002,21,Economics,53703,38.969021,-0.18516,sausage,dog,Yes,no preference,No
-LEC002,20,Economics,53703,50.85,4.35,pepperoni,dog,No,no preference,Yes
-LEC002,19,Data Science,53715,36.39619,10.61412,none (just cheese),cat,No,no preference,Yes
-LEC002,20,Engineering: Mechanical,53711,43.073051,-89.40123,green pepper,dog,Yes,night owl,No
-LEC002,30,Life Sciences Communication,53562,52.399448,0.25979,basil/spinach,cat,Yes,night owl,Yes
-LEC002,20,Business: Finance,53703,41.878,-87.629799,pepperoni,dog,No,no preference,Yes
-LEC002,18,Computer Science,53706,31.2304,121.4737,pepperoni,cat,No,night owl,Maybe
-LEC005,22,Economics,53711,48.135124,11.581981,pepperoni,cat,Yes,no preference,Yes
-LEC002,19,Engineering: Mechanical,53711,51.5,0.1276,pepperoni,dog,No,night owl,No
-LEC001,18,Computer Science,53703,31.298973,120.585289,pineapple,neither,No,night owl,No
-LEC001,19,Computer Science,53703,37,-97,macaroni/pasta,cat,No,no preference,Maybe
-LEC002,19,International Studies,53703,8.25115,34.588348,none (just cheese),dog,Yes,early bird,Maybe
-LEC001,19,Engineering: Mechanical,53703,43.038902,-87.906471,pineapple,cat,No,night owl,Yes
-LEC001,19,Science: Other|Atmospheric and Oceanic Sciences,53703,48.856613,2.352222,pepperoni,dog,Yes,night owl,Yes
-LEC004,20,Data Science,53703,41.878113,-87.629799,green pepper,dog,No,early bird,Yes
-LEC004,18,Undecided,53706,39.3823,87.2971,sausage,dog,Yes,early bird,No
-LEC004,21,Data Science,53703,31.230391,121.473701,mushroom,cat,No,night owl,Maybe
-LEC001,18,Data Science,53706,32.776474,-79.931053,none (just cheese),dog,No,early bird,Yes
-LEC006,18,Science: Physics,53706,43.073051,-89.40123,sausage,dog,No,night owl,Yes
-LEC001,19,Economics,53703,35.689487,139.691711,pineapple,dog,Yes,night owl,Yes
-LEC004,18,Data Science,53715,50.8,-1.085,Other,dog,No,night owl,Maybe
-LEC002,21,Languages,53703,37.389091,-5.984459,mushroom,cat,No,early bird,No
-LEC001,19,Rehabilitation Psychology,53706,36.204823,138.25293,pineapple,cat,No,no preference,Maybe
-LEC006,18,Data Science,53705,37.5741,122.3794,pepperoni,dog,Yes,night owl,Yes
-LEC004,18,Undecided,53706,26.452,-81.9481,pepperoni,dog,Yes,night owl,Yes
-LEC002,19,Business: Actuarial,53703,37.774929,-122.419418,pineapple,dog,No,early bird,No
-LEC005,18,Undecided,53706,55.676098,12.568337,pepperoni,dog,Yes,night owl,No
-LEC001,19,Engineering: Mechanical,53703,43.073051,-89.40123,pepperoni,dog,Yes,night owl,Yes
-LEC002,18,Statistics,53706,40.713051,-74.007233,none (just cheese),dog,No,night owl,Maybe
-LEC003,21,Languages,53511,39.952583,-75.165222,pepperoni,dog,No,night owl,Yes
-LEC002,18,Computer Science,53706,12.523579,-70.03355,pineapple,dog,No,night owl,Yes
-LEC004,,Engineering: Biomedical,53715,41.878113,-87.629799,pepperoni,dog,Yes,night owl,No
-LEC001,,Data Science,53701,40.37336,88.231483,pepperoni,dog,Yes,night owl,No
-LEC001,19,Data Science,53703,51.5072,0.1276,pepperoni,dog,Yes,no preference,No
-LEC002,18,Data Science,53706,47.987289,0.22367,none (just cheese),dog,Yes,night owl,Maybe
-LEC002,19,Business: Actuarial,53715,45.17963,-87.150009,sausage,dog,Yes,no preference,No
-LEC005,21,Science: Biology/Life,53703,21.23556,-86.73142,pepperoni,dog,Yes,night owl,Yes
-LEC004,18,Engineering: Industrial,53706,43.073051,-89.40123,sausage,dog,No,night owl,Yes
-LEC001,21,Science: Biology/Life,53715,41.878113,-87.629799,green pepper,cat,No,night owl,Yes
-LEC001,20,Engineering: Biomedical,53703,48.8566,2.3522,mushroom,cat,Yes,night owl,Maybe
-LEC005,19,Engineering: Mechanical,53703,49.28273,-123.120735,basil/spinach,dog,No,night owl,Yes
-LEC001,19,Data Science,53706,37.23082,-107.59529,basil/spinach,dog,No,no preference,Maybe
-LEC001,19,Business: Finance,53703,26.20047,127.728577,mushroom,dog,No,night owl,Maybe
-LEC006,18,Statistics,53706,32.060253,118.796875,pineapple,cat,Yes,early bird,Maybe
-LEC002,20,Business: Information Systems,53706,52.520008,13.404954,none (just cheese),dog,No,early bird,Yes
-LEC006,18,Undecided,53706,43.038902,-87.906471,sausage,dog,No,night owl,Yes
-LEC002,20,Accounting,53703,32.79649,-117.192123,mushroom,dog,No,no preference,Yes
-LEC006,19,Statistics,53715,21.315603,-157.858093,pepperoni,cat,No,night owl,No
-LEC004,20,Science: Biology/Life,53706,13.756331,100.501762,pineapple,neither,No,night owl,Yes
-LEC004,20,Business: Other,53715,42.818878,-89.494115,pepperoni,dog,No,night owl,Yes
-LEC001,19,Engineering: Mechanical,53703,44.9778,93.265,pepperoni,dog,Yes,night owl,Maybe
-LEC004,18,Engineering: Industrial,53706,41.3874,2.1686,none (just cheese),dog,No,night owl,Maybe
-LEC001,37,Engineering: Other|Civil- Intelligent Transportation System,53705,23.810331,90.412521,pineapple,neither,Yes,early bird,Yes
-LEC001,19,Science: Physics,53703,42.696842,-89.026932,sausage,cat,No,night owl,Yes
-LEC006,19,Data Science,53715,53.266479,-9.052602,macaroni/pasta,dog,No,no preference,Yes
-LEC001,19,Data Science,53703,45.19356,-87.118767,pepperoni,dog,Yes,early bird,Maybe
-LEC005,18,Engineering: Industrial,53715,21.306944,-157.858337,none (just cheese),dog,Yes,night owl,Maybe
-LEC004,19,Computer Science,53703,40.678177,-73.94416,Other,cat,No,night owl,Maybe
-LEC005,18,Science: Biology/Life,53706,44.513317,-88.013298,pepperoni,dog,Yes,night owl,No
-LEC001,19,Engineering: Mechanical,53703,40.712776,-74.005974,none (just cheese),dog,Yes,early bird,Maybe
-LEC002,22,Economics,53703,37.6,127,pineapple,neither,Yes,night owl,Maybe
-LEC004,20,Engineering: Industrial,53703,39.359772,-111.584167,pepperoni,dog,Yes,early bird,Maybe
-LEC001,19,Data Science,53706,31.298973,120.585289,mushroom,cat,No,night owl,Yes
-LEC001,20,Computer Science,53715,43.073051,-89.40123,none (just cheese),dog,No,night owl,Maybe
-LEC001,25,Data Science,53703,37.566536,126.977966,pineapple,dog,Yes,night owl,No
-LEC005,19,Data Science,53706,36.169941,-115.139832,pepperoni,dog,Yes,night owl,Yes
-LEC001,19,Engineering: Mechanical,53703,44.834209,87.376266,sausage,dog,Yes,no preference,Yes
-LEC005,20,Engineering: Mechanical,53703,43.17854,-89.163391,sausage,dog,Yes,night owl,Maybe
-LEC004,19,Engineering: Industrial,53703,41.93101,-87.64987,pepperoni,neither,No,early bird,No
-LEC003,19,Engineering: Industrial,53703,11.89,-85,pepperoni,dog,Yes,night owl,Maybe
-LEC003,19,Engineering: Mechanical,53715,33.873417,-115.900993,pepperoni,dog,No,early bird,No
-LEC001,22,Economics,53703,42.360081,-71.058884,pepperoni,dog,No,no preference,Maybe
-LEC001,18,Data Science,53706,34.04018,-118.48849,pepperoni,dog,Yes,night owl,Yes
-LEC002,42069,Data Science,53704,43,-89,none (just cheese),neither,No,no preference,No
-LEC004,20,Business: Finance,53715,38.71049,-75.07657,sausage,dog,No,early bird,No
-LEC004,21,Engineering: Mechanical,53715,43.073051,-89.40123,Other,dog,Yes,early bird,No
-LEC004,18,Engineering: Industrial,53706,44.261799,-88.407249,sausage,dog,Yes,night owl,No
-LEC004,26,Science: Other|Animal and Dairy Science,53705,53.270668,-9.05679,pepperoni,dog,No,early bird,Yes
-LEC005,20,Data Science,53715,43.355099,11.02956,sausage,dog,No,early bird,Maybe
-LEC003,19,Engineering: Mechanical,53715,45.40857,-91.73542,sausage,dog,Yes,no preference,No
-LEC004,22,Engineering: Mechanical,53726,55.864239,-4.251806,pepperoni,dog,Yes,night owl,Yes
-LEC001,18,Engineering: Mechanical,53706,50.808712,-0.1604,pepperoni,dog,Yes,night owl,Maybe
-LEC004,19,Engineering: Mechanical,53703,13.35433,103.77549,none (just cheese),dog,No,no preference,Maybe
-LEC005,24,Mathematics/AMEP,53705,40.7,-74,pineapple,cat,No,early bird,Maybe
-LEC001,19,Interior Architecture,53532,27.683536,-82.736092,mushroom,cat,Yes,no preference,Yes
-LEC001,19,Science: Chemistry,53715,40.7,-74,sausage,dog,No,night owl,Maybe
-LEC001,20,Engineering: Biomedical,53703,-33.86882,151.20929,pepperoni,dog,No,no preference,Maybe
-LEC001,20,Engineering: Industrial,53715,26.614149,-81.825768,pepperoni,dog,No,night owl,No
-LEC001,19,Engineering: Biomedical,53706,45.440845,12.315515,none (just cheese),dog,Yes,night owl,Yes
-LEC001,19,Data Science,53726,43.0766,89.4125,none (just cheese),cat,No,night owl,No
-LEC001,20,Engineering: Biomedical,53711,33.684566,-117.826508,pineapple,dog,Yes,early bird,Maybe
-LEC001,21,Statistics,26617,22.396427,114.109497,pineapple,dog,Yes,night owl,Maybe
-LEC001,18,Data Science,53706,-33.86882,151.20929,pepperoni,dog,Yes,night owl,No
-LEC001,21,Economics,53703,1.53897,103.58007,pineapple,neither,Yes,night owl,Yes
-LEC001,18,Data Science,53558,41.877541,-88.066727,mushroom,dog,No,night owl,Maybe
-LEC001,17,Computer Science,53703,25.204849,55.270782,pepperoni,dog,Yes,night owl,Yes
-LEC001,19,Engineering: Mechanical,53715,19.7,-155,pineapple,dog,Yes,early bird,Yes
-LEC001,19,Data Science,53703,41.878113,-87.629799,none (just cheese),cat,Yes,night owl,Yes
-LEC001,18,Science: Biology/Life,53715,39.904202,116.407394,basil/spinach,dog,Yes,night owl,Maybe
-LEC001,20,Science: Physics,53711,43.038902,-87.906471,pepperoni,dog,No,no preference,Yes
-LEC001,18,Engineering: Mechanical,53706,41.902782,12.496366,pepperoni,neither,Yes,night owl,Yes
-LEC001,18,Data Science,53706,47.60323,-122.330276,Other,dog,No,night owl,Yes
-LEC001,19,Economics,53706,40.7,74,none (just cheese),dog,Yes,night owl,Yes
-LEC001,19,Business: Finance,53703,34.052235,-118.243683,mushroom,dog,Yes,early bird,Maybe
-LEC001,20,Science: Other|Atmospheric & Oceanic Sciences,53711,40.412776,-74.005974,pepperoni,neither,No,early bird,Yes
-LEC001,19,Computer Science,53706,37.774929,-122.419418,none (just cheese),cat,No,early bird,Yes
-LEC001,20,Engineering: Mechanical,53703,44.78441,-93.17308,pepperoni,dog,Yes,no preference,Yes
-LEC001,22,Engineering: Other,53726,39.48214,-106.048691,pineapple,cat,No,no preference,Maybe
-LEC001,21,Computer Science,53703,33.68,-117.82,basil/spinach,cat,No,early bird,No
-LEC001,17,Computer Science,53706,25.204849,55.270782,pepperoni,neither,Yes,no preference,Maybe
-LEC001,18,Engineering: Industrial,53706,41.917519,-87.694771,basil/spinach,dog,Yes,night owl,Yes
-LEC001,18,Engineering: Biomedical,53706,42.361145,-71.057083,macaroni/pasta,dog,No,night owl,Yes
-LEC001,,Engineering: Biomedical,53703,43.073929,-89.385239,basil/spinach,dog,No,early bird,No
-LEC001,18,Economics,53706,30.20241,120.226822,Other,neither,Yes,early bird,No
-LEC001,20,Engineering: Biomedical,53703,41.198496,0.773436,pepperoni,dog,No,night owl,Yes
-LEC001,19,Engineering: Mechanical,53703,39.739235,-104.99025,pepperoni,dog,Yes,no preference,Maybe
-LEC001,20,Science: Chemistry,53703,32.16761,120.012444,pepperoni,neither,No,night owl,Maybe
-LEC001,19,Data Science,53703,43.0722,89.4008,pineapple,dog,Yes,night owl,Yes
-LEC001,18,Science: Biology/Life,53715,41.878113,-87.629799,sausage,dog,Yes,early bird,No
-LEC004,,Business: Information Systems,53715,42.360081,-71.058884,Other,dog,No,no preference,Maybe
-LEC001,21,Engineering: Biomedical,53703,44.513317,-88.013298,pepperoni,dog,No,night owl,No
-LEC001,20,Data Science,53132,43.073051,-89.40123,Other,cat,No,night owl,Maybe
-LEC001,18,Business: Actuarial,53706,48.856613,2.352222,sausage,dog,No,no preference,Maybe
-LEC001,20,Political Science,53715,48.135124,11.581981,sausage,cat,Yes,night owl,Yes
-LEC001,19,Engineering: Industrial,53703,41,-74,sausage,dog,Yes,no preference,No
-LEC001,20,Psychology,53703,43.083321,-89.372475,Other,neither,No,night owl,Yes
-LEC001,18,Computer Science and Statistics,53706,36.162663,-86.781601,mushroom,dog,Yes,early bird,Maybe
-LEC001,19,Engineering: Mechanical,53703,25.88,-80.16,pepperoni,dog,No,night owl,Yes
-LEC001,18,Computer Science,53703,46.947975,7.447447,sausage,cat,Yes,night owl,No
-LEC001,19,Business: Information Systems,53703,41.17555,73.64731,pepperoni,dog,No,night owl,Maybe
-LEC001,20,Political Science,53703,45.018269,-93.473892,sausage,dog,No,night owl,Maybe
-LEC001,,Business analytics,53705,45.50169,-73.567253,pineapple,cat,No,no preference,No
-LEC001,21,Science: Biology/Life,53726,32.060253,118.796875,mushroom,cat,No,night owl,No
-LEC001,19,Engineering: Mechanical,53706,35.806,-78.68483,none (just cheese),dog,No,night owl,Yes
-LEC005,20,Data Science,53726,31.230391,121.473701,none (just cheese),dog,Yes,no preference,Maybe
-LEC005,18,Engineering: Mechanical,53706,41.878113,-87.629799,Other,cat,No,night owl,Maybe
-LEC004,18,Statistics,53706,27.35741,-82.615471,none (just cheese),dog,Yes,early bird,No
-LEC002,20,Business: Finance,53715,35.726212,-83.491226,pepperoni,dog,Yes,no preference,Yes
-LEC002,18,Undecided,53706,43.769562,11.255814,pepperoni,dog,No,night owl,Yes
-LEC004,19,Business: Actuarial,53703,43.040433,-87.897423,sausage,cat,No,night owl,No
-LEC004,19,Engineering: Mechanical,5,25.034281,-77.396278,sausage,dog,Yes,no preference,Yes
-LEC001,,Engineering: Mechanical,53706,34.052235,-118.243683,Other,dog,Yes,night owl,Yes
-LEC003,18,Engineering: Industrial,53706,20.798363,-156.331924,none (just cheese),dog,Yes,early bird,No
-LEC002,19,Engineering: Biomedical,53703,51.1784,115.5708,pineapple,dog,Yes,night owl,No
-LEC005,19,Statistics,53703,43.05367,-88.44062,pepperoni,dog,Yes,night owl,No
-LEC004,18,Engineering: Industrial,53706,36.110168,-97.058571,none (just cheese),dog,No,early bird,Maybe
-LEC004,21,Computer Science,53703,43.07016,-89.39386,mushroom,cat,Yes,early bird,No
-LEC005,19,Data Science,53726,43.073051,-89.40123,pepperoni,dog,No,early bird,Yes
-LEC004,18,Data Science,53706,41.878113,-87.629799,macaroni/pasta,dog,Yes,early bird,Maybe
-LEC001,20,Business: Finance,53726,43.073051,-89.40123,pepperoni,dog,No,night owl,Maybe
-LEC001,18,Data Science,53706,43.038902,-87.906471,pineapple,dog,No,night owl,Maybe
-LEC001,24,Engineering: Other,53718,46.77954,-90.78511,pineapple,dog,Yes,night owl,No
-LEC001,18,Statistics,53706,22.57,88.36,pineapple,dog,Yes,night owl,Maybe
-LEC004,20,Computer Science,53715,35.016956,-224.24911,pepperoni,dog,No,night owl,Yes
-LEC001,20,Science: Biology/Life,53715,47.606209,-122.332069,none (just cheese),dog,Yes,night owl,Maybe
-LEC004,18,Engineering: Industrial,53706,21.28482,-157.83245,pineapple,dog,No,night owl,Yes
-LEC001,20,Engineering: Biomedical,53715,40.63,14.6,none (just cheese),dog,No,early bird,Maybe
-LEC004,20,Legal Studies,53703,20.798363,-156.331924,green pepper,dog,No,early bird,No
-LEC002,18,Computer Science,53706,32.060253,118.796875,sausage,dog,Yes,early bird,Maybe
-LEC002,18,Journalism,53706,31,103,none (just cheese),cat,No,night owl,Yes
-LEC004,,Computer Science,53706,147,32.5,pineapple,cat,No,early bird,Maybe
-LEC004,18,Engineering: Biomedical,53701,43.038902,-87.906471,pepperoni,dog,No,night owl,No
-LEC004,18,Engineering: Mechanical,20815,39.640259,-106.370872,sausage,dog,No,night owl,No
-LEC004,19,Engineering: Mechanical,53715,41,12,pepperoni,dog,No,no preference,Maybe
-LEC004,20,Journalism: Strategic Comm./Advertising,53703,43.073051,-89.40123,Other,dog,Yes,night owl,Yes
-LEC004,,Engineering: Mechanical,53715,43,-87.9,pepperoni,cat,Yes,early bird,Maybe
-LEC004,19,Engineering: Biomedical,53706,32.715736,117.161087,pepperoni,dog,Yes,no preference,Yes
-LEC004,18,Data Science,53706,43.073051,-89.40123,pepperoni,dog,No,night owl,Yes
-LEC004,18,History,53706,42.19381,-73.362877,none (just cheese),cat,Yes,night owl,Yes
-LEC002,19,Engineering: Mechanical,53703,39.290386,-76.61219,mushroom,dog,No,no preference,No
-LEC002,19,Engineering: Mechanical,53726,40.416775,-3.70379,macaroni/pasta,dog,No,early bird,Maybe
-LEC005,19,Engineering: Mechanical,53726,46.870899,-89.313789,sausage,dog,Yes,night owl,Maybe
-LEC004,19,Science: Biology/Life,53151,41.878113,-87.629799,sausage,dog,No,night owl,Yes
-LEC005,18,Data Science,53711,35.1796,129.0756,pepperoni,cat,Yes,night owl,Yes
-LEC004,18,Data Science,53706,37.568291,126.99778,pepperoni,dog,No,no preference,Maybe
-LEC005,17,Statistics,53706,31.23,121.47,sausage,cat,No,night owl,Maybe
-LEC003,19,Undecided,53715,43.041069,-87.909416,mushroom,dog,No,no preference,Maybe
-LEC005,19,Economics,53703,47.606209,-122.332069,pineapple,neither,No,no preference,Maybe
-LEC005,21,Science: Biology/Life,53726,40.76078,-111.891045,mushroom,dog,No,no preference,Yes
-LEC003,19,Engineering: Mechanical,53706,43,-88.27,Other,dog,No,night owl,Yes
-LEC003,20,Business: Other|Accounting,53726,43,-89,pepperoni,dog,Yes,early bird,Yes
-LEC005,18,Engineering: Other,53706,64.147209,-21.9424,pepperoni,dog,No,night owl,Yes
-LEC003,18,Data Science,53562,42.66544,21.165319,pepperoni,dog,No,night owl,Yes
-LEC005,22,Data Science,53711,39.738449,-104.984848,none (just cheese),dog,No,night owl,Yes
-LEC003,18,Engineering: Mechanical,53706,33.748997,-84.387985,mushroom,dog,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53717,41.2224,86.413,Other,dog,Yes,early bird,Maybe
-LEC003,19,Business: Actuarial,53706,39.299236,-76.609383,pineapple,dog,Yes,night owl,No
-LEC001,,Engineering: Mechanical,53703,32.776665,-96.796989,sausage,dog,No,night owl,Maybe
-LEC004,19,Engineering: Biomedical,53703,41.878113,-87.629799,pepperoni,dog,Yes,no preference,Yes
-LEC004,26,Master of Public Affairs,53715,48.118145,-123.43074,basil/spinach,dog,Yes,early bird,Yes
-LEC004,19,Engineering: Mechanical,53703,-12.12168,-45.013481,basil/spinach,dog,No,night owl,Yes
-LEC004,18,Data Science,53706,31.230391,121.473701,sausage,cat,No,night owl,No
-LEC005,21,Engineering: Industrial,53715,1.352083,103.819839,none (just cheese),neither,No,night owl,Yes
-LEC004,19,Engineering: Mechanical,53703,40.712776,-74.005974,sausage,dog,No,early bird,No
-LEC004,19,Engineering: Mechanical,53715,37.98381,23.727539,basil/spinach,dog,Yes,early bird,No
-LEC005,20,Business: Actuarial,53703,45.003288,-90.329788,sausage,dog,No,early bird,Maybe
-LEC005,20,Engineering: Mechanical,53703,43.073051,-89.40123,pepperoni,dog,Yes,early bird,No
-LEC001,21,Economics,53703,41.902782,12.496365,basil/spinach,dog,No,no preference,No
-LEC004,18,Engineering: Biomedical,53706,45.4894,93.2476,mushroom,cat,No,night owl,No
-LEC005,19,Data Science,53703,43.2708,89.7221,sausage,dog,Yes,night owl,No
-LEC003,,Engineering: Mechanical,53706,45.87128,-89.711632,pepperoni,neither,Yes,no preference,Yes
-LEC004,19,Engineering: Mechanical,53715,42.360081,-71.058884,pepperoni,dog,Yes,night owl,Maybe
-LEC004,18,Engineering: Mechanical,53706,45.056389,-92.960793,pepperoni,dog,No,night owl,Yes
-LEC003,,Computer Science,53703,43.07,-89.4,pepperoni,dog,Yes,no preference,Maybe
-LEC001,20,Business: Finance,53703,22.20315,-159.495651,Other,dog,Yes,no preference,No
-LEC005,19,Engineering: Mechanical,53703,44.74931,-92.80088,pineapple,dog,No,early bird,No
-LEC004,21,Business: Actuarial,53726,38.874341,-77.032013,pepperoni,dog,No,no preference,Yes
-LEC005,19,Engineering: Mechanical,53703,18.34791,-64.71424,basil/spinach,dog,No,night owl,No
-LEC004,18,Engineering: Mechanical,53703,27.5041,82.7145,sausage,dog,No,night owl,Maybe
-LEC005,19,Engineering: Biomedical,53706,36.462,25.375465,basil/spinach,dog,No,night owl,No
-LEC004,27,Environment & Resources,53703,37.389091,-5.984459,mushroom,dog,No,night owl,Maybe
-LEC004,19,Business: Actuarial,53726,32,-117,pepperoni,neither,Yes,night owl,Yes
-LEC005,20,Science: Physics,53703,46.2833,-89.73,pepperoni,dog,No,early bird,Maybe
-LEC003,19,Engineering: Industrial,53703,40.712776,-74.005974,basil/spinach,dog,Yes,night owl,No
-LEC003,18,Data Science,53706,40.712776,-74.005974,Other,dog,Yes,early bird,No
-LEC005,,Data Science,53703,43.073051,-89.40123,pepperoni,dog,No,night owl,No
-LEC004,21,Business: Actuarial,53703,39.19067,-106.819199,macaroni/pasta,cat,No,no preference,Maybe
-LEC006,18,Engineering: Industrial,53706,37.743042,-122.415642,green pepper,dog,Yes,no preference,No
-LEC003,20,Economics,53703,22.54,114.05,pineapple,dog,No,night owl,Yes
-LEC006,18,Data Science,53706,59.93428,30.335098,pineapple,dog,Yes,night owl,Maybe
-LEC004,19,Engineering: Mechanical,53715,45.10994,-87.209793,pepperoni,dog,Yes,early bird,No
-LEC002,20,Science: Biology/Life,53703,51.507351,-0.127758,pepperoni,dog,Yes,no preference,Yes
-LEC004,18,Environmental Studies,53703,42.360081,-71.058884,pineapple,cat,No,no preference,Maybe
-LEC004,19,Engineering: Mechanical,53715,45,-87,sausage,cat,Yes,no preference,Maybe
-LEC004,19,Engineering: Mechanical,53703,48.137,11.575,pepperoni,dog,Yes,night owl,Maybe
-LEC004,20,Engineering: Industrial,53711,48.856613,2.352222,sausage,cat,No,no preference,No
-LEC004,18,Science: Other,53706,48.410648,-114.338188,none (just cheese),dog,No,no preference,Maybe
-LEC004,18,Mathematics/AMEP,53706,24.585445,73.712479,pineapple,dog,Yes,night owl,Maybe
-LEC003,18,Data Science,53706,36.974117,-122.030792,pepperoni,cat,Yes,night owl,Yes
-LEC004,19,Computer Science,53715,40.79254,-98.70807,pepperoni,dog,Yes,night owl,No
-LEC005,19,Engineering: Mechanical,53711,30.572815,104.066803,pineapple,dog,No,night owl,Yes
-LEC001,21,Science: Chemistry,53715,3.139003,101.686852,pepperoni,neither,No,no preference,Maybe
-LEC006,18,Data Science,53706,40.46,-90.67,sausage,dog,No,night owl,No
-LEC004,20,Science: Other|Environmental Science,53715,43.073051,-89.40123,sausage,dog,No,night owl,Yes
-LEC004,20,Engineering: Biomedical,53715,30.328227,-86.136975,pepperoni,dog,Yes,no preference,Maybe
-LEC004,21,Science: Biology/Life,53703,41.385063,2.173404,macaroni/pasta,dog,No,night owl,Yes
-LEC003,18,Mathematics/AMEP,53706,42.99571,-90,sausage,dog,Yes,night owl,Yes
-LEC004,19,Engineering: Mechanical,53703,41.385063,2.173404,sausage,dog,Yes,night owl,Yes
-LEC001,,Engineering: Industrial,53706,40.7128,74.006,pepperoni,dog,No,early bird,Yes
-LEC005,18,Psychology,53706,9.167414,77.876747,mushroom,cat,No,early bird,No
-LEC003,19,Engineering: Industrial,53715,24.713552,46.675297,basil/spinach,neither,Yes,early bird,Maybe
-LEC001,18,Undecided,53706,44.8341,87.377,basil/spinach,dog,No,no preference,Yes
-LEC003,19,Engineering: Mechanical,53705,46.589146,-112.039108,none (just cheese),cat,No,night owl,Yes
-LEC001,20,Economics,53703,39.631506,118.143239,pineapple,dog,No,night owl,Maybe
\ No newline at end of file
diff --git a/f23/Gurmail_Lecture_Notes/lec18_dictionaries2.ipynb b/f23/Gurmail_Lecture_Notes/lec18_dictionaries2.ipynb
deleted file mode 100644
index 4e0ce2a91967b47c890ad5a7fffdd1ce0e8019f3..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/lec18_dictionaries2.ipynb
+++ /dev/null
@@ -1,12013 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Dictionaries 2 - Combining Dictionaries and Lists (nested data structures)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import csv"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 1: Answer these questions about dictionaries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Keys can be what type? :     Any type that is ____immutable____________\n",
-    "# Values can be what type? :   any type (including other dictionaries)\n",
-    "# Indexing? .... yes/no        No\n",
-    "# Slicing? ..... yes/no        No\n",
-    "# Mutable?......yes/no         Yes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# inspired by https://automatetheboringstuff.com/2e/chapter16/\n",
-    "def process_csv(filename):\n",
-    "    exampleFile = open(filename, encoding=\"utf-8\")  \n",
-    "    exampleReader = csv.reader(exampleFile) \n",
-    "    exampleData = list(exampleReader)        \n",
-    "    exampleFile.close()  \n",
-    "    return exampleData\n",
-    "\n",
-    "survey_data = process_csv('cs220_survey_data.csv')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 2a: Split csv data into header and data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['Lecture',\n",
-       " 'Age',\n",
-       " 'Major',\n",
-       " 'Zip Code',\n",
-       " 'Latitude',\n",
-       " 'Longitude',\n",
-       " 'Pizza topping',\n",
-       " 'Pet preference',\n",
-       " 'Runner',\n",
-       " 'Sleep habit',\n",
-       " 'Procrastinator']"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_header = survey_data[0]\n",
-    "cs220_data = survey_data[1:]\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 2b: Display the first 3 data rows"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[['LEC001',\n",
-       "  '22',\n",
-       "  'Engineering: Biomedical',\n",
-       "  '53703',\n",
-       "  '43.073051',\n",
-       "  '-89.40123',\n",
-       "  'none (just cheese)',\n",
-       "  'neither',\n",
-       "  'No',\n",
-       "  'no preference',\n",
-       "  'Maybe'],\n",
-       " ['LEC006',\n",
-       "  '',\n",
-       "  'Undecided',\n",
-       "  '53706',\n",
-       "  '43.073051',\n",
-       "  '-89.40123',\n",
-       "  'none (just cheese)',\n",
-       "  'neither',\n",
-       "  'No',\n",
-       "  'no preference',\n",
-       "  'Maybe'],\n",
-       " ['LEC004',\n",
-       "  '18',\n",
-       "  'Engineering: Industrial',\n",
-       "  '53715',\n",
-       "  '43.073051',\n",
-       "  '-89.40123',\n",
-       "  'none (just cheese)',\n",
-       "  'neither',\n",
-       "  'No',\n",
-       "  'no preference',\n",
-       "  'Maybe']]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_data[:3]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def cell(data, header, row_idx, col_name):\n",
-    "    \"\"\"\n",
-    "    Returns the data value (cell) corresponding to the row index and \n",
-    "    the column name of a CSV file.\n",
-    "    \"\"\"\n",
-    "    col_idx = header.index(col_name) \n",
-    "    val = data[row_idx][col_idx]  \n",
-    "    \n",
-    "    # handle missing values, by returning None\n",
-    "    if val == '':\n",
-    "        return None\n",
-    "    \n",
-    "    # handle type conversions\n",
-    "    if col_name in [\"Age\", 'Zip Code',]:\n",
-    "        return int(val)\n",
-    "    elif col_name in ['Latitude', 'Longitude']:\n",
-    "        return float(val)\n",
-    "    \n",
-    "    return val"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 3: Make a dictionary of frequency of `Major`\n",
-    "\n",
-    "- Initialize empty `dict` into a variable called `major_freq`\n",
-    "- Iterate over the data:\n",
-    "    - Extract required column's data\n",
-    "    - Make sure to handle missing data\n",
-    "    - Check if current value of the column is a key in your `dict`:\n",
-    "        - yes, update the count\n",
-    "        - no, insert new key-value pair"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'Engineering: Biomedical': 45,\n",
-       " 'Undecided': 23,\n",
-       " 'Engineering: Industrial': 58,\n",
-       " 'Engineering: Other|Engineering: Computer': 1,\n",
-       " 'Data Science': 164,\n",
-       " 'Mathematics/AMEP': 34,\n",
-       " 'Engineering: Other': 13,\n",
-       " 'Economics': 53,\n",
-       " 'Psychology': 7,\n",
-       " 'Science: Biology/Life': 37,\n",
-       " 'Engineering: Mechanical': 198,\n",
-       " 'Economics (Mathematical Emphasis)': 7,\n",
-       " 'Computer Science': 115,\n",
-       " 'Science: Other|Political Science': 1,\n",
-       " 'Business: Other': 11,\n",
-       " 'Business: Other|Real Estate': 2,\n",
-       " 'Engineering: Other|Engineering Physics: Scientific Computing': 1,\n",
-       " 'Business: Finance': 30,\n",
-       " 'Business: Information Systems': 24,\n",
-       " 'Statistics': 26,\n",
-       " 'Business: Actuarial': 22,\n",
-       " 'Science: Physics': 8,\n",
-       " 'Science: Other': 9,\n",
-       " 'Business: Other|Accounting': 2,\n",
-       " 'Business: Other|business analytics': 1,\n",
-       " 'Science: Other|animal sciences': 1,\n",
-       " 'Mathematics': 2,\n",
-       " 'Health Promotion and Health Equity': 2,\n",
-       " 'Art': 1,\n",
-       " 'Mathematics, Data Science': 1,\n",
-       " 'Science: Other|Science: Genetics and Genomics': 1,\n",
-       " 'Statistics (actuarial route)': 1,\n",
-       " 'Business: Other|Business: Accounting': 1,\n",
-       " 'Engineering: Other|Computer Engineering': 1,\n",
-       " 'Engineering: Other|Computer engineering': 1,\n",
-       " 'Engineering: Other|Material Science Engineering': 1,\n",
-       " 'Civil engineering - hydropower engineering': 1,\n",
-       " 'Science: Chemistry': 6,\n",
-       " 'Communication arts': 1,\n",
-       " 'Business andministration': 1,\n",
-       " 'Education': 2,\n",
-       " 'Pre-business': 1,\n",
-       " 'Science: Other|Environmental Science': 4,\n",
-       " 'History': 2,\n",
-       " 'Information science': 2,\n",
-       " 'consumer behavior and marketplace studies': 1,\n",
-       " 'Conservation Biology': 1,\n",
-       " 'Engineering: Other|Chemical Engineering': 1,\n",
-       " 'Science: Other|Biophysics PhD': 1,\n",
-       " 'Business: Other|Technology Strategy/ Product Management': 1,\n",
-       " 'Political Science': 6,\n",
-       " 'Graphic Design': 1,\n",
-       " 'Business: Other|Marketing': 3,\n",
-       " 'Cartography and GIS': 1,\n",
-       " 'Sociology': 2,\n",
-       " 'Business: Other|Consumer Behavior and Marketplace Studies': 1,\n",
-       " 'Atmospheric Sciences': 1,\n",
-       " 'Languages': 4,\n",
-       " 'Engineering Mechanics (Aerospace Engineering)': 1,\n",
-       " 'Science: Other|Psychology': 2,\n",
-       " 'Engineering: Other|Civil and Environmental Engineering': 1,\n",
-       " 'International Studies': 2,\n",
-       " 'Agricultural and Applied Economics': 1,\n",
-       " 'Business: Other|MHR': 1,\n",
-       " 'Medicine': 1,\n",
-       " 'Science: Other|Personal Finance': 1,\n",
-       " 'Environmental science': 1,\n",
-       " 'Geoscience': 1,\n",
-       " 'Business: Other|accounting': 1,\n",
-       " 'Design Studies': 1,\n",
-       " 'Science: Other|Environmetal Science': 1,\n",
-       " 'Science: Other|Atmospheric and Oceanic Sciences (AOS)': 1,\n",
-       " 'Business: Other|Business Analytics': 1,\n",
-       " 'Journalism': 2,\n",
-       " 'Science: Other|Politcal Science': 1,\n",
-       " 'Communication Sciences and Disorder': 1,\n",
-       " 'Science: Other|Geoscience': 1,\n",
-       " 'Science: Other|Atmospheric and oceanic science': 1,\n",
-       " 'Engineering: Other|Engineering Mechanics': 1,\n",
-       " 'Pre-Business': 1,\n",
-       " 'Industrial Engineering': 1,\n",
-       " 'Mechanical Engineering': 1,\n",
-       " 'Science: Other|Environmental science': 1,\n",
-       " 'Life Sciences Communication': 1,\n",
-       " 'Science: Other|Atmospheric and Oceanic Sciences': 1,\n",
-       " 'Rehabilitation Psychology': 1,\n",
-       " 'Accounting': 1,\n",
-       " 'Engineering: Other|Civil- Intelligent Transportation System': 1,\n",
-       " 'Science: Other|Animal and Dairy Science': 1,\n",
-       " 'Interior Architecture': 1,\n",
-       " 'Science: Other|Atmospheric & Oceanic Sciences': 1,\n",
-       " 'Computer Science and Statistics': 1,\n",
-       " 'Business analytics': 1,\n",
-       " 'Legal Studies': 1,\n",
-       " 'Journalism: Strategic Comm./Advertising': 1,\n",
-       " 'Master of Public Affairs': 1,\n",
-       " 'Environment & Resources': 1,\n",
-       " 'Environmental Studies': 1}"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# TODO: iterate over each student's data from cs220_data\n",
-    "# TODO: extract \"Major\" column's value \n",
-    "# TODO: check if current student's major already a key in major_freq\n",
-    "#            - if yes, increase the corresponding value by 1\n",
-    "#            - if no, insert a new key-value pair\n",
-    "\n",
-    "major_freq = {} # KEY: unique major; VALUE: count of unique major\n",
-    "\n",
-    "for row in cs220_data:\n",
-    "    major = row[cs220_header.index(\"Major\")]\n",
-    "    if major in major_freq:\n",
-    "        major_freq[major] += 1\n",
-    "    else:\n",
-    "        major_freq[major] = 1\n",
-    "    \n",
-    "major_freq"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the most common `Major` among CS220 / CS319 students?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The major \"Engineering: Mechanical\" appeared 198 times.\n"
-     ]
-    }
-   ],
-   "source": [
-    "most_used_key = None  \n",
-    "max_value = None\n",
-    "\n",
-    "for major in major_freq:\n",
-    "    if max_value == None or major_freq[major] > max_value:\n",
-    "        max_value = major_freq[major]\n",
-    "        most_used_key = major\n",
-    "\n",
-    "print(\"The major \\\"{}\\\" appeared {} times.\".format(str(most_used_key), max_value))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Learning Objectives:\n",
-    " - Handle key errors with get and pop using default values\n",
-    " - Understand the idea of nesting data structures\n",
-    " - Use a dictionary of lists to put rows of data into \"buckets\"\n",
-    " - Use a list of dictionaries to represent a table of data.\n",
-    " - Create a dictionary of dictionaries"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Default values with `get` and `pop` methods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "None\n"
-     ]
-    }
-   ],
-   "source": [
-    "suffix = {1: \"st\", 2: 'nd', 3: \"rd\"}\n",
-    "suffix.get(1)\n",
-    "\n",
-    "# TODO: what happens when you try to get a key that is not there? Try it.\n",
-    "print(suffix.get(10)) # Returns None\n",
-    "\n",
-    "# TODO: what happens whey you try to pop a key that is not there? Try it.\n",
-    "# suffix.pop(10) # KeyError"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "`get` and `pop` methods accept a second argument, which will be the default value if the first argument (key) does not exist.\n",
-    "\n",
-    "Syntax:\n",
-    "- `some_dict.get(some_key, default_value)`\n",
-    "- `some_dict.pop(some_key, default_value)`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "rd\n",
-      "th\n",
-      "th\n",
-      "nd\n",
-      "{1: 'st', 3: 'rd'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "# get(key, default value) \n",
-    "print(suffix.get(3, 'th'))\n",
-    "print(suffix.get(5, 'th')) #default value, but does not add the key-value pair to the dict\n",
-    "\n",
-    "# pop(key, default value)\n",
-    "print(suffix.pop(7, 'th')) # no key-value pair to remove\n",
-    "print(suffix.pop(2, 'th'))\n",
-    "print(suffix)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What are nested data structures?\n",
-    "A data structure containing another data structure as item is called as nest data structure."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 1: Bucketizing/Binning"
-   ]
-  },
-  {
-   "attachments": {
-    "Buckets.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Buckets.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "attachments": {
-    "Binning_step1.png": {
-     "image/png": 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r3wCYDQEEXCFAHfaeZuqwdxveQQAB+wSow94tqcPebULlHRoxoZJJzsN4AbWI7u3bt+XMmTO6AfPlyxfjYw50gNHR0TJ16lTdlBk3bpx+olOgY2J+BBAIXgHqsPXcUYetm3EEAgh4F6AOe7fx9g512JtMcL9OIya480f0QSCg1ng5evSonD9/Xt6/f29ExOopR+3bt2/Y27Vrp5+2pB73V1NT07Crv6n4+fOnETF37txZ5s2bJwsXLpR+/foZERNBIIBAcAhQh+3JE3XYHkdGQcCNAtRhe7JOHbbH0YRRaMSYkAViCDkB1cC4cOGC5OTkyL179/xyfmqtlaSkJOnZs6f06tVLP0o6MTFR4uPj9Z6QkKB/RkZGWlqDpaqqSj59+vTb/u7dOyktLf1tr6io8Mt5qkmGDx8uixYtktmzZ0vHjh39Ni8TIYBA8AhQh53NFXXYWV9GRyAUBKjDzmaROuysr9Oj04hxWpjxXSVQUlIihw4dklOnTunGhVMnn5KSIoMHD27Y+/TpIz169BB1ZUugtq9fv8qzZ8/k6dOnov7W45+fTjZoOnXqpK+QWb16tW48BercmRcBBMwRoA5Th835NhIJAu4UoA5Th935zbd21jRirHnxaQQaFVBPOtq3b5++/Ujd+2rnFh4eLunp6TJq1Ci9DxkyRNQCXsGyqV/G6qogtd+/f188Ho++DcrO+NVTlqZPny5r167VV8vYOTZjIYBAcAhQh73niTrs3YZ3EEDAPgHqsHdL6rB3G7e+QyPGrZnnvG0RuHPnjuzdu1du3rxpy3hqELV+y8iRI2XixImSmZkpQ4cODalFatWtToWFhdpMPTHq+fPnttmpgTIyMmTLli3az9aBGQwBBIwUoA5bTwt12LoZRyCAgHcB6rB3G2/vUIe9ybjndRox7sk1Z2qjQEFBgWzatEk3FOwYVq3fMmnSJJk8ebKMHz9e1Doubtnevn2rH+GtHuetGjPqfmI7NnXf7Pbt27WnHeMxBgIImCVAHbYvH9Rh+ywZCQE3CVCH7cs2ddg+y2AZiUZMsGSKOI0QePz4sWzevFmuX7/e4nji4uJkxowZMnfuXH3LkVps1+2bWmcmLy9PL3RsV1NmxIgRsmPHDhkzZozbeTl/BEJCwO46PHPmTMnOzqYO//3toA6HxL8mnAQCjgpQhx3lFeqws76mjE4jxpRMEIfRAq9evdJXwFy8eFHq6+t9jrVDhw4ybdo03XxRV76o25DYGhdQv4QuX74sJ06ckLt377bIXc2QlZUlBw8elNTU1MYn5FUEEDBagDrs//RQh/1vzowImCxAHfZ/dqjD/jf314w0YvwlzTxBKaDu39y9e7ccOHBAqqurfT6Hvn37ytKlS2X+/PkSHR3t8zhuPVD94s/NzZWTJ09KeXm5zwytW7fWeVC3LKkrktgQQMB8AeqwGTmiDpuRB6JAIBAC1OFAqP85J3X4T5NgfoVGTDBnj9gdFTh79qysX79eysrKfJpHXe2iLnlftmyZXnTXp0E46DeB2tpauXLlir6yRd2X7OummmHbtm2TFStWiGrOsCGAgJkC1GHz8kIdNi8nRISAkwLUYSd1fRubOuybm2lH0YgxLSPEE3AB9RQf1TzJz8/3KZaIiAhZvHixfpRycnKyT2Nw0P8LPHz4UF+ppG4XU7+QfNkGDRokx44dk7S0NF8O5xgEEHBIgDrsEKzNw1KHbQZlOAQMEqAOG5SMJkKhDjeBY/hbNGIMTxDh+U9A/c/8/v379ZN2fLkNKT4+XlauXCnLly+X2NhY/wXu8pnUKvNq7ZecnByfnrikFkletWqV7Nq1S1QTjQ0BBAInQB0OnH1LZqYOt0SPYxEwS4A6bFY+mhsNdbi5UuZ8jkaMObkgkgAKeDweWbBggTx69MhyFDExMbJhwwbdhAkPD7d8PAfYI6DWjlHr+agrXHxppHXr1k2OHDmiHyNuT0SMggACVgSow1a0zPwsddjMvBAVAs0VoA43V8rcz1GHzc3NfyOjEfNfEf7ZVQKq679z507Zs2eP1NTUWDp3dfXEmjVr9DoyUVFRlo7lw84JqDV9VEPm+PHjlnOqolqyZIm+woarY5zLESMj8G8B6vC/NULjz9Th0MgjZ+EeAepw6OWaOmx+TmnEmJ8jInRIoKSkRLKzs6WoqMjSDGFhYXoNma1bt0pCQoKlY/mw/wRevnwp69atk7y8PMuT9u7dW06fPs3aMZblOAABawLUYWtewfZp6nCwZYx43ShAHQ7trFOHzc0vjRhzc0NkDgqcO3dOP8b48+fPlmYZPXq0HD58WAYMGGDpOD4cOIFbt27phZOLi4stBaGepqSerLRx40ZRzTc2BBCwV4A6bK+nyaNRh03ODrG5WYA67J7sU4fNyzWNGPNyQkQOClRVVemFWXNzcy3N0rVrV72Q75w5cywdx4fNEKirq9Nrx6imSmVlpaWgVPNN/YdKYmKipeP4MAIINC5AHW7cJdRfpQ6HeoY5v2ASoA4HU7bsi5U6bJ+lHSP9BQAA///0BPtdAABAAElEQVTtnQm4FNWVxy/IYkSFqBAEFHGJKERHJYq4gRvu27iimRhHxYU4iaKDEz8mxgVRcRk3GDRqVDQaIy5EcENARU1cxo24KwiKoLjhEpaevh37vd6qurq66ta95/76+/heVd3tnN+5/T/vHbqr2uTyL8ULAh4QeOedd9SBBx6oXnnllcjetm3bVp122mnq/PPPV506dYo8jo52Evjoo4/UL3/5S/WnP/2pIQN79Oih7rrrLjVo0KCGxtEZAhAoJ4AOl/Pw8Qwd9jHq+GwTAXTYpmhkYws6nA33ylXbUIipRMK5RAIPPfSQOvLII9WSJUsiu9e3b1/1+9//Xm2//faRx9DRDQL333+/OuWUU9QHH3wQ2eD27durSy+9tFCYizyIjhCAQAsBdLgFBQd5Augw2wAC5gmgw+aZ27wiOpxtdCjEZMuf1Q0QuPjii9XZZ5+tVq5cGWm1du3aqZEjR6rf/va3qmPHjpHG0Mk9Al9++aU644wz1MSJExsyftiwYeqGG25Qq666akPj6AwBnwmgwz5HP9h3dDiYDS0QSJoAOpw0URnzocPZxZFCTHbsWTllAt9995069thj1R133BF5pQ033FDdfvvtatttt408ho5uE7j33nvV8ccfrxYvXhzZkYEDByo9rlu3bpHH0BECPhJAh32MeuM+o8ONM2MEBKISQIejkvK7HzpsPv4UYswzZ0UDBPRXkPT9YGbNmhV5taOOOkqNHz9erbnmmpHH0FEGAf1d2V/84hdq6tSpkR3q06ePmjJlitpss80ij6EjBHwigA77FO3mfUWHm2fIDBCoJIAOVxLhPIwAOhxGJ/k2CjHJM2XGjAnMnTtX7bXXXmrOnDmRLNE34b366qsLn56JNIBOYglceeWV6swzz1TLli2L5GOXLl3U3XffrXbddddI/ekEAV8IoMO+RDp5P9Hh5Jkyo58E0GE/456E1+hwEhTrz0Ehpj4jejhE4MUXX1T77LOP+vDDDyNZrW/IO3nyZLXppptG6k8n+QSefPJJdfjhh6sFCxZEclbfxPemm25S+t4xvCAAAaXQYXZBswTQ4WYJMt53Auiw7zugef/R4eYZ1puBQkw9QrQ7Q0B/DWnfffdV+qZTUV4HHHCAuuWWW/gqUhRYnvVZuHBhoRgzc+bMSJ7rx5xfd9116sQTT4zUn04QkEoAHZYaWfN+ocPmmbOiDALosIw42uAFOpxuFCjEpMuX2Q0ReOyxx9T++++vvv7667ortmnTRo0ePVr993//t9LHvCBQi8Dy5cvVWWedpS6//PJazTWvXXLJJYUnbtVs5CIEhBNAh4UHOAP30OEMoLOk0wTQYafDZ6Xx6HB6YaEQkx5bZjZEYNq0aeqggw5S3377bd0VV1ttNXXbbbcV+tftTAcI5AlMmDBBjRgxQulEFOWli3znnntulK70gYAYAuiwmFBa6Qg6bGVYMMoyAuiwZQERZg46nHxAKcQkz5QZDRK4//771WGHHab0o/nqvbp27aoeeOABHk1dDxTtVQT0Lzd6n0X92tuoUaPUmDFjqubhAgQkEkCHJUbVPp/QYftigkX2EECH7YmFZEvQ4WSjSyEmWZ7MZpDAX/7yl8InW6I84WbjjTcuPJp4o402MmghS0ki8PLLLxfuQTRv3rxIbulPxehPx/CCgGQC6LDk6NrnGzpsX0ywKHsC6HD2MfDJAnQ4uWhTiEmOJTMZJKBvRDZ06FD1zTff1F11u+22U/p/CvQnYnhBoBkC8+fPV3vssUfkR6Nzz5hmaDPWdgLosO0RkmkfOiwzrngVjwA6HI8bo5ojgA43x684mkJMkQQ/nSHw/PPPqyFDhqgvvviirs26ny7CdOrUqW5fOkAgCoFFixYVioAvvPBClO7q6quvVqeeemqkvnSCgCsE0GFXIiXTTnRYZlzxqjEC6HBjvOidLAF0uHmeFGKaZ8gMBgn8/e9/VzvvvLPSb/56rz333FNNnjxZ/eAHP6jXlXYINETg888/V/vss4966qmn6o7TT+bSj0k/+uij6/alAwRcIIAOuxAl+Taiw/JjjIfBBNDhYDa0mCOADjfHmkJMc/wYbZDAggUL1MCBA1WUe3Tsu+++6u6771YdO3Y0aCFL+URg6dKl6sADD1SPPvpoXbc7dOig9A3OBg8eXLcvHSBgMwF02Obo+GcbOuxfzPFYKXSYXWATAXQ4fjQoxMRnx0iDBL7++uvCJ2Gee+65uqvqR1nfeeedqn379nX70gECzRDQ+3LvvfdWM2fOrDtNly5d1JNPPqk233zzun3pAAEbCaDDNkYFm9Bh9oBPBNBhn6Ltjq/ocLxYUYiJx41RBgmsXLlSHXrooeqee+6pu6q+kap+RLX+BAIvCJggoB9pvfvuu6tnn3227nK9e/dWTz/9tOrevXvdvnSAgE0E0GGbooEtlQTQ4UoinEskgA5LjKocn9DhxmNJIaZxZowwTOCss85S+ukz9V7bb7+9evjhh7kxbz1QtCdOYMmSJWrXXXdVL774Yt25t9lmG6WfcsC9i+qiooNFBNBhi4KBKTUJoMM1sXBREAF0WFAwhbqCDjcWWAoxjfGit2ECv//979W///u/1111iy22UI8//rj64Q9/WLcvHSCQBgF9A+mddtpJvf7663WnP+aYYwo38K3bkQ4QsIAAOmxBEDAhEgF0OBImOjlIAB12MGiemowORw88hZjorOhpmIC+H8wOO+ygvvvuu9CVN9xww8LTa370ox+F9qMRAmkTePfddws3lP7444/rLnXFFVeo//iP/6jbjw4QyJIAOpwlfdaOQwAdjkONMTYTQIdtjg621SLwzjvvKP1NBX4frkWn9RqFmFYWHFlEQH+0beutt1bvvfdeqFWdO3dWs2fPVptttlloPxohYIqAvlfMkCFDlL5xWdirXbt2hScu6cex84KAjQTQYRujgk1RCKDDUSjRxwUC6LALUcLGWgTQ4VpUyq9RiCnnwZkFBHK5nNp///3VlClTQq3Rf8g++OCDhRulhnakEQKGCdx7773qkEMOUfrGemEv/Sku/T9dPXv2DOtGGwSME0CHjSNnwYQJoMMJA2U64wTQYePIWTBhAuhwOFAKMeF8aM2AwAUXXKDOOeecuitPmDBBnXjiiXX70QECWRDQXz369a9/XXdp/YmY6dOnq7Zt29btSwcImCKADpsizTppEkCH06TL3GkTQIfTJsz8Jgigw8GUKcQEs6ElAwJPPPGE2mWXXep+kkD/gXvZZZdlYCFLQiA6gZ/97Gfq1ltvrTvgvPPOi1R8rDsRHSCQAAF0OAGITGENAXTYmlBgSAME0OEGYNHVegLocO0QUYipzYWrGRDQz5/fcsstlb7RXthLP5nmscceU/qrSbwgYDOBb775Rg0aNKjuY631XtaPtB44cKDN7mCbBwTQYQ+C7JmL6LBnARfgLjosIIi4UEYAHS7D0XJCIaYFBQdZEzjuuOPUjTfeGGpG9+7d1fPPP6/WXXfd0H40QsAWArqwOGDAAPXpp5+GmqSf/vXiiy+qNdZYI7QfjRBIkwA6nCZd5s6KADqcFXnWjUMAHY5DjTG2E0CHqyNEIaaaCVcyIHDPPfcUbm4atvQqq6xSeMqM/uoSLwi4RGDatGlq7733VvrGe2Gvf/u3f1M333xzWBfaIJAaAXQ4NbRMbAEBdNiCIGBCXQLocF1EdHCYADpcHjwKMeU8OMuAwMKFC1X//v3V4sWLQ1cfO3asOuuss0L70AgBWwnovXvJJZfUNU8/LWyfffap248OEEiSADqcJE3mspUAOmxrZLBLE0CH2Qc+EECHW6NMIaaVBUcZETjiiCPUnXfeGbr6rrvuqh555BHVpk2b0H40QsBWAsuWLSvcA0Z/tS7std5666lXX32VryiFQaItcQLocOJImdBCAuiwhUHBpBYC6HALCg4EE0CHW4NLIaaVBUcZEPjLX/6i9t1339CVu3Tpol566SWl/0DlBQGXCbz++utqm222UUuXLg1145RTTlHXXHNNaB8aIZAUAXQ4KZLM4wIBdNiFKPlnIzrsX8x99hgd/mf0KcT4/C7I2Hf9x2i/fv3U+++/H2rJpEmT1FFHHRXah0YIuELg+uuvVyeccEKoufqTXzNnzlQ77rhjaD8aIdAsAXS4WYKMd5EAOuxi1OTajA7LjS2eBRNAh5WiEBO8P2hJmcAZZ5yhLrvsstBVdAFGF2J4QUASAX3j3qlTp4a61Ldv38Inwdq3bx/aj0YINEMAHW6GHmNdJoAOuxw9Wbajw7LiiTfRCfiuwxRiou8VeiZIQD+mVz/Sd8WKFYGzduvWTc2ZM0ettdZagX1ogICLBPSnwPQNqr/66qtQ83Wh8te//nVoHxohEJcAOhyXHOMkEECHJUTRfR/QYfdjiAfxCfiuwxRi4u8dRjZBYMiQIerxxx8PneG2225Tw4YNC+1DIwRcJXDVVVep0047LdT8zp07qzfffFN17do1tB+NEIhDAB2OQ40xkgigw5Ki6aYv6LCbccPq5Aj4rMMUYpLbR8wUkcDkyZPVwQcfHNp76NChdb+6EToBjRCwnMDKlSsL94CZPXt2qKXHH3+8mjhxYmgfGiHQKAF0uFFi9JdIAB2WGFV3fEKH3YkVlqZHwGcdphCT3r5i5hoE9CPLNt98c/XWW2/VaP3npR/84AeFx/f26dMnsA8NEJBA4LXXXlNbbrmlWr58eaA7bdu2VX/961/V1ltvHdiHBgg0QgAdboQWfaUTQIelR9hO/9BhO+OCVdkQ8FWHKcRks9+8XfXyyy9Xp59+eqj/Y8aMUaNGjQrtQyMEpBD41a9+pa688spQdwYPHqymT58e2odGCEQlgA5HJUU/Xwigw75E2h4/0WF7YoEldhDwUYcpxNix97ywYsmSJWrDDTdUn332WaC/+lMw+ga9HTt2DOxDAwQkEdDvh0022UQtXrw41K2HH35Y7b777qF9aIRAPQLocD1CtPtIAB32MerZ+az3m/59l9+Hs4sBK9tHwEcdphBj3z4Ua9Ho0aPVeeedF+rfXXfdpQ499NDQPjRCQBqB8ePHq5NPPjnUre222049/fTToX1ohEA9AuhwPUK0+0oAHfY18ub9RofNM2dFNwj4psMUYtzYl85b+emnnxaq/1988UWgLzvuuKOaNWtWYDsNEJBKQD/GXd8D5qWXXgp18b777lP7779/aB8aIRBEAB0OIsN1CCiFDrMLTBBAh01QZg1XCfimwxRiXN2pjtl9zjnnqAsuuCDQ6jZt2qhnn31WDRgwILAPDRCQTGDq1Klq7733DnVR39j3hRdeUPr9wgsCjRJAhxslRn/fCKDDvkXcvL/osHnmrOgWAZ90mEKMW3vTSWs/+eSTwqdhvvzyy0D7jzjiCHXHHXcEttMAAR8I6E+FPfnkk6Gu3n333eqQQw4J7UMjBCoJoMOVRDiHQG0C6HBtLlxtngA63DxDZvCDgC86TCHGj/2cqZe/+c1v1IUXXhhog3487yuvvKI222yzwD40QMAHAo8//rgaMmRIqKsDBw5Us2fPDu1DIwQqCaDDlUQ4h0BtAuhwbS5cbZ4AOtw8Q2bwg4AvOkwhxo/9nJmXS5cuVeutt57ST+oIeg0bNkzddtttQc1ch4BXBPSTkR599NFQn/W9lPT/FvCCQBQC6HAUSvSBQCsBdLiVBUfJEECHk+HILP4Q8EGHKcT4s58z8fSaa65RI0aMCFxbfxrmtddeU5tuumlgHxog4BMB/WmXQYMGhbp8wAEHqHvvvTe0D40QKBJAh4sk+AmBaATQ4Wic6BWdADocnRU9IaAJ+KDDFGLY66kRWLlyZaHA8tZbbwWuccwxx6hbbrklsJ0GCPhIYPDgwWrGjBmBruub9eoCZt++fQP70AABTQAdZh9AIB4BdDgeN0ZVE0CHq5lwBQJRCEjXYQoxUXYBfWIR0P9jf9BBB4WOffnll1X//v1D+9AIAd8IPPDAA3UfU33iiSeqCRMm+IYGfxskgA43CIzuEPieADrMVkiKADqcFEnm8Y2AdB2mEOPbjjbob70q5p577qmmTZtm0CKWgoAbBHK5nOrXr5+aM2dOoMGdOnVSH374oVpjjTUC+9AAAXSYPQCBeATQ4XjcGFVNAB2uZsIVCEQhIF2HKcRE2QX0aZiA/gNy8803Dx2nnxM/dOjQ0D40QsBXAjfccIM6/vjjQ90fP368Gj58eGgfGv0lgA77G3s8T4YAOpwMR59nQYd9jj6+J0FAsg5TiElihzBHFYGRI0eqcePGVV0vXtD/268fWc0LAhCoTeC7775TvXv3VgsXLqzdIX91q622Us8//3xgOw1+E0CH/Y4/3jdPAB1unqHvM6DDvu8A/G+WgGQdphDT7O5gfBWBZcuWqZ49e6pFixZVtRUvTJw4se7/9hf78hMCvhIYNWqUGjt2bKj7f/3rX9WAAQNC+9DoHwF02L+Y43E6BNDhdLj6MCs67EOU8dEEAak6TCHGxO7xbI27775bHXrooYFer7nmmoV7W6y22mqBfWiAAASUevvtt9Umm2yi9Hdkg14nnHCC+t///d+gZq57SgAd9jTwuJ04AXQ4caTeTIgOexNqHE2ZgFQdphCT8sbxcfp99tlHPfjgg4Gu63ta6Htb8IIABOoT2H333dWjjz4a2LFLly6Fry916NAhsA8N/hFAh/2LOR6nRwAdTo+t5JnRYcnRxTfTBCTqMIUY07tI+Hr6fhY9evRQK1euDPT02WefVT/96U8D22mAAARaCfzxj39URx55ZOuFGkf60ZgHHHBAjRYu+UgAHfYx6vicJgF0OE26MudGh2XGFa+yIyBRhynEZLefRK587bXXqlNPPTXQty222EL93//9X2A7DRCAQDmBf/zjH4Xi5ieffFLeUHJ21FFHqUmTJpVc4dBnAuiwz9HH9zQIoMNpUJU9JzosO754Z56ARB2mEGN+H4lecciQIerxxx8P9PHKK69Up512WmA7DRCAQDUB/XW+sPvAdOrUSX388ceK+y5Vs/PxCjrsY9TxOW0C6HDahGXNjw7Liife2EFAmg5TiLFjX4mwot7HMNu2bavmz5+vunfvLsJfnICAKQKPPfaY2m233UKXu/POO9Vhhx0W2odG+QTQYfkxxsNsCKDD2XB3cVV02MWoYbMLBKTpMIUYF3adIzbW+xjmLrvsEvppGUfcxEwIGCewYsWKwiPh9S93Qa/DDz9c6e/P8vKbADrsd/zxPj0C6HB6bKXNjA5Liyj+2EJAmg5TiLFlZwmwY9ddd1XTp08P9OSaa65Rp5xySmA7DRCAQDCBESNGKP0eCnrppyctWrRItWvXLqgL1z0ggA57EGRczIwAOpwZeqcWRoedChfGOkZAkg5TiHFs89lq7pdffqnWXntttWzZspom6q8lLViwQP3oRz+q2c5FCEAgnMCsWbPUzjvvHNppxowZdfuETkCj0wTQYafDh/EOEECHHQhSxiaiwxkHgOXFE5CkwxRixG9XMw5OnjxZHXzwwYGLDR48OPTTMoEDaYAABAoE9Mcxu3btqpYsWRJIZNSoUWrMmDGB7TTIJoAOy44v3mVPAB3OPga2W4AO2x4h7HOdgCQdphDj+m60xP6TTjpJTZgwIdCacePGqdNPPz2wnQYIQKA+gSOPPDL0PjA8Hr4+Q8k90GHJ0cU3Wwigw7ZEwk470GE744JVsghI0WEKMbL2ZWbe9OnTR7333nuB67/yyiuqX79+ge00QAAC9QncfPPN6thjjw3t+MEHHxRu7BvaiUaRBNBhkWHFKcsIoMOWBcQyc9BhywKCOSIJSNFhCjEit6dZp15//XXVt2/fwEV79eql5s2bF9hOAwQgEI2AfmrSuuuuq3K5XOCAW265RR1zzDGB7TTIJIAOy4wrXtlHAB22Lya2WIQO2xIJ7JBOQIoOU4iRvlMN+FfvMX3HH3+8mjhxogFLWAIC8gkMGDBAPffcc4GODh8+XI0fPz6wnQaZBNBhmXHFKzsJoMN2xiVrq9DhrCPA+j4RkKDDFGJ82rEp+Xr00UerSZMmBc7+pz/9Sf3rv/5rYDsNEIBAdAIjR45U+p5LQS/9FUD9VUBefhFAh/2KN95mSwAdzpa/raujw7ZGBrskEpCgwxRiJO5Mwz6FfR+2TZs2avHixWqttdYybBXLQUAmgXpPZOA9JzPu9bxCh+sRoh0CyRFAh5NjKWkmdFhSNPHFdgISdJhCjO27zHL7FixYEHpjUH3vmDlz5ljuBeZBwB0CixYtUt26dQs1+P7771f77bdfaB8a5RBAh+XEEk/cIIAOuxEnk1aiwyZpsxYElJKgwxRi2MlNEdBfOzrssMMC5zjuuOPUDTfcENhOAwQg0DiBTTfdVL3xxhuBA0eNGqXGjBkT2E6DLALosKx44o0bBNBhN+Jkykp02BRp1oFAKwHXdZhCTGssOYpB4PTTT1eXX3554EhdhNHFGF4QgEByBPR76sYbbwyccK+99lIPPvhgYDsNsgigw7LiiTduEECH3YiTKSvRYVOkWQcCrQRc12EKMa2x5CgGgcGDB6sZM2YEjtRfSwp7tHXgQBogAIFAAhMmTFAnnXRSYLt+xLX+mDQvPwigw37EGS/tIoAO2xWPrK1Bh7OOAOv7SMB1HaYQ4+OuTdDntddeW3366ac1Z+zSpUuhTd88lBcEIJAcgdmzZ6tBgwaFTvjxxx+rrl27hvahUQYBdFhGHPHCLQLosFvxSttadDhtwswPgWoCruswhZjqmHIlIoH58+erXr16Bfbeaaed1MyZMwPbaYAABOIR+Oqrr9Saa66pcrlc4ASPPPKI2m233QLbaZBBAB2WEUe8cI8AOuxezNKyGB1OiyzzQiCcgOs6TCEmPL60hhCYOnWq2nvvvQN7nHLKKeqaa64JbKcBAhCIT2CjjTZS77zzTuAE48aNU/o767xkE0CHZccX7+wmgA7bHR9T1qHDpkizDgSqCbiswxRiquPJlYgELrnkEnXWWWcF9r7uuutC72MROJAGCECgLoGDDz5YTZ48ObCfvoEZTywLxCOmAR0WE0occZAAOuxg0FIwGR1OASpTQiAiAZd1mEJMxCDTrZrAz3/+c/WHP/yhuuH7K08++WTd+1gEDqYBAhAIJTB69Gh13nnnBfbRNw6cPn16YDsNMgigwzLiiBduEkCH3Yxb0lajw0kTZT4IRCfgsg5TiIkeZ3pWENhhhx3UU089VXG19fTzzz8v3Mei9QpHEIBAUgRuvvlmdeyxxwZOt/7666v3338/sJ0GGQTQYRlxxAs3CaDDbsYtaavR4aSJMh8EohNwWYcpxESPMz0rCPTs2TPwEbndunVTCxcurBjBKQQgkBQB/dh4/amXoFfbtm3Vt99+q9q3bx/UhesCCKDDAoKIC84S0A8k2GWXXQLtR4cD0YhqQIdFhRNnHCPgsg5TiHFss9li7j/+8Q+16qqrBj61Zdttt1XPPPOMLeZiBwTEEZg7d67q3bt3qF9vvvmm2njjjUP70OguAXTY3dhhuQwC6LCMODbjBTrcDD3GQqB5Ai7rMIWY5uPv5Qz6D7wf//jHgb4ffvjh6o9//GNgOw0QgEBzBFauXFkohi5btixwooceekjtsccege00uE0AHXY7fljvPgF02P0YNusBOtwsQcZDoDkCLuswhZjmYu/t6Icffljtueeegf7rpymNHTs2sJ0GCECgeQL60y5vv/124ET6qUn66Um8ZBJAh2XGFa/cIoAOuxWvpK1Fh5MmynwQaJyAqzpMIabxWDMiT+D6669XJ5xwQiCLa6+9Vp188smB7TRAAALNE9h5553VrFmzAifSxdCwR8wHDqTBCQLosBNhwkjhBNBh4QGu4x46XAcQzRAwQMBVHaYQY2BzSFxizJgx6r/+678CXbv//vvVfvvtF9hOAwQg0DyBQw45RN1zzz2BE40cOVJdcsklge00uE0AHXY7flgvgwA6LCOOcb1Ah+OSYxwEkiPgqg5TiEluD3g1k/4Db9y4cYE+z549Ww0cODCwnQYIQKB5AieeeKKaOHFi4ET68dY33nhjYDsNbhNAh92OH9bLIIAOy4hjXC/Q4bjkGAeB5Ai4qsMUYpLbA17N9Itf/ELddNNNgT6/8cYbapNNNglspwECEGiewNlnn60uuuiiwIn0p9L0p9N4ySSADsuMK165RQAdditeSVuLDidNlPkg0DgBV3WYQkzjsWZEnsD++++vHnjggUAWn3zyiVprrbUC22mAAASaJ6A/lab/Ny7opT+Vpj+dxksmAXRYZlzxyi0C6LBb8UraWnQ4aaLMB4HGCbiqwxRiGo81I/IEBg0aFPgHXtu2bdXy5ctVmzZtYAUBCKRIQH/tKOypSH379lVz5sxJ0QKmzpIAOpwlfdaGwD8JoMN+7wR02O/4470dBFzVYQoxduwf56zQf+C9/vrrNe1ee+211eLFi2u2cRECEEiOwB133KGOOuqowAn79Omj3nnnncB2GtwmgA67HT+sl0EAHZYRx7heoMNxyTEOAskRcFWHKcQktwe8mmmDDTZQ77//fk2f119//cC2mgO4CAEIxCKgn5ik7xQf9OrRo4eaP39+UDPXHSeADjseQMwXQQAdFhHG2E6gw7HRMRACiRFwVYcpxCS2BfyaSP+B9+GHH9Z0Wt+kV9+slxcEIJAugSlTpoQ+Jp5Pp6XLP+vZ0eGsI8D6EFAKHfZ7F6DDfscf7+0g4KoOU4ixY/84Z8U666yj9A15a7369eunXnnllVpN6oMPPig8xWXu3LlqxYoVNftwEQIQ+CeBVVddVen3k74Z4GqrrVaF5ZFHHlF77LFH1fXihU6dOqmvvvqqeMpPYQTQYWEBxR0rCaDDVobFGqPQYWtCgSGCCYjV4RwvCMQgsPrqq+fy7/ea/7baaquaM44ePTrXvn37mmOC5uJ6bcZw8YtLt27dcg8++GDV+2rGjBmh76d27dpVjeGCHALosF86gO5nG290WI52JukJOpzt+xJd9Iu/NB1WSYoRc/lDoEOHDoF/AOYfmVsF4vzzzw/sj4j6JaLEO1689Xvu6aefLntvPfXUU3XfV2UDOBFFAB2O915Cg+AWdw+gw6IkNBFn0GH0JK6eMC7e3pGkw3w1Kf8u4NU4gbBHU++0005q5syZLZMuWbJErbvuuuq7775rucYBBCDQOIHBgwer6dOntwycPXt24VHyLRdqHOR/06xxlUsSCKDDEqKID64RQIddi1i69qLD6fJldgjUIiBFhynE1Iou1+oSCEs8O++8s8p/ZaJljvvvv18dcMABLeccQAAC8Qi0bdtWffPNNyr/vwGFCSjExOMoZRQ6LCWS+OESAXTYpWilbys6nD5jVoBAJQEpOkwhpjKynEci0Ejiuf3229WwYcMizUsnCEAgnMBnn32mOnfuXOhEISaclfRWdFh6hPHPVgLosK2RMW8XOmyeOStCQBOQoMMUYtjLsQg0knj0E5R+8pOfxFqHQRCAQCuBDTbYQL377rstFyjEtKDw8gAd9jLsOJ0xAXQ44wBYtjw6bFlAMMcLAmJ0OJE7VTGJdwTy7/LAm4Tmv5pUxWO33XYL7B82F23BnGHjH5urr7667L3FzXrLcHh3EqYB6LB/+hC2H2hLbj+gw95JbajDYe8tdDi5910YZ9r84yxFh3lqUqi80hhEIEz0aiWeRYsW5fr3708xJqSAFcaUNv+STGXMhw8fXvV2pBBThcSrC5V7pPQcHUYzSvcDx8nsB3TYK4mN5GzYewsdTuZ9F8aYNv8YS9JhCjGRZJZOlQTChK9W4tHjv/3229y5556bW2WVVSjIUJBhD0TcA927d89Nnjy58i1YOKcQUxOLNxfRYf9+AQ2LOW3p7Qd02BtZbdjRsPcdvw+n954M406bTO4SdZhCTMOSywBNIEzkghJPkdyIESNCx4fNTZtMcSWuwXGdMmVK8a1T9ZNCTBUSry6EvW/Q4eD3VBg32uBWaw+gw15Ja0PO1tovxWvoMHpS3Av8bH4vSNRhbtabf2fwapxAIzcnq5z9+uuvVyeccELlZc4hAIEaBObNm6d69epVo0UpbtZbE4s3F9Fhb0KNoxkTQIczDoDFy6PDFgcH00QRkKjDFGJEbVFzzjSTeG644QZ1/PHHmzOWlSDgMIH58+erHj161PSAQkxNLN5cRIe9CTWOZkwAHc44ABYvjw5bHBxME0VAog5TiBG1Rc05Q+Ixx5qV/CYgMfH4HdHkvEeHk2PJTBAII4AOh9Hxuw0d9jv+eG+OgEQdphBjbv+IWonEIyqcOGMxAYmJx2LcTpmGDjsVLox1mAA67HDwUjYdHU4ZMNND4HsCEnWYQgzbOxYBEk8sbAyCQMMEJCaehiEwoCYBdLgmFi5CIHEC6HDiSMVMiA6LCSWOWE5Aog5TiLF809lqHonH1shglzQCEhOPtBhl5Q86nBV51vWNADrsW8Sj+4sOR2dFTwg0Q0CiDlOIaWZHeDyWxONx8HHdKAGJiccoQMGLocOCg4trVhFAh60Kh1XGoMNWhQNjBBOQqMMUYgRv2DRdI/GkSZe5IdBKQGLiafWOo2YIoMPN0GMsBKITQIejs/KtJzrsW8TxNysCEnWYQkxWu8nxdUk8jgcQ850hIDHxOAPfckPRYcsDhHliCKDDYkKZuCPocOJImRACNQlI1GEKMTVDzcV6BEg89QjRDoFkCEhMPMmQYRZ0mD0AATME0GEznF1cBR12MWrY7CIBiTpMIcbFnWiBzSQeC4KACV4QkJh4vAicASfRYQOQWQICeQLoMNsgiAA6HESG6xBIloBEHaYQk+we8WY2Eo83ocbRjAlITDwZIxWzPDosJpQ4YjkBdNjyAGVoHjqcIXyW9oqARB2mEOPVFk7OWRJPciyZCQJhBCQmnjB/aYtOAB2OzoqeEGiGADrcDD3ZY9Fh2fHFO3sISNRhCjH27C+nLCHxOBUujHWYgMTE43A4rDIdHbYqHBgjmAA6LDi4TbqGDjcJkOEQiEhAog5TiIkYfLqVEyDxlPPgDAJpEZCYeNJi5du86LBvEcffrAigw1mRt39ddNj+GGGhDAISdZhCjIy9adwLEo9x5CzoKQGJicfTUCbuNjqcOFImhEBNAuhwTSxczBNAh9kGEDBDQKIOU4gxs3fErULiERdSHLKUgMTEYylq58xCh50LGQY7SgAddjRwBsxGhw1AZgkI5AlI1GEKMWztWARIPLGwMQgCDROQmHgahsCAmgTQ4ZpYuAiBxAmgw4kjFTMhOiwmlDhiOQGJOkwhxvJNZ6t5JB5bI4Nd0ghITDzSYpSVP+hwVuRZ1zcC6LBvEY/uLzocnRU9IdAMAYk6TCGmmR3h8VgSj8fBx3WjBCQmHqMABS+GDgsOLq5ZRQAdtiocVhmDDlsVDowRTECiDlOIEbxh03SNxJMmXeaGQCsBiYmn1TuOmiGADjdDj7EQiE4AHY7Oyree6LBvEcffrAhI1GEKMVntJsfXDUs822+/vXrqqacCPRw/frw6+eSTA9tpgAAEWgm89957qnfv3q0XSo5effVV1b9//5Ir1Ye5XK76IldEEECHRYQRJxwggA47EKSMTESHMwLPst4REKnD+V/SeUGgYQL5d7/+667mv9VWWy337rvv1pxzxYoVub333rvmuKD5uF6bM1z84HLFFVfUfC/pizfddFPd91LgYBqcJxCmAeiwH/oQtgdoS24PoMPOy2VqDoS9z9Dh5N6DYZxp84OzRB3mEzH5dy+vxgmE/Q+Anq1Lly5ql112UR06dGiZPJ8Flf4f/Dlz5rRc4wACEKhPYPDgwapr165lHZcsWaIee+wxtXLlyrLrlSf6fcdLJgF0WGZc8cpOAuiwnXHJ2ip0OOsIsL5PBKTpMIUYn3Zvgr7WSzwJLsVUEIBAEwQoxDQBz/Kh6LDlAcI8CHxPAB2WuxXQYbmxxTNZBGzUYQoxsvaYMW9IPMZQsxAEmiJgY+JpyiEGtxBAh1tQcAABqwmgw1aHpynj0OGm8DEYAsYI2KjDFGKMhV/WQiQeWfHEG7kEbEw8cmmb9QwdNsub1SAQlwA6HJec/ePQYftjhIUQ0ARs1GEKMezNWARIPLGwMQgCxgnYmHiMQxC6IDosNLC4JY4AOiwupC0OocMtKDiAgNUEbNRhCjFWbxl7jSPx2BsbLINAKQEbE0+pfRzHJ4AOx2fHSAiYJIAOm6Rtdi102CxvVoNAXAI26jCFmLjR9HwcicfzDYD7zhCwMfE4A89yQ9FhywOEeRD4ngA6LHcroMNyY4tnsgjYqMMUYmTtMWPekHiMoWYhCDRFwMbE05RDDG4hgA63oOAAAlYTQIetDk9TxqHDTeFjMASMEbBRhynEGAu/rIVIPLLiiTdyCdiYeOTSNusZOmyWN6tBIC4BdDguOfvHocP2xwgLIaAJ2KjDFGLYm7EIkHhiYWMQBIwTsDHxGIcgdEF0WGhgcUscAXRYXEhbHEKHW1BwAAGrCdiowxRirN4y9hpH4rE3NlgGgVICNiaeUvs4jk8AHY7PjpEQMEkAHTZJ2+xa6LBZ3qwGgbgEbNRhCjFxo+n5OBKP5xsA950hYGPicQae5Yaiw5YHCPMg8D0BdFjuVkCH5cYWz2QRsFGHKcTI2mPGvCHxGEPNQhBoioCNiacphxjcQgAdbkHBAQSsJoAOWx2epoxDh5vCx2AIGCNgow5TiDEWflkLkXhkxRNv5BKwMfHIpW3WM3TYLG9Wg0BcAuhwXHL2j0OH7Y8RFkJAE7BRhynEsDdjESDxxMLGIAgYJ2Bj4jEOQeiC6LDQwOKWOALosLiQtjiEDreg4AACVhOwUYcpxFi9Zew1jsRjb2ywDAKlBGxMPKX2cRyfADocnx0jIWCSADpskrbZtdBhs7xZDQJxCdiowxRi4kbT83EkHs83AO47Q8DGxOMMPMsNRYctDxDmQeB7Auiw3K2ADsuNLZ7JImCjDlOIkbXHjHlD4jGGmoUg0BQBGxNPUw4xuIUAOtyCggMIWE0AHbY6PE0Zhw43hY/BEDBGwEYdphBjLPyyFiLxyIon3sglYGPikUvbrGfosFnerAaBuATQ4bjk7B+HDtsfIyyEgCZgow5TiGFvxiKw+uqrq6VLl8YayyAIQMAMgc6dO6vPPvvMzGKsYpwAOmwcOQtCoGEC6HDDyJwagA47FS6M9ZSArTpMIcbTDdms25deeqk6++yz1fLly5udivEQgEACBPT/ypX+z5xOOvp9etxxxyUwO1PYSAAdtjEq2OQzAXTYv+ijw/7FHI/tJuCSDlOIsXsvWW3dt99+W/apGH1+3XXXqQsuuMBquzEOAtIITJgwQR177LGqQ4cO0lzDnzoE0OE6gGiGgCEC6LAh0BYugw5bGBRM8pKAazpMIcbLbZqu07169VLz589PdxFmhwAECgQ222wz9dprr0EDAmUE0OEyHJxAIFUC6HCqeJ2dHB12NnQY7iABF3WYQoyDG812k7fcckv10ksv2W5mTfsGDBigTjrppJpt+mtYI0eOVF999VXN9rCLYfOGjStt0zeZOvfcc9UHH3xQernmcdu2bdXOO++sfvzjH6uNN95YbbLJJoWf3bt3V0uWLCkUyhYsWFD4+cILL6iHH35YLV68uOZclRe33XbbwtzaJ/2vY8eO6sUXX1R/+9vf1LPPPqumTp3a0A2xkp6vf//+6le/+lWl2YXzu+66S02bNq1mm6sXNb9nnnnGVfOxOyUC6HA1WHS4mknxSlI6rD8SvuOOO6oDDzxQbbHFFkr/Idq1a1f1+eefF/LN9OnT1aRJk9Qbb7xRXFrET3RYRBgTdwIdrkaKDlczKV5JSof1fN26dVOHHXaY2mabbVTv3r3V+uuvr7p06aI+/vjjghY/8cQT6qabblJz584tLu/8Tyd1OP/HHS8IJEog/8tXLv9udvLfySefHMpigw02iOVXvXlDFy1pHDJkSOj6+V+Cc4ceemju1VdfLRlV/3DFihW5fBEld9555+W22mqrmmu0b98+d8UVV9SdbMqUKbm111675hyl+yLp+YpzH3PMMYE2XnTRRXXtKs7jys984gn0lwZ/CaDD1TkIHa5mkqQO77vvvrl8Ub7um27ZsmW5n//856K0GB2uG3YvO6DD1ZqDDlczSVKH9d8p+f9wzOX/87jue07/7p+/x1FOr+/K77xhdrqow/p/rnlBIFECJJ5qkTWRePQvwc8//3zTsbz33nurBDlfSc89/fTTkefOV9hzAwcOrJqnKKBJz1ecV/+kEBM5THQUTAAdRodN6fAaa6yR+/Of/9zwu+nMM88MzBGlmu7CsYt/ADQcMAY0TAAdRodN6XBRJ/Ofhm94n+rCzSqrrOK8HruowxRiGt6uDKhHgMRjPvFceOGF9cISub1WIWb27NmRxxc75r/qlFtzzTVrCnvS8xUTkP5JIaYYAX76TAAdRof1/jehw3379o39VjvttNNq5ohSTXfh2MU/AGIHjYGRCaDD6LDeLCZ0uKiTcQox2sbRo0c7r8Uu6jCFGL37eCVKYOjQoc6+met9csXGryadc845icavshCT/65/7Pn1V52KyaH4M+n5ivMWf/pWiDnyyCNjx4eBcgmgw2b/APBZh5spxOTveZZr165dVZ4o6rkrP9FhuVrajGfoMDpc3D+mfh+OW4jJ3z8y16lTJ6e12EUd5ma9+SzPK1kCc+bMUfn/5SrcDKpy5o8++qhws9jK67ac5wsx6tprrw00p0+fPuq9994LbA9qqDfv5MmT1aJFi4KGt1z/3e9+V3az3vz/tqj815FU/iOFLX2aPbjvvvsKN1rU8+ib/uobL/fr16/mtK+//rrKf99f6Rvk1notXbpUbbjhhoWbg+n2pOertWa+EKNuueWWWk1q7NixatSoUTXbbL6o+fbs2bPKxPXWW0/pPbHuuutWtXHBbwLocHX80eGPC1CS1uF8IUbp/Vb5yt9/QOmb9+r1wl6DBg1S+U9JhnWxog0dtiIMThmBDleHCx1OR4eLpPWDOmbMmKE++eQT9T//8z9K3yD9lVdeKfwOqf++2WmnnYpdq37m70OpHn/88arrNl0Qp8PFSh0/IWCCwD/+8Y/csGHDrK245hNEKIa0PhETd9682IbaW2zMF3lyd955Zy7/1KfcLrvsktt6660LX+G5+OKLc4888khO37Cr+Cr9RExYdfmdd97J6XsD5AU69P4A48aNa4l30vPptSv/SftEzC9/+ctiaPgJgUQIoMO1MaLDuVwcXS/9RMzXX39duOl7/pf9XIcOHXKdO3fO3XjjjbWBf3/1qKOOqtLxSl3P+hwdDg0hjTEIoMO1oaHD8XS4qJH6YRmnnHJKy+/nxev6Z/6pSTn990DQ6+ijj7ZaiyXqMF9NCtqNXE+NQL7aau0b3aVCTP6x1JFipHnnHx8ayvwnP/lJThdg9Ku0EBP2lCR9p/WiwOtfuoNeTz31VEu/pOcrrl/6U1ohZtasWUFouQ6B2ATQ4Wp0cf4AQIdVrliIefvtt3P5x/W26H1Rl/XT/MJu9q5/uS72tfUnOlz9fuFK8wTQ4WqG6HCu8CSjohZG/f262L/ez7CnqoY9ZKPevCbaJeowhZhqDeBKygSeeeYZa3/pcqkQo584Ue919dVXN/T9ey3Ce+yxR0t8HnjggcAl9tprr5Z++n89g14LFy5s6Zf0fLWEX1ohRr9feEEgaQLocDXROH8AoMMqt8466+TyH3kv/G9rLU3W10aMGFEN/PsrBx98cEuOCBqf9XV0ODB8NDRBAB2uhocO53Jxfr+OopGHHnpobuXKldXQ81e+/fbbXMeOHa3WYok6TCGm5nbkYpoESDzVdF977bWcfpJQ2L8rr7yyTCDvueee6olKrkyaNKmsfxSRruyT/35zyYzlh/n7kpTNr+8KH/RaffXVC32Tnq/SXn1OISYoClyHQCsBdLiVRfEIHc7l4uh6LR2uvHbSSScVMVf93GyzzcpySeVYG84l/gFQFQguGCeADlcjR4eT1WH9JCH9n8y33XZbLn9Px2rg318ZM2YMOhxIJ70GCjHpsWXmAAIkngAwdS4/++yzZSJZ7xHQ+uPizfwCm7/BYqFCHmSW/hRM6fxvvvlmUNecfoRj0vOVrl16TCEmMAw0QKCFADrcgqKhA3S4FVcjj+a9/PLLWweWHH3zzTe59u3bl+WSUj235ZhCTEnQOEyMADocDyU63Mqtng7nHzDS2jngKH8z39yqq66KDgfwSfMyhZg06TJ3TQIknppY6l6sTDz6popBL30zrmZ/gc0/kSdo+sJ1fSPG0jVefvnlwP4HHXRQLun5StcuPaYQExgGGiDQQgAdbkHR0AE63IpL63qp9gYd63vE/P3vf28dWHJ0/fXXR5ojaG5T1ynElASNw8QIoMPxUKLDrdzq6XC9Qoz+lMwPf/hDdLgVqdEjCjFGcbOYJkDiibcPKhPPBx98EDiRvmlis7+gbrrppoHz6wb9CZfSNcLs0fedSXq+0rVLjynEhIaNRggUCKDD8TYCOtzKrfR+YqUaXHl8wAEHtA4qOdL3KtA3iq/sb+M5hZiSwHGYGAF0OB5KdLiVWz0drleI0TONHz++oftJZqXREnWYQkzrXubIEAESTzzQlYnnxRdfDJwoiZturbbaaoE39dIL6/ZSMdbf6w166bu+Jz1f6dqlxxRigqLAdQi0EkCHW1k0coQOt9LSul6qvbWO9c0fgz4tqX/5rzXGxmsS/wBojSRHWRFAh+ORR4dbudXT4bCnJLXOkstNnjzZej2WqMNtdBDySY8XBIwRyAuo2m677Yyt18hC+RtaqfzTHwKH9OnTR+Wry4HtQQ315r3sssvUhx9+GDS8cP2tt95SeaFs6fPQQw+pfCW85bzy4Pjjj1c33HBD5eWGzufPn6969OhRc0z+kdgqf4PeljbNpXfv3i3npQc9e/ZUCxYsUEnPV7pG8ThfiFG33HJL8bTs59ixY9WoUaPKrtl+kk88Kn+zNdvNxD7HCKDD1QFDh5WKo+vVJFuvXHrppeqMM85ovfD9kc4Hm2++ufr888+r2my8gA7bGBX3bUKHq2OIDierw/mvhqr8k6jUgAED1G9/+9uC7lZT/+eVXXfdVU2fPj2oOfPrInW4tBrGMQRMENAVzfy72cp/Lj2++qKLLgoNV/4X3Vz//v0b5typU6eWMTNnzgxco/QGYWE34v36669z+h4BOuZJz1drH/GJmMCQ0QCBFgLocAuKloP8L6st2ldLW2pdQ4eDc7m+d0GtR6UuX748N3jw4IZZ1+Jv6pp+v/CCQNIE0OFqouhwrvCAi6K2Rf39utg/7Ocaa6yRe/7556uhf39l3LhxVuuyRB3mq0mB25GGtAiQeKrJxkk8O++8c/VEFVeWLFmS0/3ChLnY9tOf/jQ3a9as3JNPPtnS/8Ybb6yYsfX0kEMOaem3/vrrtzZUHOmPRRbXSHq+4rylPynEVASAUwjUIIAOV0NBh3O5OLpeqr/F4y233DL31VdfVUPOX/nNb37TkhOK/W3/KfEPgJrB4aJRAuhwNW50uDkd1l8HDdPTc845pxr691f+/Oc/h44Nm9dEm0QdphATuB1pSIuAy4lHfxezV69edf+tvvrqZWKWxidt2rVrlwt7clIxfvp+MWeeeWauW7duZTZp0VxnnXVyw4cPLxRgiv9zWfrd27PPPrs4TdXPSZMmtcx3+umnV7UXL5R+7zTp+WoJP4WYInl+QiCYADpczSbOHwDocPUnYtZdd93c3LlzqwHnr0ydOrXlE5K19NvWaxL/AKgZIC4aJYAOV+NGh3O5OL9fF7VT35PrD3/4Q27ttddu+R292KZ/Tpw4sRr691duvfXWmmNKx2d5LFGHKcQEbkca0iLgcuKJyuT2228vE7N6hZijjz46t8MOO9T9l//+ftm8w4YNi2pSTj+iTgv0o48+mnvuuedyn376ac2xpYWY7t2755YuXVqzny7c/O53v8uNHDky98knn9Tsoy9qG4vCnfR8xXlLf1KICQwFDRBoIYAOt6BoOUCHc4WvEjWq66X6q2/K/re//a2FaeWBfoy1/uRl5b8ZM2bkdH4oncumY4l/AFTGhnPzBNDhaubocHM6nL+fZAHqwoULC/8Jqz/trv/DQP9n7LnnnlsNvOTKxRdfbK0G63wgUYcpxJRsQA7NEPAh8dx1111lYlavEBOVfP5ms2Xz6nuvPPjgg1GHR+pXWojRwnf++edHGler00cffZTr0KFDmc1Jz1f5yzqFmFqR4BoEygmgw+U8GjlDh6t1XevwKquskrvvvvsaQVnW1+ZHWUv8A6AMPieZEECH42NHh2vrcLEQU0q2+In30mu1jg888MCy39crf7/O+lyiDlOIqbUTuZYqARJPfLyViUeLor75VtijrBtdrbIQ07lz59BPvITNf8QRR1SJetLzVSYGCjFhEaENAv8kgA7H3wnocLWuax3OP3EwPtT8SAoxTeFjsIME0OH4QUOHa+twrUJMFMrffPNN4XYFlb9T23ROISZKJOkDgToESDx1AIU010o8WiR1cePyyy8vfP0oZHikpspCjJ5ff73ou+++izS+2OmKK66oKsIUBT3p+Yrz6p8UYooR4CcEggmgw8Fs6rWgw9X3hbnwwgvrYavbTiGmLiI6CCOADscPKDpcrcP6d+A4hZgVK1bkDj744MDf2Ut/x87ymEJM/PcLIyHQQoDE04Ki4YOgxFMUxn79+uUee+yxhuctDtD3jjnyyCNrirH+nmmUmwN/8cUXgXMU7dQ/k56vODeFmGI0+QmBYALocDCbei3ocPkfAGE3Ya/HsrSdQkwpDY59IIAOx48yOlyuw8XfgfWtEXRhJepL/yfrCSecUPP3/uKctvykEBM1qvSDQAgBmxPPz372sxDLozfddNNNZaKW1LyjR48umzdIHPUjSO+4447chx9+GGq0vhHvzJkzc5dccklu2223rTt3ly5dcldffXXhpr/Lly8vm/vtt9/O6ZsUb7LJJnXnKdqd9Hx63oMOOqjMrtIT/di+4tqu/JSYeEpjwnE2BNDh+NzR4fI/AOL8D2wlfX0Pg4022shafUaHKyPGeRIE0OH4FNHhch0u/Z1WP7nu1FNPLTycQ9+0t9br888/z40bNy7Xs2dPa3W31Cd9LFGH2+jg5J3jBQFjBPJffVHbbbedsfV8X6hHjx4q/5hqlX+Unco/0ULliy/qs88+K/ybN2+eylfOYyHq1KmT+pd/+RfVsWNHlb9Hjco/hSnWPMVBSc9XnNf1n/nEo/JFMtfdwH7LCKDDZgOCDpvlnfRq6HDSRJlPE0CHze4DX3VY/36dfyy46tWrl8rfC0bl/+NULViwQN8n1mwAmlxNog5TiGlyUzC8cQIknsaZMcJfAhITj7/RtMdzdNieWGCJ/QTQYftj5KKF6LCLUcPmrAhI1GEKMVntJo/XJfF4HHxcb5iAxMTTMAQGJE4AHU4cKRMKJoAOCw5uhq6hwxnCZ2nnCEjUYQoxzm1D9w0m8bgfQzwwR0Bi4jFHj5WCCKDDQWS4DoFqAuhwNROuNE8AHW6eITP4Q0CiDlOI8Wf/WuMpiceaUGCIAwQkJh4HsIs3ER0WH2IcTJAAOpwgTKZqIYAOt6DgAAJ1CUjUYQoxdcNOh6QJkHiSJsp8kglITDyS4+WKb+iwK5HCThsIoMM2REGeDeiwvJjiUXoEJOowhZj09gszBxAg8QSA4TIEahCQmHhquMklwwTQYcPAWc5pAuiw0+Gz1nh02NrQYJiFBCTqMIUYCzeadJNIPNIjjH9JEpCYeJLkw1zxCKDD8bgxyk8C6LCfcU/ba3Q4bcLML4mARB2mECNphzriC4nHkUBhphUEJCYeK8B6bgQ67PkGwP2GCKDDCh7TJQAAI05JREFUDeGic0QC6HBEUHSDQJ6ARB2mEMPWNk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS9IPE6FC2MzJiAx8WSMlOXzBNBhtgEEohNAh6Ozomd0AuhwdFb0hIBEHaYQw742ToDEYxw5CzpMQGLicTgcYkxHh8WEEkcMEECHDUD2cAl02MOg43JsAhJ1mEJM7O3AwLgESDxxyTHORwISE4+PcbTNZ3TYtohgj80E0GGbo+Oubeiwu7HDcvMEJOowhRjz+8j7FUk83m8BADRAQGLiacB9uqZEAB1OCSzTiiSADosMa+ZOocOZhwADHCIgUYcpxDi0AaWYSuKREkn8MEFAYuIxwY01wgmgw+F8aIVAKQF0uJQGx0kRQIeTIsk8PhCQqMMUYnzYuZb5SOKxLCCYYzUBiYnHauCeGIcOexJo3EyEADqcCEYmqSCADlcA4RQCIQQk6jCFmJCA05QOARJPOlyZVSYBiYlHZqTc8godditeWJstAXQ4W/5SV0eHpUYWv9IgIFGHKcSksVOYM5QAiScUD40QKCMgMfGUOchJJgTQ4Uyws6ijBNBhRwNnudnosOUBwjyrCEjUYQoxVm0xP4wh8fgRZ7xMhoDExJMMGWZphgA63Aw9xvpGAB32LeJm/EWHzXBmFRkEJOowhRgZe9MpL0g8ToULYzMmIDHxZIyU5fME0GG2AQSiE0CHo7OiZ3QC6HB0VvSEgEQdphDDvjZOgMRjHDkLOkxAYuJxOBxiTEeHxYQSRwwQQIcNQPZwCXTYw6DjcmwCEnWYQkzs7cDAuARIPHHJMc5HAhITj49xtM1ndNi2iGCPzQTQYZuj465t6LC7scNy8wQk6jCFGPP7yPsVSTzebwEANEBAYuJpwH26pkQAHU4JLNOKJIAOiwxr5k6hw5mHAAMcIiBRhynEOLQBpZhK4pESSfwwQUBi4jHBjTXCCaDD4XxohUApAXS4lAbHSRFAh5MiyTw+EJCowxRifNi5lvlI4rEsIJhjNQGJicdq4J4Yhw57EmjcTIQAOpwIRiapIIAOVwDhFAIhBCTqMIWYkIDTlA4BEk86XJlVJgGJiUdmpNzyCh12K15Ymy0BdDhb/lJXR4elRha/0iAgUYcpxKSxU5gzlACJJxQPjRAoIyAx8ZQ5yEkmBNDhTLCzqKME0GFHA2e52eiw5QHCPKsISNRhCjFWbTE/jCHx+BFnvEyGgMTEkwwZZmmGADrcDD3G+kYAHfYt4mb8RYfNcGYVGQQk6jCFGBl70ykvSDxOhQtjMyYgMfFkjJTl8wTQYbYBBKITQIejs6JndALocHRW9ISARB2mEMO+Nk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS9IPE6FC2MzJiAx8WSMlOXzBNBhtgEEohNAh6Ozomd0AuhwdFb0hIBEHaYQw742ToDEYxw5CzpMQGLicTgcYkxHh8WEEkcMEECHDUD2cAl02MOg43JsAhJ1mEJM7O3AwLgESDxxyTHORwISE4+PcbTNZ3TYtohgj80E0GGbo+Oubeiwu7HDcvMEJOowhRjz+8j7FUk83m8BADRAQGLiacB9uqZEAB1OCSzTiiSADosMa+ZOocOZhwADHCIgUYcpxDi0AaWYSuKREkn8MEFAYuIxwY01wgmgw+F8aIVAKQF0uJQGx0kRQIeTIsk8PhCQqMMUYnzYuZb5SOKxLCCYYzUBiYnHauCeGIcOexJo3EyEADqcCEYmqSCADlcA4RQCIQQk6jCFmJCA05QOARJPOlyZVSYBiYlHZqTc8godditeWJstAXQ4W/5SV0eHpUYWv9IgIFGHKcSksVOYM5QAiScUD40QKCMgMfGUOchJJgTQ4Uyws6ijBNBhRwNnudnosOUBwjyrCEjUYQoxVm0xP4wh8fgRZ7xMhoDExJMMGWZphgA63Aw9xvpGAB32LeJm/EWHzXBmFRkEJOowhRgZe9MpL0g8ToULYzMmIDHxZIyU5fME0GG2AQSiE0CHo7OiZ3QC6HB0VvSEgEQdphDDvjZOgMRjHDkLOkxAYuJxOBxiTEeHxYQSRwwQQIcNQPZwCXTYw6DjcmwCEnWYQkzs7cDAuARIPHHJMc5HAhITj49xtM1ndNi2iGCPzQTQYZuj465t6LC7scNy8wQk6jCFGPP7yPsVSTzebwEANEBAYuJpwH26pkQAHU4JLNOKJIAOiwxr5k6hw5mHAAMcIiBRhynEOLQBpZhK4pESSfwwQUBi4jHBjTXCCaDD4XxohUApAXS4lAbHSRFAh5MiyTw+EJCowxRifNi5lvlI4rEsIJhjNQGJicdq4J4Yhw57EmjcTIQAOpwIRiapIIAOVwDhFAIhBCTqMIWYkIDTlA4BEk86XJlVJgGJiUdmpNzyCh12K15Ymy0BdDhb/lJXR4elRha/0iAgUYcpxKSxU5gzlACJJxQPjRAoIyAx8ZQ5yEkmBNDhTLCzqKME0GFHA2e52eiw5QHCPKsISNRhCjFWbTE/jCHx+BFnvEyGgMTEkwwZZmmGADrcDD3G+kYAHfYt4mb8RYfNcGYVGQQk6jCFGBl70ykvSDxOhQtjMyYgMfFkjJTl8wTQYbYBBKITQIejs6JndALocHRW9ISARB2mEMO+Nk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS9IPE6FC2MzJiAx8WSMlOXzBNBhtgEEohNAh6Ozomd0AuhwdFb0hIBEHaYQw742ToDEYxw5CzpMQGLicTgcYkxHh8WEEkcMEECHDUD2cAl02MOg43JsAhJ1mEJM7O3AwLgESDxxyTHORwISE4+PcbTNZ3TYtohgj80E0GGbo+Oubeiwu7HDcvMEJOowhRjz+8j7FUk83m8BADRAQGLiacB9uqZEAB1OCSzTiiSADosMa+ZOocOZhwADHCIgUYcpxDi0AaWYSuKREkn8MEFAYuIxwY01wgmgw+F8aIVAKQF0uJQGx0kRQIeTIsk8PhCQqMMUYnzYuZb5SOKxLCCYYzUBiYnHauCeGIcOexJo3EyEADqcCEYmqSCADlcA4RQCIQQk6jCFmJCA05QOARJPOlyZVSYBiYlHZqTc8godditeWJstAXQ4W/5SV0eHpUYWv9IgIFGHKcSksVOYM5QAiScUD40QKCMgMfGUOchJJgTQ4Uyws6ijBNBhRwNnudnosOUBwjyrCEjUYQoxVm0xP4wh8fgRZ7xMhoDExJMMGWZphgA63Aw9xvpGAB32LeJm/EWHzXBmFRkEJOowhRgZe9MpL0g8ToULYzMmIDHxZIyU5fME0GG2AQSiE0CHo7OiZ3QC6HB0VvSEgEQdphDDvjZOgMRjHDkLOkxAYuJxOBxiTEeHxYQSRwwQQIcNQPZwCXTYw6DjcmwCEnWYQkzs7cDAuARIPHHJMc5HAhITj49xtM1ndNi2iGCPzQTQYZuj465t6LC7scNy8wQk6jCFGPP7yPsVSTzebwEANEBAYuJpwH26pkQAHU4JLNOKJIAOiwxr5k6hw5mHAAMcIiBRhynEOLQBpZhK4pESSfwwQUBi4jHBjTXCCaDD4XxohUApAXS4lAbHSRFAh5MiyTw+EJCowxRifNi5lvlI4rEsIJhjNQGJicdq4J4Yhw57EmjcTIQAOpwIRiapIIAOVwDhFAIhBCTqMIWYkIDTlA4BEk86XJlVJgGJiUdmpNzyCh12K15Ymy0BdDhb/lJXR4elRha/0iAgUYcpxKSxU5gzlACJJxQPjRAoIyAx8ZQ5yEkmBNDhTLCzqKME0GFHA2e52eiw5QHCPKsISNRhCjFWbTE/jCHx+BFnvEyGgMTEkwwZZmmGADrcDD3G+kYAHfYt4mb8RYfNcGYVGQQk6jCFGBl70ykvSDxOhQtjMyYgMfFkjJTl8wTQYbYBBKITQIejs6JndALocHRW9ISARB2mEMO+Nk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS9IPE6FC2MzJiAx8WSMlOXzBNBhtgEEohNAh6Ozomd0AuhwdFb0hIBEHaYQw742ToDEYxw5CzpMQGLicTgcYkxHh8WEEkcMEECHDUD2cAl02MOg43JsAhJ1mEJM7O3AwLgESDxxyTHORwISE4+PcbTNZ3TYtohgj80E0GGbo+Oubeiwu7HDcvMEJOowhRjz+8j7FUk83m8BADRAQGLiacB9uqZEAB1OCSzTiiSADosMa+ZOocOZhwADHCIgUYcpxDi0AaWYSuKREkn8MEFAYuIxwY01wgmgw+F8aIVAKQF0uJQGx0kRQIeTIsk8PhCQqMMUYnzYuZb5SOKxLCCYYzUBiYnHauCeGIcOexJo3EyEADqcCEYmqSCADlcA4RQCIQQk6jCFmJCA05QOARJPOlyZVSYBiYlHZqTc8godditeWJstAXQ4W/5SV0eHpUYWv9IgIFGHKcSksVOYM5QAiScUD40QKCMgMfGUOchJJgTQ4Uyws6ijBNBhRwNnudnosOUBwjyrCEjUYQoxVm0xP4wh8fgRZ7xMhoDExJMMGWZphgA63Aw9xvpGAB32LeJm/EWHzXBmFRkEJOowhRgZe9MpL0g8ToULYzMmIDHxZIyU5fME0GG2AQSiE0CHo7OiZ3QC6HB0VvSEgEQdphDDvjZOgMRjHDkLOkxAYuJxOBxiTEeHxYQSRwwQQIcNQPZwCXTYw6DjcmwCEnWYQkzs7cDAuARIPHHJMc5HAhITj49xtM1ndNi2iGCPzQTQYZuj465t6LC7scNy8wQk6jCFGPP7yPsVSTzebwEANEBAYuJpwH26pkQAHU4JLNOKJIAOiwxr5k6hw5mHAAMcIiBRhynEOLQBpZhK4pESSfwwQUBi4jHBjTXCCaDD4XxohUApAXS4lAbHSRFAh5MiyTw+EJCowxRifNi5lvlI4rEsIJhjNQGJicdq4J4Yhw57EmjcTIQAOpwIRiapIIAOVwDhFAIhBCTqMIWYkIDTlA4BEk86XJlVJgGJiUdmpNzyCh12K15Ymy0BdDhb/lJXR4elRha/0iAgUYcpxKSxU5gzlACJJxQPjRAoIyAx8ZQ5yEkmBNDhTLCzqKME0GFHA2e52eiw5QHCPKsISNRhCjFWbTE/jCHx+BFnvEyGgMTEkwwZZmmGADrcDD3G+kYAHfYt4mb8RYfNcGYVGQQk6jCFGBl70ykvSDxOhQtjMyYgMfFkjJTl8wTQYbYBBKITQIejs6JndALocHRW9ISARB2mEMO+Nk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS9IPE6FC2MzJiAx8WSMlOXzBNBhtgEEohNAh6Ozomd0AuhwdFb0hIBEHaYQw742ToDEYxw5CzpMQGLicTgcYkxHh8WEEkcMEECHDUD2cAl02MOg43JsAhJ1mEJM7O3AwLgESDxxyTHORwISE4+PcbTNZ3TYtohgj80E0GGbo+Oubeiwu7HDcvMEJOowhRjz+8j7FUk83m8BADRAQGLiacB9uqZEAB1OCSzTiiSADosMa+ZOocOZhwADHCIgUYcpxDi0AaWYSuKREkn8MEFAYuIxwY01wgmgw+F8aIVAKQF0uJQGx0kRQIeTIsk8PhCQqMMUYnzYuZb5SOKxLCCYYzUBiYnHauCeGIcOexJo3EyEADqcCEYmqSCADlcA4RQCIQQk6jCFmJCA05QOARJPOlyZVSYBiYlHZqTc8godditeWJstAXQ4W/5SV0eHpUYWv9IgIFGHKcSksVOYM5QAiScUD40QKCMgMfGUOchJJgTQ4Uyws6ijBNBhRwNnudnosOUBwjyrCEjUYQoxVm0xP4wh8fgRZ7xMhoDExJMMGWZphgA63Aw9xvpGAB32LeJm/EWHzXBmFRkEJOowhRgZe9MpL0g8ToULYzMmIDHxZIyU5fME0GG2AQSiE0CHo7OiZ3QC6HB0VvSEgEQdphDDvjZOgMRjHDkLOkxAYuJxOBxiTEeHxYQSRwwQQIcNQPZwCXTYw6DjcmwCEnWYQkzs7cDAuARIPHHJMc5HAhITj49xtM1ndNi2iGCPzQTQYZuj465t6LC7scNy8wQk6jCFGPP7yPsVSTzebwEANEBAYuJpwH26pkQAHU4JLNOKJIAOiwxr5k6hw5mHAAMcIiBRhynEOLQBpZhK4pESSfwwQUBi4jHBjTXCCaDD4XxohUApAXS4lAbHSRFAh5MiyTw+EJCowxRifNi5lvlI4rEsIJhjNQGJicdq4J4Yhw57EmjcTIQAOpwIRiapIIAOVwDhFAIhBCTqMIWYkIDTlA4BEk86XJlVJgGJiUdmpNzyCh12K15Ymy0BdDhb/lJXR4elRha/0iAgUYcpxKSxU5gzlACJJxQPjRAoIyAx8ZQ5yEkmBNDhTLCzqKME0GFHA2e52eiw5QHCPKsISNRhCjFWbTE/jCHx+BFnvEyGgMTEkwwZZmmGADrcDD3G+kYAHfYt4mb8RYfNcGYVGQQk6jCFGBl70ykvSDxOhQtjMyYgMfFkjJTl8wTQYbYBBKITQIejs6JndALocHRW9ISARB2mEMO+Nk6AxGMcOQs6TEBi4nE4HGJMR4fFhBJHDBBAhw1A9nAJdNjDoONybAISdZhCTOztwMC4BEg8cckxzkcCEhOPj3G0zWd02LaIYI/NBNBhm6Pjrm3osLuxw3LzBCTqMIUY8/vI+xVJPN5vAQA0QEBi4mnAfbqmRAAdTgks04okgA6LDGvmTqHDmYcAAxwiIFGHKcQ4tAGlmErikRJJ/DBBQGLiMcGNNcIJoMPhfGiFQCkBdLiUBsdJEUCHkyLJPD4QkKjDFGJ82LmW+UjisSwgmGM1AYmJx2rgnhiHDnsSaNxMhAA6nAhGJqkggA5XAOEUAiEEJOowhZiQgNOUDgESTzpcmVUmAYmJR2ak3PIKHXYrXlibLQF0OFv+UldHh6VGFr/SICBRhynEpLFTmDOUAIknFA+NECgjIDHxlDnISSYE0OFMsLOoowTQYUcDZ7nZ6LDlAcI8qwhI1GEKMVZtMT+MIfH4EWe8TIaAxMSTDBlmaYYAOtwMPcb6RgAd9i3iZvxFh81wZhUZBCTqMIUYGXvTKS+eeOIJtdNOOzllM8ZCICsCs2bNUjvuuGNWy7OuUALosNDA4lYqBNDhVLB6Pyk67P0WAEADBCTqMIWYBjYAXZsnsHTpUnXSSSepW2+9tfnJmAECHhA45phj1Pjx41WnTp088BYXTRBAh01QZg1JBNBhSdG0wxd02I44YIU7BCTqMIUYd/afs5auXLlSjR07Vk2YMEHNnTtX5XI5Z33BcAhkQaBNmzZq/fXXV8OHD1f/+Z//qdq2bZuFGazpMAF02OHgYboVBNBhK8LgtBHosNPhw3gLCEjTYQoxFmwq6Sacdtpp6qqrrpLuJv5BwAiBESNG8H4yQlrWIuiwrHjiTbYE0OFs+bu6OjrsauSw20YCEnSYQoyNO0uQTQsWLFDrrbee0v8LwAsCEGiegP40zLx581SPHj2an4wZvCCADnsRZpw0SAAdNghbyFLosJBA4oY1BCToMIUYa7aTTEMeeughNXToUJnO4RUEMiIwbdo0teeee2a0Osu6RgAddi1i2OsCAXTYhSjZYyM6bE8ssEQOAdd1mEKMnL1opSdTpkxR++23n5W2YRQEXCXwwAMPqH333ddV87HbMAF02DBwlvOCADrsRZgTcxIdTgwlE0GghYDrOkwhpiWUHKRBgMSTBlXm9J2A64nH9/iZ9h8dNk2c9XwggA77EOXkfESHk2PJTBAoEnBdhynEFCPJz1QIkHhSwcqknhNwPfF4Hj7j7qPDxpGzoAcE0GEPgpygi+hwgjCZCgLfE3BdhynEsJVTJUDiSRUvk3tKwPXE42nYMnMbHc4MPQsLJoAOCw5uCq6hwylAZUrvCbiuwxRivN/C6QIg8aTLl9n9JOB64vEzatl5jQ5nx56V5RJAh+XGNg3P0OE0qDKn7wRc12EKMb7v4JT9J/GkDJjpvSTgeuLxMmgZOo0OZwifpcUSQIfFhjYVx9DhVLAyqecEXNdhCjGeb+C03SfxpE2Y+X0k4Hri8TFmWfqMDmdJn7WlEkCHpUY2Hb/Q4XS4MqvfBFzXYQoxfu/f1L0n8aSOmAU8JOB64vEwZJm6jA5nip/FhRJAh4UGNiW30OGUwDKt1wRc12EKMV5v3/SdJ/Gkz5gV/CPgeuLxL2LZeowOZ8uf1WUSQIdlxjUtr9DhtMgyr88EXNdhCjE+714DvpN4DEBmCe8IuJ54vAtYxg6jwxkHgOVFEkCHRYY1NafQ4dTQMrHHBFzXYQoxHm9eE66TeExQZg3fCLieeHyLV9b+osNZR4D1JRJAhyVGNT2f0OH02DKzvwRc12EKMf7uXSOeP/TQQ2ro0KFG1mIRCPhCYNq0aWrPPff0xV38bJIAOtwkQIZDoAYBdLgGFC4FEkCHA9HQAIHYBFzXYQoxsUPPwCgE5s+fr9Zff321cuXKKN3pAwEI1CHQtm1bNW/ePNWjR486PWmGwD8JoMPsBAgkSwAdTpanD7Ohwz5EGR9NEpCgwxRiTO4YT9caMWKEuuaaazz1HrchkCwB/X666qqrkp2U2cQTQIfFhxgHDRJAhw3CFrQUOiwomLiSOQEJOkwhJvNtJN8A/WmYiy66SE2YMKHwP/m5XE6+03gIgQQJtGnTRq233npq+PDhatSoUUr/LwAvCDRCAB1uhBZ9IVBNAB2uZsKVxgigw43xojcEKglI02EKMZUR5hwCEIAABCAAAQhAAAIQgAAEIAABCKREgEJMSmCZFgIQgAAEIAABCEAAAhCAAAQgAAEIVBKgEFNJhHMIQAACEIAABCAAAQhAAAIQgAAEIJASAQoxKYFlWghAAAIQgAAEIAABCEAAAhCAAAQgUEmAQkwlEc4hAAEIQAACEIAABCAAAQhAAAIQgEBKBCjEpASWaSEAAQhAAAIQgAAEIAABCEAAAhCAQCUBCjGVRDiHAAQgAAEIQAACEIAABCAAAQhAAAIpEaAQkxJYpoUABCAAAQhAAAIQgAAEIAABCEAAApUEKMRUEuEcAhCAAAQgAAEIQAACEIAABCAAAQikRIBCTEpgmRYCEIAABCAAAQhAAAIQgAAEIAABCFQSoBBTSYRzCEAAAhCAAAQgAAEIQAACEIAABCCQEgEKMSmBZVoIQAACEIAABCAAAQhAAAIQgAAEIFBJgEJMJRHOIQABCEAAAhCAAAQgAAEIQAACEIBASgQoxKQElmkhAAEIQAACEIAABCAAAQhAAAIQgEAlAQoxlUQ4hwAEIAABCEAAAhCAAAQgAAEIQAACKRGgEJMSWKaFAAQgAAEIQAACEIAABCAAAQhAAAKVBCjEVBLhHAIQgAAEIAABCEAAAhCAAAQgAAEIpESAQkxKYJkWAhCAAAQgAAEIQAACEIAABCAAAQhUEqAQU0mEcwhAAAIQgAAEIAABCEAAAhCAAAQgkBIBCjEpgWVaCEAAAhCAAAQgAAEIQAACEIAABCBQSYBCTCURziEAAQhAAAIQgAAEIAABCEAAAhCAQEoEKMSkBJZpIQABCEAAAhCAAAQgAAEIQAACEIBAJYH/BwNutGmsXwC7AAAAAElFTkSuQmCC"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Binning_step1.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "attachments": {
-    "Binning_step2.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Binning_step2.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Bucketizing/Binning process objective: build dict of list of lists data structure\n",
-    "- Initialize an empty `dict`\n",
-    "- Iterate over every row in your dataset\n",
-    "    - Retrieve value of the column based on which you want to bucketize\n",
-    "    - Check if bucketizing column is already a key in your `dict`:\n",
-    "        - if no, insert a new key-value pair:\n",
-    "            - key: unique value of bucktizing column\n",
-    "            - value: initialize a new list, append current row as an item into the list, thereby creating a list of list data structure\n",
-    "        - if yes, append current row to the list of list data structure (value of the key).\n",
-    "\n",
-    "After this process, each row ends up in a bin, based on the value of the bucketize column.\n",
-    "Number of bins = number of unique values in the bucketize column\n",
-    "\n",
-    "Why bucketize data?\n",
-    "- A way to organize our data, without losing information in the process"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['Lecture',\n",
-       " 'Age',\n",
-       " 'Major',\n",
-       " 'Zip Code',\n",
-       " 'Latitude',\n",
-       " 'Longitude',\n",
-       " 'Pizza topping',\n",
-       " 'Pet preference',\n",
-       " 'Runner',\n",
-       " 'Sleep habit',\n",
-       " 'Procrastinator']"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Let's take another look at our 'cs220_survey_data.csv'\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's bucketize the data\n",
-    "buckets = dict() # Key: unique bucketize column value; Value: list of lists (rows having that unique column value)\n",
-    "\n",
-    "def bucketize(bucket_column):\n",
-    "    \"\"\"\n",
-    "    generates and returns bucketized data based on bucket_column\n",
-    "    \"\"\"\n",
-    "    # Key: unique bucketize column value; Value: list of lists (rows having that unique column value)\n",
-    "    buckets = dict()\n",
-    "    for row_idx in range(len(cs220_data)):\n",
-    "        col_value = cell(cs220_data, cs220_header, row_idx, bucket_column)\n",
-    "        if col_value not in buckets:\n",
-    "            buckets[col_value] = []\n",
-    "        buckets[col_value].append(cs220_data[row_idx])\n",
-    "        \n",
-    "    return buckets"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'LEC001': [['LEC001',\n",
-       "   '22',\n",
-       "   'Engineering: Biomedical',\n",
-       "   '53703',\n",
-       "   '43.073051',\n",
-       "   '-89.40123',\n",
-       "   'none (just cheese)',\n",
-       "   'neither',\n",
-       "   'No',\n",
-       "   'no preference',\n",
-       "   'Maybe'],\n",
-       "  ['LEC001',\n",
-       "   '',\n",
-       "   'Mathematics/AMEP',\n",
-       "   '53706',\n",
-       "   '31.230391',\n",
-       "   '121.473701',\n",
-       "   'basil/spinach',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'no preference',\n",
-       "   'Maybe'],\n",
-       "  ['LEC001',\n",
-       "   '20',\n",
-       "   'Economics (Mathematical Emphasis)',\n",
-       "   '53703',\n",
-       "   '48.86',\n",
-       "   '2.3522',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'early bird',\n",
-       "   'Yes'],\n",
-       "  ['LEC001',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53703',\n",
-       "   '24.7',\n",
-       "   '46.7',\n",
-       "   'mushroom',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'Maybe'],\n",
-       "  ['LEC001',\n",
-       "   '23',\n",
-       "   'Computer Science',\n",
-       "   '53711',\n",
-       "   '43.073929',\n",
-       "   '-89.385239',\n",
-       "   'sausage',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC001',\n",
-       "   '22',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53719',\n",
-       "   '43.073051',\n",
-       "   '-89.40123',\n",
-       "   'none (just cheese)',\n",
-       "   'cat',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC001',\n",
-       "   '18',\n",
-       "   'Computer Science',\n",
-       "   '53706',\n",
-       "   '26.2992',\n",
-       "   '87.2625',\n",
-       "   'mushroom',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'No'],\n",
-       "  ['LEC001',\n",
-       "   '24',\n",
-       "   'Business: Information Systems',\n",
-       "   '53703',\n",
-       "   '43.073051',\n",
-       "   '-89.40123',\n",
-       "   'macaroni/pasta',\n",
-       "   'cat',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'No'],\n",
-       "  ['LEC001',\n",
-       "   '',\n",
-       "   'Computer Science',\n",
-       "   '53715',\n",
-       "   '34.052235',\n",
-       "   '-118.243683',\n",
-       "   'green pepper',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC001',\n",
-       "   '26',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53703',\n",
-       "   '41.902782',\n",
-       "   '12.496365',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC001',\n",
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-       "   'Business: Actuarial',\n",
-       "   '53715',\n",
-       "   '43.073051',\n",
-       "   '-89.40123',\n",
-       "   'pineapple',\n",
-       "   'cat',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Business: Actuarial',\n",
-       "   '53715',\n",
-       "   '60.391262',\n",
-       "   '5.322054',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'early bird',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Data Science',\n",
-       "   '53715',\n",
-       "   '23.697809',\n",
-       "   '120.960518',\n",
-       "   'pepperoni',\n",
-       "   'cat',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Data Science',\n",
-       "   '53706',\n",
-       "   '40.712776',\n",
-       "   '74.005974',\n",
-       "   'pineapple',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '21',\n",
-       "   'Statistics',\n",
-       "   '53703',\n",
-       "   '31.230391',\n",
-       "   '121.473701',\n",
-       "   'pineapple',\n",
-       "   'cat',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53715',\n",
-       "   '65.68204',\n",
-       "   '-18.090534',\n",
-       "   'sausage',\n",
-       "   'cat',\n",
-       "   'No',\n",
-       "   'no preference',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Industrial',\n",
-       "   '53715',\n",
-       "   '41.73849',\n",
-       "   '-71.30418',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Computer Science',\n",
-       "   '53706',\n",
-       "   '40.744678',\n",
-       "   '-73.758072',\n",
-       "   'mushroom',\n",
-       "   'cat',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Undecided',\n",
-       "   '53706',\n",
-       "   '43.2967',\n",
-       "   '87.9876',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Data Science',\n",
-       "   '53706',\n",
-       "   '47.48',\n",
-       "   '-122.28',\n",
-       "   'basil/spinach',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'no preference',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '20',\n",
-       "   'Science: Physics',\n",
-       "   '53715',\n",
-       "   '64.963051',\n",
-       "   '-19.020836',\n",
-       "   'mushroom',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '21',\n",
-       "   'Languages',\n",
-       "   '53511',\n",
-       "   '39.952583',\n",
-       "   '-75.165222',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Industrial',\n",
-       "   '53703',\n",
-       "   '11.89',\n",
-       "   '-85',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53715',\n",
-       "   '33.873417',\n",
-       "   '-115.900993',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'early bird',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53715',\n",
-       "   '45.40857',\n",
-       "   '-91.73542',\n",
-       "   'sausage',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'no preference',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Engineering: Industrial',\n",
-       "   '53706',\n",
-       "   '20.798363',\n",
-       "   '-156.331924',\n",
-       "   'none (just cheese)',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Undecided',\n",
-       "   '53715',\n",
-       "   '43.041069',\n",
-       "   '-87.909416',\n",
-       "   'mushroom',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'no preference',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53706',\n",
-       "   '43',\n",
-       "   '-88.27',\n",
-       "   'Other',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '20',\n",
-       "   'Business: Other|Accounting',\n",
-       "   '53726',\n",
-       "   '43',\n",
-       "   '-89',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Data Science',\n",
-       "   '53562',\n",
-       "   '42.66544',\n",
-       "   '21.165319',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53706',\n",
-       "   '33.748997',\n",
-       "   '-84.387985',\n",
-       "   'mushroom',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Business: Actuarial',\n",
-       "   '53706',\n",
-       "   '39.299236',\n",
-       "   '-76.609383',\n",
-       "   'pineapple',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53706',\n",
-       "   '45.87128',\n",
-       "   '-89.711632',\n",
-       "   'pepperoni',\n",
-       "   'neither',\n",
-       "   'Yes',\n",
-       "   'no preference',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '',\n",
-       "   'Computer Science',\n",
-       "   '53703',\n",
-       "   '43.07',\n",
-       "   '-89.4',\n",
-       "   'pepperoni',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'no preference',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Industrial',\n",
-       "   '53703',\n",
-       "   '40.712776',\n",
-       "   '-74.005974',\n",
-       "   'basil/spinach',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Data Science',\n",
-       "   '53706',\n",
-       "   '40.712776',\n",
-       "   '-74.005974',\n",
-       "   'Other',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'No'],\n",
-       "  ['LEC003',\n",
-       "   '20',\n",
-       "   'Economics',\n",
-       "   '53703',\n",
-       "   '22.54',\n",
-       "   '114.05',\n",
-       "   'pineapple',\n",
-       "   'dog',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Data Science',\n",
-       "   '53706',\n",
-       "   '36.974117',\n",
-       "   '-122.030792',\n",
-       "   'pepperoni',\n",
-       "   'cat',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '18',\n",
-       "   'Mathematics/AMEP',\n",
-       "   '53706',\n",
-       "   '42.99571',\n",
-       "   '-90',\n",
-       "   'sausage',\n",
-       "   'dog',\n",
-       "   'Yes',\n",
-       "   'night owl',\n",
-       "   'Yes'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Industrial',\n",
-       "   '53715',\n",
-       "   '24.713552',\n",
-       "   '46.675297',\n",
-       "   'basil/spinach',\n",
-       "   'neither',\n",
-       "   'Yes',\n",
-       "   'early bird',\n",
-       "   'Maybe'],\n",
-       "  ['LEC003',\n",
-       "   '19',\n",
-       "   'Engineering: Mechanical',\n",
-       "   '53705',\n",
-       "   '46.589146',\n",
-       "   '-112.039108',\n",
-       "   'none (just cheese)',\n",
-       "   'cat',\n",
-       "   'No',\n",
-       "   'night owl',\n",
-       "   'Yes']]}"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sec_buckets = bucketize(\"Lecture\")\n",
-    "sec_buckets"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's convert the above code into a function called 'bucketize'."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "19.61"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def col_avg(data, header, col_name, min_bound, max_bound):\n",
-    "    \"\"\"\n",
-    "    data: list of list data structure representing rows\n",
-    "    col_name: name of the column for which we want to compute average\n",
-    "    min_bound, max_bound: bounds for the data (data cleaning)\n",
-    "    Returns average of that column.\n",
-    "    \"\"\"\n",
-    "    total = 0\n",
-    "    count = 0\n",
-    "    for row_idx in range(len(data)):\n",
-    "        col_data = cell(data, header, row_idx, col_name)\n",
-    "        if col_data != None:\n",
-    "            # handle bounds checking\n",
-    "            if col_data < min_bound or col_data > max_bound:\n",
-    "                continue\n",
-    "            total += col_data\n",
-    "            count += 1\n",
-    "    \n",
-    "    if count != 0:\n",
-    "        return round(total / count, 2)\n",
-    "    else:\n",
-    "        return 0\n",
-    "  \n",
-    "min_age = 0\n",
-    "max_age = 118\n",
-    "col_avg(cs220_data, cs220_header, \"Age\", min_age, max_age)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Average per bucket"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def avg_per_bucket(buckets, avg_col_name):\n",
-    "    \"\"\"\n",
-    "    Computes and returns column average per bucket\n",
-    "    \"\"\"\n",
-    "    averages = {} # Key: bucket column; Value: average for that bucket\n",
-    "    for bucket_name in buckets:\n",
-    "        bucket_rows = buckets[bucket_name]\n",
-    "        averages[bucket_name] = col_avg(bucket_rows, cs220_header, avg_col_name, min_age, max_age)\n",
-    "    return averages"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "scrolled": false
-   },
-   "source": [
-    "### What is the average student age per lecture?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'LEC001': 20.05,\n",
-       " 'LEC006': 18.63,\n",
-       " 'LEC004': 19.99,\n",
-       " 'LEC005': 19.42,\n",
-       " 'LEC002': 19.68,\n",
-       " 'LEC003': 19.14}"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "avg_per_bucket(sec_buckets, \"Age\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the average student age in each major?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'Engineering: Biomedical': 19.05,\n",
-       " 'Undecided': 18.22,\n",
-       " 'Engineering: Industrial': 18.86,\n",
-       " 'Engineering: Other|Engineering: Computer': 18.0,\n",
-       " 'Data Science': 19.09,\n",
-       " 'Mathematics/AMEP': 20.91,\n",
-       " 'Engineering: Other': 20.08,\n",
-       " 'Economics': 20.77,\n",
-       " 'Psychology': 20.57,\n",
-       " 'Science: Biology/Life': 20.22,\n",
-       " 'Engineering: Mechanical': 19.11,\n",
-       " 'Economics (Mathematical Emphasis)': 20.14,\n",
-       " 'Computer Science': 19.06,\n",
-       " 'Science: Other|Political Science': 21.0,\n",
-       " 'Business: Other': 21.12,\n",
-       " 'Business: Other|Real Estate': 19.5,\n",
-       " 'Engineering: Other|Engineering Physics: Scientific Computing': 20.0,\n",
-       " 'Business: Finance': 19.57,\n",
-       " 'Business: Information Systems': 20.29,\n",
-       " 'Statistics': 19.2,\n",
-       " 'Business: Actuarial': 19.24,\n",
-       " 'Science: Physics': 18.88,\n",
-       " 'Science: Other': 20.38,\n",
-       " 'Business: Other|Accounting': 20.5,\n",
-       " 'Business: Other|business analytics': 0,\n",
-       " 'Science: Other|animal sciences': 26.0,\n",
-       " 'Mathematics': 20.0,\n",
-       " 'Health Promotion and Health Equity': 20.5,\n",
-       " 'Art': 18.0,\n",
-       " 'Mathematics, Data Science': 21.0,\n",
-       " 'Science: Other|Science: Genetics and Genomics': 18.0,\n",
-       " 'Statistics (actuarial route)': 20.0,\n",
-       " 'Business: Other|Business: Accounting': 20.0,\n",
-       " 'Engineering: Other|Computer Engineering': 17.0,\n",
-       " 'Engineering: Other|Computer engineering': 0,\n",
-       " 'Engineering: Other|Material Science Engineering': 18.0,\n",
-       " 'Civil engineering - hydropower engineering': 0,\n",
-       " 'Science: Chemistry': 21.67,\n",
-       " 'Communication arts': 18.0,\n",
-       " 'Business andministration': 20.0,\n",
-       " 'Education': 19.5,\n",
-       " 'Pre-business': 18.0,\n",
-       " 'Science: Other|Environmental Science': 20.25,\n",
-       " 'History': 19.0,\n",
-       " 'Information science': 19.5,\n",
-       " 'consumer behavior and marketplace studies': 22.0,\n",
-       " 'Conservation Biology': 20.0,\n",
-       " 'Engineering: Other|Chemical Engineering': 22.0,\n",
-       " 'Science: Other|Biophysics PhD': 25.0,\n",
-       " 'Business: Other|Technology Strategy/ Product Management': 29.0,\n",
-       " 'Political Science': 19.33,\n",
-       " 'Graphic Design': 18.0,\n",
-       " 'Business: Other|Marketing': 20.0,\n",
-       " 'Cartography and GIS': 20.0,\n",
-       " 'Sociology': 20.5,\n",
-       " 'Business: Other|Consumer Behavior and Marketplace Studies': 20.0,\n",
-       " 'Atmospheric Sciences': 18.0,\n",
-       " 'Languages': 27.25,\n",
-       " 'Engineering Mechanics (Aerospace Engineering)': 18.0,\n",
-       " 'Science: Other|Psychology': 21.5,\n",
-       " 'Engineering: Other|Civil and Environmental Engineering': 24.0,\n",
-       " 'International Studies': 20.5,\n",
-       " 'Agricultural and Applied Economics': 20.0,\n",
-       " 'Business: Other|MHR': 21.0,\n",
-       " 'Medicine': 25.0,\n",
-       " 'Science: Other|Personal Finance': 21.0,\n",
-       " 'Environmental science': 18.0,\n",
-       " 'Geoscience': 31.0,\n",
-       " 'Business: Other|accounting': 19.0,\n",
-       " 'Design Studies': 32.0,\n",
-       " 'Science: Other|Environmetal Science': 0,\n",
-       " 'Science: Other|Atmospheric and Oceanic Sciences (AOS)': 20.0,\n",
-       " 'Business: Other|Business Analytics': 23.0,\n",
-       " 'Journalism': 19.0,\n",
-       " 'Science: Other|Politcal Science': 19.0,\n",
-       " 'Communication Sciences and Disorder': 32.0,\n",
-       " 'Science: Other|Geoscience': 25.0,\n",
-       " 'Science: Other|Atmospheric and oceanic science': 22.0,\n",
-       " 'Engineering: Other|Engineering Mechanics': 18.0,\n",
-       " 'Pre-Business': 19.0,\n",
-       " 'Industrial Engineering': 19.0,\n",
-       " 'Mechanical Engineering': 0,\n",
-       " 'Science: Other|Environmental science': 21.0,\n",
-       " 'Life Sciences Communication': 30.0,\n",
-       " 'Science: Other|Atmospheric and Oceanic Sciences': 19.0,\n",
-       " 'Rehabilitation Psychology': 19.0,\n",
-       " 'Accounting': 20.0,\n",
-       " 'Engineering: Other|Civil- Intelligent Transportation System': 37.0,\n",
-       " 'Science: Other|Animal and Dairy Science': 26.0,\n",
-       " 'Interior Architecture': 19.0,\n",
-       " 'Science: Other|Atmospheric & Oceanic Sciences': 20.0,\n",
-       " 'Computer Science and Statistics': 18.0,\n",
-       " 'Business analytics': 0,\n",
-       " 'Legal Studies': 20.0,\n",
-       " 'Journalism: Strategic Comm./Advertising': 20.0,\n",
-       " 'Master of Public Affairs': 26.0,\n",
-       " 'Environment & Resources': 27.0,\n",
-       " 'Environmental Studies': 18.0}"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "major_buckets = bucketize(\"Major\")\n",
-    "avg_per_bucket(major_buckets, \"Age\")"
-   ]
-  },
-  {
-   "attachments": {
-    "table_rep.png": {
-     "image/png": 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IZpdWo3a5Tq5uvJ6PvoWBgiGnEcLovfEzkyum+WbR5k4WKpZslitWb6zv2dTa5tsl2Qc6ODrqO8k7C7iQXLGuy24f3Uc8uj3veNXvPOt9bNchn2Rfqh+F7OvvEeAUaB9kE2xJsQwxC9UMkw0XiGDZTROJiFyN+kH9Gb0Wi44jxgslaOxxSoxOKkxu2TuVQrOfL1UmTfuATbrfwfiMw4cqM9uyhrO/5zIfVjhinxdx9HB+XcGjY++OrxdyFikX250MLTlYeuZU8+nespkzv84xl0uc166wu0CujK06VF0M73PddXOXiJcV6x2vRF3Nu1bX0Hl95MaXJkwzx03JWxq3LVrc7gS2xrSl3E1tP9Bx8F5G56H7mQ+yH+Y+Otx1+PHhJ4e7c5/mPMvqOdSb3pfav/d53F9RA7sHI1/EDCW9PDh87FX5SMPrB6Mv33waB2+JE4Lv5Cd1psyn/WbOvv/0UXk26VPr51/zmgtxXy5/fbfIvmT5PeVHw8/pFe5Vh7XsX53b82+M0EfuQH5GtaMPYRyx4tgF3E18BsGBhptmlPY8XTi9OgOCoZ0xncmCyEDsJR1ltmVhYHnKms1mwg6xN3NEcApxDnHlcOtwf+Ip5TXj/cZXxm/G/1nguKCG4IjQXmF+4VYRb5FV0WIxJbFu8QDxVYljklKSbVKOUlPSqTIiMkOyuTsMdnyTq5L3VKBTaFOMVBJQ6ldOU1FQGVfNU9NW+6ReqmGusah5Xste65d2nY67Llb3hh5Zn6h/1yDSkN+w1yjNWMl42qTE1Ba+d9w2j7KQsnhnWWblYc1q/dymwNbBjmQ3aH/SwdtR2PGD01XnRBdjVwbXYbdK92gPA09az0GvMzuDvRW8V3bd98n39fKT8Fsid/ofC/ANVAxCBQ0G11JSQpxCpcPQYW/Cb0UU746PdI3SoPJGo6JnYwZi2+Pq48sS8vakJsYnhSb77925zy3Fab9Dqn2a/QGHdKeD7hk7DwVkhmZFZ6fkZOYWHC47UpPXePRefl/B6LHPJ1CFEkVexUdP3i9ZOSV72q/sxJnHZ1fLFc4HVJRc6KlCVWvVxNfW1328JHk5pL72ytw1lYb917sbOZrCmjtv8d1OaXnbatXW0i7fcbFT6v7VhwaPhh8ndPM97e053Of0XHQADH4cejf84TV4IzK+a6J2Cj2T+BF8qpgnf9VdUvvpvFq8Mf9b3/s2CkYFgBOHANj4nuNQA0DuRQDE9gDABueednQAOKkDhIApgBY7AGSh/ef8gODEkwBIgAdIAjVgBueXYXBOWQTqQReYAGsQO6QMOULR0AmoGXoN53zSCBdEKqIeMYpkQBog45GXkFNwluaFKkW9gjMxH/QF9CeMCiYV8wzLgw3HtuFIOAquHc+Jj8X3ExQJRYRVGjLNU1p12mo6drpcegR9Ev13hliGJcZEJogpm8hKrCCpkXqZQ1iwLBdYjVmn2DLZpdh7OWI4OThbufy5abiv8XjwInkv8XnCGUGfQJ6grRCT0HPhIhFPUQHRKbGL4tESGpKQZJdUvrQnHJ3zsv07WuQq5QsU9ilSlByVNVT4VCHVMbUW9eMaIZraWvRaI9o1OjG6uno4vT79BoPrhk1Gt4xbTe6Zdpn1mA9ajFpOWy1Yr9ji7FjtRR3UHK2cyM7JLsWurW4zHiRPfa/IneXeAz4EX32/JHKz//dAtaCk4PYQQqhzWEX44m6zyLKouWitmJzY0XilhKN7FpJckx/s005pTbVMm0jPytDOBFl9OVcOn8oryDc7hjx+vzC/OKDE8JR0meBZkXKlCpvKqOrS2ieXQL3qVZsG9xvBTck3T9y+dqe/bamDt9PsQcyjs4+fda/1yPTtfH5k4O4QaZg8cml0dpx7Qm1Sb1r+Pf2HF7NHPu+Ya18w+9L5TWGxZGn5h/3PC8sLqxprKb/ubu4fW/NPhOdfAqgCE+AKQsA+cBzUgU4wCn5AJEgOsoEioKNQA/QSARAScJafhriKeAvn8VbIdGQbcgWljTqA6kazowPRjRg8xhvTiGXEhmGf4KRxebhFvBf+AUGWUESDpImiGad1pn1MZ0jXSq9FfwfOYh8x2jOOwnnqOvE4SZb0lDkCzjybWX3ZaNia2QM5WDkecu7hkuYa5y7iseXF8Xbw7ec3EMAIPBUsFPIVlhVeFekWLROLEjeW4JL4IvlY6rx0ioynrOYOCTl2ebz8qsKc4oTSC+XHKrdVL6qVqB/SoGp6ahlqS+ow6izqDuu16tcbXDVsMGoyvm3SZtpp9ti81+KF5RuraesFmxU7nD2rg5ijupO1s7/LXtcSt5vuwx5rXoI7Lbxjdp316fGDyCr+EQE1gVPBopSQkKuhy+GmEYW7Z6K0qHuj22JRcVbxRQlTiepJR5Kn9xmnVKfSp+05MA3vJ72ZFlkPc8xyu4845I3lpxzjPX63MLCY/mRzqf9pUtmDs3vLVc5/uXC1KrZGqw5zceDyhSvJ17yuqzTSN03cvH77wB2bNva74x01ndQHWo+wXYNPap7u7/Hq03kuMsA0+GjI+eXkq8TXzKPXxpzGVyeqJ92nGWa6PmTOWn5mnHuxcPZryKLKd8SPnuXS1aBfitvzjwQYQLu5A4gDFTgC3EA4OAjOgNtgGF7/gpAFFAtVQIMIGoQRvPI7kDikPfIM8gvKAlWFxqOp6DcYJ3i122AHcGTcT3whQZ0wSXOSVo92hC6Jnp++iyGeUZJxgukM0Y8kQfrO/JCljDWJzZNdj0OKk52LhhvBvcqzzLvKDwSw8A2UR1hWRFvUQSxIfL/ESckbcN49L8u4Q0HOVX6fQoVij9KKioSqu1qBer8ms5a7doXOnJ62/mGDN0aKxjkm42Za5oUWX6zsrC/Z0tqF2T92lHTKcf7gauFW64H3pHg99BbdddBn0s+QXBmADPQPukcRDckInQm3iqiPZIlKoI7FGMVejmdP2LfnY5IbvE5VUqpSOdKOpKMOJmd8yfTIupq9nut0uOrI8lHH/MvHCMcpJx4USRXnnpwrdT11p0z0TD689/uf776gWVlVzVSTWDt10fFSS73olbyrSw3e1x80yjQdbZ6/ZX/78h1Ca2BbazuxI+Be433UA7uHpY8mHks8oXRXPh3v4ey17zvYf/352wHCoNwLhyHqyyPDNa/ujQy8nhpdeLM6Dr3FTmDeYSbB5PLUp+nRmafvmz+Uf8ycjfhk/VlqDjv3Zr55IeuLx1eJr1++tSymLRl9x3zv/JHyU/PnwvKFFY9VwmrjGvkX3a9r6+4b8x8dqKiweXxAtAYAoEfX17+KAoAtAGAtf319pXx9fe08nGyMAHA3bOs/pM2zhhGAs1wbqO/K4r/+y/kfiazUoRVG4s8AAAGdaVRYdFhNTDpjb20uYWRvYmUueG1wAAAAAAA8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIiB4OnhtcHRrPSJYTVAgQ29yZSA1LjQuMCI+CiAgIDxyZGY6UkRGIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+CiAgICAgIDxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSIiCiAgICAgICAgICAgIHhtbG5zOmV4aWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vZXhpZi8xLjAvIj4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPjY2NTwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj40OTE8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4K+/VJzQAAQABJREFUeAHsnQncTNUbx58XUdotUSFtkhRJ2ogoJMmSFklo0/IvCqn+bSoVStoTpSSlJJUUkRAtQmXL3xZlCSFLCOf//M64M3fmnXnfeeed5c7M7/l8Zu5yzj3nOd9z79xnzvKcHKMiFBIgARIgARIgARIgARKII4EicUyLSZEACZAACZAACZAACZCAJUAjkzcCCZAACZAACZAACZBA3AnQyIw7UiZIAiRAAiRAAiRAAiRAI5P3AAmQAAmQAAmQAAmQQNwJ0MiMO1ImSAIkQAIkQAIkQAIkQCOT9wAJkAAJkAAJkAAJkEDcCdDIjDtSJkgCJEACJEACJEACJEAjk/cACZAACZAACZAACZBA3AnQyIw7UiZIAiRAAiRAAiRAAiRAI5P3AAmQAAmQAAmQAAmQQNwJ0MiMO1ImSAIkQAIkQAIkQAIkQCOT9wAJkAAJkAAJkAAJkEDcCdDIjDtSJkgCJEACJEACJEACJEAjk/cACZAACZAACZAACZBA3AnQyIw7UiZIAiRAAiRAAiRAAiRAI5P3AAmQAAmQAAmQAAmQQNwJ0MiMO1ImSAIkQAIkQAIkQAIkQCOT9wAJkAAJkAAJkAAJkEDcCdDIjDtSJkgCJEACJEACJEACJEAjk/cACZAACZAACZAACZBA3AnQyIw7UiZIAiRAAiRAAiRAAiRAI5P3AAmQAAmQAAmQAAmQQNwJ0MiMO1ImSAIkQAIkQAIkQAIkUCydESxYsEC2b98etyKceuqpUrx48UKl988//8j8+fP9aZQoUUKqV6/uP452Z+/evTJnzhwxxthLihQpIjVr1pScnJxok4hLvCVLlsimTZsipgVexx13nBx44IER4zCABEiABEiABEgg+wjkqBHjs2LSsOwVK1aU33//PW6af/fdd1KnTp1CpTdx4kS58MIL/WnA+Nq6dav/ONodGHcnnHBCUPR169ZJmTJlgs4l+uCcc86Rb7/9Ns9sYPgeffTR0rhxY3n00UflqKOOyjM+A0kg3gR27Nghw4cPlwkTJkjz5s3lyiuvlP322y/e2TA9EiABEiCBAhBgd3kBYDFqeAL4nwJj//XXX5cqVarI4MGDw0fkWRJIEIF+/frJDTfcIO+9955ce+218sorryQoJyZLAiRAAiQQLQEamdGSYryoCGzbtk1uueUWmT59elTxGYkE4kEArZhueeedd9yH3CcBEiABEkgBgbQek/nAAw/Ixo0bw2Jbu3atDBgwICjsoosukkaNGgWdcx9gbCElbwLlypWTRx55xEb67bff5IsvvpDZs2f7x44iYPfu3XLNNdfIsmXL8k6MoWlLAOOh77zzThk/fnzCyxBNXueff778+uuvfl3OO+88/z53SIAESIAEUkMgrY3Mm266KSK1pUuXhjUye/ToEfEaBuRPoHz58nLzzTf7I/bp00dgbGLs5urVq/3nly9fbo3MY4891n+OO5lBAH8e8IcN4yATLdHmdf/998tff/0lY8eOlVatWsldd92VaNWYPgmQAAmQQD4E2F2eDyAG50/gmGOOkdtuuy1XxFmzZuU6xxPpTWDVqlV2Ytsff/yR8IIUJC/cgx988IH1NoGuck4+S3j1MAMSIAESyJdAWrdk5lu6OEXYuXOnLF68WOCeCC15eIHBpVBBBS9mtPqVKlVKKleuLPvvv39Bk8gzPlqW/ve//9mu66pVqxbaHVOemYUEHnrooSFnRP7+++9c58KdiJfemMWPWfmom5NPPlmKFYv99kYLGlw3IZ386gn1ig8MHQwniFbAB/n8+++/cuSRR9pPtPdVvJhBVwwtWbFihXVFVbp06Yjqb9iwwXoQQC9BLOLkg2sxQSzcPeOkG2teBXHxBYaot/Xr11sXXBUqVJDDDjvMUSGmrVNGDL3Ji2VMifMiEiABEkg3AnBhlImixgZcMwV9+vbtG3VRtevNaNe6Of74403RokWD0lHfkKZjx45GDbpc6X355ZdBcaFD7969jb5wgs6rexXTrl07s3Dhwlxp4IQatUHxkY66MMoVVw0Um74aQ0F6In31z2leffXVXNcU5MTZZ58dpEeNGjXCXt6kSZOgeNB38uTJYePiZGH0Rl5q+Pk/4FivXr2g/FFHp59+uhk5cmRYHaZOneq/HmnpnwcbTw0oo+P5/Gkhne7duxv9gxGUzk8//WTUZZPRPwz+uChz2bJlTevWrY0abUHxnQP1f2reffddWzeI7/6ULFnSdOjQwUC3cBIrs3BlhR461MHocIYgHdQ4MuPGjcuV/ebNm03t2rWD4kJ3dz1gXw3toGt1zKZp0KCBUYMy17Xqosu89tpr9l5wXxRLXjp0JkgXPLuRZNSoUaZZs2ZG/4Tk0qlatWrmiSeeMPoHI+zl8WAZNmGeJAESIIEMJIBWr4yUwhiZQ4cONYcffniuF5DbIMD+IYccYhYtWhTEL5yRGXqd+1hbvqxBGZSIHkRjZKrTd3PGGWfkq+ell15qtGUoNIuojvMzMleuXGmuv/76XDrA2NKZ5mHzKKzedevWzZWfm2no/nXXXWe0lTNIl9B6Un+mRlu0zIknnhg27c6dO9vrYZw9/vjjBsZnaD7uY20RM+pOJyhPHOhkmTyvQxow9EKlMMxCy6qtfaZt27Z56uH+c6ILHhidWJNnfKfsMLohYKnjNqO6Rr0R+IsbS164uH379kF56fANf5rODv6kXXbZZUHxHL1Dt5UqVTJff/21c6l/W1iW/oS4QwIkQAJZQIBGZphKbtmyZVQvIryY8PJ1S+hLKPTlFe4YRoVOmnEnk6+RiZcxrgtNDy9HtBBpt2tQGFrIYpFQIxP5abei/YRrnXL0GThwYNjs4qF3QY1M6NStW7cgfULrCUYmGDn6h26dFlH1v5grDlogTznllFytdWhN1hnP/nx1Fn6ua5EvWlHd+YUamYVlFlpWd16R9mEk//nnn1b3//73v0H6RboG5x0jU1erivoaXDdp0qSY88KF+RmZOuTF6OS0Aul0wAEHmB9//NHq5XwVlqWTDrckQAIkkA0ECj6wUN8I2SIHHXSQ3H777TJixAjR7lHrbBxj9NyCVYIwpi4vwfjIjz76SDCRYebMmXLVVVcFRccYN21ZCjqX3wHcCLnHxmnLq3UngzGfGJcJvdzjA4cNGyY//PBDfslGFQ7H6/hot2bY+Pfee6/ccccdYcMSoTfGMcIRN1wpYezsm2++ace9uhV4/vnnZd68ee5TQfvw7wlGjqix7h93i3G4+sdD1qxZI/fcc48TxW61q97W69y5c0WNMusj1ImA+8I9y/mzzz5zguxWhx7YcZ+YlY+xfEOGDBFtSQ2Kg4NEMEO6DRs2lE8//VR0yIZoSy1O+QXjUeHYHAJ3VLh/77vvPn84dtQIs+cR5nx0KEBQHByce+65okNVZNq0aaJDKKRr16654iAMUti8ciW878SDDz4oM2bMCArGMq3QB/cxloJFXbnHdGIM9uWXX25dcgVdGOYgWpZhLuUpEiABEshcAplqSRemuxwtmbqOedjxkhhPp3dD0Add246EtnSgNUQnGDjB/m24Lmb1B+gPz6u7HOPFQseT6Wo7/mudHX2xBul5xRVXOEFRb8O1ZIaW330cbjyfk1m89A5tyVQjzMnCvwVLtCS6dXO35obWkxMPrV3omoZgfOYll1xi1B+rPcY4Pycetjp5JVfd6mQeg9ZJdzwnvYcffjjovP6JMWrYGnTBO6I+Ro3+GXAO7djAwtZ1uLJefPHFQbrjHoU+br1Du5w///zzoHCMM44kaMnEWObHHnssqHxOfIwhdueFlki3FCQvXJdXSyaGSqBl1p0fnu/QcbZI55lnngmKh2vef/99BFmJF0snPW5JgARIIJMJxD79Vn99M1XQ0oI1zNFS4xasHY4WnlBRIyH0lP8YrWwlSpTwHzs7Oq7Ptpzt2rXLOWVbItHqmZ+gRQ4Oz92CtcO/+eYb9yk7g9d9Ak6tCys6FlF0Qo2dxY1ZuaGC1iC0xumEqdAg25KYCL21uzpXXuCIVka0ajqC1sa8BDO8P/zwQ+tBAPHg4xMtfY6o4eTs2u1JJ51kW6aDTuqBTh4JajUGd7SAo+XSLZgNjyUQn376adHJJtK0aVNRw0x0go0/WiLqWifoyOjRo4PuS9yjWHse5XcEreKxCrwn6CQZ6z/VnQaele+//150zK6478e8niH39bHsT5w4MddzC97gECrouXj22WftbHsnDK6R0KIZTpLBMly+PEcCJEAC6UCARmaYWqpfv77/LFycvP322/aljO7meL0M0ZUNQ8z9okUXdDQSrttXZ1zneym6kvUfU1CXYL4XhUSAsfTtt99aDuh+1NZR213sREN5tPXPdl2HGunJ1hurwLiNTKwIk1f5taXRb2A65XFvQ/X/5JNPBJ/8BMMXIC1atLB/XmBkuQXGq7YsSvPmzeWNN96QMmXK+IND80RAYesahmy4Pz4wgt1GZmHudbgngoN+yJ49e+wfKAw70ZZu6zLIBiTpa5m6iQoVnfEeesoea+u3NfLh0smRcNc7Yclg6eTFLQmQAAmkGwGOyYxQY3ix6Kxswdi8Xr162TGOhXnphsvGbUwgPFq/ku4XYLh0I53DGDOM/YuHoIUWS/dp92GQUYS0YczBYAuVZOuNsZRuwbjLSMuQIp77z4X7OuyjBRZjamMRx0gBMyzDGclIRKspxgm6W6STzSyW8kW6Bga9TpQS+J9Ul0G25T5c63ek6+N1Hj0QboEhqUMa3KeC9t1jmREQen1QZB6QAAmQAAlEJMCWzDBopk+fbrsOYZQ4gi5ZHfdlu2AjtYI4caPdhrZc6qzwqC4Nt1Qjuv/yE0xqULdL+UUrUDhaNnU8qG2lc1+os8ulS5cutsvZOZ9svTFRxy1wzh7J2Ta6PdH9HUlwbcWKFUVdNvmjwMhG62N+om6m/FGQv443tC3jmEiDSTduQcs5JhmhRRh/QpLNzK1LYffbtGljy+lOB0b0rbfeaocTqI9Md1DC9o844oigtDEhC892JEMz9M9E6PVBifGABEiABEggIgEamWHQ6KQc+xJygtCNqC5s7BjHaFsbnWsjbbEyTWgrFcbyRSM6aSFXNLQUnXbaabnOJ+MEWnzRFfzxxx/7s8MqSVhPGkv8OZJsvTFz2C15rdSEbs/8BPq7jUwYH2jljkWwvrb6bBTMxlYXQXblHycdtPZhHCCM9GQzc3SIZhs6vtZ9DcqFcZ+OoBUX45AxOx9/dtzDRJw4eW3zyiuv6xCG8aGhgnsDwzpCBWOk4QHCLepg3n3IfRIgARIggSgJsLs8BBTcyYS2Lj333HO5JtGEXFbgQxgWGKvmCF684QwKJ9y9VZ+Mgi4/t2Dt8LxexHhxRnIr5E4n1v1+/frlWsYRhsYvv/ziTzKZeqt/Qxk+fLg/b+yEMyqCIuRzgFY4t8BtD8YYRhIMT0ALM4YUQDCMwO1GB4YXJieBkXuyD+I64ziTyQz55iWhLX9w/YNWf7c496D6vXSfFvVSYA1yt4ugoAghBwXJK+TSXIeNGjWSgw8+OOi8egwQ96Q7J/CFF16wS006x9jiDwGFBEiABEig4ARoZIYwc7dUOUHuMVm6JJ1z2r9F19vPP/9sZ836T+7bQdccWkHhwxHrMWPyELoRYYC5RZfFs92x7nOR9tF1DyPVLfAzCF99GM/nGK8Yf6irllhDBrPlw+nuTqMw+1iLGr4q3YIxeW49E6U3JpRgPKM6LbeTSnTFJrnggguCJmmhuztUP7eu0ezD64C76xTlw8QntNDpMqQ2CbDHnxRdMcf+MUGXuDMmE61n8BmJbnbUP2ZvY5wvWrRDxypifXtIopjZxAv4haERoYKub/gXxX2my6faexiGZ+hz5PapimEM7nGnSBPPEJ4VZ6JWQfIK1Sn0GAZrqB9QPI+YGIZJWGh1Rx3Bv6u6qQq6HF4bdJnQoHM8IAESIAESiJKAvigzUmL1k6mGmdHWliBfefqSMurCxJx11llB5xWxPYa/QG2VMlgbPZwfPSdepK2O9TPwr+iWvPxkIp6+kCMuKQn/kFjWMTQ/7S52ZxHVfqifTB06EPE6rFoEVqH5auud/5p46B3qJzM0v9Bj1I22avp1wE5oPUHvaERnX+cqn5MfliLVsZ25wgcNGmSTDrdaEHRzrndvsTqQI4VlFm1Z4W/UrQPW9w4VrAfvjhNuf8qUKUYN8lzxcO/AV2u4JVt1uIJdLUiNan+W0eaFC/Lyk4lwrJqkLdG5dAqnv3MOS4eqwYzL/RJPlv5EuUMCJEACGUqALZn6RnELJmboWtfuU7aVBWPksIpOOEELZawzz9FNila40O68cPm4z6FlDu5m4NswVNAi5G59RTi6ZuEmJ5GC2dzuFW6cvHS9bus6CMep0Pvll1+2rbmOPoXZousUM6bhoidU0HKsTs2DTmM8X/Xq1YPOuQ/C3Tf/+c9/7CxzJ14qmDl5h24HDx6ca1hEaBwco2UerbBuwapZaNUPN8MfLcBOa7BzTbR5OfHz2sKdFoY26HrqeUXzh2H87tixY/1umPwB3CEBEiABEoieQIYaz0a7InO1WgwYMCCq4mrXnbnxxhuDWjTR0qIGnV2NBS2WStj/QcsMVtdRY9PoOC8zYcIEu1a2zlb2x3HHRwsJ1rrW8V9GX65hdVq+fHnQtWhd1Zdw2Lg6uca20qjvw6BrkCfWxdauwqA1tMMmEuFkvXr1gtLUmdIRYvpOb9myxa5r7i4v9tWQznVdrHqHtmSqIWdbwULzxOo9+ucgV744od27QeXCijAFEZ2BbNSRulEH7kHpQAe0ZtaqVcuoz0t7Pzjpape4XVEGLWrhWjCx7rwuLRnxnkA6sTCLtqx9+vQJKotO5nJUD9qilTXcOuB4DrCSFVq0IWj1Q92460XdA5knn3zS6Cx6g5Z1d5h6bbDPjjuzaPPq1KlTUFpoSQ0natQb9XtrdDhF0PPt6KG+aw1adPEsh5N4swyXB8+RAAmQQKYQyEFB9AeWEoYAxsnBGTZarTBGzO3AGutUYwUZjNmC66FIs5Mx3gu+KTEODTPTMdMVbmkixQ+jRtSn0BqE9cwx1g+r1yCf0NakqBNLYsSC6q2Gr10H21ERk47QWoqywy0U6gucQ/2QOvHjvUXLHGZLo1XyuOOOs+zzm+CCSSfQFWMXMYkL14X69cxLz4IyyyutWMMwznLRokWClYvgTxattmh1dQsmAmHCE54XuIhCC6EjmBiFMcpoZccEJzVSnaBc22jyynVRPifwPII/JvvhnoGLqoLUQT7JM5gESIAEsp4AjcysvwXSD0A4I7N79+7pVxBqTAIkQAIkQAIZTIBjMjO4clk0EiABEiABEiABEkgVARqZqSLPfEmABEiABEiABEgggwnQyMzgymXRSIAESIAESIAESCBVBGhkpoo88yUBEiABEiABEiCBDCZAIzODK5dFIwESIAESIAESIIFUEeDs8lSRZ74xE/jqq69E/VT6r8eSmSeeeKL/mDskQAIkQAIkQAKpJ0AjM/V1QA1IgARIgARIgARIIOMIsLs846qUBSIBEiABEiABEiCB1BOgkZn6OqAGJEACJEACJEACJJBxBGhkZlyVskAkQAIkQAIkQAIkkHoCNDJTXwfUgARIgARIgARIgAQyjgCNzIyrUhaIBEiABEiABEiABFJPgEZm6uuAGpAACZAACZAACZBAxhGgkZlxVcoCkQAJkAAJkAAJkEDqCdDITH0dUAMSIAESIAESIAESyDgCNDIzrkpZIBIgARIgARIgARJIPQEamamvA2pAAiRAAiRAAiRAAhlHgEZmxlUpC0QCJEACJEACJEACqSdAIzP1dUANSIAESIAESIAESCDjCNDIzLgqZYFIgARIgARIgARIIPUEaGSmvg6oAQmQAAmQAAmQAAlkHAEamRlXpSwQCZAACZAACZAACaSeAI3M1NcBNSABEiABEiABEiCBjCNAIzPjqpQFIgESIAESIAESIIHUE6CRmfo6oAYkQAIkQAIkQAIkkHEEaGRmXJWyQCRAAiRAAiRAAiSQegI0MlNfB9SABEiABEiABEiABDKOAI3MjKtSFogESIAESIAESIAEUk+ARmbq64AakAAJkAAJkAAJkEDGEaCRmXFVygKRAAmQAAmQAAmQQOoJ0MhMfR1QAxIgARIgARIgARLIOAI0MjOuSlkgEiABEiABEiABEkg9ARqZqa8DakACJEACJEACJEACGUeARmbGVSkLRAIkQAIkQAIkQAKpJ0AjM/V1QA1IgARIgARIgARIIOMI0MjMuCplgUiABEiABEiABEgg9QRoZKa+DqgBCZAACZAACZAACWQcARqZGVelLBAJkAAJkAAJkAAJpJ4AjczU1wE1IAESIAESIAESIIGMI0AjM+OqlAUiARIgARIgARIggdQToJGZ+jqgBiRAAiRAAiRAAiSQcQRoZGZclbJAJEACJEACJEACJJB6AjQyU18H1IAESIAESIAESIAEMo4AjcyMq1IWiARIgARIgARIgARST4BGZurrgBqQAAmQAAmQAAmQQMYRoJGZcVXKApEACZAACZAACZBA6gnQyEx9HVADEiABEiABEiABEsg4AjQyM65KWSASIAESIAESIAESSD0BGpmprwNqQAIkQAIkQAIkQAIZR4BGZsZVKQtEAiRAAiRAAiRAAqknQCMz9XVADUiABEiABEiABEgg4wjQyMy4KmWBSIAESIAESIAESCD1BGhkpr4OqAEJkAAJkAAJkAAJZBwBGpkZV6UsEAmQAAmQAAmQAAmkngCNzNTXATUgARIgARIgARIggYwjQCMz46qUBSIBEiABEiABEiCB1BOgkZn6OqAGJEACJEACJEACJJBxBGhkZlyVskAkQAIkQAIkQAIkkHoCNDJTXwfUgARIgARIgARIgAQyjgCNzIyrUhaIBEiABEiABEiABFJPgEZm6uuAGpAACZAACZAACZBAxhGgkZlxVcoCkQAJkAAJkAAJkEDqCdDITH0dUAMSIAESIAESIAESyDgCNDIzrkpZIBIgARIgARIgARJIPQEamamvA2pAAllLwBgj+FCSR4DMk8eaOZFAthOgkZntdwDLTwIpJNCyZUv5+OOPU6hB9mU9ZswYadWqVfYVnCUmARJIOoFiSc+RGZIACZDAPgI9e/aUypUrk0cSCZx55plStmzZJObIrEiABLKVAFsys7XmWW4S8AABdpWnphLIPTXcmSsJZBsBGpnZVuMsLwl4iEC/fv1k5syZHtIo81X54YcfpH///plfUJaQBEgg5QRy9B8tR92nvBqoAAmQAAmQAAmQAAlkFgG2ZGZWfbI0JJBWBJ566ilByxoleQS+//576du3b/IyZE4kQAJZS4BGZtZWPQtOAqknkJOTk3olslADcs/CSmeRSSAFBNhdngLozJIESIAESIAESIAEMp0AWzIzvYZZPhLwMIHLLrtM4LeRkjwCH330kcA/KYUESIAEEk2AfjITTZjpkwAJRCRAP5kR0SQsgH4yE4aWCZMACYQQoJEZAoSHJJAMAi+//LJs3brVOsVu1KiRvP/++7Jx40a55pprpGrVqn4V5s6dK+PHj5cVK1ZI8eLFpWnTplK/fn0pWrSo/PHHH/LOO+/YuHXr1pV///1XvvrqK9m+fbu0adNG6tSpI7/++quMHTvWpn3++efLRRdd5E977969dtINJoL89ttvUqtWLbnkkkvk0EMP9cdJ9E66OLf4/fffZcSIEX4c119/vZQqVUrGjRsnqCNIgwYNBAZcOki6cJ8xY4ZMmzbNIq1Xr56cffbZdh/Py/LlywVjS++++267TQfu1JEEso4AXBhRSIAEkktADRS4DjMHHnigcfZxjM8LL7xglXnggQfssXPe2Xbr1s2GT5w40R9+9NFH+/cRT41Q0717d7P//vsHnX/zzTfttWqQmnbt2gWF4brq1asbNV6TBqNFixZGu2+Tll+sGe3Zs8c0btzYz+vqq682CxYs8PPVPwZm8+bNsSaf1OtGjx5tdJhCUvOMNTP1oepnrgamTWb16tWmRIkS9ny6lCPW8vM6Ekh3ApLuBaD+JJCOBNyG5THHHGMuuOAC/8u0YcOGtkhXXnmlqVGjhnn22WfNyJEjTcWKFW0cGKYwaNxGJgxEbeE0xx9/vD8dnMMxXs7Yd+Ig8ccff9x/DsaottKZMmXK2HMdOnRIR6QJ13n9+vWmUqVKfm5HHnmk3T/kkEOswZlwBbI0A/ezMWfOHNOrVy9/HWhLZ5ZSYbFJID0IcOKPvnkpJJAqAuhy/e6772TSpEmirYhWDXQPasuZ3HjjjYKubHSRL1y4UHbs2GHDt23bJhs2bAhSGRNoJk+eLNpK5T+vBqbMnj1bpk6dKiVLlrTnFy9ebLdffvmlP95hhx1mu8ud9awRP1mSTn4yS5cuLR988IFoK5rFoy1qtpv2rbfeChrikCx2seaTbn4ye/To4S8q7hcMNYFg+IfTfe6PwB0SIAFPEeCYTE9VB5XJNgLazS3lypWzxcY+xvft2rVLdu/eLSeeeKI0adLEGo/aeikHH3xwRDxnnHGGDatcubI/TrVq1fzXaCuoHZ+JdCGrVq3yx3vkkUf8+/vtt59g/CEMWeSZaEk3f40Yc3nWWWfJlClTLJpixYqJtkQnGlPc008n7viThT9geDbc42K1RTPuXJggCZBAfAmwJTO+PJkaCcSNQJcuXayBecABB4iO/5OLL77Yn7ZjLPpP5LMTalSce+65/it0DKg1bGHcLlu2TD7++OOkGJhQALPL02WyDPR9+umn/QYmjjHZ6vLLLxcdvoDDtBBMCHO3DnpdaWdyj1tPHUYS9Dy4w7hPAiTgHQI0Mr1TF9SEBIIILF261B6j63zgwIHW+HMiNG/eXNauXescFnh78803+1s5sX/yySdLlSpVpEKFCnLrrbcWOL1YL0gnP5mYuX/PPffYoqKFuXXr1nZ/yZIl0qlTp1gRJP26dPSTqZPURMfA+lnhzwmFBEjA+wRoZHq/jqhhlhAoUiT4cbz//vvtWEq0MA4ePFh0QpA4cXTIt6Bru6DitGiiy3fChAk2TXTDY8wnjCV00SfTyISxULt27YIWI+nx16xZIzoRy46VxRjWIUOGyKuvvipHHHGE1QVjYZ977rmk6xVLhmg5TqeWTJQRLfd4DiDHHnusrQt7wC8SIAFPE+Cykp6uHiqX7QTQHQv/mY4xg25ZGJgwdOIl8JepM6et30eMMUymYJITjAaMR6UkhwD8q2JYBHyrpougJb9r165WXQzvuO2229JFdepJAllNgEZmVlc/C08CqSWA7vLOnTsLtpTkEEB3+dChQwXbdBD80YKnhJUrV9o/W3DCjnHKFBIgAe8ToJHp/TqihiRAAiSQtQR0AQHp2LGjLf9jjz0mGEZCIQESSA8CNDLTo56oJQlkJAH4PcRY03SaYZ7uFQE/mfCpmi6TZ+DrFcueQnCvqPP7dK8C6k8CWUMguQOwsgYrC0oCJBANAWciUjRxGSd+BNKJ++mnny74UEiABNKPAFsy06/OqHGCCAwbNszOuE5Q8kyWBEggiwk0btxY2rdvn8UEWPRsJMCWzGysdZY5LIGTTjrJztwOG8iTCSGg67Lb5QFr1aqVkPSZaG4CP/74o11q1JmtnTsGzySCAPzQUkgg2wiwJTPbapzlJQEPEfjmm28ES2HShVHyKgUujDBD+7zzzktepsyJBEggKwkEe3/OSgQsNAmQQKoIwOcnJfkEyD35zJkjCWQjARqZ2VjrLDMJeIRAv379ZObMmR7RJjvU+OGHH6R///7ZUViWkgRIIKUE2F2eUvzMnARIgARIgARIgAQykwBbMjOzXlkqEkgLAvCTiZY1SvIIwE9m3759k5chcyIBEshaAjQys7bqWXCvE4AT6lWrVuVSc/fu3TJ37lzBOubpLungrxG8MSM7r2591AfqK13GOqYD96VLl1qXYlhOMpysXbtWpkyZItu3bw8XzHMkQAJeIKA/ihQSIAGPEVixYoUpWrSoadKkSS7N9OWL2TLm3XffNTt37jRPP/200RnDueLxRHwIHHfccZY3mB9zzDFG1/z2J6wGjtFVaPzh5557rtm6das/nDsFJ6BrlZtWrVr5mapBbHQpyaCEcM/jPOpEVwAy2hoeFM4DEiABbxBgS6YXLH3qQAIhBF5++WXZs2ePfPHFFzJv3ryQ0MDhkiVL5O6775bx48cHTqbR3mWXXSZjxozxtMbt2rWTDz/8UAYPHixqQErv3r39+j700EMyadIke+7JJ5+U6dOne35tbTWSpWXLlv4yeG1nx44d8umnn9r7Gn5Ujz/+eHn88cetb0/oiu5+3PP6B0zefvttOeigg6RNmzb2efFaWagPCWQ9AW/YutSCBEjAIfDPP/+YMmXKmGrVqpkiRYqY66+/3gmyW3dLJk6kcyvmtGnTzO+//x5UPi8f3HLLLbb1DDqjFblUqVKmfv36fpUbNGhgDj30UIM69KpAd3D3qoDd2LFj/ephX1/U5rHHHrPnOnXqZI///PNPe/zSSy/ZY/2z4r+GOyRAAt4gwJbMrP+bQQBeIzBixAhZv369PPHEE9K8eXMZPny46As1rJqrV6+Wq666yo5NQwS0fmIyzVlnnSUnnHCCDdu0aZO99vPPPxft2hWsbNShQwdZt25d2DSTeVJ/BpOZXcx5geuMGTMEDMuWLStHHXWULFu2TP766y9xr1ZUs2ZNO1Z28eLFMeeVjAu9zH3//feXZs2a+THoEAW7f8ABB9gtxsbCeT/qAVKjRg27xbhZCgmQgLcI0Mj0Vn1QGxKQ559/XipVqiSXXHKJ3HXXXYLuQ22tCUsGYVOnThUYm5Du3btLr1695O+//7aGJowiGKxYWQcvbsSH4Yru9dtvvz1smsk8mS5+Ml988UXR8ZbWsBwyZIhg4oy2CFpU1atX9yPT1me774T5Azy0k25+MjFUAaKtxHaLFYtOPfVUu4+vdGDuV5Y7JJBlBLh2eZZVOIvrbQLajWlnKZ9//vny2muv2dnKGHOGMZowHtHKE0lgQL7wwgvSqFEjOysXhpB26Urx4sXlv//9r5QoUcKOK0SL0OGHH25bPBGO86kSr4/HdLicccYZopNR7PjRW2+9VS688EIpVsz38wmGjuzatcvugrlXBeMxvTwm080NM8sx1rVx48b+FmOdEGfvayeeThSyu/vtt59zilsSIAGPEGBLpkcqgmqQAAigFRMC1yw6/k9g0GCyCbrL0W2el6D7Fu52MJkGBiYEBiT2l+ta1RB0rSN85MiRcuyxx8ovv/xiz6fqK138ZGKdb7So3XbbbbYF0+myBTf3xCy4MoJUqFDBbr34lS5+Mvfu3Ss6Htn+SXrllVf8KNFV7nDGSece9jJzv/LcIYEsI0AjM8sqnMX1LgF0A8KQ6dixo/X9B/9/+MDIxLi0AQMG5Kl8+fLlbTi6z0OlatWqghYghP3888/289NPPwla6FIpjjGcSh3yyhstk+DviNNCqROyrJEOg+e7776zwRjn+O2331oDEzOivSxe5w52jz76qG2Rf/311y1rh2fdunXteGL8qYJgrCzE6U63B/wiARLwBAF2l3uiGqgECYjtEkdL5B133CHOJAeHS9euXaVbt27WpVGVKlWc00FbdIE3bdpURo8eLVdffbXtNl+wYIG0b99eLr/8cnnrrbdsN6/OzrUtnnh5wwWMe0xhUIJJOOjZs2cScok9i99++01OO+0021172GGHyfvvv2+NSEz2gdGOlmb14SjXXnutnXQ1Z84cOwwBYV6VOnXqCD5elokTJ1q3UOXKlRMMIcEHAt5o4X/11VeldevWdtwy/nzVrl1bYHxSSIAEPEbAG5PcqQUJZDcBOKDW2bJGu2XDgtCJPNY1zsUXX2y0Bce6bIEzdvc+LlyzZo11ZK3j02ycI4880qjvRpumjtc02sJmzyMcDq83bNgQNr9knWzRokWQc/Nk5RttPnCTo+MBzYEHHmi5qcFpZs2a5b9cZ50bNXyM/ikwJUuWNPoHwWg3rz/cizv6J8TokAkvqmZ10lWurAsvfVVa5u7t5MmTbZxRo0YZ3Ntw8XXOOecYXEMhARLwHoEcqOQxu5fqkAAJFJIAJkNs2bJF1I9jrpQw8xyTidDlm2rBrPfKlStblzSp1iWv/METQxfUB2bYaJj8gy5opzs9bCSPnMSwDIzRxTjTdBfUiRr36V4M6k8CGUuA3eUZW7UsWDYTwEzbcAYmmOgyfJ5Bky7/ccEzkoEJmKmcoR9LZaYL9/zKRgMzP0IMJ4HUEkh9U0Zqy8/cSYAEUkggXfxkphBR3LNONz+ZcQfABEmABJJGgN3lSUPNjEiABEiABEiABEggewiwJTN76polJQHPEUgXP5meA1cIhdLFT2YhishLSYAEPEKARqZHKoJqkEA2EkgHf42ZWC/knom1yjKRgPcI0Mj0Xp1QoxQRePbZZ60PPmSPVXHgExGOy+F/D+t/h4Zj1RwnfN26dTJw4EDp0qWL1R7L9r333nt2NRJcjxV7nnvuObn55pttOJYoVBdEduUShK9du9au9nPTTTfZcPgAHDFihF1NxgnHkpGRwtV1kV1S8sYbb7TXt2nTRt555x2ZP3++1R9rm2P97RtuuMGGw28mVhCCH02kry5g7ProWGEF0rZtW+tDc+HChTYcM5KxtKUTfsUVV4QN79y5s70e4cOGDZNff/3VXo+1vLFqC3x0Qq688krrtxOc4P8TywfC92HHjh1tOFYmevPNN+V///ufvX7FihUyaNAgue6662w4/IAifPHixRHDhw4d6g+Hv0ss09mhQwd7fbt27eSNN96QJUuW2Osx23rw4MHW3yUiXHPNNQI/okuXLrXh6ipKsGY5fI5CsEU4zoMftjh2hyO+E450EI50IfCrifyQL66HHtAHekGgJ/SF3ghHOVEelBsCDuABLk44eEQKB0eEgyt8ZGKVIvAGd1y/aNEiWx+oFwjqCfWFekM46hH1iXqFoJ5xP+C+QDjuE/hcdcJxn4QLx30FQfhLL71k7ztcj/sQ9yPuSwjuU9yvuG8RjvsY9zPuawjuczwPuO8RjvLgecFzA8FzgnA8V5HCsbqWE44VhPA84rmE4DnF84rnFtdjVSE8z85ynHjO8bzjuUc4fgfwe4DfDQh8eeL3Ar8bTrgN4BcJZBsBuDCikAAJGKMvcqOr4FgUunKL0Res2bRpk9FVcoyuC27UEDDqbNuG6yovNnzz5s1JCf/nn3+C8tcuT6MGgoH/TOiHcDVkzOzZs61+iQp3fEQifTVwjLpJsvmrKxmjBpXfh6ROLokqvFmzZqZPnz4mluvVAPPnv23bNqMGm/nxxx9t+XXZR4NwXa3H6pfocOSD/JAvBHpAH+SL+kl0OOoB+YM7BPWE+gBX5I9w1BfC4Sezfv36EcPzuz6vcNwXTjjuR9yXyB/3Ke5XJxz3aaLD8bw6+eM5xfOM5xaC5xjheK6hX6LD8TtCIYFsJMCJP9n2r4LlJQEPEUgXP5keQlZoVTLJT2ahYTABEiCBhBJgd3lC8TJxEiCBvAjoP/u8ghmWIALkniCwTJYESCCIAI3MIBw8IAESSCYB+slMJm1fXvSTmXzmzJEEspUAu8uzteZZbhIgARIgARIgARJIIAG2ZCYQLpMmARLImwD9ZObNJxGhOvlG+vbtm4ikmSYJkAAJBBHg2uVBOHhAAt4hALcwu3fvtgoddNBBUrly5QIpB7c1Bx54oBx11FEFui6ZkdPRX6O7XsAKa8FXqlQpmdgKnVe6cNcZ8rJnzx454YQTcpX5r7/+si6QqlSpIsWLF88VzhMkQAKpJ8Du8tTXATUggbAE9ttvP7+RiQgVK1a0vvrOOeecsPFDT8Lwad68ufVHGBrG49gJHH744aIuafwJwDfjqFGj/MfciR+Bs846S9TNkKhrsVyJPv3009K9e3frwxOGJoUESMB7BNhd7r06oUYk4CfQuHFjGTdunDz22GPWsIEz6EyaGQzn1WPGjPGXN112YFiOHz/efnr37p0uals9P/roI79T8bRSnMqSAAmkHQF2l6ddlVHhbCKAru6mTZvaj7PqClZpSbfu2Uh11rNnzwIPA4iUVjLPo/v2oosuSmaWccvrzDPPlLJly8YtPSZEAiRAApEIsCUzEhmeJwGPEEDLJboLv/76a6latWqQgTlp0iS7xCAMHixlB0PULVgOD0sNojsRS/Xpyibu4JTvp2urLJYR/OKLL0RX0kk5w1gUSFfusZSV15AACaSOAI3M1LFnziSQLwGsh1yqVCmpWbOmXSca61k7grWlGzVqZLvTixYtatfGrlGjhujSeU4UmTZtml1fuVy5cnbt7V69evnDvLCTrn4yP//8c9u6fNJJJ8mMGTO8gDJqHegnM2pUjEgCJFBIApz4U0iAvJwEEkUAE39gxGBc5rp166zxuHbtWhk6dKhccsklggkoMConT55sZ9euWbPGzsKtVauWTJkyxbZ4ooVzyJAhVsX27dvLhAkTZPXq1VKkCP9fxlpvmLX/77//CsY2PvDAA5YzZkFT4k+AE3/iz5QpkkAyCfBNk0zazIsECkgA4+eeeeYZGTZsmKCL9uijj7aTgNAtvn37dmnXrp3ffUv58uXl0ksvlVmzZvlzKVGihH+/SZMm8ueff4adqeuPlOSddPSTeeKJJ0q1atXkvvvuk1atWsny5cvtJ8noYs6OfjJjRscLSYAECkiARmYBgTE6CaSKAAxG+L1ES9qRRx5p1XB31WKcHQyII444IqyK3377rT3vXBs2UpJPpou/RgfL1q1bnV27hYEJQb2kk6Qb93RiS11JgAQCBDi7PMCCeyTgOQLz5s2zLZlwPA0jcebMmXaiT5kyZaRt27aCMZswGM4++2wZPXq0LF26VJ588kl/OTBhCK2guPb1118XtGaixdMrgtnl6STXXnut/P7771K/fn3BpKvZs2fbcbHpNFu7Tp06gg+FBEiABBJNgEZmogkzfRIoBAFM0sAH4zNPPvlkueeee+TRRx+1KQ4ePNiuNjN8+HDBBxOEnnjiCenRo4cNr127tnzyyScyffp026XeokULefHFFwuhTfwvhZ/Mzp07C7bpIBgfi8lXAwYMkGLFikmbNm08xzQ/jhhLinG92Hpd8mpxdcI4vtjrtUj9spkAJ/5kc+2z7BlBAMvubdy4UdC6GSoIW79+vZQuXdoaRaHhqT7+5ptvrJ9MjDVNJ8F4WCxlCEMz3eSPP/6wY0jPO++8dFOd+pIACaQZgfT7hUwzwFSXBBJNAO6LwhmYyBdhcF/kVUlXf40lS5b0KtKo9EpX7lEVjpFIgAQ8Q4ATfzxTFVSEBLKPQLr6yUznmqKfzHSuPepOAulFgN3l6VVf1JYESIAESIAESIAE0oIAWzLTopqoJAlkJoF09JOZ7jVBP5npXoPUnwTShwCNzPSpK2pKAhlHwJkhnHEF83iByN3jFUT1SCBDCNDIzJCKZDEKTwBLBLZs2dImdPrppwtcBKHVBzOfsWTjgw8+6He1g6Ub4coG49sQjqUaH3roIYGbIMgZZ5whgwYNsn4tEb5q1Sp5+OGH7Yo8CId7IYT/+OOP9vpw4a+++qo/HDOCH3nkEf/1WAkIa5djdR+kD9+NvXv3tstNIn34QXz55ZetH0eEr1y50ro+atasGYIFy/W99NJLMmfOHHv9ihUr7EpCF198sQ2H3024O4KfTVz/22+/yeOPP27X60aEc845R1544QX/KkRwSt6nTx/rhxPh5557rjz//PPyyy+/2Oux7CLcK8EFEAQzm5977jmBPmDu+PfEMpiQunXrysCBAwV+QpE/wtHqGSl8yZIlNvzCCy+019erV0+effZZmT9/vr1+8eLF0rdvX+vTEhHOP/9864ZowYIFNhwO7jE+tGHDhvZ6+MHESksLFy604YsWLZL+/fvLBRdcYMMbNGggTz/9tGDlJeiHLY5xHoJ4iI/rEI50kB7ShSAf5Id8EQ494BYJekGwJj30hd4IRzlQHpQLgnKCB8qNcHACL3CDgBPCwS00HPfG+PHjrT9VJ3zu3Lm2PpwZ56gn1BfqDdejHlGfqFcI/K2ivlHvCMdqVLgfcF9AmjZtau8X3DcIx32E+wn3FQT32WOPPSa47xCO+xD3Y906Z4rM+1H6nXuKTL7yIjEPdZEP1A+sXHqybKmRI4uw3+xoWV40R9afpPttTpMxem5b16tldufL5KFq6gN2zgxp2+xi+7zguUH6eM7wPOG5g2BlLDyPeO6ccDyPkcLhnxbheK4heM7xvOO5x/X4HcDvAX4XIHDJhd8L/G4gHL8jFBLIRgIck5mNtc4yhyWwefNmuyY1Zmrj5XDQQQdZ/5QbNmywM7Sx2suuXbsEjredcLixgYsgzOBOZDhW8dm2bZs/f6xhjlVmnPwTEY4Z1FhlCOVD+nDbs3PnTlt+5B9L+I4dO2xazvVYFrN169YCJ+dIPzR8//33t+u2O/nHGo46++eff/zpY3nNAw44QJz04xEO3ZAHdEX6SBt5YN15pB+PcDDCveakjzrAvpN+NOFYJQoG13vvvWfrMJrr8Uyg7p30USbcG07+sYQXV9+vh65YJHs//0CKLPlF5NvPRX4O+2jGdvJYvQxG/XGnqdXdUradfIZs0frBYgTQH88OnnHci9Afzzae4USEw4WYe4nX2ArEq0gg/QjQyEy/OqPGJJAxBNLVT2Y6V0BK/WSqISdTxop8PlLk+XdF9DCXVNEztbTFsXxlkSMqiJQ7SqS0LqN68CEixfYTKVJUxOwV2b1bZNsWkfVrRNatEln7u36Wi8zV5VPn5ErVd+KWS7QZ9iptKlbn/wcdHCEST5MACcSLQLF4JcR0SIAESKCgBOivsaDE4hM/6dw3rBMZ9qxItz65C/AfHaJy5gUip2hXdNWaIiXjsA78rp0ii7R1dN4skVlTRd5+W0TtUHlZDVx8INoVLzfosqYV0ORJIQESSAQBtmQmgirTJAESiIpAui0rGVWhPB4pqctKbt4o0ucOkb5q5DlSTXc6qXHXuI1IdW2xLJKEqQHGiCyeL/LlhyLvPSjytaOMbq9vJPLoGyJHVnSd5C4JkEA8CNDIjAdFpkECJEACJBBMYNz7OknnisC5K3VSzG3aklm3sQgm8KRS5miX+iuPiLyq40AdeVNbWtv/JzlGr5MntySQ4QSS8BcywwmyeCRAAjEToJ/MmNHFfGHC/WTu1fGSd+u4R8fAbKijshbqjJ53fxSp1yT1BibI1Txbjcxx2oW+Qg1L3Ydc11XkitNEdvzjO+Y3CZBAoQnQyCw0QiZAAvEjsFdf0HB788UXX1i3L5itHA/ZuHGjwE0N0veSpLO/xn///de6xpkyZYps2aITUNJIEsYd3dI9rxF55j0fjdf7iUzQ8ZEnnVogOpjFjvvV/YH3B7dgVjjYI27Mgi7yt6aLfPKOL4lR80SuPUsnJKnOFBIggcIT0AHgFBIggRQT2LNnj1E/iubggw/Wt7T4P+qmyFxxxRVG3asYdSFj1Bej0dnBBdZWfVLaNP/+++8CX8sLchNQv5DmxBNP9NeTusAxkyZNyh0x2870vwdmpu8z9YuYSz9hwgQ/W+d5GDFihD89PAdqKNs4hxxyiFE/lf6wmHcW/hzQvUuzmJPhhSRAAgECbMksvJ3OFEig0ATatGkjd911lxx77LHWqfW4ceNkyJAh0qpVK8FEDbSawfH23XffbR1pFzpDjySAiT9jxozxiDbRqwHn27vVhQ4crHfv3t36MIWvT/2zEH0iKYqJ+8lZdCCuKmzcINL9KV+S40f5xl4WMgM4oIfjeHwcR/vo7sdzAIfwb+uscfi6xPNTaPZobZ0706fxK5/p7PS5hdSel5MACehfTgoJkEAqCejKPbZFRh2TGzUmc6mizrL952JpxcTFXm3JnDZtmtHVivzlS5ed6dOnG10txq9ux44dbR3qyj/+c17dAW9wj7s8c6+vJfDSEwqdtNOSGa6FslOnTpa181zoSkH2WP+sFDpfm0CPdr5y3NoiPukxFRLIYgJsyeQfDRJIMYG33npLSpUqZZeJLFYst+tarOYCwRJ2V111lR2HhlZNLEGIpQyxBGGNGjXssoBOUfQ3zS4DiOUjq1SpYpf0QxhaRLGk35133ulEFTWYbFqffaatN0kW6JmOguUTjzxSHYTvk2OOOcbuYYWfdJCEcJ+0b1zjzY/GDQHuye+++y4oPSzxiKUanecC9z4ES0fGReBeCfLOx74tv0mABGImQCMzZnS8kAQKTwBdfHg5Yi1yHY+ZZ4JYlnDq1KnW2MREE+xj/WSsN42lDGE4fv21zwEg1oW+44477FKAV199tei4NZv2frqU3ymnnGINUEyqgGCNaqwt7axbbU8m6Qvrd8NoSGfBZCp0QR9//PFSsaL3fS2iqx/rqsddNv3mS7Lc0XFLGvc31jvHWvBY8hGCFYtOPVW7tvdJtWpwvCmiLbT7zhRyc4SuMATZ5NvwmwRIIHYCNDJjZ8crSaDQBIoWLSqHHXaYHd8XS2JYg7p3794ydOhQe/ns2bPtFi2ctWrVkjlz5sgjjzxi1wZ30u/Ro4ddVxvG5fz582Xs2LFyyy23yKGHHupESdoW4zExLtPLgrGXK1eu9H9CZ5IPGjTIGum9evXycjH8umE8JoziuEt5X4uizJ9V6KRhWC5dulR0MpUdlzx58mR7HyNhPDNYR90RtM5D8AcqLjJ/X4vocXFJjYmQQFYToJGZ1dXPwnuBACY0oHVp3Tpdeq+AorPP7RXoPsS+jlOT9evXC9y9NG/ePGxq5cqVk5tuuknee+89ue2226R48eLStav6CEyBpIOfTLiUqlSpkv9z//33+0nBEIJx2bhxY+ncubP/vJd3EuYn8+o7fcV+VO+lQk6AwmQeTIJDCyb+QKGV32mlx73utMIjw19+0eUjVSpU0HXO4yED7vKlcus98UiNaZBAVhOgkZnV1c/Ce4EAZsaqayHp0KGD3YbqNHHiRNm0Kf++uyL7lucrXbq0lCxZUubNU59/EaRnz56C8Z9oIerYsaOUL18+QszEnk6Yv8Y4qo2xl+hedj7OzGy0prVt29Ya95jl7PCPY9YJSyoh3FtcK1JOVV6snyfU4CzEeFu3f1j4w9y2bZvlDCB169a1f8iWLVuGQ5kxY4bdNmjQwG4L9TX8RZHRC3xJdOpeqKR4MQmQgEjuWQakQgIkkFQCcFOE7m24Zalataqd3INWHHTRwghEK6fOWo66OxAGBAzHwYMHC8ZmVq9e3XaLuwt11FFHyUUXXSRwlYTu81QJjF2vy+GHH27rJlTPbt26yaxZs6RevXry5JNP2mC0JmP4gpelTp06gk/cBZPW3ta1wS9qLfKAGmsHHCRy1xMFXuEH3d+YCNe0aVPBfTpq1Ci7iAAmvUEwtAPDRFq3bi2XXHKJDBgwQGrXrm2Nz0KV6YMhuvrP7b4k4ES+VJlCJceLSYAElEAWz6xn0UnAUwTeeecdoy9Oo5N4rEsWbRmzDr918oPRlhyjLTf2/Lvvvmt07KXdHz16tL8McOR+773qRkZFV0ExOhHI6EvaxsOjjo+OJ7ThcP+irZ3myiuvtMep+mrRooXR8YGpyj7mfLXlMoirwxdO2b0uuGd0HGzi1PzoTbRh+j5X1jJm1YoC5YWFCa655hqj3d+WsRr5pk+fPkFpqOFptIXZ4BnRmf5B7qSCIkZzsOkvY+5sE9B54IPRXMU4JEACURDIQRz9gaSQAAl4iMCGDRvsRJxwLo3ioeYDDzxgWzkxUahmzZrxSDKmNL755hupXLmydUkTUwK8qMAEMDt7+fLlifUm8PFwkcvaB3R7VVs0290mclDeHky5MS4AAEAASURBVBQCFyRhb9cukY+HibS9IZDZy4+LdLkvcMw9EiCBQhHgmMxC4ePFJJAYAhhXmSgDE7OjX3zxRbtiSioNTJDjf9zE3D/5pZpw7i10/fLV6lKona4DDrn5XpGD1Y1W71vVB9FyeyplXxt0gt2zOnmrRImAgdlQu/qxwg8NzJRVCzPOTAI0MjOzXlkqEohIAOPZNm7caGdFR4yUpIBM8JOZJFRxyyZhfjJDNSx/tI7RnCHyxQcijfY5qX/oZZ0GfqzIBTkiAx8Q6+4oGZ1pyxeJDNJxsy1OFClzhEi3Pj5tq+tmxCsiE9Ql0omnhJaAxyRAAoUkwO7yQgLk5SSQbgS++uor6+YIM6MpJJA0AnO+FXnlEZFXPw/OUu1NueZckRp1RU6pLVL9DJ8hqhPYCiwwWP9cLTJPfV1iHfKfvxH5cqLIbyEpXa4+Pe9Qo7NukwJPTApJiYckQAJ5EKCRmQccBpEACSSWAPxkNmzY0K54lNicmLpDAH4y4bUgZTP7t/wtMk0NzS9GamvmKEet3NviekrtTTlaDcIjjxU5pJR6Yt9PfaIUVT+ce/Xzr8jWzSJrlutyP2pQLtS46/UTSa6/UKRZO5EGl3LmeCRGPE8CcSagA1EoJEACJJAaAgnx15iaoqRVrinljrGZF1/h+zyjxiLGQmKVnZ+/F5kzSWSMdm1DdulHe9tFftr3wX6U0risSO3m2ip6praOqqV68ulYEijKixmNBEggXgTYkhkvkkyHBEiABEggPgT+2a6tkmt8n3Xa/Y3P1i2+1svde3ytmWjV3F/HepY9ct+nvEhp/WAGeyxd7fHRnKmQAAm4CNDIdMHgLgmQAAmQAAmQAAmQQHwIcHZ5fDgyFRIgARIgARIgARIgARcBGpkuGNwlARIgARIgARIgARKIDwEamfHhyFRIgARIgARIgARIgARcBGhkumBwlwRIgARIgARIgARIID4EaGTGhyNTIQESIAESIAESIAEScBGgkemCwV0SIAESIAESIAESIIH4EKCRGR+OTIUESIAESIAESIAESMBFgEamCwZ3SYAESIAESIAESIAE4kOARmZ8ODIVEiABEiABEiABEiABFwEamS4Y3CUBEiABEiABEiABEogPARqZ8eHIVEiABEiABEiABEiABFwEaGS6YHCXBEiABEiABEiABEggPgRoZMaHI1MhgcQT2LVLZMInic+HOZAACZAACZBAHAjQyIwDRCZBAkkh8OT9Io1biNzcVmTLpqRkyUxIgARIgARIIFYCNDJjJcfrSCCZBL79WuSh/r4cB30gckObZObOvEggNQQ2bhC55UqRDetSkz9zJQESKBSBHKNSqBR4MQmQQGIJoNXy+MNF3O/ZBb+IVK2e2HyZOgmkkgAMzKYni3yvN/7pJXWoyHKR0mVTqRHzJgESKCABtmQWEBijk0DSCXS/MdjAfOUZGphJrwRmmHQCj/bwGZjIePZ2kYsqs0Uz6ZXADEmgcATYklk4fryaBBJL4KMRIq3aBfJocbaYj6ZLTk5O4Bz3SCATCfy9We/9s0UmLQyUji2aARbcI4E0IEAjMw0qiSpmKYE/VopUqBRc+NV/iJQ/Kvgcj0ggUwnQ0MzUmmW5soQAu8uzpKJZzPQiYIdK39QyWOlP3qeBGUyER5lO4JBDRUZ/K9KwaqCk7DoPsOAeCXicAI1Mj1cQ1ctOAjkv9RP5bFag8LdcLdL88sAx90ggWwjQ0MyWmmY5M5AAu8szsFJZpDQnMP9nkVNqBApxtO4u0PFpBx8SOMc9Esg2Auw6z7YaZ3kzgABbMjOgElmEDCKwc6fI1bWCCzR6Kg3MYCI8ykYCbNHMxlpnmdOcAI3MNK9Aqp9hBHp3F/l5T6BQj98jcmbdwDH3SCCbCdDQzObaZ9nTkAC7y9Ow0qhyhhKY8qVI/YsChTungsjXS0X22y9wjnskQAIi4brOaxQXmfg7Hbbz/iABDxFIn5bMTX+JYKzatq2pxbf0V1154hMRuJdxidm7V8fN6Sosa1e7znKXBKIkgNVNmrkMTFw2bAINzCjxMVqWEQjXovnTLpFG+sfMC0tQrlwugndFKgW/KZM+F/lpZnRaLJwnAr0pJBBHAuljZH7wtm8yxKzvfMX/borI5x/FEUUUSb06QJf3U1cajVuIDB4YdEEOftiqnSby1AO+8zA2h72SeqM4SMssOUjFvVFYtF076b3iSuSNF3z3musUd0mABFwEvGxodtZ3BN4VkFS8C9AgU6qMGt0Xi1xypk+P/L5P1mVq7+rsi5UKnfPTL5vC0/EdFqF+0sfIDC3ATQ1FLm4lskv/vSZD/t4o0uUuX0597tMlzprnnSsMzA63iHz5Wd7xGBp/Asm+NwpbgpFDRd7S1nFHLr9ApONtzhG3JEACkQh42dB0dE7Fu+BRHdsNueUqkWeG2t0CfaVC5wIpmOGR0+0dlkd1pK+ROXiy+hH8UKS4jsPJS9b/qf/ObsgrRnRhi/d1fdxzs8i9j4uc2yDv62BgDn1RjdFL8o6H0AfuEFmzKv942RBj8niRIc9HX9Jw9RvtvRF9LomLuWKZyJXaiumWl991H3GfBEggLwJeNzRT8S6YoENtIC/psrRXXOfbL8h3QXQO9xtckLwyLW62vcPyqb9i+YR7N3iVGmWbdcyJitmzR3KmT9ZB39pqeNwJIg2ailQ6VmTdWpELy+tsXY10fBXRBZ9FrleDrkQJPRFGMCZl1rfaOrrD1zXvzOpdtijQPf77cs1nrHZD5GM8Iu+tOn4U42JKHiiyZKHIWDWKd6mLmguaiqlZR6RIEcm5p4tIv0F2X444Sid+NBapXjNIOYz3zHn1GZEqJ4scq+UbPsRuTbsbJEfTEBgqn4z0jROtcYZIm2tFimnVQoeRb/rSKqaTRyodI1LrHJFyR9pzMaeLq8OUJ6doUV9eUyeKTN33I9eomchZ5/vOY2zQtEm2/DL5C5E/14g0bSFydn1f+CStP3BtrfF3/KNlPF7HKbYR+WKMyHfTfAP6L23rq1tcEal+XfeGL2H9jlS3iJCfXv5E4rtj71t0q7kFZS1zhPsM90mABPIj4Bia7rXOnTGaqZ4MFPouQK/Y5x+LzJvt++07r6EY9YEbzbvAwWB/O775SuR/C0RQ9rPqBX4XMawLr8ay+nm5v7Zm7mvVdC52thjihWFo+C0/Rn9r3RKqM8K+n6oTEfV3/S9NvNqpIi2v0t9pfZ9F8Y6N+V3Dd1igVjz4Dgsol8eeLl+XHvLaQGPUnjRTvvTpe+GpvmMcvfCUbx/hzmfrFmOquo6d8+v/DF/eXl0C1zpxW9czBul8Nio4rH2z3Gn8ucYXp9v1vjC3vk6Yky62n39kzH//E5wuzg99MXfaO3b44p1TITj+e28Y8/3U4HNI49Kz9Jnea8yPM3KHIXzwc748Yk03UnmQap/7cufplKn/Q7nDoM+40cZM+yp32MU1jRn4eO7zEz7x1Uuk+nXfG9Apr7pFeF56ITxR8vQjwWXr1ilROTFdEsgOAps3GdOwavBzVaO4MZF+9xNFxf0b5HoX2N/lescH63fT5dG/C6DvHyuNOfeY4DTwO4r3IAT7rs/ePXt8593fC34JiuOPf/kFvlgune2Jvg/kjo/f9Ui/we68sB/ru4bvMB9Jr77DQus5zLHejWkioTe9+yG+7FzfA/DDN8bgc9/tPiNr7WpjcrSI1fWDfRhH4eTNl3zX1ylrzKi3fUZls9q+cz1uMmbXLmPef8t3/PwTxmz+K3cqjuEVzsiEMYiHXvWyPxAwnH6ZbczGDcZ07egLmzndpx8exlBxHlCk8Uh3Y776wpjbrjFm505japfyXT/+Y59et7bzHcNwcx7QnlqGn340ZuSbvjCk89PMwINf0HQjlWfxAl/6pxU1Zuki/fxqTEXNC+lv3xYw5u7o4NN94jhf2PWtjflnuzFffuo7RhlRX3+tVwPxVmPuvc2Y5UuMeesVX/h/rs27ft33Rn51C9aOkRlOr9C6iNcx+IOL8zlO97dtjVfqTIcEspfA35vDG5rr1iaPifs3yP3uwrsDz/zR+vl7ozEfDjfmvaHRvwtQAufd1OUKY6ZONGbQAGMO1fSQ7tRJxqCc2IcOkcrcuIYvzsN3+947a1b5jsMZmW6D9N3XjVk415gBjxozY7LvdzqadyzfYZn3DovyadI7MU3E/aBCZfdDPOxV3wOCB0v/Xdl/i06xSuk5GI95SbNavuvx4ncEBg7SwweC1jPsw9AJJ3kZmc4DjOvVQDL4t+3Ig3f60l222DmTe+s8oPowB5UNP6aOjt1vNAYftL7i3OP3BIzMpx4IpIkfNYQ/+1jAyCxoupHKM2KIL20YmY4+lTUv5Dd3TsCYQ+urii0LwtBCC3GMYujmCH6IIfixxI8p4t/QxncO3+Hq131vRFO3jpEZSa9AbvHZg8FdZR8XlAefWd/FJ22mQgIkoAZcBEMzWS2a7t+g0HeX0yiC99Ls7wO1Fc27APrj96JyyLvA+eOP310I4rQ427cf+o3GCYTrZ+/u3YFQnAtnZL7+vC+++z0SuCr8b7A7HPt8h2XWOyy0fvM4Tt+JP+4hAO1vCkwW0Vm5OTe00qdFH6FoZfEsX8yT1IWDI4eXFjlt3xjD7ducs7FtMQZy9veanl7+/DBdweUwkVW/Fzyt9pfosFIdV+rIP9udPV12UMfl4FPjLJFHdAxOrbMDYe69MuV8RxgP6UhB041Unq1bfCmW1bGjjj6dVBfoc9DBTm7+rS1LZT3cttp/LtdOseIiD3XV8UWq96i3fMF7d+eKFvFEDHUblV4RM4wi4EEtjw7z9Uu/B0VO1zG6FBIggfgQ0DGO8tF3Ig2rBtJzxmim2o/mWzr2/PrWOsZRx0Tiuf9IJ+dEK87v9vmXBr8Lztj3ex+Nb06Md4dcXFP84+h9Z8J/O7xOOCl8eEHOFvRdEy5tvsNE8rFPEv4OC1cvEc7p7JAMkN+WinS+XaSJTqJoow/t62Mkp8s3vuX4dM6NrNaHOS+po5NTFumDP+bdwEy8X2b7lvcrrxdi4k5h5I8VIifrQOmZu9Rg6ibyxIuq4/Mi/31KpKhOyIFgBYv8xJlY48Q7QpVTW9gO8r5Z3Svtm9Bj0/pzVfg0Rw/3XX1SNScV1WGfMe2cyS/dSOVp1sqXQon9xTzQN/AjuGh+QDcnj3BbGJQQN4shz4n0Higy+l0xl13hm+jki+X7zq9+E123bl2i2ceksf6vBWI20CbNbg+K669DIIx7JEACsRNwDM2W+sd70kJfOo6hmarJQLv1D/IW/a0fPEqknb5z7ETHdiJ7r47uXXBcFV854PJswHqfL0ycGfGG7/xpZ/q2eX1johB+cMbN8f3W4jgvOX6fcTl8kJhW7QK/6841+f0GO/GwLei7xv0ucNLhO0wknvaJwzVB28xoybxcH6xmp+tMOW0l3KwzqiGOwYJZ5Sv1uMdNaoDWF3l7kA0O+rr7Yd/hlR3Vce0ZIu2baqtjLd+5vi/7toX5hl5HH6DGxcNq8EIZFefBLneU77jnDSJ3XufL23cmuu97H/LFK6/pdLlC5Fb9wTpUW0o/1R8xR95RY7a/xkPZBryhbp80oJX+qOUleaUbqTynavpnlVPXUjMlp6LeWnD31LahyEmnaLmjaLlFayXkoX4+t05nqxE95wffuU3rJef5J3z7P0/V8n3g28+vfhNdtz4tovuGq48LmwfHHTouutaE4Kt4RAIkEA0Bx9D0SovmymUiFY7x/db/+K2vBGX2FSSadwE8ozza03dB6bIiN16uM9T1d1L/1FtBY0s08lJ/X6x6+q5AT9GARyJf1eQy30z1D6dITjn9Xcd7qqm+H5/r47smv9/gyCn7QvJ61zjX8h2mru46JsY+cRgnaptHV7q3gpxxIRhsDGlyum+cCPYf7enb3zfOxDxxP8765OsJgckxCB/7gRMSvMWsdUwQctIorfsYY+iIMyYTA5/DiTPY2hkT49YXOmCgt5M2xr044zI3rDPm6saBMGfikDsPZzxL58vcZwP7KD/GJjrpYzwQJvo4Yxyd89jWP9GYBTpwGxJrunmVB2NTr2gY0AV53nmdbza4M/bRPf6wsoZjDKcj7lmMmBU6+YtA2TCr3xnrhJn5kHD16743ECe/uo1GL6RTWLnqomAuwwcXNkVeTwIkEA2BZI/RdP8Gud8FGOvvTNzBb2OtQ3wTOVGGaN4FiPfvv76JN7je+TSq7hv3jnAIzrc6z7cf5tuOh3/t2dyzw69p4ovt1hlnMKkT3j6c/LBFHEi432BfSOA71ncN32E+hl55hwVqNOq9HMRMlAGbzHSt37DNG8UcVip3lyoUgW+yQw7PXyU0z+/dI6LpxF0cn5nanZxLkC/OR/LhmeuCMCfQUga94SMTAp+fZ5zjW+oSvtLQVRFL139our7UAz5Aw5UH3UJaH4J/2wUVXLv1b38d6AwhycH40wMP0l82IzlbNuWuy2jqN5F1m18ZnRU0nHjtm+myo2OdI25JgAQSTWCL/qa4u86RXw3t1klF1znGRWIMezifuAV5F2z6S+QA7a8uzHujINx37tQx9Ko3lqwMlWh+g0OvCT0OfdfwHRZMKJXvsGBNoj7KGCMz6hJnU0T3A9qzdzaV3FtlhTP/4/aNa4JmGA+1fl34H2pvaU5tSCCzCHjJ0MwssokpDd9hieGaxFR1gAWFBEggYQTQKtuhaXDyk76ggRlMhEckkBwCXhujmZxSMxcSSBkBGpkpQ5+EjEsfIdJJZ9xXr5GEzJhFWAL9H9alNJcFgnp10WVPGweOuUcCJJBcAnkZmuiupXiHAN9h3qmLGDVhd3mM4HgZCeRLYOZ0daN1XiBadd2dqWOxwo1hDcTiHgmQQDIIROo6/1I9gIQbK5kMnZgHCWQYARqZGVahLI5HCGzbqr5R1QH9Po9VViv4Nqte0yMKUg0SIAGhocmbgAQSSoDd5QnFy8SzlsC9twYbmPDxSQMza28HFtyjBPxd59UCCsJh+4UVdXIeu84DULhHArERYEtmbNx4FQlEJjDuQ10coE0gvMnpYuCgvgj/0wWgcI8EPETAtmiqu7dJ8wNKwb0Ru84DPLhHAjEQoJEZAzReQgIRCaxdLYLVl9zy+2+64lMl9xnukwAJeI0ADU2v1Qj1yQACbFrJgEpkEbxBwK5rcEvbYGXsEpw0MIOh8IgEPEjAdp3PEGnIrnMP1g5VSlMCNDLTtOKotvcI5Ax5XmT0NwHFrm8t0qZ94Jh7JEAC3iZAQ9Pb9UPt0o4Au8vTrsqosCcJ/DpPpCp8FO2T0rpdqku+RbOUqXMNtyRAAt4gEK7r/DRdlnfiKro38kYNUYs0IcCWzDSpKKrpYQK7dDZqhwuCFRzzFQ3MYCI8IoH0IRCuRfPnPSKNdLw1Z52nTz1S05QToJGZ8iqgAmlP4In7RL7XtcgdeairyHkNnCNuSYAE0pEADc10rDXq7DEC7C73WIVQnTQjMH2yGpSuVsxah4jMUIOzuLo/oZAACaQ/AXadp38dsgQpI0AjM2XomXHaE9iySaTy4SI69NIvC+bq2MxT/IfcIQESyAACNDQzoBJZhFQQYHd5Kqgzz8wg0P3GYANz0AAamJlRsywFCQQTcLrOG7km93GMZjAjHpFAGAJsyQwDhadIIF8CH40QadUuEK3F2WI+mi45OTmBc9wjARLILAJo0Wx1ns4y1x4LRzjr3CHBLQnkIkAjMxcSniCBfAj8sVKkQoiD9dV/5F7pJ59kGEwCJJCGBGhopmGlUeVUEWB3earIM9+0JGBX9bmpZbDun7xPAzOYCI9IIHMJoOsciy6w6zxz65glixsBGplxQ8mEsoFAzkv9RD6bFSjqLVeLNL88cMw9EiCBzCdAQzPz65gljAsBdpfHBSMTyQoC838WOaVGoKhH6+6CzSJ44VBIgASyjwC7zrOvzlniAhFgS2aBcDFy1hLYuUPk6lrBxR89lQZmMBEekUB2EYjYolmOKwNl153A0kYgQCMzAhieJoEgAr17iMBliSN9eomcWdc54pYESCBbCYQ1NBVGIxqa2XpLsNwBAuwuD7DgHgmEJzDlS5H6FwXCzqkgMmWZSLFigXPcIwESyG4CYbvOFcnEtSJljshuNix91hKgkZm1Vc+CR0Vg4waRimVEtrliL14gcnxV1wnukgAJkIAS2LZV5LJzQvxo6nkamrw9spQAu8uztOJZ7CgJdO0UbGC+8QINzCjRMRoJZB2BAw8SGTMjxL2RUmDXedbdCiywjwBbMnknkEAkAiOHilypRqYjl18g8v4k54hbEiABEghPgC2a4bnwbNYRoJGZdVXOAkdFYIWOuTzmuOCo6zi2KhgIj0iABCISCGdoYunzr/g7EpEZAzKOALvLM65KWaDCEjB7dBZ55xbByXwxhoP3g4nwiARIIC8C4brO5+oFF3DWeV7YGJZZBGhkZlZ9sjRxIJDz/BPBA/e7aZd54xCjMw75MAkSIIEMJ0BDM8MrmMXLjwC7y/MjxPDsIvDzjyI1agfKjB7zX3TGaMkDA+e4RwIkQAIFIYCu85bninz5S+Aqdp0HWHAvYwmwJTNjq5YFKzCBf7aLtHUZmEjgg+9oYBYYJC8gARIIIoAWzY+mi1x4auD0XN1F1znGelNIIEMJ0MjM0IplsWIg8GBXkUWu6/o9KHJ6HdcJ7pIACZBAjAQiGZoNy+c2NP/9V4wxMWbEy0jAOwRoZHqnLqhJKglMHCvS/7WABg2qiOmmRiaFBEiABOJFIBpDc9cukU6XSc7cOfHKlemQQMoI0MhMGXpmnFICPW8WgZsiyPo/tRuruW/f+R46TnKKFnWOuCUBEiCB+BDIy9Bc9bt6tmgpMnycOnV/Nz75MRUSSCEBTvxJIXxmnRoC6IbKKbLv/9W7r4uMHi7y3sSAMsMHi7S7PnDMPRIgARKIN4Fwk4HceVQWMUv3Sk5Ojvss90kgrQjQyEyr6qKycSHwxwqRCseET6p9M5Fh2nVOIQESIIFEE8jP0Px5lsippydaC6ZPAgkjwO7yhKFlwp4lsMQ9uydEy4FvhpzgIQmQAAkkiAC6zt+fHDlxdplHZsOQtCBAIzMtqolKxpXAkoWRk+v3kMjOHZHDGUICJEAC8SKAST63t4+c2pC+nGUemQ5D0oAAjcw0qCSqGGcCixZETvDJl0TqHCCCLnUKCZAACSSIgNm7V+T6Vr5JPpHyWC6cZR6JDc+nBQEamWlRTVQyrgQWuVbdCE34ND3RT9cpP7pSaAiPSYAESCBuBOzkwydfEXm5v4i6TIso7DKPiIYB3ifAiT/eryNqGG8CFXS25h8hiZbW4xeGiLmiY2DmeUgUHpIACZBAwgj8sVLkk5Hq6WKQyGTXuPHKnGWeMOZMOOEEaGQmHDEz8BSBnTtF9t8/WKUXnhS54U6REiHng2PxiARIgASSQyDU4OQs8+RwZy5xJ0AjM+5ImaCnCSycJ3JydZ+KD98t0u1+kUMO97TKVI4ESCCLCcDg3Lld5LiTshgCi56uBGhkpmvNUe/YCIz/WOTTD0R69RE5qkJsafAqEiABEiABEiCBfAnQyMwXESNkEgHM6PSv9pNJBWNZSIAESIAESMBjBGhkeqxCqA4JkAAJkAAJkAAJZAIBujDKhFpkGUiABEiABEiABEjAYwRoZHqsQqgOCZAACZAACZAACWQCARqZmVCLLAMJkAAJkAAJkAAJeIwAjUyPVQjVIQESIAESIAESIIFMIEAjMxNqkWUgARIgARIgARIgAY8RoJHpsQqhOiRAAiRAAiRAAiSQCQRoZGZCLbIMJEACJEACJEACJOAxAjQyPVYhVIcESIAESIAESIAEMoEAjcxMqEWWgQRIgARIgARIgAQ8RoBGpscqhOqQAAmQAAmQAAmQQCYQoJGZCbXIMpAACZAACZAACZCAxwjQyPRYhVAdEiABEiABEiABEsgEAjQyM6EWWQYSIAESIAESIAES8BgBGpkeqxCqQwIkQAIkQAIkQAKZQIBGZibUIstAAiRAAiRAAiRAAh4jQCPTYxVCdUiABEiABEiABEggEwjQyMyEWmQZSIAESIAESIAESMBjBGhkeqxCqA4JkAAJkAAJkAAJZAIBGpmZUIssAwmQAAmQAAmQAAl4jACNTI9VCNUhARIgARIgARIggUwgUCwTCsEykAAJkICXCfTt21d+/PFHycnJkSeeeEKOPfZYL6tL3UiABEggLgTYkhkXjEyEBEiABCITGDlypKxatUqaNGkipUuXjhyRISRAAiSQQQTYkplBlcmikAAJeJfAySefLJ06dfKugtSMBEiABOJMwFNG5pgxY2TatGnStGlTadSoUZyLGjm5PXv2SO/evWX79u22peHCCy+MHJkhJEACJEACJEACJEAC+RLwVHf5X3/9JcOHD5fx48fnq3g8I+zdu1dWr14tb7/9tkyYMCGeSSc9ra1bt0qHDh3kyiuvlDvvvDNs/ps2bZLq1avLkiVL5Oeff5ZTTz1VwMCr8s4779jyfPXVV/Lkk0/a/d9++y0h6o4ePVqaNWtm03788cflnnvuKXA+S5cutTr26dNHvv76a7v/7rvvFjidaC6IV13ecccdVs/169dLu3btwt47KA/uK4SvWLEiGvUYhwRIgARIIIsJeMrIRFdSzZo1k14d++23nwwaNCglece7sH/++acMGzZMjjrqKGnYsGHY5F944QX53//+Z+M89thj1sAsUsRTt0KQ3i+//LJ8+umngu7Gp556yhrGFStWDIoTjwNjjDz88MNywAEHyObNm6Vfv352v6BpQ1eMwUMdvPXWW3YfuidC4lGX+IP1/PPPy5YtW2TmzJkyYsQIOfjgg3Ope84550itWrVs+K+//pornCdIgARIgARIwE3Ak5YFDKBLLrlEypcvL507dxa0DLnls88+k3r16kmpUqXsLM1bbrlFNmzY4I4iaHU577zzpFy5coKXI17GbkEX+YABA+Tiiy+2XeTYD23N27lzpzz66KO21e/QQw+VGjVqyKuvviowRiBz5syxaZ911lkyatQoee+996RBgwY2z//+97/u7PLch1H40ksvhf0sXrw4z2sjBaI17rLLLssVjJbOZ599VqDz8uXLrd5uYxSGFcJ69OghLVq0sGW57rrrrFHqTgytihjWcNxxx0nlypXlrrvukrVr19oovXr1smmgDsuUKWOZILxs2bK2FQytb47kV5cYwvD999/LTTfdJCtXrhRce++990oijOJPPvnEGrCoQxhdMDTdbJo3b27Ldf7558uyZcvkmWeescfg9dprrzlFErA55phj5JprrpFJkybZexn3Trwlv7pE/UC3s88+2+oBligbzqEMOIZMnjzZbnHPQt+SJUtK165d7Tn31wUXXCBXXHGF+xT3SYAESIAESCAyATWYPCVq9MGCM+3btzf6EjfaYmXUwPDr+P7779twfdmZDz/80Dz99NNGjVFz5plnml27dtl4aiwapNO9e3cbp2fPnvaahQsX+tNp06aNUUPFqDFmOnbsaA488EAbB3EdQR44/8ADD5ixY8ea22+/3cbR1j8bZePGjeaNN94wamSZatWqGTWobJ5dunQxt956q5NMnlvoqi98c/rpp4f9oLwFEe0CtzrqkIOwl2mroClatKhBGdQ4t/sff/yxP+7s2bONtibbNLRr1KjxbcunXfD+ONjB9dptaoYOHWrU8LZ1oAa5jfPNN9+Y448/3pxwwglm4MCBZv/99zdqpBuEH3LIIUa7pG28aOpSDTZTokQJ8/vvv9v7Aaz//fdfe328v3QcsClWrJiZO3eu0T8n5rDDDjP6R8OfjXbbmyOPPNLo7GCjBqj56KOPLKcbbrjBLFiwwB9PjWmjfxqszriXp0+f7g+L505+dal/Xmz9Nm7c2OgfAJu1DjewOj/yyCNG/2jZc7hX1YC0+/qHzHTr1i2imvqHL8/7K+KFWR5wxhlnmBtvvDHLKbD4JEAC2UYArXKeEhiH5557rl+n/v37WwPGOaHjB412PdoX+B9//GHwUb9z9sX35ZdfOtHMjh07jLbQ2DAYoto6Y7Sr1YbDCMLLX1ur/PF1bKI95xiZMBoQ5+6777Z5OHnhJawtqP7rsFOnTh1riC1atCjofLQHeNnDcAr3iTYNJ15+RqYTL69ty5YtDV6KjoDT4Ycf7hz6t/Pnzzcvvvii0bGLRluWTe3atf1hqENtTbbHdevWtX8acIB9bTGz56Opy927dxvtmrXxteXNaAui3U/VF+q4QoUKRlsJrSEd7s+EtsT7//CAUSoFf6C0294+D9AD+p522mkGf24c0bHQRrvM7SGM+b///tsJyrWlkZkLSVQnaGRGhYmRSIAEMoyAp2aXq1FnBd3cjpx00kmiLz17iO5sfWkLurr1Re9EsVtt7bJjynAAp8foDkR3OroG4QAZHycddHND3F1/mPxStWpVex5f2ppl99VAFXzcgi5gNWJFW+j8p7WVU0488UT/cbQ7ej+Jtpj5dQ+9To04UcMg9HTCj0PrAF3HjmAYgRqRogaXaAuyYHykGuGiLaROlKAtOGkLpD2HOvnnn3/s0IRo6hJpVqlSxV6LsZJOOkEZJPEAdYxhEeCDMZfoMg8VbcH1n0rUWEx/BvnsaCu8nUw3ePBgO/wBW0xCwvPgiP6BcHbl6KOP9u9zhwRIgARIgAQKQ8CTRqb7BeguHMbhaXelnXygXZXuoKCX5v333y940cPY1O5P0W500e5sf3wYiRCM9cM4OwgmzGC2tSOOEYvxkhhb55Zw+oU7574m0j6umzFjhmzbti1sFLfhGzZCCk5iFj4MdXxgnEO0xVcwpjFaibYuo00P8TC2EJNuYDThHkiE4D7R7nFp3bq16NACu9VhG4I/OQWVZOiLMbPammknTEHfU045RbSluqCqMn4cCOhwHRkyZIhcfvnlgjHeFBIgARLIdAKeMjIxqQMtZuvWrRNMasAEBO2+s0YitjD8dKymYIk2TNTByxITfiZOnGhn8KLFEZMT8GLF7FcYb0gPk3VgQMJAQHz4wYShickNmEyCfR07KNpd7c8bs2jRCoWJPzAg0HIFowoTVaZMmWL3MRsXrnQwgQL6wR0QjEa0vhYvXjzqewcvfq8IeKEedCyqbV3FFmVDKzLc1lSqVMnyxfF3331ny67jVe1kIvwBQFzUG5hgIpAzuQR1ihZQCNzkoCU4mrosCBfUP4xMTBJKhOgQCuvCB3WL1kzturd/eC699FLbWoiJTQWRROvr6IIJPW+++aY1cHT8bdAfMicOt4klcNVVV9mZ+/itgg9gGpmJ5c3USYAEPELAS93/mEChWOwHk35mzZpl1Gizx2rcWFUx1vI///mPnaDhxMWYM/VnaNTos3Ewhk+NRHsdJvfoLGmjM63tsTOBZerUqUZnANtzyEMNBaOthvZYZ1/708EYQicfbDH+UlvybLjOmA4KQzjS0hY9G56Kr8KOybztttv8ZcIkEYxVxUQhlA2TXhzBpB9MyMF57UI2OuPblh0Te7Slxp+Gds8aTKBCPDUA7SQu7H/wwQd2nGB+denkl98WYzeRN3QFg3iLLglo1NWVLQfKrbP+jXos8JcTE9UKIonWN1QX/WMVNGY2NDzaY47JjJYU45EACZAACeQAgb70007QBY5WRLQIHHHEEWH1RyslxgCiNS6coOhIA3HUQAkXxZ5D696aNWtsS2qktCJenOQAuHvSmd3Wof1FF12U0NzBBS2VaMEsjERTl/ml/8MPP4j+AbCtoxji4HVJpr5wg4VWeayo5Tiaj5UPWm/RU4AFExJ9f8WqI68jARIgARLwBgFPdZcXBAm6LPObaJOfw250bVfeNyElr7xhyKZb99a4cePskINWrVrlVbRChcWLSzR1mZ+i3377re0Gvu+++/KL6onwZOiL4Qz4EwWjG3+i4DO2MKLeG+w45sKkwWtJgARIgASyh0DatmRmTxUVrKSYQKRd3nbMI1oYMXY1GwQz1n/66SfreDwdypsMfTHmFYamIzr0Q9Svq3NY4C2W9MS4ZMz4x2IHOtykwGnwAhIgARIggewhQCMze+qaJSUBEsgAAhjmg8mHGK6CVbkohSegY6TtJE9nouLVV19tJ/VFShlDkuACT300R4rC8zESwARdnTNhJ9xi1TJ4iAkVDIXDJDr80a1fv35CVoALzTPVx3ju1ce3wEsFVqLDsKVwkh8brE6Hyclw85gMKZKMTJgHCZAACZBAfAhgaVB4yMDypaECzxDVq1e33jTg7QIuxuAJwquiq2hZjw0oC1rKdZUxO8SjoPrqKmL+8ca6OIToRNCgJOBiDWnjA7/D8LXsFjDSyX3W28igQYOsZxJ3eOi+rvYWeirux3fccYfVF944dKKl3HnnnXHPw0mwU6dO8sorr9h7BUs2T1Z3cAWVeNQlelrQAwe/0ygzfBHDaHILXA/CIwvc1MEIvf76693Bcd2P1/NU2LqEHqgXeKbAstAYKgg+oZIfG/yZGj58uDXM8UwkRdQ6ppAACZAACaQBAazGpC8Go60RYbXF0q06xtloi5xp27atXe42bESPnIT3DqzGhhWnsIwrPHw4y51Gq6IaiHYVK/Vda/RlbJewfeihh4Iux/K4WEoY7PBxL6UbFFEPsEQwPEfkJcgzkQJvFtATK+Dp+Hq7r0ZVQrLEqmTwwjJixAgzcuRIm9e8efMKnFc86lKNW6MtlHZFMtzrOqnX9OjRI0gXLMPcpEkTG2fSpElWX3VXGBQnXgfxeJ7iUZc6FMwudQyPO/9v7zzg5qiq/n/y8lJU5FVQQIoBlPpHmjQjSFNKQpGmWELviBQB6SGAisQCBIL0SJESaujSpAXpTRRpoWkABRSpUu7/973z3N3ZfbbvPs9unpzz+ezOzJ07t/xm5s6555x7DsTzy/NBGOg8NYoNoa8lzcxfOmD7PRdWcsB66gU7Ao6AIzCdI5BcSEld3q8nuHCba665YojXxDhIIlTIJ//C0QXbfvvtF1228QHHpVt5OFw+3HzEF1544ejmjVj28q4Ry8FVHG7c5KUg1iVVZYx1L1/DQSrmIAlfoT75z41hZAlJqwWWgQ+bpHKF87Ifjwyx/BUHSWDiR1P+XAvn8zuSdAaYLEViyyfHfXlNiNeecMIJAaaAj++tt97aLx/9gGnjN2rUqH7nU0ItJhOGh/7zk+QuXVLY4mJPUbYio0q/CUMsH6mFULpkJM+RRx4ZJI2LbtcI8yopYkmoV8qmH4RApk4YcfkaLtTTyR3cr1EXzNCyyy4bmZlUvrxgxHtIfxWUJCaDHcf0LT07jd5LQieffPLJYdy4cUHmHqmaqltcEcrvceG8fC/HtioYSyGNMNPc205TvfeJMNXpWdCC01j9gQceWEi7/vrrY1qj97IeNjw3iXgWuGc884mawYZw3byzg0HOZA4Gyl6HI+AIOAIdQCAxY0mikS+Sjzd+Yo8++uiw2267xf28xA6px3LLLRc/TlIbB6R7MH/Jd3Aqi+vxgztx4sSgQBZh3nnnjcwb52F6ZI8YFFEtKIBFUMjYKDmEucNPrdTWsZhJkybFevCRq4hYQYEHYjkKQxvksizmgXHE56wCOAT8ItMWPrTlpEVykcnio7riiiuWnw5SIUa/yTCg8qAQJaIK/FCSjzoVLCFK62BQkNwpuERJnnRQi8nEvzKYyB6ugEm6jq0ChER/uvhdhgGAGafdUusWsoGJXOFFZhRGnIkAecA9kVT6QYFF4iHM3EAwURTO5IF7AHOJBJHnJ/88MClQMIfYPiYREFuF+A3jx48v+KZu9F7iH5m+8oNJq0bgsu6668b7ed999xWysc+1ibnlBBJqfp2meu+TIgpGCbq8rAR5C4nVT5kyJT5n+CVWqOWY1ui9bBQbCkVSj99mNACJmsGGSQ33vfw9SWV1cutMZifR9LIcAUfAERggBPjgE+iAgA9IjlohmKAvf/nLhUthFJC4lROS0JNOOinIvjFKRvPM3YgRI4K8C8RLUJGmQATsw5BAsgUNSJhgIPnY8tMimcggyBVWzENAAgJnQKj35YM17lf6U8S1eC3S0FYI5hcmmHqoV9HjwuGHH16xqFpMZroAxi/PFJIO0wEDlC8X1b/cyBWYIEUNi3lkD1fABWwoT/6aU/HhtddeKzAQYIjquJt05plnRkZ+p512igzyddddV9KcRu8l/ec+MDmBkaxGTFqYdBAAJD0v5GUfjBMDRxpMMRONbhB9oD0w6BDMNhOYvLlBo/eyUWyYwFEH71OemsEGTQjtPuKII6JkPV9Op/edyew0om2Ux8yOWS5SBtRiTo6AI+AIgACSOD7MfBgSI9cKMjCZWoRQuFRO9eMHKyWgkkNFOfvss0dJGh9wpHZE9UqUZzKR2KT2EFkN5gnGCokYbS3/IT1J0s5UXqPbdtTFRHzDVhXGlx/q5/nnnz8ynOX1t8pkouqnvzDoecJ+M0lok4S3HBeOUV8ite1V4rmhnbvssktbTaSPKTpfrYJ45pEEL7/88oVs2CbShjwTx3OHSUK3aNVVVw2YjUBsk8Q3JjT5Vw8bVPA8x5XuQTPY8Exi9gCWqPwHknx1uVDuFZLRdVzhKHsok21VrzTL2+EIOAJdRkCqMWN80AfNtCjFWCU6EKSQudEXqtR+JtvMGPNejGlTVUnKElcI415JH7OSn5hYa7Y8Kie4BL5ZZSbQVFvIjEuca665xqSSN6nt40+SuTjWShLVdHnVLpDkLZ664447SrKIcYh1kSgJajxHgIRybMREmyYSJdc2ciC1vMnO1hTOuJHsLeWR5NIUIjiu+gY7qZJbKkeMo0lCHu9BvRX6PPOa8JgYyoI3gOFyWUS6VMOF+iVBtsUWW6xwnHZeffVVO+CAAyI2Mo1IyR3fyr7WZANsY8eONe69VNkt1VEPG94BTZaixwEwLKdmsAFTnn2ZJMT7UV4Wx3gY4LnCW0NbNJAcbLNlYzPErADOGvuECy64IM4MMFDPr6xjJswqKuxvmHUS/1oPVKxu9OjR8XrKYaVaImY6lEs6KhpsUbgOtQ4zSGbnzNgxfm6UsL9ApVTpV65OaKRM1FioI5wcAUfAEaiEgD5iUfpQLi2rlLc8jZXXcn8UF3CgfkXiiBpUH5CgyFAxe1qty+p17MxYxIJqDqmfXMnEcRa7TrnTiSp7JJlIVZCAIlHaZpttojSOBRBchy3m008/HRf2oN5DKkUdzRDSnSTFzUu1GimDdtEHVLRIv5DgQNhjUha2knw7sE179NFHA9IgbE4POuiguI+dZ7oG6Rvn+WHDiK0d+3IVFSXNlAE2qOIxQ+A7g3QT7NBQQeRBkiqmKK7kRu2LylUBNOK3qNmV9dxH+ZGM9/CGG26IdXTyD/wuueSSKJlONpR873hmWLyDtLEZSqvXub5c3fvmm2/GBWkTJkwI8gUZsJ2VC6OShT/Uhf0l321NHiLOmI/kbTRTe5JkGZU7/RhIknuhiEkyHWmlrlrYYIvNO4AtNLhga42WIb/whzqbwYb3M/FNldq74YYbxj7lF15VylcvrafU5axMlJ+saIsB8wjzx0pI7HB4oSGMcXlAMQrWbDCuvCMfK/UYjDBo5TyGsTCM2OBAvMi83KwsZLCA6eQY2wTcHyTRcV4MHy+s8aeZSxyoGKzKf63cGGcya4DtpxwBRyAybIxvLEBplmBkuJaffFJG5iiptfkQJ2LRD2pt8qEmh+HiQw6jhk1oKkOSrcg8cXzVVVdFZoB9BAR81JnEJwaIdBgGVqc3oipNbUnbb3zjG5FpbXYBjCSzse3UT58SM0J/SePHNyb/gU/pbGk/TDKEfWr+XNoHm2STB7NOW9M5GMwdd9yxZFU9zCf2qykPWwQgtLVZkoQ2lrPKKqs0e2lD+WH4UjuxG4XWkEqYNLCBAW2GwJ8FWDxLlZhiGCcWFVE+Jg0w5+ULtLBR5bkkD4yS/EZWbMK2224b87CSeqCJxWC8S+n5aqW+Wthg/5vuQ35b3vdGsWHyl7cBLm8vNrbcI/qUnv/yPI0e9xSTmRrNC4fRb6UbhvSy/IVCsgnwzMqZCZJHDnUDMyOAAlBAw8AddxcQDzOzTlxdYHCLvQ+zdxjVRokZLrY2lX5p9ttoWeRzJrMZtDyvIzDjIcDiH8a6Vu0aG0UMqWczWp1q5SK5YxzHvUq7xHg+vRDueaZOnVqzuWCMxK6dfuHeiOch70WgZqU9cDJ9L6s1hfNIiGtNRvjOI0FmUU01Gj58eHSz1Q6+1couT8drAkxtu1QPm0bKbwQbNA1obqtR8mLRjmQ2ld2zNpl4/MerfZ6wWdFgZXIynE82iXVNsx+TCimGl8IWCPsFzS5ND2q0ZZK/L8M2hkgZkFYAxmPNykwSTdPsyiZOnAjTXVJ2rQMiDWAfUulH2CcnR8ARcAQ6iYCkD4btHxFEsJEbKJJblmhX2W75WqQQx3GZPLVblMntT9tlDFYBEm7E+1SrPjAmvF87/ZIWzuRnM34Da9XVS+ckAa0YKjK1kfP0SYvPUlK/rSSYMZqVBEf9zpEgc7gYOYooSe3gW7HwvkRNwiJvga0w/IVMKJriHyqVXQ+bSteUp9XCBv5GPj2jHSb2rtVIpjImCX3MWy1Po+n9g4I2euUA56OD5SS1eHzwiNubD4mUGMhkVI1hudThxotOPsIwnX322TEkk0TwsVgM229RKDOMbTEQljTTtt9++8hoysdcedUVjzGIlSq/4rlODKoVC/ZER8ARmGERYFxkkQEh/GTPN8Pi4B3PEOA5kOQqMgSOSREB+Xa1u+++O4afLKZ2dg8hFot+INlKxkmfJH8Gn9KrBJMpbYjJhMBkilC1mTLxMElnowCuaqYGTwxDpNlg3gHPJhVDnH0osoDJrsUkfo4vD7M9ZsTQvvvua6ymk9sMI5+MteOqQ7n8ifuygTGpaKJkEikmqxFlz2lw5sRmlZF6LEc2lHHLSjlmTeQjNijSAR6UbpB80cXVdMTOdXIEHAFHwBFwBBwBR2B6RqCn1OXMChA5a0WfKRpF3OdYvtwKGGtFmsn422S4Ht0WaDVVnMnhYgEGE5KBtynigsk202R3aajPESGjVk+Eeh3GVHaQMT9qdMW+Nfm4Sll86wg4Ao6AI+AIOAKOgCPQIgI9Jclspg/4iXv22WejP8lKdhn44EINjhhbKx3tqaeesqWXXrpQBec++clPRqkndp4Lyc4Je4hukksyu4m+1+0IOAKOgCPgCDgCnURgumUyOwlCr5QFk4nNqHzNmVyFGIbhTo6AI+AIOAKOgCPgCEyPCPSUunx6BLCTbWaxknzJxVXx9aIhdLJeL8sRcAQcAUfAEXAEHIFOI+CSzE4j6uU5Ao6AIzCACLBWEw8bLJTE3txp4BEgNCXrBLD3P+KIIwa+whm0BtwUYgaXCG8KCrQSXRSmtBl5i+kfoStZb6KoRxWhqJdH/sCj6yxFTax4facTXZLZaUS9PEfAEXAEBhABhYaM/n5xwVZOcvAdbc8VpcPkrDp+iBQYojxbzxzjgufb3/52dCfHYk72FTWn6fbJOb2NHDkyXodrOUUWKpRBzHLKTT+8khB7G1v8RklOsqMvRNpYjzrVp3r1dPL8dtttF72v8KzgZUUhmZsuvhP9VlQqUzCWwg83OoqE1HRbOnVBp94n/Nry/OE+SBG1DP+dzRLuGFl/gucdPOVUonp5WMty3nnnGf7B824gK5XVsTRcGDk5Ao6AI+AI9D4CxKrW4B+jk1Vq7VFHHRXk7i2G01XQikB43l4mwisSPnDatGnhU5/6VFhiiSVi1LZm2kx0NbmhC/IOEoiiI1v2GFY4lXHBBRcEucGLWBxwwAFB/pADYSWJf90MKcBHDE1Z75pO9KleHZ08ryAmMTzj+eefXwiv2Ux45dSWTvSbsKWEkCYCH79asbVTvQO57cT7ROQs3llCWvMMsX/IIYc03Wyi8BACW4FeCmG2ywtpJA/XEKqbd2IwyCWZHWPXvSBHwBFwBAYWASQhEL6Dy0nh82LgCYXdjSpHxZW2fOSxcePGGecUijCq2VG5scjwySefLCkKCen6669vCjsXvW7gmzhJ/RSOLpYxatSo6HQaqSrniZiGhAbJTyLF1Y5SMaIULbzwwkaQC7x6JHr77bdNH0Xbeeed7YUXXojXKk56dDeX8qQtkjV8I4v5SUmF7ZVXXhmltrRl/Pjx0Ywg328kSKgWkYr9/Oc/tzPOOMMuvPDC6Fc5Lw2+/PLLo4QHR96oaJE+KWxhoZ60QzQ57OepAyzzeZrpUyqv21si1iDBRLqFFJjnQpOT2Kz77rsv3kOem+Q/GleAHI8YMaLw7DTabyRpSOFwBq4JU8WuE+kHs4TZZpvNeHa6RfXep2OPPTbiABZiGmMzeX455pdcLyapMM/vzTffHBf37r333v26VQ8bnt9VV1214DO8XwFKaCQP1+F1J/8uViqrU2nOZHYKSS/HEXAEHIEBRiAxmZVC7qFWhMlbb731IrOFPdu6665baBFqNiKc8YHHiwUfRGw7jz766EIedoiGNtdcc9mYMWNiWDlJuAw7LggbUD5OikceQ/MSVYWAFqj/rr766oKa9eKLLzYYURYywtTtueeeBhMnaY6heoZgMGnjfvvtF+3MFpIbORjVcsLGjLJggAjQUU4E58D9HEzfiSeeaJKIxo9xeb50DEN7xRVXxLphjiEYn0033TQyNuBDffQbuzXqT0SgDzCAAVFs7Kh2x9dyYpga7VMqr9tbJg+TJk2KPqmJeoePap6fREwOYN7pVzK7IJIeQVC4V5IIx6yN9hvcmWzAnFdT+XIPqYMf97Rbka3qvU/41ubZ+Otf/1qwjebZUMz62PbkMhEbyrXWWisy5ewTEKZSVKBGsEn3pd0t4wfBahgPBpwGQ1zqddRGQINuUCz1oME2/u6///6aFxDYngD3Q4FQdaGa0YcqyIasapdQEygaU3j88cer5unECUl1gkKQBoUMC7StEj3//PPhrLPOCpqVNq3aq1SepzkCjSAgBjOgThRjFt56661GLumXRyF3g5iiQrokf0F2XoXjtIMK9aSTTgpi7IJs9ILcq6VTQRKsIOlXPEZFKglXYV/SmriPKnrJJZcML774YhCTEH8KpBFVhTfeeGPMI8lN0Ac67ksSFvRxjvuV/r761a/Ga1HztULgpo9pyU+xm4M+tLE4Se+CpE8lRcvOM+ZnbIKSqnPChAmFfGK2Yh5wgprpU6GQ6WAHDMTIh5122ikoFnhQ8JOSVjfabzGyQcxjkJQyaFJSUgYHYjyDJO7xWzBx4sSg8MxBE6V++XolgT7wXPG9gCQZj6YHeXMDSbqjOQjneR8wealE9bBJ10jLUFVd3mgeTS5ju7WILYhRTpcNyJaA7k41EGAQGj16dFCczyD1ScWcl156abS34KSkAgG7nzxJnRSvpwzN4uJAlD+v2XFQrNAgtU58ATWTy5/ut89HYaCZTEkeYpuxi1EUpKp979e4JhOkeokP+xe+8IX48VSkpn4lKBJUfHE///nPx4FOM75+eTqRcNhhh4WZZpopLLbYYkEzvaBZfJDUo6RoSW6CnPgHSWii7ZskKyXn0wEfHe432GkhQ0r2rSPQEgKSOMQPMx+0xMi1UhBMZn4ck0ovvlupLD44MF88/5K+hK233jowqV100UVTlhImU9KcQnskxQlaTBAnXrxH5Uwdx1KDBpi3VoixqFWCyeRd5AMPM8sYwjgqaVzQyvHYVkkwS4pn8q/IcHHiz4nEZMLs5wm7V8buoU48N9xDSeLa6uo777xTYO7rFcSzrmh90ca4Xt5unZcKO8jUIFbPluesVWoEm04wmQhQJK2P91MLrVptbkPXubpcb00twnXFOeecE9U+eTufdI1Qji4tCFOJSxHsntip7v5cAABAAElEQVTP04ILLhhDX1500UVRvYKtUp6Iy446SgbqtsACC+RPVdxHXUV4zYEiGeFHdRvidGxyUBsRHWkgCBWVBv0YkWny5MmGfdW9995bqEpG0zZ27Fg75ZRT4qpTzaSj6i2pbgoZO7CDio/7h/oDFY2kRfF+5YtGzYMtkmakRihTzbbtj3/8Yz5L3P/KV74S49CDHeU5OQLtIDDzzDMb4wc2WagTsd8aCEJF+NBDD0WVOfZjv/3tb02MaVNVEcIXNSqqQ97T/A/1YrPlUTl2kNgOPvDAA021JZ+ZcZZxDLU8bVtnnXXiu4vqEvUhpgN5YhzSR7/fmIzKMxHmC9i0ppDGKb2RLbZ6mApgBtDrxFgnTZL94Ac/iOYRrM5vhVDPSkJuv/zlL60RX9A8S1D5eM83UMKciJ80S600pWPXEA771ltvjd8png3MTFqhZrFppY50DbbNmLdgTsP9qEQdez4bYkVn4ExyBRK5fWb8lYgZsW5QkF1QYCUa+3rg+mVVvPUo7WSFGTOIasSsuJokUwxOYNbBT+4i+hWBFAJpHGUwSxejE2SgXpA0cAF5kAzKsD1KTVmViYpCL3GhPMqmH3feeWegTlZ/tiNFKBRcZydhfcMNNxRyggVSFaS9UFJPoT7vNIFNnmSLFKU5KU32SxEX2ZalpKgS5N5WomeeeSbmr/bsVLrG0xyBWgjoIxafKdTZzRIrr3mm5cInSvQ+/PDDaKbCu56k7ZiAcKxJb9DkKY4nSJLEREWpvj7uYbnllguywYwqeySZSLZ4d5BkaiFRQBqDpoXrxEwE3mvZ7AXU5csvv3w0M2mm7ZSHepV2cX2zhKRS9qgBrcnDDz8cUNfLrVEsE0ktxDuM9FUMQpC9adCiqWhWwDiKihOsZFsa24BGheslfIhSXVbzMy41S0mLo4VPzV46aPm5r2ABNlo0FevFjIJ7gVobCXszpIlSvJbreR7yhNYQaTLfHTGgsV68AGgykM8W9zX5ieVwvnzc7pd5EBIwKaFPyXSklSprYUN5L730UjQjwHQEyTnmZbyPeWokD/nBj/ez/Pp8WZ16Pl1dnke1wn5ifKoxCrwA2KrIYDpg14MbjsQQpeJ4EWVgHiTVCjAo3Fzs+ipRLSbz9ttvD5LoRfUVDG05oQqTxCOgcobpld+4+OAjXk+EChebGphR7Ek0M415UPMnwoUEqjIIRrUaE5Xyt7vFnocBjMGbPuTxw/Rg2WWXLVRBXmzScEsykMQLTD2asReqkVQ3YsVHKNHmm28e+FUiZzIroeJp7SCQxiPGgmZJPgjj88vHUP4e40cqqbX5WCdChYxam3yoybVAKL4L2NLlbRuxkWY8Id9VV10VYJbYl0YgfvgxuWFsJI0fJibyX9mwqjS1hy1MIuNmK2MRY1lqQ9ri5ogPdbLJhFHBJj71m3ww05jHQJLuxvpJhzGFsWQfkxrU6M0S4xh4gj/3tFcJ+9OEGd8CCJUwadxbGNBmiLGTbyF9zwsTKANTBiYRqT622P9W+lZipsT5chOHZtrSybx8l7mX+W9Ds+XXwoayyrGh/7jjylMjecjP5E8r9/OXlux38vl0JrME2v4HaVCvxmT2v6J/CjZIvFQYt3PzpBKPC3365wxRCllNkpny87LnmULSWSzEQ8cCokTMvqWOLjBBGBaTB7upZIzPlvLyD1yjhsqpnna3MjOIPu6QViAZYTaWiA8XM7c8YSeF9HWgCMnF8OHDA4sa8rNkJCDgB2aJ+OBUmmlz3pnMhJJvO4UA9oA8g63aNTbaDqSe+Pdrl5gw8vFEC9AuaUV3u0XUvR47TBb/MQbWIvrVjnYHyS73sR3JV6329fI5MOZXjWA2mdAn6XqlfIzP8oAQBuOZqFR/eZpcB4Vq9vnleWsd18Om1rXNnEPTgK11Nerk8+k2mXrTB5qw2xOzYri6wF8bftVw6yEmsGNV43oCwn9bIs38DV952HpCKQ/2MNgQpZ9Uz9E3HW2EpCIyfMVB5Bkoe8xYgf7EgMd2PvXUU0ZbcImSSKsLS3zvYbeCnRTpA0HYWGGngp82XEqwTZTcneR9AbKf0lM+3zoCA4UAfgOxKcSHIzZyA0WS9BXc07RTB3aQkoZ25H2VBqadpjR0raRz0YcgY2Atol+V3NDUuiZ/Djtu3DcdfPDB+eQZYh+M+VUjvjd8K6XZqphFQohon4/brMF4Jio2QomsF8BOGlth7HelcUNoVy17Q+n1sGmokBqZaB/PHHaYWuBXNWcnn8/qd7pq9X6iGQRYOMRCH+Le4twY0kzNtAItGt5igN4J4sMDYXgs1yFxnz8YMhgnXti0qIiFTIRWyxMDXiuEjzoMr6VCManpWymicA0MLW0kHF4inMZKEhIxgxllIRLEh6ucMFSW2i4yyck5bnmeWsfcK/yZSUphcknRzxGwZs/GAgzaILOGWJQkyLbDDjvUKrbquXbbW7VgPzFkEeA9ZZEBIfxYnOY0fSIgbyLRcXZ+rJ4+ezL4rUYAgn9WHOZ3k/hGsOgH4jvFpA+H9e1MPga6PzCZ8AP4gpWpS9XqOvp8VhOXenqGQDvqclSt2D6iKsdvVlpcg40JthPYSmJ4i+oFw3GM0nHlgw0U+9h5pmuwHSKNHzaK2E2yj+0gNp+UgQ0Rqnh83+F/DuNeMW7RborekAffdbjowcgYtS92mdhq4dcO9XozhFpDM6+o9im3r2mkHK7B3QN2qqiocPujp77EVoc6sCFFxY8KC8zArhK1Y6gMNuCKHSaqeK10D8cff3xU3+frwv4SrFhMAM7kr2aHU09d3k57823yfUfAEXAEHAFHoBcRcJvMOnelHSZT7kAiEwLjhEF5YkYwsieNH8bm+VVlKZ0tDFwyCk8MWP48+zA5yREsNiwYyKc8MJj438SOKxHMJ7aGKQ9bVqvT1mZJEtpYTrkT40bLoW/45KMPtEOunkpWwqdyMC5PhvY454WxLqd2DZVh6Fk0lceF/XJ7UOw1WQzBORYiHHfcceVNKRzXYjLbbW+hEt9xBBwBR8ARcAR6FIFhtEsfTKcqCIhRMEkXYxxSwrJND4Q6HrvPpEKv1GZ8emLbgnq6VbsW/JThVxL/lu2oymmLGORoryqGs1Jzo89K/NERqquSPQ82MWKWo7oCc4CBJHy24WcM7GrZbuH/ExMJLRqz8mdnMNs7kFh42Y6AI+AIOAKOQDUE3CazGjJl6TgDJl4tzsN7nbBd5FeLMOzn1w6xSEd+Nk1q33aKie2gnFoEIyxzgKpZOmmoXLWSvhMsqGIBVy3SSvQY77dansFsb7U2eLoj4Ag4Ao6AIzCQCLgksw66RH2RzWJcHS41d1zAU+eSGea0Qi7GFfK1JKaDBQYLnGSjGiOiDFadteqRH8IYOUW+0+LqQxYN5anX2ptvm+/3NgIon4hOgwagUwsHe7vHg9s6NFcsimg3qhreQ1gYItd1tt5665ncsw1uR4ZobTz/cthujz/+uBGFLy2oHaLdzbr12j/NHr5fRlpliucvLm72+YULXQebYbffZPbQPWbzzm+25npmc2eeYlImogsuvvji9rWvfS0lDexWjXJyBBwBR8ARqIbAS/IXeZMcbj90b9Aqu2q5Bi1dH4dor7333nv3q5NIKUTzkjuwuDBQ5iVNL+jrV+gAJpx33nlxYSKRhogAg3P3Z599tukaL7300hhRjQvxIUwQhzyxqFEePoKYkri4kgWEOJZngV85EeUHP4LtEgsyFQY3aDV0v/Y0UjbO7MEDf5wskMzHnG/k+mby4OORwBPghM3+Lbfc0szlMW+n7mWtinm+sZPHRp/nHLv4dmKF16qLc516n9q+l2eMh73s/9ts9UIXPpIP7rDDZv3zMG71EX441+hzpr/vvvum5AHd+sKfAYXXC3cEHIHpFYGP9MENe29bOmgvM1MIU5/qWpfwtiCxQwz7WKkRRALjA0zghy233DIGd6iUr1fSYGgIWztt2rQYLW2JJZZominGAwfhcTfbbLOAE3mi+YxReMg8EQUNLx9EOsLrRlogKR+H+WxxP3n06HeixQQY2nKmt15ROMLnPhOGmIhC7MstW73LWjpPiFKYNSLSpUWoeENpljpxL+vViUcVIusphn3MyiQBbB588MF6l7Z0vhPvU0fu5WnHZ+PQyp8N4aA9ir/rryj267LfFceqcQrKsvYSxWuKueLerrvuGiTNLEsdmENnMgcGVy/VEXAEpncE3n0nG6QX0TC521bFAXy9yi60BqO7yWOB1OX9qsPNGVFQiKOcGAfCxiY69thjoycJPFrAdOGpgYhVyetFyodUUerdGDKRyCqEckxRuAgLiTcKQtZSF1IRzss3YJQoIflJhHs0GA8kgzKpCXzY8p4uZIoUGWIksinCCAxgJUKyBpOFF4hyUtCEyGgQShemAKZDvkQL2YgxTlpeakndeLPIM5n7779/7Bv9kx/SwvVpB0zwpAGjirs4QkoeccQRJWFw8RpBXHMYSwV1iPtsE5NJ+FzK5yen2LFopKYp7frrr49p1E+bieNNu2DE24kwlPpQaUvUIeqCGcKNG0xcIi1QjPeQ9hHzHho1alRsL5Hi0rPT6L1EkobElLjnRHprhfJR2MCEtnPvO0313qdO38ua2CQmc/fvhnDHLQrxd1cIjE952mRENkYxMYaee6Y4Zj18f5bW9084Tt7ZwSBnMgcDZa/DEXAEpj8E3nsvhO021mD+btb21+QKTB+0+HvzP53rz8STQnirsZCJiRlLkpx8I/h4Ez8ZdfFuu+0W9/OMFdIemCM+ysTtRn0M8wejmSeuJ365IpUFYjKj7oV5g2B68OUr59PRjyyhYJEcch5JYQp3OWnSpFgP6l5U2cRKphzC76FGhmAcce2GWzAYM9rCh7acZL8cmSzaveKKK5afjmFdcfcGAwqD9KlPfaqE8UPCqSgyJSFiKYR45HmJHfHg6S/h9lJ/85UlKR/9heGFOQTvK6+8spANP7pIBWHCUUHj45d2JyaT8L9IXSlDi//idVOmTInxvAmpm0LW4geZmOsQzFwrMdvjxXX+mDxwD2AucYVHf/LPA5OCQw89NPYhqaXZEtoXP8Ep9nuj95K49uDBDyatXUJijes5JOGdpnrvU6fvZU1sEpMp3ARe9ptfWxjJRAv1pZ99ckop5p18UTFNe/iC5r7jH3qgSa1y6nUEiPvLgMYLNdRIxttRisHHkx9O6btN+OHEQXw14qOHI/lK/jqrXePpQwSB1RbOBu5pxfj1FXuGDeflFzb2Sx+NE/XRrcFs8sHHjhC/skiOWqFvfvObQSH7CpfCKCBpLCckoQo9FwMkIBnNM3cjRowoSACRVKb42+zDkEAELCDwAwwkjBM/bC5hLuR5IeZB6offXgj1vlx+xf1Kf9jhcS3S0GYJu1SkiY0STB2MdjnBANMGJJmJsI/deeed4yEMOOfBNBFjBGmJySQdCS9pyb8xDBqMaZ7hJfBEYpzAEDOJbpJC/UY7YGxMYZyvu+66kuY0ei//8pe/xMkIkxNwyBPjKuN/pV+l/jORATeeq25RJ+9lLWyiTbiembCFJh4HSzvBPr+jcrbHKe3Gq4pwLDtLlu+3E4pp2kMTwjOIJD4vGS7J1KEDZzLrAMlMbfTo0dEAu5rhdS2jc2bwzObTDwnBhAkTCuqnOtXH0wwy66yzTpx51Ms/GMbX9drQzPnkiJ0Hnh8z6bxKrZmy2s2L7RPSFtqheOQVi8NYmgGSPEgbqhHO87nnzPpxku80BBBAoqn7Hn/1urN0X76Uv9Ht2P0KUb7yVSD9S89dYuTy5xvdh8nMj2Py4Ro/1Ol6PjgESJh99tmjJA2pFpI9AhAkyjOZSN9Se7TSPUbmYvEI73F6p/NbpCdJ2pnKa3TbqrqYxT68z7SrEarHZCp0b6EYmK6tttoqHsOU01eEAnnCzjTPZHJu1VVXjaYG7K+xxhoDuniFOjpBPDf0b5dddmmrOJjJJAHNF8RzkX9W8vuod/OEWQG2x+22JV9mq/udvJfVsKFtJbbCF56VjUPz5lg47MUZZ5isQpoUxWPSfj85S+v7pyzMHsAYU4iBpP9RJU41ECCeNc6955tvvuguoTyrbo5pNmBSH0SXIjgnZz8R8bhxrSNVjkkdZPpQmFQx/Zxzp/yVtpQhO6pKp/qlScQf43cTE1fqiBgHXLZH/fL1SgL4acAwfUDiT4b7JluvrjQPP5yasUcH89UaoA+KSfJQ8VnIX6MPleljbTKmN0lr8qd8f3pFYMIxWcvH7Fu/B48WhneG+No/Stvje2ZTnzI7fJxVCkgglaBJXRtddJ144okmyVH9NrSQQ5G/oustqXBNtpkmG0kTY9pUSZIuGe7ecK+kj1nJT0xs0+VROX6KZT9pMhNoqi1k1kc0ji24vckTGNKeTlGKWS2NTKFIvh+KbFY4Tju4NiIG/dixY01Mq0lLlU41vZU9Yvw+SG3f9LWNXiDJZYzNLRvfOEbynWmFNFkyMeMm4YvJfrekCDFrdsYZZ1T85Z9BnoVNNtnEZPIRyyopJHegkM0m5j5io1DOuTOd3e3UvayFDS0uGRfe+HfWiZdyfVlpk+zglmuy7X25532JUr/OBBORFNYk4a+K4R/+8IeInQQmuUpa2B1IDnYolF0vrGQ9o3MwQMW1zTbbFOBIomoM7BMxi0P1gk3RUkstFXB5QFzzREjZkAIQyhF7Kux1MODP52nU+DqV2QtbPbJRTY6UopI9VjfaqIGuqiQztQfD/lqSTPKlRRpIi5ymcwTyRvQvd9j+68XnGwYHKRrvDOrsZomV12uuuWZcwIH6EckealDKS9J2xiSO5Usv2gwedthhUdJJiFr5xY3jDXade+21V1TZI8lEmoQEFEkm4xzSGMx7UGWiyWEMxRQGtebyyy8f8uNeI32gvCTF5fpmCdUzkkxsSa+66qq4WIUwutiVIomEkKyxcpkf9om82+yj7k42pOl95lokQVyDDSZjAeMwPxZTUA/aKmw4k5p/u+226ye9wwwBrJO5QbP9Ij/3EXtUysGEp9PEfSWsL5LpZEOZJLYs3knYNFpvsmulva2ouXmOeBa4d5g0YXOMtL3Swh8WkVEPYZzpx0BSJ+5lTWwOkEmG+hJGrhDCxqsWp60n/LTYrQfuLqanleVcM3pUMU/fHtjwfub5h/JMCrIS8UvmIOXnGz1WC5xqIVCPyUSNXcvonLLzTKZmVFGlhJo42R9iYMzLgN0QKyFZTchghR8wBlgIJpM81IWYOxmVYyyfVulJwhYZ0XqG9LHAHvhjoKZPyTiewQO1EundJGcyu4l+D9aNcfyI4dkAfvE5XW1gGo9YpNIsKahEfN9457ArhIFKam0+xIkw6WFCSz7U5AcddFC0A2VhD2MZ6fxOP/30aBLCPswbHyP2WcDAR52JcmKASJc2KLA6vZKqNNVdbYvLIT6KrS6AwfYTtSbt4MdiEcbQpILHvCWdy28Zp5PtJKvxOYeaFltySR8L16R2cV+GDx8e07mWVfyoy7nuuOOOK+kei4zAP63QLjnZ4AFCB8pm1ftAEMxywgMzAgj1PmncWxjQZoi+wvDzLLXCFGMrm9qT35ZjS5u4v+QpV7U3095G83biXtbE5hdjsvFH/VGnst/3R4ZQvgDx/DOK58m3kZ6L14vCqtQfJn9zzjlnOuy3xcaWe8TzyZjTDjmTWQe9NKi3I43KD8zpxcDuKQ22SC/LB4lkn4KkAUpMJi99IphUymOAhBo1vk7X98KWD9MFF1wQGW6Ya/qDFKWb5ExmN9HvwboP1GITBuwft2eL1omeYa/MO9KqXWOjbUDqiUubdonVq3w8y+0UWylXYX1buazkGiQ3MNdp7C052aEDJslTtYgpTf6rFctKexihdiiNmXkvAu2UNxjXorEaDK0VzD5utjrx3NTDpRP3kjpqYvPKS1lAiEfkI7QC41hoI5Ni8tTQuKBpwNa6GiExZpxpR8qeyvbY5UJyMEgLQEyzHdMgF+0kNbiY1EymGZhpADYNFiXNIB44tp1Si5WkazFJ4VirJk2q9VgeiZp12GKLLRbPcy02oL1OYJJIfvxMg6VhW7TjjjumZN86At1DYPIks2N+k9V/+3VmaymMGzSnQrVdcmu2P4j/kj7E91qLMEwM54C9J3KxY/zaJUn9TNLQdouJ10vj0XY54MdvIAnbuYWqjL1i3KMNpiIymXxQmqTGCHpK7e2aaNxdd91lcolkfC+mF5IEdMCbKtdMJhOQGNazE89NpQZ3+l5SR01sPjuPGb96pHfOvrR8xVw8a3K/Fe0wCXVajeReKz6T8uVaLUvD6QN/txtuytDOyGArX23xxwAkNbtxIzEW10rOGIv4Rz/6UQEEBiCpym2BBRYopLGDkThGzxAfmSeffNJkExSPm/nDqFcqLpP7kvjQNXPtQOZlgYMkAf2q6NX29mtoEwlDsU9NdL/3sz4/1WyT4qTOpjyXa/MTuf3B24WBYcGInHWb3AINXsVeU0cQkOo9Mj4UJrvCuJhG0qL4HWilAp4D2da2zKS2Uuf0cI28hNjdd99tMjkbsOZ2+l4OWENzBcNkwjfIhMDyAqtclriLkEfSWWMBcbvkTGa7CNa5nlXTUpvEVYxS08RVjmxh8LjJfDRkfG6sEGSVuqIqmNTgcSUlDKBU7ZHpYtYEIcGQAbrJrsVY4cf1Miqv04r+p1ndRxukru5/cpBS7rvvvjib1yImk/1HXFXIKnxWMJbTYLRXvvpMai6TTWtcvct9ol0L5aQSSJ1ZMSp1W5RKc69Y/d+KdGQw+lSOox83gcDnF0ZJ3sQFg5P185//vEndNTiVeS0dRUDu8Ixfp6iXPYd0qo+tloNXgYGkTt/LgWxrKhvPD6eeemo6rLpFE8pq/45Q0pv7tjIC7dpksgpcN6rkR7QHVognuyCM5Fkpnoztyc8KTs3EYqOITIHRO+mspMPwnH3CmmGr2Sx10qi32brz+TH8FnNWwCYZ9pcv/Bms9hJirtK9ov5ErG4tz7P99tun0yXbtBq1kj3vYPWppEF+4Ag4Ao6AI+AIDCICw6hLH02nKgggNZRLChOj0JRvyyrF1UwW42HPPvts9BOJFLMa4U9LritaVrGgimeWh5oGH6DdJB4/7JPwmYY9qULC9WtOL7W3X+NqJCAVlXF1xWdneu1Tje76KUfAEXAEHAFHoAQBV5eXwFH9QBJD0yo123TTTatnavMMRr/Y6dQj7DuT4996eSud76RRb6Xym0lD3V9vYUAvtbfRvil0nuWdMpdfNz32qbwPfuwIOAKOgCPgCNRCwCWZtdDROTk4N/mXizaVRLH49a9/XeeK3j/NgiKiEHXM5mKAuzy9tRc45IcwRk5hxT+RSuROowSl6bFPJR3wA0fAEXAEHIHuI/CrI832PMhMi2Z7kZzJ7MW74m1yBBwBR8ARcAQcAUegFgJ4wBi+iNk5cgX4/e4t4q3VRGcya6Hj5xwBR8AR6AACSLPRHiDZRsrNCnEnR8ARcATaQuCHW5uN17qK+VXK1P/2pDTzf9rqoF/sCDgCjoAjUBcBheQzRfmy888/3xTisG5+z+AIOAKOQE0EkGLCYEK4zL3ot3G31/6cyey1O+LtcQQcgSGHAL5gazk/HnId9g45Ao7AwCKAH993383quPYys+/tOLD1tVh6T64uD4r4MuwJhVN88VmzRZfKbA5a7KBf5gg4Ao6AI+AIOAKOgCMw+Aj0HpM59Ukb9r21ze56sYjGHt+zcMLZNkze6oc64ZMTicfPfvaztrpKqLEjjzzSiGJDjNKvf/3rbZXXzYuJmEQoPaLsEFKTMJwDQrffZPb++6VFz/UZs2VXLKTh13MY+R66x2xeGcKsqfivcyuOtZMj4Ag4Ao6AI+AIlCDQe0zmfXdlDObIFcw+rWDw511rdtJ5NmwFhTjavn+4wZLeDMABvjF33313e++994x4qMcff3y/Wi677DI77bTT7JprrrGf/OQn0VH6z3/+80I+YnETNvLKK6+05557LvqFhFFS9B7baKONCvnYwSl5J4g6p02bFusklFSzTCbhKwmheNJJJ8VQloSxrNT3TrS1VhnE91Z0pBha8xOf+ITtuuuuMZwmjuQ7Sv98xexrVRjxf//LbI7/s0CM4F0Uy/qMS0urfujeEkaUk77QoxQiP3IEHAFHwBGY8RDoPdHgrB8zO/tks6vvNzv3GrPzz8juytWTOnd3Xp7WX2JVpXTiVBMVZ7755rO115aEtYyQbBFznFifSNzGjRsX9/PZvvnNb9qYMWNs3XXXtcMPP9yQMl588cVGnO5yevXVV9uWYlLmzPKZRYxShacsr6LuMczp+PHjo+SQ+OIsVvjkJz9Z97qByHDTTTfFBRNEz+G3+eab21FHHaWQ0h0OVCWmvEAH7WGWfr8YExlMzg278qIigznucLO1l8gu2Xlk4dK04ws9EhK+dQQcAUfAEZhREeg9JnPjLc1G71q8H6v3SZf+JUlTp+g6GckuPIvZ78TAlqtHq9QxcuTIqKotP4108pFHHrE111wzMmYwmnlm9Nxzz43SRLY//vGPo/Ty8ssvtwUXXLCkqAMOOMBWWWWV6CAdpq6c1l9//XgOCaniZ8dwhWPHjjVCTCaCecVZ/AYbbBBV5Owj0Ux07LHHxjqo55BDDonJBx10UCGN0JkQ0kPo0EMPtZtvvtk+/vGP29577x3TBvsP5vyqq66KKnKiA9H2J5980v75z38OTFOGqdhvbWM2cnOzfcVI/uiIYj0TT8z2997WbL+xZmdpEgTd8w+zRx7I9vv+faFHCRx+4Ag4Ao6AIzADItB7TGb5Tfjzw1nKMlKX16LrLpeoSRxCI79tJaliyT+rsWA2//xIrZJrnkMNTjhIGMsTTzwxxt7OR9JBlY4UEClmIpg2mFPsCxNtvPHGtsMOO0Tm6emnn07JhS3n7r777ijlHDVqVFQhI9FLjCEZUSvvt99+hnocyethhx1Wch6V+btajYYLFeqD2CIhnGOOOWzppZeOaXfccYfBJI0YMcLY32WXXdoKYxkLbfEPbPEtCL2vCcEpp5wS24b6fkAIAenyK5utLqn1Z2Wuccm5xWoenpLtr7BKtmV1X6Ln+t+zdMq3joAj4Ag4Ao7AjIjA//Zyp+Mq80N3yJq4ze61m7rsSmZXSJ3ZCJ1yrNk195lt9jWzQ2Q7udQyjVxVMQ8xqhO99NJLabewfeKJJwzV6ayzzlpIY2fZZZctOV5ttdWM38SJE8UnI04rpRQzHckjElFoypQpkVndcMMN4/4ll1wSpak/+EFmu7rvvvvaMssU+4afPhYUwaQSLhPC1hQVPfaWMKbQ0UcfHdPZnzRpUmRA2e80YfP5j39IClhGMMlLLrlkCQ6ox7fddlt75pln7Oyzzy67ogOHn54rK2TFOc02kL3nLVea3THV7IDRZpv32X8+21fPfDkp9LKapDwsafLrAyRZ7UDXvAhHwBFwBBwBR6AbCPQ0kznsrJMyVeS3JFVaTkxkLfqcVvqiam+EFIPcjlLXWUw0wDT33HPbgw8+GNXWME/tEoxoosUXXzwuMuL4oYceisl5X3xf+tKXbIkl+uwG+y5C7Y+klZXnSF+xJ0UCutRSS/Xl0HqrT3+6sD///MJ1gAgm+He/+13F0lkglY+Ksueee9pFF11kV199dQnjXPHiVhKJ+5q38/yP1OFzCIdnVBgLe3j+lpFE9ZEPzR5/zGydUWYffJAxmNT3uQVaqdWvmUEQYDJ6zz33zCC99W46Ao7AoCCA8Cr/3RqUSpurpHeZTFTYO/4w683x5zTXq3q5VyoyavWytnt+5ZVXjnaNd955p62++uqF4j4Qg8JvttlmK6S1s/OZz8jVjogPGZJNiEVLlVTvMJio77HpRB3+2GNimlokzAWef/55W2ONNfqtlK9XJBLXddZZp1821OOfYyLQR3vssUdcvQ9Dmjc7SOfTFltS7DdhkpPNaTrX9PbNt4qXvPt2tr+SzBseuVRSTtli7nGA2X13FvMs8aXifoN7HW1vg3V6tu4gwAI6bLe/+93v2mKLLdadRnitjoAj4AgMNgJSQ/YevfHvEBaJ/HkIt9/c1faJScNKL8j2saV2vPbaa0H2g0H+L4MYoCD1edAioPDFL34x7LTTTrFM+X8Mimscf1KjB7lMivv6KAUt7Il5pCaO7eBaLeYJXKOV1kELgoLU3fEnRjPWM2HChCCpX/jqV78ar9luu+1i/nwHxPDGc3IFlE9uav+NN94IspmM5dxwww1NXdtoZq3Gj+WD1eTJk+NPEtrw1FNP9StCzHXMu/POO/c7VzfhluuZD4aw4pwhfG+DbJ/jr8xXvPSBu4vpay9R3B89qpgnt5fuWbVnp6325urxXUfAEXAEHAFHoBcR0Fe0B2m7jYsf8DUXCyH9Jowb9Ma2y2TSYC20CVJRRwYIhlXuhYLsC4PsEWN/5FuzcI7z6SfbzCAXPjGP1O4xfZZZZgmPP/540KrrQr599tkn5rn99tvD8OHDYzrXygdnkLo8Hh933HExT/rTApogiWFkelNas1v5BY1la8V3s5c2nB+mO+GRtrRb6vSSMiQVDlq8FPvEPWuaHnmg+MzBXPJbSr/77yot6vwzSvNtpL6//mppnr6jWkxm2+2tWKMnOgKOgCPgCDgCvYNA7zGZZ51Y+hFPH3y2B7QgoWoT604wmakJSByRTiKFHChCyjl16tQgV0o1q1hppZUio1szU52T+++/f2QAkTB2m2QmENvSjmQ2vP1WCI89HMJ9U0L42wtRYlyxX++9FwJM6cvTKp5OibWYzI60N1XkW0fAEXAEHIGhh8Bbb4aw6VdDOPgHIVxzSbZ/09W1+3nzdVm+yReFcODuIWy2eojfttpXDdjZ3rPJxL0Qvx6ja6+91oj+k1Z5t9K8Oeec0/gNJLEyfaGFFqpYxd///vdogylVs917773RPkxPVskq7ooXVkm866674iKcZANaJdugJP/xj3+M/Tj44INbr+9jHy/xNNB/jX9f0bNoRfmXlq9ZT72FHh1pb80W+ElHwBFwBByB6RqBD+S55DLZ/v/9KbN5tE6B/U1fqN2lF5/N8q05UusHLjG7+2X5/3vPjO9bF6j95c5daPRgVjnPPPPYNttsYzBot91222BW3fG6iJ7DgpizzjrLZBNqp59+enRf1GpFLMS54oorWmZSW6230nU77rhjdOOE66NeoHoLPXqtvb2AmbfBEXAEHAFHIIfAzH2uDz/2f2ZEQ4RmrbNYOJ2fRdd+os9TTConK2FQ/4chIx3UGr0yR8ARcAQcAUfAEXAEHIH6CMwtndoWW5ltua1CGa9vdv9dtd0v4nKPgCI3yNfz5IsU2VDeef7ZPTav99Tl9SH3HI7AoCMQzQqIY77/kYNet1foCDgCjoAjMIMiMHac2SKLZiZaP9zabPgXzE461uxTMr0jamGiC88SM/kPs622MyPf0iuYwv+ZLb50ytGVrUsyuwK7VzrdIXCNbFtGbWH26IN6eZeb7prvDXYEHAFHwBEYIgh8dSGF/HvO7MF7skAhf5Wv6yXETC4vu8sHcj6ee6C7bpPZAzfBm9DbCESLksO2zxp5zIG93VhvnSPgCDgCjsDQRmDMCVn/fnFYtj1J4bGhQ0/Ntj3075LMHroZ3pQeReBaRfkZuXmxcS7NLGLhe46AI+AIOAKDj8Aqc2dht2+9wWyNb5gpAnR47gMbpoh5vUQ9Kcm85ZZbYjxtYmpffPHFvYSXt2VGRGCDzeQG4ras59P+5uryGfEZ8D47Ao6AI9BLCBzxm6w1MJjQUeN7jsGkWT3JZC688MIxRvXdd99t119/Pe10cgQcAUfAEXAEHAFHwBEQAmH9TTMbzITGd3OLgFJaD2x7ksnEmfgOO+xgisXdAxB5ExwBR8ARcAQcAUfAEegdBAi8YqN2yBr066Pq+8/sUtN7ksnsEhZerSPgCDgCjoAj4Ag4Ar2PwDtvmx09Pmvn9r0XJTEB6ExmQsK3joAj4Ag4Ao6AI+AITA8InNu3knzMvmZz9EX26cF2O5PZgzfFm+QIOAKOgCPgCDgCjkBFBN5/3+ygfbJTu+1XMUuvJDqT2St3wtvhCDgCjoAj4Ag4Ao5APQQuO8/sVWXae1uzeT5XL3dXzzuT2VX4vXJHwBFwBBwBR8ARcASaQABXetttrPCRBzdxUXeyeuzy7uDutU5vCKy8unxGhOmt1d5eR8ARcAQcgaGGwF6HTDc9cknmdHOrvKGOgCPgCDgCjoAj4AhMPwj0pCRz6tSpdtNNN9krr7wy/SDpLXUEHAFHwBFwBBwBR8ARKCDQk5LM5557zm688UYbMWKErbfeeoXG+o4j4Ag4Ao6AI+AIOAKOwPSBwLAgmj6a6q10BLqEwMvTzB572GwuRaBaalmzmWfuUkO8WkfAEXAEHAFHYPpBoCclmdMPfN7SoYxA+Ogjs322M5t3PrN1NjBbbiWzFT9m9uzTQ7nb3jdHwBFwBBwBR6AjCLgksyMweiFDEoH33jWbTUzlIurdeluZnXxB1s31lje77oEh2WXvlCPgCDgCjoAj0CkEnMnsFJJeztBD4L//Ndt1SzGXF5nNOqvZ6/J+O6dU5tCb/zH7xOzZvv87Ao6AI+AIOAKOQD8EnMnsB4knOAI1EFhdYs07pprhDBc1upMj4Ag4Ao6AI+AIVETAmcyKsHiiI1ABgffek/p8tuyEr5erAJAnOQKOgCPgCDgCRQR84U8RC99zBGojMOGY7PyYfWvn87OOgCPgCDgCjoAjYC7J9IfAEWgEgeelIh/OCiARLo3mnjfb939HwBFwBBwBR8ARqIiASzIrwuKJjkAOARYAfWetLOHic5zBzEHju46AI+AIOAKOQDUEnMmshoynOwIJgTF7mU15zuzHu5ht/v2U6ltHwBFwBBwBR8ARqIGAq8trgOOnHAGbPMlsk29lQIwYbjaLXBlBc0pdfsmt2b7/OwKOgCPgCDgCjkA/BJzJ7AeJJzgCfQjk7TArgeIrzCuh4mmOgCPgCDgCjkBEwJlMfxAcAUfAEXAEHAFHwBFwBDqOgNtkdhxSL9ARcAQcAUfAEXAEHAFHwJlMfwYcAUfAEXAEHAFHwBFwBDqOgDOZHYfUC3QEHAFHwBFwBBwBR8ARcCbTnwFHwBFwBBwBR8ARcAQcgY4j4ExmxyH1Ah0BR8ARcAQcAUfAEXAEnMn0Z8ARcAQcAUfAEXAEHAFHoOMIOJPZcUi9QEfAEXAEHAFHwBFwBBwBZzL9GXAEHAFHwBFwBBwBR8AR6DgCzmR2HFIv0BFwBBwBR8ARcAQcAUfAmUx/BhwBR8ARcAQcAUfAEXAEOo6AM5kdh9QLdAQcAUfAEXAEHAFHwBFwJtOfAUfAEXAEHAFHwBFwBByBjiPgTGbHIfUCHQFHwBFwBBwBR8ARcAScyfRnwBFwBBwBR8ARcAQcAUeg4wg4k9lxSL1AR8ARcAQcAUfAEXAEHIH/dQiaQOCN180eut/s9dfMVl/bbM7PNHFx41lDCDbsnN+YvfKS2cdnN9t9/8Yv7lTO228yu+d2M7XFZtJcZPRuZp+Zu1Olt17OOkua3fy42Rv/NvvkHK2XoyvDhx9mOP/zlawc+rftHm2V6Rc7Ao6AI9ANBMJHH9mwB+82e+FZsyWW0e//daMZXqcjUILAMDE04iKc7KLfmj3+pwyIBYabbf+DUlDG/8zshweXpm32NbMzLjP71JzF9CsnmT14T3Y8l5jQPX5cPJff+88bZif/wuzdd7LUdTc0W3WNbP+Zv5p9YYlC7jh4DBtWOB6UnSVVn3i5At12oxjrdQqHXdtJODz1lxKMWmrPYw+bLb1c6aWD8Tq8957Z2B+ZffazZvuMKa2fo8P3Mpt5VrPDjjX7hc7/Q5ONn5/SP1+9lEceMLvqIrOPgtmWW5tdco7Zhx+Z7XeE2cc+Hq+Oz9aGX9ZE5hCzDbeoXuLTehh+d2Y26fjfmcy22d1s/s9Xz+9nHAFHoHMIPCLhxhUXZu/fzJIN7aLxIy/kuPcOs61WN3smV6X4TBt/g9nXvl5IjBPrXx9p9vbbWdpqa5mtPbJwvmSnXp1kZrK/1ZoaU/R9XE2Cl2+pvB33qT2WlFSSO2hkvEIw0Gj7c0X7bhcRgMl0EgILRpkdLEYIK8xRCsk7b2fpnPvKAiGssWjx+PC9SvNu/83iOfK//Vbp+XT08P2l+Y49LJ3Rd/+jEMbsXTgfjwtnB2nnlutDOObQQhvCbTcOUsV1qjlw9xB2/24I775bJ2P90x998EEIJx0bwj7bFftZ/7K2csR7+Z11s/ouObd/WY//KTv3/ZEhvPhctr/Bcv3zNZKy23ey60euEMJhP8z29Wz3e55GrZSdu+yC6qVyLvvEZdsLzqye1884Ao5AZxEYu1/p+/fIA6Xlf2vt4vnN1yjuz6VvUJ7+/a/iOd5n8lajenVy3S/GZOVd9rsQTj8h2z9zfLUSa6c3Ml410/7atfnZQUJAU6JBICQ3551m9u9Xzf53FrNd9zO761az6y43e+s/Zt/fyWyl1bKGvKMZ1qTfmj32kBnXfWFxs02/a4Z0EWnafVPMhulzN8ecFiRtHIZk67//Vfmnmv1L5Qcdr6yymFU9p2ndrderrj+YzTKb2fAvSMoodcJPTzJbcKHKHb/7Nl2vGWGOwiyz2rD5lbD51haOm5jV+eX/M3tA0sj77szl1C6SzV++ZvbpuUrTax3xauYo9mmz0ZJ2HRdTh111sdn1V5gtKlXxt7Y1+xyNyRFq9YslpXryz8J3ZrNlJJki36yShiWiX/f90QyJFOrhL6qs0cJ94cVSjmz7wrNmU24xe01YrrWu2SJHl86OU27uw03Xmj37hNm8C2o2vEGppHOq0q+6xOwD3ZsvLmW27kYWpcXci88p/256BppRv//5EbMbrjSbWyrtz85jNu1Fs4V0PxO99HdJ6s7VsyDJ8FfW1H2+1+wR/daRhHijb5ViwTWa+Q97+H6z2Wc3W28Ts1+flUoqbj/4wOzy880eVjmv/lP9WEK4bpM9i+RC4nz1pVkfP6Zyvru9+ni22X/+lT3nW+mYtuZo2KXnmZ3/e92jmSzoudbTWkrHHJwdgxdSTGi9nISRZ+HJx7L0T37KwnZ6By5Q21/5W5a25LJm638z2/+N2g6N0XO001rZ/k/Pzp7f7Cj7P+ZU9WN5vWdbyRTkG6WS+ZTvm9/Wu6Xfhisrr/BwcgSGEgI3XyNTqPuyb8tIvW+zfSwbT/78cDauIblPRN4pt5r9/QV9R4brW/P1LA/jxbmn6B3SWMF3aMURRSnis09rPJxk9r6+aTPNLM3CNhbm+ZwNu/8ufaM0HvxF49vc82X18k08VuVUogN3NfvZyf3PLCmx5TI3m13zXKZhOE7j9j6HadxS1tf1l75Hc+i7xfcGc6ytd+tfTqWUanViPrbf2OwKvt8L9mk21tK3AELKedHEbDwEj+VXMVtK7WScfu9tYT2TxmZhnbR2jYxXrbQ/Nsb/uobAoDCz996ZzXCyxzuEXbYsPUaKCP35kRCYeaV8+e2FE0NYpOzcc89k191/V+k1I4aH8NRfStPyZU2+KLsu/58kmXfflk+tuB8lQV/sa8s+O/TP8/qrxbobkWT2LyGEcklnvv3M5hJdf0WxrnwesHrlpSzXXX+onIf8f3shlRTCOadUz5eXZO67Y+V8P9y6WNahexbzLKR6Vlu4eEy9zJKboR02K71+0tmlV4//Wen5PBZbrFXM+9//hjB6VPW8KefL00JYZqbK+a65JMuVl4BS34k/L81/RtmMnmfh/5SPvBNPSjUVt489XLwevFMfeBZEH334YTEtnbvp2tK0T6hsKJW1yYgQpv0ty8M9qEZJmomkuBalfC7JrIWSn5veEMh/d5DupfcrbXkH33svBMaSlJbfbr9JCEgX82lfma+IAhqv/LkTjwmBb1o+Lb9fvDLbS1LFA3ctP1P5+KgDCmX301xwxdknZ+fpazWqV+fPDsnK4HuLRoj2p285ZTJO5vu0lM5PGFeaxncCana8aqT9Wcn+32UE/mdQuNtlVjSbMK5Y1Sma0Y1cwexAzQ4lHLLt987ObaFZDjMv6KA9zH51hGZl8cjs29ua/eSMvgNtDtjZ7GVJr3bcXDMidWO372TnZtHml7/VTO20Yt5pkvL8VdKfw36Ypc37ueK5FvaGjRtj9lTfhRtt2UIJTV6yxqJmp0kaleimq7M9JJJI4SBw+OOtZkjKPqFjbHPACJp/uNn31hMumnUiEfzLo1k6/3fclO0/8WdJNncpplNeJZokSd2vTs/OnHZ8JllOErcTdG6y7i20re7tbpKMQc/qd8dUs313VPrGZovpGFugZmivQ4uSvUrXbT5az5Ses0T7bCc7w+9mRxffIgnC+9n+hGP1bPThN0K4bFGlHXt+T5LQD7O2XnNpJkVPeUcKG2bpexwgaYHqSTSTZuaJxh2uWXrZs3HbDZLm92XYYuuUs7hFKr7e8mY7a3aPHSb731nXwpe0FQ37Hz3nl19YzP/9kRbW+EYRZ85cfmV2fpqkLNDhvzR78dm4az85NdtW+v++JCTQMROyrf87AjMSAhdpTFhhjqzHl9xqNpd2j/iRNDT6QPFbeBFpO46SxkhjCfSttc1O/bXecUnnoDOv0Bh3o9mR+2fH/I/TWMy4vfe22djKuAcxjjBe/erH2TG2/Wjwbr7ObLPVZWuZJbf8jy0l9tzQD7fur7nIzrT/j0aFMWq3gzMtGvsHjSuWi4QXKWiicdLCbP794jcd7LbfMzvb7HiVyvRt7yMwqExumtVoNtZvdvXkn4sznJ8eXGzWH28tpjN72Wz17BhJUNrfbuOiFGnnLbJrb7iyeB31LqYf9pJIYJBmlVOjkszjf1Is96cHlpeSHXdakvnog1m52ObRF+w1oasvLrZlW2Gw67ey30LKk7Am37vvhHDRb0PYc3QIzCaXzp1H+gblJYHcC+ieO4rlJEnm9zYopqX62Kb6kHImykvZ/vD7lNredpm+tpdLMimV54Z2IMWFXv1HsV3JhgnpAnmQUiY6aI9iPtKQOKb+UF/qZ16KcftN6WrVq+cg5Wd75aTiufzeL8dm+bgH7dABO2flfP1LWSlIK6n3uKNLSo2Sz76U/H5JpnSQJAmU8+LzKbX/1iWZ/THxlKGBAOMjzz/vfNIC5Xu27CzZ+SV0vo+iXTfaA67j3cjbDE59KkvnHNqzEcOz42svy65ONoic58f5/fVuo/krp3pSxZT/oXuLda782RDeejOdKd02IglstM7SkkuP+NYmfE47PoR/vFxs39OPl+TNj1H5/ZJM6aCR9qe8vu0qAhKNdIE2+nb/2RWSoUR51wuLLpVSzf72ouxcNNODHrpXUrvbs/2zJmc2nBwtv2pMC+uMki1an4SUlCf0O/NyrYTbXnaTJ8Q8Tf/9/DCzvQ7JLpOkNRz406aLaOWC8P+WzS773ELZltcU+sfL2Zb/24TB7y/KftzVL+q3fZ+U87C9MlvC8efIflJ4riRpYjklaZfSwyKLZ2eX1sy0nF7P1ZnqY7uIMi6j35eWK78iO0biVo9kg6u3oV6u+udXWTfLk199iS0UdNffs+2IzbMt/8utVNxnD6lCoke0k/r5wC1ZP5GAfmaelEPPVE6aSSr2rpUo2VIuOqLS2cbTdpWEBbrx0cy+6Yop2fF2u2fbvv8o+aywX5IpHcw9b9qT3e5fi/u+5wjMaAisv3M/W+oIwYv/zZD48gYFRIahvVhjhez4aX2TsBlk7IVO+VW25Z/1B1Oey47R7EEH/iTTQGVH2flxp2p8/qq0D31507lGtvfeWRzLVv6s2ZUavD7+iUauHLg8M8+sNRDqJzRO36Ezxmf7o/V9Tt+ZLCXT1FTY70vyzXSKQHeYzEpgLb50MfV0qfj+9Vqm4vzNL4rpy+nl5AcdNzFuCirZk8/Pjln0Ihp27aVm155nxoIX1MPnnCIGK8tip0qV2SyN3U+DwtHZVScdK1XKr2zY1htmqpBmy+pU/qWWLZaEKcHTYtD43TVNaly1cY31svMMXNAeUgHfJBXHqZdoQUwOb87lGKNhky8kxeyCM7Nt/n+5HIN0+wuxvvDUR1LTPmC2yQ+lcvpKPnfj+788Qkbvs9mwT+qRRKU/UJT6/RsxxiwWgqG8sKyfMKez9DXg2+vI1OL9DNc/v2N2orD7mgbIhb+QZcCgf/k+phyzBmhJYYuLpXKaT8wp9NrL2bbVfxZrSY0eaYvR2ZYJ1RyfbrXEbNFcunq++dOebx0BRyAhsJbU3NB51xZNjli4c43GPmi1zbPtmn3bZHqCCnzC77Jz/M+3QLb/q7HZ+POyxmt8Eh97WDEPCzmboSl/yBa8cs3GErRcp/HnejG2q+qjl/wAc64btHWfyvwJVZ6+ofuO6UZLvM5uIDAoctRqBs4LSXD1/vvFJiTxfFIf5LeoOXFbw0KVfHr5cVoUky+LBRq/PiqE+fvUEqiWy6mWurzcgDlfPwuAyqlddXn+eurCZdJvflXa70vPy0wOkskA+egfZgGpfat/IWtZPg+q1c/m8pAXd0V5NUa6vnyLGvWFZ4vlc36VeUqPMeyGtt6oND2VlQy9s1zF/2G5NmFQnqdy9zmpLLZS/UfTC1TU+XTuN+rkfNo/XwnhCqmt8mnl+2mR0LmnlebDdVU+L1hggpBPY9FY/viEn+Z7UVJ3XXVQ6ZX9j+68pbQuFve0Q7+fXCivZttcXd4Oyn5tLyLA2DdLbvzJv8O8Z4num1J4R+J7LgcnJe97MsnJL25hweJZJxbzMRYnSt8cysHUJ79YkrElT+l7Vmnhz5v/KZafb3va/9ND+ZKy/UbUzbXq7F9i7ZRk4kObcKnWLjXS/nbr8Os7gsAgSTL1KlYjXo9EB//M7Pg+0XpKY8uinskPZm5omAVKkBNph82yWSGG0xBqTNQV0CdyagLc0+DO4W9KRzJVyQVEvKjK3/sfVjmh5EVy0sTqudo7g1seXAHlSe4yoqujiZOLC3zoH7NFCOPyU6/I9lHrJ6N2VKv/UHJalEOO/76buRPCBCEv4ATCZciQI1xJPap7kSSCd/dJ5VARYeS9zW5ZZlxUNEPH9M3ih+mi8gUzyQF7tfLyz1DKo+gXFWnjLYsqm5QBSUOiD/tw/t6OcjV0hkTifSfuejHbWV0STCS88y+o4bJKHYWyPkx72fbLkjD00bApf0i7rW1HrJmp7rlaxv0273ytlZOuuvTcbE/G+Hk1ezrtW0dgSCNQNrwW+pr7PNmXpaXBjV4aE1/ry7XKPJkksm+Bnn3tG4XLbXNpj1gomGjtUWlPboVmyvYp52CN0UePzxbFHLqnBRbINErvV2t8XwFzSXXebSJiXKL91FenGQeBjrCqHS4kSqZwRI0bokqLdN54PQQ5rY5G19SNhBP3RyxwScTs7q+PZWksZNH5Qv6UJ79Ns8oGXBjlL6u4n5dEturCqGLBNRKRCD/zRKlLovLsSN/067foqjwfUjEZrdfNB8Z/+VMIb/y7vITWjlVOTSlaa6VWvCo+CzxfSDfrEe6MeIbyUvd611Q7n6QDLEJrh5KjdiQD9KMdyi+QqiT1yJftksw8Gr4/oyLAGP+XR7OFPpUwQOPDeJsIaekzfy0dU9HCscCI94+Fd89PTbn7b9O4UUmS2T93/ZRGJIGdrPPUX2fS1hXnrN+2RnI00v5GyvE8A46AvlBOEYHEZKIuZRVwq8Tq9fxq60aYzL23DeHm61qt0a+bnhAgelTy99rn/7Kp5l98TvH6pA5bd9n2mPMUXYqPSjXiI4jZSVIrup/Makh5uiPQeQQSw8fK9/12qrz6vZFamSgf/INi1LrN16h+VSfqZAX9vGpzGqvYlnnBqN6ACmeaaX+Fyz1p8BEYJHX5D7B0/AAAA2VJREFUdCAZXm3dbLHH5FsU0eTC1ht8p64/U4tKZlERiupiM7NTgYhrzvoKTk+YaPanBypk8qQhhwCRRK7+k1avqmenH9d89555on8Ept8/bMPqqcyq1YT/UCJLYXry46Or5VL0rKfMTjorO49FCr5XnRwBR2BwECDyHd+Kx/U767RSzyLNtICFjr87UYtDn8zK+3/LVb+6E3Xeeb4WWJZV8SeZW7VKzbS/1Tr8uo4iMAy+tqMlemGOgCNQHwFC0L3zpplCQzZDvK7DCC6Qf22ZsMC8tkqvyki3F+y2Wm2/X+cIOAK9iQBMISGKEymgRJD9eFxPkNJ8O6QRcCZzSN9e75wj4Ag4Ao6AI+AIOALdQcDV5d3B3Wt1BBwBR8ARcAQcAUdgSCPgTOaQvr3eOUfAEXAEHAFHwBFwBLqDgDOZ3cHda3UEHAFHwBFwBBwBR2BII+BM5pC+vd45R8ARcAQcAUfAEXAEuoOAM5ndwd1rdQQcAUfAEXAEHAFHYEgj4EzmkL693jlHwBFwBBwBR8ARcAS6g4Azmd3B3Wt1BBwBR8ARcAQcAUdgSCPgTOaQvr3eOUfAEXAEHAFHwBFwBLqDgDOZ3cHda3UEHAFHwBFwBBwBR2BII+BM5pC+vd45R8ARcAQcAUfAEXAEuoOAM5ndwd1rdQQcAUfAEXAEHAFHYEgj4EzmkL693jlHwBFwBBwBR8ARcAS6g4Azmd3B3Wt1BBwBR8ARcAQcAUdgSCPgTOaQvr3eOUfAEXAEHAFHwBFwBLqDgDOZ3cHda3UEHAFHwBFwBBwBR2BII+BM5pC+vd45R8ARcAQcAUfAEXAEuoOAM5ndwd1rdQQcAUfAEXAEHAFHYEgj4EzmkL693jlHwBFwBBwBR8ARcAS6g4Azmd3B3Wt1BBwBR8ARcAQcAUdgSCPgTOaQvr3eOUfAEXAEHAFHwBFwBLqDgDOZ3cHda3UEHAFHwBFwBBwBR2BII+BM5pC+vd45R8ARcAQcAUfAEXAEuoOAM5ndwd1rdQQcAUfAEXAEHAFHYEgj4EzmkL693jlHwBFwBBwBR8ARcAS6g4Azmd3B3Wt1BBwBR8ARcAQcAUdgSCPgTOaQvr3eOUfAEXAEHAFHwBFwBLqDgDOZ3cHda3UEHAFHwBFwBBwBR2BII/D/ARqmyJUlK7+KAAAAAElFTkSuQmCC"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 2: Tables\n",
-    "### Use a list of dictionaries to represent a table of data.\n",
-    "\n",
-    "<div>\n",
-    "<img src=\"attachment:table_rep.png\" width=\"600\"/>\n",
-    "</div>\n",
-    "\n",
-    "Steps (build a list of dictionaries)\n",
-    "- Start with an empty list\n",
-    "- Each row of data is one dictionary\n",
-    "    - keys are the column names\n",
-    "    - values are the data in each cell\n",
-    "\n",
-    "Why put data in table form?\n",
-    "- It seems redundant, but is used often in Web apps for storing info.\n",
-    "- Its a little easier to access subsets of the data without worrying about the header index method."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['Lecture',\n",
-       " 'Age',\n",
-       " 'Major',\n",
-       " 'Zip Code',\n",
-       " 'Latitude',\n",
-       " 'Longitude',\n",
-       " 'Pizza topping',\n",
-       " 'Pet preference',\n",
-       " 'Runner',\n",
-       " 'Sleep habit',\n",
-       " 'Procrastinator']"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Let's put the student survey data into a list of dictionaries\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def transform(header, data):\n",
-    "    \"\"\"\n",
-    "    Transform data into a list of dictionaries\n",
-    "    \"\"\"\n",
-    "    dict_list = [] #should be defined outside the for loop, because it stores the entire data\n",
-    "    \n",
-    "    for row in cs220_data:\n",
-    "        new_row = {} #should be defined inside the for loop, because it represents one row as a dictionary\n",
-    "        for i in range(len(cs220_header)):\n",
-    "            new_row[cs220_header[i]] = row[i]\n",
-    "        dict_list.append(new_row)\n",
-    "    return dict_list\n",
-    "        \n",
-    "transformed_data = transform(cs220_header, cs220_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What `Lecture` is the first student part of?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LEC001\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(transformed_data[0][\"Lecture\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the `Major` of the last student?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Economics\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(transformed_data[-1][\"Major\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 3: Dictionary of Dictionaries"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "https://www.w3schools.com/python/python_dictionaries_nested.asp"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# dict of dicts example:\n",
-    "\n",
-    "nested_english_dict = {\n",
-    "    \"shenanigans\": {\n",
-    "        \"definition\": \"silly or high-spirited behavior; mischief.\",\n",
-    "        \"usage\": \"widespread financial shenanigans had ruined the fortunes of many\",\n",
-    "        \"fun_to_say\": 7 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"bamboozle\": {\n",
-    "        \"definition\": \"fool or cheat (someone).\",\n",
-    "        \"usage\": \"Tom Sawyer bamboozled the neighborhood boys into painting for him\",\n",
-    "        \"fun_to_say\": 8 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"gubbins\": {\n",
-    "        \"definition\": \"(objects) of little to no value.\",\n",
-    "        \"usage\": \"I cleared all the gubbins off my desk before I started working\",\n",
-    "        \"fun_to_say\": 10 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"malarkey\": {\n",
-    "        \"definition\": \"meaningless talk; nonsense.\",\n",
-    "        \"usage\": \"don't give me that malarkey\",\n",
-    "        \"fun_to_say\": 5 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"gnarly\": {\n",
-    "        \"definition\": \"gnarled.\",\n",
-    "        \"usage\": \"twisted trees and gnarly roots\",\n",
-    "        \"fun_to_say\": 2 # on a scale of 1-10\n",
-    "    }\n",
-    "}\n",
-    "\n",
-    "# TODO: pick a word and add an inner dict"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How can we use \"bamboozle\"?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Tom Sawyer bamboozled the neighborhood boys into painting for him'"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "nested_english_dict[\"bamboozle\"][\"usage\"]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Create a list of words with fun_to_say score greater than 7."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['bamboozle', 'gubbins']"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fun_to_say_words = []\n",
-    "\n",
-    "for word in nested_english_dict:\n",
-    "    fun_to_say = nested_english_dict[word][\"fun_to_say\"]\n",
-    "    if fun_to_say > 7:\n",
-    "        fun_to_say_words.append(word)\n",
-    "\n",
-    "fun_to_say_words"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.9.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/f23/Gurmail_Lecture_Notes/lec18_dictionaries2_template.ipynb b/f23/Gurmail_Lecture_Notes/lec18_dictionaries2_template.ipynb
deleted file mode 100644
index 47542d9aa9a333048f2118ec2e1c0b8b8f075a22..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/lec18_dictionaries2_template.ipynb
+++ /dev/null
@@ -1,598 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Dictionaries 2 - Combining Dictionaries and Lists (nested data structures)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import csv"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 1: Answer these questions about dictionaries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Keys can be what type? :     Any type that is ________________\n",
-    "# Values can be what type? :   \n",
-    "# Indexing? .... yes/no\n",
-    "# Slicing? ..... yes/no \n",
-    "# Mutable?......yes/no"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# inspired by https://automatetheboringstuff.com/2e/chapter16/\n",
-    "def process_csv(filename):\n",
-    "    exampleFile = open(filename, encoding=\"utf-8\")  \n",
-    "    exampleReader = csv.reader(exampleFile) \n",
-    "    exampleData = list(exampleReader)        \n",
-    "    exampleFile.close()  \n",
-    "    return exampleData\n",
-    "\n",
-    "survey_data = process_csv('cs220_survey_data.csv')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 2a: Split csv data into header and data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cs220_header = survey_data\n",
-    "cs220_data = survey_data\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 2b: Display the first 3 data rows"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def cell(data, header, row_idx, col_name):\n",
-    "    \"\"\"\n",
-    "    Returns the data value (cell) corresponding to the row index and \n",
-    "    the column name of a CSV file.\n",
-    "    \"\"\"\n",
-    "    col_idx = header.index(col_name) \n",
-    "    val = data[row_idx][col_idx]  \n",
-    "    \n",
-    "    # handle missing values, by returning None\n",
-    "    if val == '':\n",
-    "        return None\n",
-    "    \n",
-    "    # handle type conversions\n",
-    "    if col_name in [\"Age\", 'Zip Code',]:\n",
-    "        return int(val)\n",
-    "    elif col_name in ['Latitude', 'Longitude']:\n",
-    "        return float(val)\n",
-    "    \n",
-    "    return val"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Warmup 3: Make a dictionary of frequency of `Major`\n",
-    "\n",
-    "- Initialize empty `dict` into a variable called `major_freq`\n",
-    "- Iterate over the data:\n",
-    "    - Extract required column's data\n",
-    "    - Make sure to handle missing data\n",
-    "    - Check if current value of the column is a key in your `dict`:\n",
-    "        - yes, update the count\n",
-    "        - no, insert new key-value pair"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# TODO: iterate over each student's data from cs220_data\n",
-    "# TODO: extract \"Major\" column's value \n",
-    "# TODO: check if current student's major already a key in major_freq\n",
-    "#            - if yes, increase the corresponding value by 1\n",
-    "#            - if no, insert a new key-value pair\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the most common `Major` among CS220 / CS319 students?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "most_used_key = None  \n",
-    "max_value = None\n",
-    "\n",
-    "for major in major_freq:\n",
-    "    if max_value == None or major_freq[major] > max_value:\n",
-    "        max_value = major_freq[major]\n",
-    "        most_used_key = major\n",
-    "\n",
-    "print(\"The major \\\"{}\\\" appeared {} times.\".format(str(most_used_key), max_value))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Learning Objectives:\n",
-    " - Handle key errors with get and pop using default values\n",
-    " - Understand the idea of nesting data structures\n",
-    " - Use a dictionary of lists to put rows of data into \"buckets\"\n",
-    " - Use a list of dictionaries to represent a table of data.\n",
-    " - Create a dictionary of dictionaries"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Default values with `get` and `pop` methods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "None\n"
-     ]
-    }
-   ],
-   "source": [
-    "suffix = {1: \"st\", 2: 'nd', 3: \"rd\"}\n",
-    "suffix.get(1)\n",
-    "\n",
-    "# TODO: what happens when you try to get a key that is not there? Try it.\n",
-    "\n",
-    "# TODO: what happens whey you try to pop a key that is not there? Try it.\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "`get` and `pop` methods accept a second argument, which will be the default value if the first argument (key) does not exist.\n",
-    "\n",
-    "Syntax:\n",
-    "- `some_dict.get(some_key, default_value)`\n",
-    "- `some_dict.pop(some_key, default_value)`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# get(key, default value) \n",
-    "print(suffix.get(3, 'th'))\n",
-    "print(suffix.get(5, 'th')) #default value, but does not add the key-value pair to the dict\n",
-    "\n",
-    "# pop(key, default value)\n",
-    "print(suffix.pop(7, 'th')) # no key-value pair to remove\n",
-    "print(suffix.pop(2, 'th'))\n",
-    "print(suffix)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What are nested data structures?\n",
-    "A data structure containing another data structure as item is called as nest data structure."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 1: Bucketizing/Binning"
-   ]
-  },
-  {
-   "attachments": {
-    "Buckets.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Buckets.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "attachments": {
-    "Binning_step1.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Binning_step1.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "attachments": {
-    "Binning_step2.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img src=\"attachment:Binning_step2.png\" width=\"600\"/>\n",
-    "</div>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Bucketizing/Binning process objective: build dict of list of lists data structure\n",
-    "- Initialize an empty `dict`\n",
-    "- Iterate over every row in your dataset\n",
-    "    - Retrieve value of the column based on which you want to bucketize\n",
-    "    - Check if bucketizing column is already a key in your `dict`:\n",
-    "        - if no, insert a new key-value pair:\n",
-    "            - key: unique value of bucktizing column\n",
-    "            - value: initialize a new list, append current row as an item into the list, thereby creating a list of list data structure\n",
-    "        - if yes, append current row to the list of list data structure (value of the key).\n",
-    "\n",
-    "After this process, each row ends up in a bin, based on the value of the bucketize column.\n",
-    "Number of bins = number of unique values in the bucketize column\n",
-    "\n",
-    "Why bucketize data?\n",
-    "- A way to organize our data, without losing information in the process"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's take another look at our 'cs220_survey_data.csv'\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's bucketize the data\n",
-    "buckets = dict() # Key: unique bucketize column value; Value: list of lists (rows having that unique column value)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's convert the above code into a function called 'bucketize'."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def col_avg(data, header, col_name, min_bound, max_bound):\n",
-    "    \"\"\"\n",
-    "    data: list of list data structure representing rows\n",
-    "    col_name: name of the column for which we want to compute average\n",
-    "    min_bound, max_bound: bounds for the data (data cleaning)\n",
-    "    Returns average of that column.\n",
-    "    \"\"\"\n",
-    "    pass\n",
-    "    \n",
-    "min_age = 0\n",
-    "max_age = 118\n",
-    "col_avg(cs220_data, cs220_header, \"Age\", min_age, max_age)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Average per bucket"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def avg_per_bucket(buckets, avg_col_name):\n",
-    "    \"\"\"\n",
-    "    Computes and returns column average per bucket\n",
-    "    \"\"\"\n",
-    "    pass"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "scrolled": false
-   },
-   "source": [
-    "### What is the average student age per lecture?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the average student age in each major?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "attachments": {
-    "table_rep.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 2: Tables\n",
-    "### Use a list of dictionaries to represent a table of data.\n",
-    "\n",
-    "<div>\n",
-    "<img src=\"attachment:table_rep.png\" width=\"600\"/>\n",
-    "</div>\n",
-    "\n",
-    "Steps (build a list of dictionaries)\n",
-    "- Start with an empty list\n",
-    "- Each row of data is one dictionary\n",
-    "    - keys are the column names\n",
-    "    - values are the data in each cell\n",
-    "\n",
-    "Why put data in table form?\n",
-    "- It seems redundant, but is used often in Web apps for storing info.\n",
-    "- Its a little easier to access subsets of the data without worrying about the header index method."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's put the student survey data into a list of dictionaries\n",
-    "cs220_header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def transform(header, data):\n",
-    "    \"\"\"\n",
-    "    Transform data into a list of dictionaries\n",
-    "    \"\"\"\n",
-    "    \n",
-    "transformed_data = transform(cs220_header, cs220_data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What `Lecture` is the first student part of?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the `Major` of the last student?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nesting part 3: Dictionary of Dictionaries"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "https://www.w3schools.com/python/python_dictionaries_nested.asp"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# dict of dicts example:\n",
-    "\n",
-    "nested_english_dict = {\n",
-    "    \"shenanigans\": {\n",
-    "        \"definition\": \"silly or high-spirited behavior; mischief.\",\n",
-    "        \"usage\": \"widespread financial shenanigans had ruined the fortunes of many\",\n",
-    "        \"fun_to_say\": 7 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"bamboozle\": {\n",
-    "        \"definition\": \"fool or cheat (someone).\",\n",
-    "        \"usage\": \"Tom Sawyer bamboozled the neighborhood boys into painting for him\",\n",
-    "        \"fun_to_say\": 8 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"gubbins\": {\n",
-    "        \"definition\": \"(objects) of little to no value.\",\n",
-    "        \"usage\": \"I cleared all the gubbins off my desk before I started working\",\n",
-    "        \"fun_to_say\": 10 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"malarkey\": {\n",
-    "        \"definition\": \"meaningless talk; nonsense.\",\n",
-    "        \"usage\": \"don't give me that malarkey\",\n",
-    "        \"fun_to_say\": 5 # on a scale of 1-10\n",
-    "    },\n",
-    "    \"gnarly\": {\n",
-    "        \"definition\": \"gnarled.\",\n",
-    "        \"usage\": \"twisted trees and gnarly roots\",\n",
-    "        \"fun_to_say\": 2 # on a scale of 1-10\n",
-    "    }\n",
-    "}\n",
-    "\n",
-    "# TODO: pick a word and add an inner dict"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How can we use \"bamboozle\"?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Create a list of words with fun_to_say score greater than 7."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.9.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/f23/Gurmail_Lecture_Notes/lec_27_pandas1.ipynb b/f23/Gurmail_Lecture_Notes/lec_27_pandas1.ipynb
deleted file mode 100644
index 815dcb11e26c351a6c871de90b055d7e0fbfafc9..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/lec_27_pandas1.ipynb
+++ /dev/null
@@ -1,2110 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Announcements - Friday, November 10\n",
-    "\n",
-    "* Download ALL files for today's lecture\n",
-    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 15.</b>\n",
-    "* If you have questions, it is almost always faster to \n",
-    "  * Post on Piazza\n",
-    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
-    "* Exam results - Mike's goal is to have these ready by Wednesday\n",
-    "\n",
-    "### Conflict Form\n",
-    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Pandas 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Module naming abbreviation\n",
-    "import pandas as pd "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Learning Objectives:\n",
-    "- Create a pandas Series from a list or from a dict\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts\n",
-    "- Extract elements from a Series using Boolean indexing\n",
-    "- Access Series members using .loc, .iloc, .items, and slicing\n",
-    "- Perform Series element-wise operations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is pandas?\n",
-    "- pandas is a package of tools for doing Data Science\n",
-    "- pandas is installed on top of Python (https://en.wikipedia.org/wiki/Pandas_(software))\n",
-    "    - comes with Anaconda installation\n",
-    "    - If for some reason, you don't have pandas installed, run the following command in terminal or powershell\n",
-    "        <pre> pip install pandas </pre>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## pandas Series\n",
-    "- combination of dict and list\n",
-    "- can be created either from a python `list` or `dict`\n",
-    "- Terminology:\n",
-    "    - index (equivalent to key in python `dict`)\n",
-    "    - integer position (equivalent to index in python `list`)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a dict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'one': 7, 'two': 8, 'three': 9}"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# create a series from a dict\n",
-    "d = {\"one\": 7, \"two\": 8, \"three\": 9}\n",
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "one      7\n",
-       "two      8\n",
-       "three    9\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s = pd.Series(d)\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "pandas.core.series.Series"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "type(s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "one      7\n",
-       "two      8\n",
-       "three    9\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9}) # equivalent to the above example\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index    value\n",
-    "# 0   one      7\n",
-    "# 1   two      8\n",
-    "# 2   three    9\n",
-    "\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with index (.loc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'one': 7, 'two': 8, 'three': 9}"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# dict access with key\n",
-    "d[\"one\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s.loc[\"one\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "8"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s.loc[\"two\"]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with integer position (.iloc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "one      7\n",
-       "two      8\n",
-       "three    9\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s.iloc[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "9"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s.iloc[-1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    100\n",
-       "1    200\n",
-       "2    300\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Series created from a list\n",
-    "num_list = [100, 200, 300]\n",
-    "s = pd.Series(num_list)\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index value\n",
-    "# 0   0      100\n",
-    "# 1   1      200\n",
-    "# 2   2      300\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "200\n",
-      "200\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(s.loc[1])\n",
-    "print(s.iloc[1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using integer positions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    A\n",
-       "1    B\n",
-       "2    C\n",
-       "3    D\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "letters_list = [\"A\", \"B\", \"C\", \"D\"]\n",
-    "letters = pd.Series(letters_list)\n",
-    "letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['A', 'B', 'C', 'D']\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "['C', 'D']"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# list slicing\n",
-    "print(letters_list)\n",
-    "sliced_letter_list = letters_list[2:]\n",
-    "sliced_letter_list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Sliced Series retains original Series index, whereas integer positions are renumbered."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    A\n",
-      "1    B\n",
-      "2    C\n",
-      "3    D\n",
-      "dtype: object\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "2    C\n",
-       "3    D\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(letters)\n",
-    "sliced_letters = letters.iloc[2:]\n",
-    "sliced_letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Note: integer positions get renumbered, whereas indexes do not.\n",
-    "\n",
-    "# IP  Index  values\n",
-    "# 0   2       C\n",
-    "# 1   3       D\n",
-    "# dtype: object"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "C\n",
-      "C\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(sliced_letters.loc[2])\n",
-    "print(sliced_letters.iloc[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "one      7\n",
-       "two      8\n",
-       "three    9\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9})\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "two      8\n",
-       "three    9\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#slicing with indexes\n",
-    "s.loc[\"two\":]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Statistics on Series\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0     44\n",
-       "1     32\n",
-       "2     19\n",
-       "3     67\n",
-       "4     23\n",
-       "5     23\n",
-       "6     92\n",
-       "7     47\n",
-       "8     47\n",
-       "9     78\n",
-       "10    84\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores = pd.Series([44, 32, 19, 67, 23, 23, 92, 47, 47, 78, 84])\n",
-    "scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "92\n",
-      "6\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(scores.max())\n",
-    "print(scores.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "19\n",
-      "2\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(scores.min())\n",
-    "print(scores.idxmin())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "11"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "50.54545454545455"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "26.051347897426098"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.std()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "47.0"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    23\n",
-       "1    47\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# there could be multiple modes, so mode returns a Series\n",
-    "scores.mode()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Quantile function\n",
-    "- enables to calculate percentiles\n",
-    "- takes as argument a float value between 0 and 1\n",
-    "- defaults to 50th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(47.0, 47.0)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.quantile(), scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "72.5"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "scores.quantile(0.75) # 75th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.00    19.0\n",
-      "0.25    27.5\n",
-      "0.50    47.0\n",
-      "0.75    72.5\n",
-      "1.00    92.0\n",
-      "dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# 5-percentile summary\n",
-    "print(scores.quantile([0, 0.25, 0.5, 0.75, 1.0]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### value_counts()\n",
-    "- Series value_counts() creates a series where the key is the data, and the value is its count in the Series\n",
-    "- by default return value Series is ordered by descending order of the counts (values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20    6\n",
-       "19    4\n",
-       "21    3\n",
-       "18    2\n",
-       "23    2\n",
-       "17    1\n",
-       "24    1\n",
-       "25    1\n",
-       "35    1\n",
-       "22    1\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ages = pd.Series([18, 19, 20, 20, 20, 17, 18, 24, 25, 35, 22, 20, 21, 21, 20, 23, 23, 19, 19, 19, 20, 21])\n",
-    "age_counts = ages.value_counts()\n",
-    "age_counts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Sorting\n",
-    "- sort_index()\n",
-    "- sort_values()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "17    1\n",
-       "18    2\n",
-       "19    4\n",
-       "20    6\n",
-       "21    3\n",
-       "22    1\n",
-       "23    2\n",
-       "24    1\n",
-       "25    1\n",
-       "35    1\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "age_counts.sort_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "17    1\n",
-       "24    1\n",
-       "25    1\n",
-       "35    1\n",
-       "22    1\n",
-       "18    2\n",
-       "23    2\n",
-       "21    3\n",
-       "19    4\n",
-       "20    6\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "age_counts.sort_values()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Series bar chart"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.5, 0, 'Age'), Text(0, 0.5, 'Count')]"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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VAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1XA2VtLQ0tW/fXnFxcUpMTFTv3r21bt06N0cCAAAWcTVUFi9erKFDh2r58uWaP3++jh49qp49eyovL8/NsQAAgCUcY4xxe4hjfvvtNyUmJmrx4sW68sorT/v4QCAgn8+n3NxcxcfHV8CEKGuOU/4/o7x/h3thB8k7ewCwX0mev6MqaKZiyc3NlSTVrFmzyPuDwaCCwWDoeiAQqJC5AACAO6w5mdYYo+HDh+uKK65Q8+bNi3xMWlqafD5f6OL3+yt4Sns4TvlfALiDP9/A/2fNSz9Dhw7VZ599piVLlqhu3bpFPqaoIyp+v/+sfOnHK4fpvbCHF3aQvLOHF/BrAa+rdC/9PPjgg5o9e7a++uqrk0aKJEVHRys6OroCJwMAAG5yNVSMMXrwwQc1c+ZMLVq0SA0aNHBzHAAAYBlXQ2Xo0KGaOnWqPv30U8XFxSk7O1uS5PP5FBsb6+ZoAADAAq6eo+Kc5IXYKVOm6K677jrt15/Nb0/2ymvYXtjDCztI3tnDC/i1gNdVmnNULDmPFwAAWMqatycDAACciFABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtVwNla+++ko33HCDkpOT5TiOZs2a5eY4AADAMq6GSl5eni655BK99tprbo4BAAAsFeXmD+/Vq5d69erl5ggAAMBiroZKSQWDQQWDwdD1QCDg4jQAAKC8VapQSUtL05gxY874+zhOGQxzCsaU7/cHcHL8+bZHef9aSOX/6+GFHaTKvUeletfPqFGjlJubG7pkZma6PRIAAChHleqISnR0tKKjo90eAwAAVJBKdUQFAACcXVw9orJ//35t3LgxdH3Tpk1as2aNatasqXr16rk4GQAAsIGrobJy5Up17do1dH348OGSpAEDBuidd95xaSoAAGALV0PlqquukuEUegAAcBKcowIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALCW66Hy+uuvq0GDBoqJiVHbtm31n//8x+2RAACAJVwNlRkzZujhhx/W6NGj9e2336pz587q1auXtmzZ4uZYAADAEo4xxrj1wy+77DK1adNGEyZMCN3WtGlT9e7dW2lpaaf9+kAgIJ/Pp9zcXMXHxxf75zpOqcYttor4f7S8d5DYo7i8sIPEHsXlhR0k9iguL+wg2bdHSZ6/o85wrlI7fPiwVq1apccffzzs9p49e2rp0qVFfk0wGFQwGAxdz83NlfS/hW1i2Tilxh728MIOkjf28MIOEnvYxAs7SCXb49jzdnGOlbgWKjt37lR+fr5q164ddnvt2rWVnZ1d5NekpaVpzJgxhW73+/3lMmNp+XxuT1A22MMeXthB8sYeXthBYg+beGEHqXR77Nu3T77TfKFroXKMc8LxKGNModuOGTVqlIYPHx66XlBQoN27d6tWrVon/ZozFQgE5Pf7lZmZWaKXl2zjhT28sIPkjT28sIPEHjbxwg6SN/aoiB2MMdq3b5+Sk5NP+1jXQuXcc89VZGRkoaMnOTk5hY6yHBMdHa3o6Oiw2xISEsprxDDx8fGV9jfd8bywhxd2kLyxhxd2kNjDJl7YQfLGHuW9w+mOpBzj2rt+qlatqrZt22r+/Plht8+fP18dO3Z0aSoAAGATV1/6GT58uO644w61a9dOHTp00KRJk7Rlyxbdf//9bo4FAAAs4Wqo3Hrrrdq1a5fGjh2rrKwsNW/eXHPmzFFKSoqbY4WJjo7WU089Veglp8rGC3t4YQfJG3t4YQeJPWzihR0kb+xh2w6ufo4KAADAqbj+EfoAAAAnQ6gAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGu5/m/9AF6Xl5enqVOnaunSpcrOzpbjOKpdu7Y6deqk2267TdWqVXN7xDOyY8cOvfHGG3ryySfdHqVYtm7dqoSEBFWvXj3s9iNHjmjZsmW68sorXZqs+Hbt2qX09HRdcsklqlmzpnbu3KnJkycrGAyqb9++atq0qdsjlkrDhg31+eefq1GjRm6PUipHjhzRZ599pg0bNigpKUk33XRTpf/zbQM+R+UEL774om655RarPnSuNP75z39q5cqVuuaaa9ShQwd98cUXeuGFF1RQUKA+ffrovvvuc3vEYjl48KCmTZumJUuWKCsrS5GRkWrQoIF69+6tbt26uT3eaf3444/q0aOHDhw4oC5duqh27doyxignJ0eLFy9WtWrV9O9//1vNmjVze9RS++6779SmTRvl5+e7PcopZWVlKTU1VatWrZLjOOrfv7/Gjx8fCpYdO3YoOTnZ+j2++eYb9ezZU4FAQAkJCZo/f7769u2rqKgoGWO0bds2LVmyRG3atHF71JN65ZVXirx9+PDhGjlypM4//3xJ0rBhwypyrBLr2LGj5syZo4SEBP3222/q1q2b1q1bp5SUFGVmZioxMVFLly5VnTp13B612KyMLYMwjuOYyMhI0717dzN9+nQTDAbdHqnEJkyYYKKiokzbtm1NfHy8ef/9901cXJwZOHCgGTx4sImNjTUvv/yy22Oe1oYNG0xKSoqpVauWSUpKMo7jmOuuu85cdtllJjIy0vTt29ccOXLE7TFP6aqrrjL9+vUr8vdRMBg0t912m7nqqqtcmKz4vvvuu1NeZsyYYSIiItwe87TuvPNOc/nll5sVK1aY+fPnm3bt2pm2bdua3bt3G2OMyc7ONo7juDzl6XXv3t0MHDjQBAIB8/zzz5u6deuagQMHhu6/9957Te/evV2c8PQcxzF169Y19evXD7s4jmPq1Klj6tevbxo0aOD2mKflOI7ZsWOHMcaYQYMGmVatWpmsrCxjjDE7d+40HTt2NPfcc4+bI55Whw4dzJ49e4wxxuTk5JgWLVqYqlWrmkaNGpmYmBhTr149s3XrVldnJFRO4DiOmTJliklNTTVVqlQxtWrVMg899JDJyMhwe7Ria9q0qZk0aZIxxpgvvvjCxMTEmPHjx4funzJlimnatKlb4xVbr169zODBg01+fr4xxpi0tDTTq1cvY4wx69evN/Xr1zdPPfWUixOeXmxsrPnhhx9Oen9GRoaJjY2twIlKznEcExERYRzHKXQ5dntlCJXk5GTz9ddfh64fOnTIpKammlatWpldu3aZ7OzsSrFHjRo1zI8//miMMebw4cMmIiIibK/Vq1ebOnXquDVesdx3332mVatWoT2OiYqKOuWfF9scHyoXXXSR+de//hV2/5dffmnq16/vxmjFVhlii1A5wfG/aDt27DDPPfecadKkiYmIiDDt27c3kyZNMoFAwOUpTy02NtZs3rw5dL1KlSphobVp0yZzzjnnuDFaiZxzzjlm/fr1oevBYNBUqVLF7Ny50xhjzKxZs6z/SyA5OdnMmjXrpPfPnDnTJCcnV+BEJXfuueeayZMnm19//bXIy2effVYpnuCrVasW9vvJGGOOHDlievfubVq2bGnS09MrzR6bNm0KXa9evbr5+eefQ9c3b95sYmJiXJisZGbOnGn8fr959dVXQ7dVxlDJyckxxhiTmJhYaPZff/3VREdHuzFasVWG2OJdP6eQmJiokSNHau3atVq0aJGaNWumRx55RElJSW6Pdkq1atXS5s2bJUnbt2/X0aNHtWXLltD9mzdvVs2aNd0ar9gSEhK0b9++0PUDBw7o6NGjqlq1qiSpZcuWysrKcmu8Yhk0aJAGDBigF154Qd99952ys7O1Y8cOfffdd3rhhRd0zz33aPDgwW6PeUpt27bV9u3blZKSUuSlTp06MpXgVLeGDRsqPT097LaoqCh9+OGHatiwoa6//nqXJisZv9+vX375JXR9+vTpYX8nZWVl6dxzz3VjtBLp3bu3li1bppkzZ6pXr17Kzs52e6RSueuuu9SnTx8dOXIk9PfuMVlZWUpISHBnsBJwHEeStHfvXjVo0CDsvgYNGrj+9yzv+jnBsV+wE3Xu3FmdO3fWK6+8ohkzZlTwVCWTmpqqe++9VwMGDNDs2bN155136tFHH1VERIQcx9GIESPUs2dPt8c8rR49emj48OGaOHGioqOjNWrUKLVq1UpxcXGSpC1btigxMdHlKU/t6aefVmxsrF566SWNHDky9PvLGKPzzz9fjz/+uEaOHOnylKc2ePBg5eXlnfT+evXqacqUKRU4Uen06tVLkyZN0s033xx2+7FYufnmm7V161aXpiu+fv36KScnJ3T9uuuuC7t/9uzZuvTSSyt6rFKpU6eOFixYoGeffVatW7euFMF7vAEDBoT+d2pqqvbv3x92/8cff6xWrVpV8FQld9dddyk6OjoUW8ef3G9DbPGunxNEREQoOzvb+ifAU8nLy9PDDz+s5cuX64orrtArr7yiv//97xo9erSOHDmiLl26aMaMGdbvmJOTo9TUVH399ddyHEf16tXTJ598otatW0uSPvroI2VlZenBBx90edLi2bRpU+i/Gs8///xC/+WC8nX06FEdOHBA8fHxRd6fn5+vrVu3Vvp3/B04cECRkZGKjo52e5QSWbVqlZYsWaI777xTNWrUcHucMpGXl6fIyEjFxMS4PcpJ3X333WHXr732WvXt2zd0fcSIEcrIyNC8efMqerQQQuUscujQIR05ciR0RKKy2LBhg4LBoJo0aaKoKA4CAkBFsSG2OEelhDIzM3XPPfe4PUapxMTEKC4urtLt0KhRIzVv3rxQpFSWPQ4ePKglS5boxx9/LHTfoUOH9N5777kwVcl4YQeJPWzihR0kb+yxdu1aTZkyRevWrZMk/fTTTxoyZIjuueceff311+4fEXLxRN5Kac2aNZXinQGn4oUdjKkce6xbt86kpKSE3sLbpUsXs3379tD9leEtsV7YwRj2sIkXdjDGG3vMnTvXVK1a1dSsWdPExMSYuXPnmvPOO890797ddOvWzURFRZmFCxe6OiPH0U8we/bsU95//Nn2tvLCDpI39njsscfUokULrVy5Unv37tXw4cPVqVMnLVq0SPXq1XN7vGLxwg4Se9jECztI3thj7NixGjFihJ555hlNnz5df/jDHzRkyBCNGzdOkjR69Gg9++yz+t3vfufekK5mkoVO9eFWx3/Ilc28sIMx3tgjMTHRpKenh932xz/+0dSrV8/8/PPPleK/uLywgzHsYRMv7GCMN/aIj483GzZsMMYYk5+fb6KiosyqVatC92dkZJjatWu7NZ4xhs9RKSQpKUkff/yxCgoKirysXr3a7RFPyws7SN7Y4+DBg4XOrRk/frxuvPFGdenSRevXr3dpsuLzwg4Se9jECztI3tnjmIiICMXExIS9HTkuLk65ubnuDSVOpi2kbdu2p3wCdBzH+vf6e2EHyRt7NGnSRCtXrix0+6uvvqrU1FTdeOONLkxVMl7YQWIPm3hhB8kbe9SvX18bN24MXV+2bFnYy1aZmZmuf8gpoXKCESNGqGPHjie9/8ILL9SXX35ZgROVnBd2kLyxx0033aRp06YVed9rr72m2267zfrY8sIOEnvYxAs7SN7YY8iQIWH/YviJ77CcO3euu+eniM9RAQAAFuOICgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECoMItXbpUkZGRuuaaa9weBYDleHsygAo3cOBAVa9eXW+99ZZ+/PHHSvPvogCoeBxRAVCh8vLy9I9//ENDhgzR9ddfr3feeSfs/tmzZ6tRo0aKjY1V165d9e6778pxHO3duzf0mKVLl+rKK69UbGys/H6/hg0bpry8vIpdBECFIFQAVKgZM2aocePGaty4sW6//XZNmTIl9Omdv/76q2655Rb17t1ba9as0eDBgzV69Oiwr8/IyNDVV1+tPn36KD09XTNmzNCSJUv0wAMPuLEOgHLGSz8AKlSnTp30+9//Xg899JCOHj2qpKQkTZs2Td27d9fjjz+uzz77TBkZGaHH/9///Z/GjRunPXv2KCEhQXfeeadiY2P1xhtvhB6zZMkSdenSRXl5eYqJiXFjLQDlhCMqACrMunXr9M0336hfv36SpKioKN166616++23Q/e3b98+7GsuvfTSsOurVq3SO++8o+rVq4cuV199tQoKCrRp06aKWQRAhYk6/UMAoGxMnjxZR48eVZ06dUK3GWNUpUoV7dmzR8YYOY4T9jUnHvQtKCjQ4MGDNWzYsELfn5NyAe8hVABUiKNHj+q9997Tiy++qJ49e4bdd/PNN+uDDz5QkyZNNGfOnLD7Vq5cGXa9TZs2+uGHH3ThhReW+8wA3Mc5KgAqxKxZs3TrrbcqJydHPp8v7L7Ro0drzpw5+uSTT9S4cWM98sgjuvfee7VmzRo9+uij2rp1q/bu3Sufz6f09HRdfvnluvvuuzVo0CBVq1ZNa9eu1fz58/Xqq6+6tB2A8sI5KgAqxOTJk9W9e/dCkSL974jKmjVrtGfPHn300Uf65JNP1LJlS02YMCH0rp/o6GhJUsuWLbV48WJt2LBBnTt3VuvWrfXEE08oKSmpQvcBUDE4ogLAauPGjdPEiROVmZnp9igAXMA5KgCs8vrrr6t9+/aqVauW/vvf/+r555/nM1KAsxihAsAqGzZs0DPPPKPdu3erXr16evTRRzVq1Ci3xwLgEl76AQAA1uJkWgAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1/h+1X36pQRUlGwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "age_plot = age_counts.sort_index().plot.bar(color = 'blue')\n",
-    "age_plot.set(xlabel = \"Age\", ylabel = \"Count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "- Series op scalar"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "20    6\n",
-      "19    4\n",
-      "21    3\n",
-      "18    2\n",
-      "23    2\n",
-      "17    1\n",
-      "24    1\n",
-      "25    1\n",
-      "35    1\n",
-      "22    1\n",
-      "dtype: int64\n",
-      "21    6\n",
-      "20    4\n",
-      "22    3\n",
-      "19    2\n",
-      "24    2\n",
-      "18    1\n",
-      "25    1\n",
-      "26    1\n",
-      "36    1\n",
-      "23    1\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Let's add 1 to everyone's age\n",
-    "print(ages.value_counts())\n",
-    "ages = ages + 1\n",
-    "print(ages.value_counts())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Boolean indexing\n",
-    "\n",
-    "- applying boolean expressions on a Series\n",
-    "- boolean expression will be specified within the pair of [  ]\n",
-    "- Boolean operators:\n",
-    "    - & means 'and'\n",
-    "    - | means 'or'\n",
-    "    - ~ means 'not'\n",
-    "    - we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0     False\n",
-       "1     False\n",
-       "2     False\n",
-       "3     False\n",
-       "4     False\n",
-       "5     False\n",
-       "6     False\n",
-       "7      True\n",
-       "8      True\n",
-       "9      True\n",
-       "10     True\n",
-       "11    False\n",
-       "12     True\n",
-       "13     True\n",
-       "14    False\n",
-       "15     True\n",
-       "16     True\n",
-       "17    False\n",
-       "18    False\n",
-       "19    False\n",
-       "20    False\n",
-       "21     True\n",
-       "dtype: bool"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Extract only ages > 21\n",
-    "\n",
-    "b = ages > 21 # gives you a boolean Series\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7     25\n",
-       "8     26\n",
-       "9     36\n",
-       "10    23\n",
-       "12    22\n",
-       "13    22\n",
-       "15    24\n",
-       "16    24\n",
-       "21    22\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# You can apply boolean Series to the original Series\n",
-    "ages[b] # now you get ages which are greater than 21"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7     25\n",
-       "8     26\n",
-       "9     36\n",
-       "10    23\n",
-       "12    22\n",
-       "13    22\n",
-       "15    24\n",
-       "16    24\n",
-       "21    22\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# combining the above two steps\n",
-    "ages[ages > 21]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### &, |, and ~\n",
-    "- & means 'and'\n",
-    "- | means 'or'\n",
-    "- ~ means 'not'\n",
-    "- we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0     19\n",
-      "1     20\n",
-      "5     18\n",
-      "6     19\n",
-      "17    20\n",
-      "18    20\n",
-      "19    20\n",
-      "dtype: int64\n",
-      "0.3181818181818182\n"
-     ]
-    }
-   ],
-   "source": [
-    "# ages boolean\n",
-    "# what ages are in the range 18 to 20, inclusive?\n",
-    "\n",
-    "print(ages[(ages >= 18) & (ages <= 20)])\n",
-    "\n",
-    "# what percentage of students are in this age range?\n",
-    "\n",
-    "print(len((ages[(ages >= 18) & (ages <= 20)])) / len(ages))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.22727272727272727\n",
-      "0.9090909090909091\n"
-     ]
-    }
-   ],
-   "source": [
-    "# what percentage of  students are ages 18 OR 21?\n",
-    "print(  len((ages[ (ages == 18) | (ages == 20)]))  /  len(ages) )\n",
-    "\n",
-    "# what percentage of students are NOT 19? \n",
-    "print(len(ages [~(ages == 19)]) / len(ages))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## CS220 information survey data (Self-practice)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Modified from https://automatetheboringstuff.com/chapter14/\n",
-    "import csv\n",
-    "def process_csv(filename):\n",
-    "    example_file = open(filename, encoding=\"utf-8\")\n",
-    "    example_reader = csv.reader(example_file)\n",
-    "    example_data = list(example_reader)\n",
-    "    example_file.close()\n",
-    "    return example_data\n",
-    "\n",
-    "data = process_csv(\"cs220_survey_data.csv\")\n",
-    "header = data[0]\n",
-    "data = data[1:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['section',\n",
-       " 'Lecture',\n",
-       " 'Age',\n",
-       " 'Primary major',\n",
-       " 'Other Primary Major',\n",
-       " 'Other majors',\n",
-       " 'Zip Code',\n",
-       " 'Latitude',\n",
-       " 'Longitude',\n",
-       " 'Pizza topping',\n",
-       " 'Cats or dogs',\n",
-       " 'Runner',\n",
-       " 'Sleep habit',\n",
-       " 'Procrastinator',\n",
-       " 'Song']"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[['COMP SCI 220:LEC003, COMP SCI 220:LAB333',\n",
-       "  'LEC003',\n",
-       "  '19',\n",
-       "  'Other (please provide details below).',\n",
-       "  'Atmospheric and Oceanic Science',\n",
-       "  '',\n",
-       "  '53703',\n",
-       "  '44.256',\n",
-       "  '-88.409',\n",
-       "  'basil/spinach',\n",
-       "  'cat',\n",
-       "  'No',\n",
-       "  'early bird',\n",
-       "  'Yes',\n",
-       "  'Kanye'],\n",
-       " ['COMP SCI 220:LAB344, COMP SCI 220:LEC004',\n",
-       "  'LEC004',\n",
-       "  '19',\n",
-       "  'Engineering: Biomedical',\n",
-       "  '',\n",
-       "  '',\n",
-       "  '53711',\n",
-       "  '51.5072',\n",
-       "  '-0.1257',\n",
-       "  'Other',\n",
-       "  'dog',\n",
-       "  'No',\n",
-       "  'night owl',\n",
-       "  'Yes',\n",
-       "  'Eyes Closed by Ed Sheeran\\xa0'],\n",
-       " ['COMP SCI 220:LAB342, COMP SCI 220:LEC004',\n",
-       "  'LEC004',\n",
-       "  '',\n",
-       "  'Computer Science',\n",
-       "  '',\n",
-       "  '',\n",
-       "  '53703',\n",
-       "  '37.7749',\n",
-       "  '-122.4194',\n",
-       "  'pineapple',\n",
-       "  'dog',\n",
-       "  'Yes',\n",
-       "  'night owl',\n",
-       "  'Yes',\n",
-       "  'Eight - IU']]"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data[:3]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "950\n",
-      "950\n"
-     ]
-    }
-   ],
-   "source": [
-    "# use list comprehension to extract just ages\n",
-    "age_list = [int(row[header.index(\"Age\")]) for row in data if row[header.index(\"Age\")] != \"\"]\n",
-    "print(len(age_list))\n",
-    "# use list comprehension to eliminate the large age\n",
-    "age_list = [age for age in age_list if age >= 0 and age <= 118]\n",
-    "print(len(age_list))\n",
-    "# age_list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0      19\n",
-       "1      19\n",
-       "2      19\n",
-       "3      19\n",
-       "4      17\n",
-       "       ..\n",
-       "945    19\n",
-       "946    22\n",
-       "947    19\n",
-       "948    20\n",
-       "949    20\n",
-       "Length: 950, dtype: int64"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_ages = pd.Series(age_list)\n",
-    "cs220_ages"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "17     15\n",
-       "18    253\n",
-       "19    358\n",
-       "20    165\n",
-       "21     89\n",
-       "22     28\n",
-       "23     19\n",
-       "24      7\n",
-       "25      5\n",
-       "26      2\n",
-       "27      2\n",
-       "28      1\n",
-       "29      1\n",
-       "30      2\n",
-       "32      1\n",
-       "39      1\n",
-       "40      1\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Make a Series of the counts of all the ages, sorted from most common to least \n",
-    "# then sort it by index\n",
-    "cs220_ages.value_counts().sort_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.5, 0, 'age'), Text(0, 0.5, 'count')]"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# make a bar chart of the ages sorted by age\n",
-    "age_plot = cs220_ages.value_counts().sort_index().plot.bar(color='blue')\n",
-    "age_plot.set(xlabel = \"age\", ylabel = \"count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Statistics"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the mode of CS220 student ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0    19\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(cs220_ages.mode())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the 75th percentile of ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.75    20.0\n",
-      "dtype: float64\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(cs220_ages.quantile([.75]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "1. SERIES op SCALAR\n",
-    "2. SERIES op SERIES"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Chris      10\n",
-      "Kiara       3\n",
-      "Mikayla     7\n",
-      "Ann         8\n",
-      "Trish       6\n",
-      "dtype: int64\n",
-      "Kiara       7\n",
-      "Chris       3\n",
-      "Trish      11\n",
-      "Mikayla     2\n",
-      "Ann         5\n",
-      "Meena      20\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "## Series from a dict\n",
-    "game1_points = pd.Series({\"Chris\": 10, \"Kiara\": 3, \"Mikayla\": 7, \"Ann\": 8, \"Trish\": 6})\n",
-    "print(game1_points)\n",
-    "game2_points = pd.Series({\"Kiara\": 7, \"Chris\": 3,  \"Trish\": 11, \"Mikayla\": 2, \"Ann\": 5, \"Meena\": 20})\n",
-    "print(game2_points)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 2 additional points for every player's game 1 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Chris      12\n",
-       "Kiara       5\n",
-       "Mikayla     9\n",
-       "Ann        10\n",
-       "Trish       8\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "game1_points + 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Chris      12\n",
-       "Kiara       5\n",
-       "Mikayla     9\n",
-       "Ann        10\n",
-       "Trish       8\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 56,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "game1_points = game1_points + 2\n",
-    "game1_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 3 additional points for every player's game 2 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Kiara      10\n",
-       "Chris       6\n",
-       "Trish      14\n",
-       "Mikayla     5\n",
-       "Ann         8\n",
-       "Meena      23\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "game2_points += 3\n",
-    "game2_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Compute total of two series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ann        18.0\n",
-       "Chris      18.0\n",
-       "Kiara      15.0\n",
-       "Meena       NaN\n",
-       "Mikayla    14.0\n",
-       "Trish      22.0\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Pandas can perform operations on two series by matching up their indices\n",
-    "total = game1_points + game2_points\n",
-    "total"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Who has the highest points?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "22.0\n",
-      "Trish\n"
-     ]
-    }
-   ],
-   "source": [
-    "## Who has the most points?\n",
-    "print(total.max())\n",
-    "print(total.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "15.0 15.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(total['Kiara'], total[2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    10\n",
-       "1     2\n",
-       "2     3\n",
-       "3    15\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s = pd.Series([10, 2, 3, 15])\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Find all values > 8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0     True\n",
-       "1    False\n",
-       "2    False\n",
-       "3     True\n",
-       "dtype: bool"
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# gives a boolean Series, where each value is True if the original Series values satifies the condition\n",
-    "b = s > 8\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    10\n",
-       "3    15\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# now let's apply the boolean expression, which gives a boolean Series\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    10\n",
-       "3    15\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Equivalently, you can directly specify boolean expression inside the [ ]\n",
-    "s[s > 8]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    10\n",
-       "3    15\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 65,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Decomposing the steps here\n",
-    "# Above example is equivalent to\n",
-    "b = pd.Series([True, False, False, True])\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are 25 years or older?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0      False\n",
-       "1      False\n",
-       "2      False\n",
-       "3      False\n",
-       "4      False\n",
-       "       ...  \n",
-       "945    False\n",
-       "946    False\n",
-       "947    False\n",
-       "948    False\n",
-       "949    False\n",
-       "Length: 950, dtype: bool"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_ages > 25"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "13     28\n",
-       "86     29\n",
-       "103    26\n",
-       "188    27\n",
-       "280    39\n",
-       "321    30\n",
-       "454    40\n",
-       "615    27\n",
-       "836    26\n",
-       "892    32\n",
-       "938    30\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_ages[cs220_ages > 25]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "11\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(len(cs220_ages[cs220_ages > 25]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are in the age range 18 to 20, inclusive?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0       True\n",
-       "1       True\n",
-       "2       True\n",
-       "3       True\n",
-       "4      False\n",
-       "       ...  \n",
-       "945     True\n",
-       "946    False\n",
-       "947     True\n",
-       "948     True\n",
-       "949     True\n",
-       "Length: 950, dtype: bool"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(cs220_ages >= 18) & (cs220_ages <= 20)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0      19\n",
-       "1      19\n",
-       "2      19\n",
-       "3      19\n",
-       "5      19\n",
-       "       ..\n",
-       "944    20\n",
-       "945    19\n",
-       "947    19\n",
-       "948    20\n",
-       "949    20\n",
-       "Length: 776, dtype: int64"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cs220_ages[(cs220_ages >= 18) & (cs220_ages <= 20)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "776"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(cs220_ages[(cs220_ages >= 18) & (cs220_ages <= 20)])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What percentage of  students are ages 18 OR 21?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.44"
-      ]
-     },
-     "execution_count": 72,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len((cs220_ages[ (cs220_ages == 18) | (cs220_ages == 20)])) / len(cs220_ages)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec1.ipynb b/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec1.ipynb
deleted file mode 100644
index 6f136562b8655feefc6237340310b873c581f195..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec1.ipynb
+++ /dev/null
@@ -1,1022 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Announcements - Friday, November 10\n",
-    "\n",
-    "* Download ALL files for today's lecture\n",
-    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 15.</b>\n",
-    "* If you have questions, it is almost always faster to \n",
-    "  * Post on Piazza\n",
-    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
-    "* Exam results - Mike's goal is to have these ready by Wednesday\n",
-    "\n",
-    "### Conflict Form\n",
-    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Pandas 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Module naming abbreviation\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Learning Objectives:\n",
-    "- Create a pandas Series from a list or from a dict\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts\n",
-    "- Extract elements from a Series using Boolean indexing\n",
-    "- Access Series members using .loc, .iloc, .items, and slicing\n",
-    "- Perform Series element-wise operations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is pandas?\n",
-    "- pandas is a package of tools for doing Data Science\n",
-    "- pandas is installed on top of Python (https://en.wikipedia.org/wiki/Pandas_(software))\n",
-    "    - comes with Anaconda installation\n",
-    "    - If for some reason, you don't have pandas installed, run the following command in terminal or powershell\n",
-    "        <pre> pip install pandas </pre>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## pandas Series\n",
-    "- combination of dict and list\n",
-    "- can be created either from a python `list` or `dict`\n",
-    "- Terminology:\n",
-    "    - index (equivalent to key in python `dict`)\n",
-    "    - integer position (equivalent to index in python `list`)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a dict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create a series from a dict\n",
-    "d = {\"one\": 7, \"two\": 8, \"three\": 9}\n",
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "type(s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9}) # equivalent to the above example\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index    value\n",
-    "# 0   one      7\n",
-    "# 1   two      8\n",
-    "# 2   three    9\n",
-    "\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with index (.loc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# dict access with key\n",
-    "d[\"one\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with integer position (.iloc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s.iloc[-1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Series created from a list\n",
-    "num_list = [100, 200, 300]\n",
-    "s = pd.Series(num_list)\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index value\n",
-    "# 0   0      100\n",
-    "# 1   1      200\n",
-    "# 2   2      300\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(s.loc[1])\n",
-    "print(s.iloc[1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using integer positions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "letters_list = [\"A\", \"B\", \"C\", \"D\"]\n",
-    "letters = pd.Series(letters_list)\n",
-    "letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# list slicing\n",
-    "print(letters_list)\n",
-    "sliced_letter_list = letters_list[2:]\n",
-    "sliced_letter_list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Sliced Series retains original Series index, whereas integer positions are renumbered."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(letters)\n",
-    "sliced_letters = ???\n",
-    "sliced_letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Note: integer positions get renumbered, whereas indexes do not.\n",
-    "\n",
-    "# IP  Index  values\n",
-    "# 0   2       C\n",
-    "# 1   3       D\n",
-    "# dtype: object"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(sliced_letters.loc[2])\n",
-    "print(sliced_letters.iloc[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9})\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#slicing with indexes\n",
-    "s.loc[\"two\":]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Statistics on Series\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores = pd.Series([44, 32, 19, 67, 23, 23, 92, 47, 47, 78, 84])\n",
-    "scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(scores.max())\n",
-    "print(scores.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(scores.min())\n",
-    "print(scores.idxmin())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.std()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# there could be multiple modes, so mode returns a Series\n",
-    "scores.mode()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Quantile function\n",
-    "- enables to calculate percentiles\n",
-    "- takes as argument a float value between 0 and 1\n",
-    "- defaults to 50th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.quantile(), scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.quantile(0.75) # 75th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 5-percentile summary\n",
-    "print(scores.quantile([0, 0.25, 0.5, 0.75, 1.0]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### value_counts()\n",
-    "- Series value_counts() creates a series where the key is the data, and the value is its count in the Series\n",
-    "- by default return value Series is ordered by descending order of the counts (values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ages = pd.Series([18, 19, 20, 20, 20, 17, 18, 24, 25, 35, 22, 20, 21, 21, 20, 23, 23, 19, 19, 19, 20, 21])\n",
-    "age_counts = ages.value_counts()\n",
-    "age_counts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Sorting\n",
-    "- sort_index()\n",
-    "- sort_values()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_counts.sort_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_counts.sort_values()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Series bar chart"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_plot = age_counts.sort_index().plot.bar(color = 'blue')\n",
-    "age_plot.set(xlabel = \"Age\", ylabel = \"Count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "- Series op scalar"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's add 1 to everyone's age\n",
-    "print(ages.value_counts())\n",
-    "\n",
-    "\n",
-    "print(ages.value_counts())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Boolean indexing\n",
-    "\n",
-    "- applying boolean expressions on a Series\n",
-    "- boolean expression will be specified within the pair of [  ]\n",
-    "- Boolean operators:\n",
-    "    - & means 'and'\n",
-    "    - | means 'or'\n",
-    "    - ~ means 'not'\n",
-    "    - we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Extract only ages > 21\n",
-    "\n",
-    "b =  # gives you a boolean Series\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# You can apply boolean Series to the original Series\n",
-    " # now you get ages which are greater than 21"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# combining the above two steps\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### &, |, and ~\n",
-    "- & means 'and'\n",
-    "- | means 'or'\n",
-    "- ~ means 'not'\n",
-    "- we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# ages boolean\n",
-    "# what ages are in the range 18 to 20, inclusive?\n",
-    "\n",
-    "print()\n",
-    "\n",
-    "# what percentage of students are in this age range?\n",
-    "\n",
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# what percentage of  students are ages 18 OR 21?\n",
-    "\n",
-    "# what percentage of students are NOT 19? \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## CS220 information survey data (Self-practice)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Modified from https://automatetheboringstuff.com/chapter14/\n",
-    "import csv\n",
-    "def process_csv(filename):\n",
-    "    example_file = open(filename, encoding=\"utf-8\")\n",
-    "    example_reader = csv.reader(example_file)\n",
-    "    example_data = list(example_reader)\n",
-    "    example_file.close()\n",
-    "    return example_data\n",
-    "\n",
-    "data = process_csv(\"cs220_survey_data.csv\")\n",
-    "header = data[0]\n",
-    "data = data[1:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data[:3]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# use list comprehension to extract just ages\n",
-    "age_list = \n",
-    "print(len(age_list))\n",
-    "# use list comprehension to eliminate the large age\n",
-    "age_list = \n",
-    "print(len(age_list))\n",
-    "# age_list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cs220_ages = pd.Series(age_list)\n",
-    "cs220_ages"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Make a Series of the counts of all the ages, sorted from most common to least \n",
-    "# then sort it by index\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# make a bar chart of the ages sorted by age\n",
-    "age_plot = cs220_ages.value_counts().sort_index().plot.bar(color='blue')\n",
-    "age_plot.set(xlabel = \"age\", ylabel = \"count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Statistics"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the mode of CS220 student ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the 75th percentile of ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "1. SERIES op SCALAR\n",
-    "2. SERIES op SERIES"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## Series from a dict\n",
-    "game1_points = pd.Series({\"Chris\": 10, \"Kiara\": 3, \"Mikayla\": 7, \"Ann\": 8, \"Trish\": 6})\n",
-    "print(game1_points)\n",
-    "game2_points = pd.Series({\"Kiara\": 7, \"Chris\": 3,  \"Trish\": 11, \"Mikayla\": 2, \"Ann\": 5, \"Meena\": 20})\n",
-    "print(game2_points)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 2 additional points for every player's game 1 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game1_points + 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game1_points = game1_points + 2\n",
-    "game1_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 3 additional points for every player's game 2 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game2_points += 3\n",
-    "game2_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Compute total of two series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Pandas can perform operations on two series by matching up their indices\n",
-    "total = game1_points + game2_points\n",
-    "total"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Who has the highest points?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## Who has the most points?\n",
-    "print(total.max())\n",
-    "print(total.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(total['Kiara'], total[2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series([10, 2, 3, 15])\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Find all values > 8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# gives a boolean Series, where each value is True if the original Series values satifies the condition\n",
-    "b = s > 8\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# now let's apply the boolean expression, which gives a boolean Series\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Equivalently, you can directly specify boolean expression inside the [ ]\n",
-    "s[s > 8]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Decomposing the steps here\n",
-    "# Above example is equivalent to\n",
-    "b = pd.Series([True, False, False, True])\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are 25 years or older?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are in the age range 18 to 20, inclusive?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What percentage of  students are ages 18 OR 21?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec2.ipynb b/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec2.ipynb
deleted file mode 100644
index 6f136562b8655feefc6237340310b873c581f195..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/lec_27_pandas1_template_Gurmail_lec2.ipynb
+++ /dev/null
@@ -1,1022 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Announcements - Friday, November 10\n",
-    "\n",
-    "* Download ALL files for today's lecture\n",
-    "* <b>If you have any problem with P6 grades, please send me (Gurmail.Singh@wisc.edu) an email by November 15.</b>\n",
-    "* If you have questions, it is almost always faster to \n",
-    "  * Post on Piazza\n",
-    "  * Go to [office hours](https://sites.google.com/wisc.edu/cs220-oh-f23/home?pli=1) \n",
-    "* Exam results - Mike's goal is to have these ready by Wednesday\n",
-    "\n",
-    "### Conflict Form\n",
-    "  * [Final - December 19, 7:45 am](https://cs220.cs.wisc.edu/f23/surveys.html)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Pandas 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Module naming abbreviation\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Learning Objectives:\n",
-    "- Create a pandas Series from a list or from a dict\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts\n",
-    "- Extract elements from a Series using Boolean indexing\n",
-    "- Access Series members using .loc, .iloc, .items, and slicing\n",
-    "- Perform Series element-wise operations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is pandas?\n",
-    "- pandas is a package of tools for doing Data Science\n",
-    "- pandas is installed on top of Python (https://en.wikipedia.org/wiki/Pandas_(software))\n",
-    "    - comes with Anaconda installation\n",
-    "    - If for some reason, you don't have pandas installed, run the following command in terminal or powershell\n",
-    "        <pre> pip install pandas </pre>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## pandas Series\n",
-    "- combination of dict and list\n",
-    "- can be created either from a python `list` or `dict`\n",
-    "- Terminology:\n",
-    "    - index (equivalent to key in python `dict`)\n",
-    "    - integer position (equivalent to index in python `list`)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a dict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create a series from a dict\n",
-    "d = {\"one\": 7, \"two\": 8, \"three\": 9}\n",
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "type(s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9}) # equivalent to the above example\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index    value\n",
-    "# 0   one      7\n",
-    "# 1   two      8\n",
-    "# 2   three    9\n",
-    "\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with index (.loc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# dict access with key\n",
-    "d[\"one\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Accessing values with integer position (.iloc[...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s.iloc[-1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create a series from a list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Series created from a list\n",
-    "num_list = [100, 200, 300]\n",
-    "s = pd.Series(num_list)\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IP  index value\n",
-    "# 0   0      100\n",
-    "# 1   1      200\n",
-    "# 2   2      300\n",
-    "# dtype: int64"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(s.loc[1])\n",
-    "print(s.iloc[1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using integer positions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "letters_list = [\"A\", \"B\", \"C\", \"D\"]\n",
-    "letters = pd.Series(letters_list)\n",
-    "letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# list slicing\n",
-    "print(letters_list)\n",
-    "sliced_letter_list = letters_list[2:]\n",
-    "sliced_letter_list"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Sliced Series retains original Series index, whereas integer positions are renumbered."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(letters)\n",
-    "sliced_letters = ???\n",
-    "sliced_letters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Note: integer positions get renumbered, whereas indexes do not.\n",
-    "\n",
-    "# IP  Index  values\n",
-    "# 0   2       C\n",
-    "# 1   3       D\n",
-    "# dtype: object"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(sliced_letters.loc[2])\n",
-    "print(sliced_letters.iloc[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Slicing series using index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series({\"one\": 7, \"two\": 8, \"three\": 9})\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#slicing with indexes\n",
-    "s.loc[\"two\":]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Statistics on Series\n",
-    "- Use Series methods max, min, mean, median, mode, quantile, value counts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores = pd.Series([44, 32, 19, 67, 23, 23, 92, 47, 47, 78, 84])\n",
-    "scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(scores.max())\n",
-    "print(scores.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(scores.min())\n",
-    "print(scores.idxmin())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.count()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.std()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# there could be multiple modes, so mode returns a Series\n",
-    "scores.mode()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Quantile function\n",
-    "- enables to calculate percentiles\n",
-    "- takes as argument a float value between 0 and 1\n",
-    "- defaults to 50th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.quantile(), scores.median()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scores.quantile(0.75) # 75th percentile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 5-percentile summary\n",
-    "print(scores.quantile([0, 0.25, 0.5, 0.75, 1.0]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### value_counts()\n",
-    "- Series value_counts() creates a series where the key is the data, and the value is its count in the Series\n",
-    "- by default return value Series is ordered by descending order of the counts (values)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ages = pd.Series([18, 19, 20, 20, 20, 17, 18, 24, 25, 35, 22, 20, 21, 21, 20, 23, 23, 19, 19, 19, 20, 21])\n",
-    "age_counts = ages.value_counts()\n",
-    "age_counts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Sorting\n",
-    "- sort_index()\n",
-    "- sort_values()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_counts.sort_index()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_counts.sort_values()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Series bar chart"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "age_plot = age_counts.sort_index().plot.bar(color = 'blue')\n",
-    "age_plot.set(xlabel = \"Age\", ylabel = \"Count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "- Series op scalar"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's add 1 to everyone's age\n",
-    "print(ages.value_counts())\n",
-    "\n",
-    "\n",
-    "print(ages.value_counts())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Boolean indexing\n",
-    "\n",
-    "- applying boolean expressions on a Series\n",
-    "- boolean expression will be specified within the pair of [  ]\n",
-    "- Boolean operators:\n",
-    "    - & means 'and'\n",
-    "    - | means 'or'\n",
-    "    - ~ means 'not'\n",
-    "    - we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Extract only ages > 21\n",
-    "\n",
-    "b =  # gives you a boolean Series\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# You can apply boolean Series to the original Series\n",
-    " # now you get ages which are greater than 21"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# combining the above two steps\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### &, |, and ~\n",
-    "- & means 'and'\n",
-    "- | means 'or'\n",
-    "- ~ means 'not'\n",
-    "- we must use () for compound boolean expressions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# ages boolean\n",
-    "# what ages are in the range 18 to 20, inclusive?\n",
-    "\n",
-    "print()\n",
-    "\n",
-    "# what percentage of students are in this age range?\n",
-    "\n",
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# what percentage of  students are ages 18 OR 21?\n",
-    "\n",
-    "# what percentage of students are NOT 19? \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## CS220 information survey data (Self-practice)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Modified from https://automatetheboringstuff.com/chapter14/\n",
-    "import csv\n",
-    "def process_csv(filename):\n",
-    "    example_file = open(filename, encoding=\"utf-8\")\n",
-    "    example_reader = csv.reader(example_file)\n",
-    "    example_data = list(example_reader)\n",
-    "    example_file.close()\n",
-    "    return example_data\n",
-    "\n",
-    "data = process_csv(\"cs220_survey_data.csv\")\n",
-    "header = data[0]\n",
-    "data = data[1:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "header"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data[:3]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# use list comprehension to extract just ages\n",
-    "age_list = \n",
-    "print(len(age_list))\n",
-    "# use list comprehension to eliminate the large age\n",
-    "age_list = \n",
-    "print(len(age_list))\n",
-    "# age_list"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cs220_ages = pd.Series(age_list)\n",
-    "cs220_ages"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Make a Series of the counts of all the ages, sorted from most common to least \n",
-    "# then sort it by index\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# make a bar chart of the ages sorted by age\n",
-    "age_plot = cs220_ages.value_counts().sort_index().plot.bar(color='blue')\n",
-    "age_plot.set(xlabel = \"age\", ylabel = \"count\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Statistics"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the mode of CS220 student ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What is the 75th percentile of ages?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Element-wise operations\n",
-    "1. SERIES op SCALAR\n",
-    "2. SERIES op SERIES"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## Series from a dict\n",
-    "game1_points = pd.Series({\"Chris\": 10, \"Kiara\": 3, \"Mikayla\": 7, \"Ann\": 8, \"Trish\": 6})\n",
-    "print(game1_points)\n",
-    "game2_points = pd.Series({\"Kiara\": 7, \"Chris\": 3,  \"Trish\": 11, \"Mikayla\": 2, \"Ann\": 5, \"Meena\": 20})\n",
-    "print(game2_points)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 2 additional points for every player's game 1 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game1_points + 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game1_points = game1_points + 2\n",
-    "game1_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Give 3 additional points for every player's game 2 score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "game2_points += 3\n",
-    "game2_points"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Compute total of two series"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Pandas can perform operations on two series by matching up their indices\n",
-    "total = game1_points + game2_points\n",
-    "total"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Who has the highest points?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## Who has the most points?\n",
-    "print(total.max())\n",
-    "print(total.idxmax())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(total['Kiara'], total[2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = pd.Series([10, 2, 3, 15])\n",
-    "s"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Find all values > 8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# gives a boolean Series, where each value is True if the original Series values satifies the condition\n",
-    "b = s > 8\n",
-    "b"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# now let's apply the boolean expression, which gives a boolean Series\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Equivalently, you can directly specify boolean expression inside the [ ]\n",
-    "s[s > 8]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Decomposing the steps here\n",
-    "# Above example is equivalent to\n",
-    "b = pd.Series([True, False, False, True])\n",
-    "s[b]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are 25 years or older?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### How many students are in the age range 18 to 20, inclusive?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### What percentage of  students are ages 18 OR 21?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/f23/Gurmail_Lecture_Notes/project.py b/f23/Gurmail_Lecture_Notes/project.py
deleted file mode 100644
index 047eec02674c0693486aea981d141ac78db9ea0e..0000000000000000000000000000000000000000
--- a/f23/Gurmail_Lecture_Notes/project.py
+++ /dev/null
@@ -1,74 +0,0 @@
-__student__ = []
-
-
-def __init__():
-    import csv
-    """This function will read in the csv_file and store it in a list of dictionaries"""
-    __student__.clear()
-    with open('cs220_survey_data.csv', mode='r', encoding='utf-8') as csv_file:
-        csv_reader = csv.DictReader(csv_file)
-        for row in csv_reader:
-            __student__.append(row)
-
-def count():
-    """This function will return the number of records in the dataset"""
-    return len(__student__)
-
-
-def get_lecture(idx):
-    """get_lecture(idx) returns the lecture of the student in row idx"""
-    return __student__[int(idx)]['Lecture']
-
-
-def get_section(idx):
-    """get_lecture(idx) returns the section of the student in row idx"""
-    return __student__[int(idx)]['section']
-
-
-def get_age(idx):
-    """get_age(idx) returns the age of the student in row idx"""
-    return __student__[int(idx)]['Age']
-
-
-def get_primary_major(idx):
-    """get_primary_major(idx) returns the primary major of the student in row idx"""
-    return __student__[int(idx)]['Primary major']
-
-
-def get_other_majors(idx):
-    """get_other_majors(idx) returns the secondary major of the student in row idx"""
-    return __student__[int(idx)]['Other majors']
-
-
-def get_zip_code(idx):
-    """get_zip_code(idx) returns the residential zip code of the student in row idx"""
-    return __student__[int(idx)]['Zip Code']
-
-
-def get_pizza_topping(idx):
-    """get_pizza_topping(idx) returns the preferred pizza toppings of the student in row idx"""
-    return __student__[int(idx)]['Pizza topping']
-
-def get_cats_or_dogs(idx):
-    """get_cats_or_dogs(idx) returns whether student in row idx likes cats or dogs"""
-    return __student__[int(idx)]['Cats or dogs']
-
-def get_runner(idx):
-    """get_runner(idx) returns whether student in row idx is a runner"""
-    return __student__[int(idx)]['Runner']
-
-def get_sleep_habit(idx):
-    """get_sleep_habit(idx) returns the sleep habit of the student in row idx"""
-    return __student__[int(idx)]['Sleep habit']
-
-def get_procrastinator(idx):
-    """get_procrastinator(idx) returns whether student in row idx is a procrastinator"""
-    return __student__[int(idx)]['Procrastinator']
-
-
-def get_song(idx):
-    """get_procrastinator(idx) returns the student in row idx favorite song"""
-    return __student__[int(idx)]['Song']
-
-
-__init__()