From fba849bf2899b2e530fa247dc339c4688578aade Mon Sep 17 00:00:00 2001 From: Ro McKay Davies <50719703+120Davies@users.noreply.github.com> Date: Thu, 26 Sep 2019 16:58:00 -0600 Subject: [PATCH] Add files via upload --- Scattertext_contractors.ipynb | 8658 +++++++++++++++++++++++++++++++++ 1 file changed, 8658 insertions(+) create mode 100644 Scattertext_contractors.ipynb diff --git a/Scattertext_contractors.ipynb b/Scattertext_contractors.ipynb new file mode 100644 index 0000000..3ae7531 --- /dev/null +++ b/Scattertext_contractors.ipynb @@ -0,0 +1,8658 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 75, + "resources": { + "http://localhost:8080/nbextensions/google.colab/files.js": { + "data": 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1130 Eglinton Avenue W{'RestaurantsReservations': 'True', 'GoodForMe...QXAEGFB4oINsVuTFxEYKFQSpecialty Food, Restaurants, Dim Sum, Imported...Mississauga{'Monday': '9:0-0:0', 'Tuesday': '9:0-0:0', 'W...143.605499-79.652289Emerald Chinese RestaurantL5R 3E71282.5ON
2210110 Johnston Rd, Ste 15{'GoodForKids': 'True', 'NoiseLevel': \"u'avera...gnKjwL_1w79qoiV3IC_xQQSushi Bars, Restaurants, JapaneseCharlotte{'Monday': '17:30-21:30', 'Wednesday': '17:30-...135.092564-80.859132Musashi Japanese Restaurant282101704.0NC
3315655 W Roosevelt St, Ste 237NaNxvX2CttrVhyG2z1dFg_0xwInsurance, Financial ServicesGoodyear{'Monday': '8:0-17:0', 'Tuesday': '8:0-17:0', ...133.455613-112.395596Farmers Insurance - Paul Lorenz8533835.0AZ
444209 Stuart Andrew Blvd, Ste F{'BusinessAcceptsBitcoin': 'False', 'ByAppoint...HhyxOkGAM07SRYtlQ4wMFQPlumbing, Shopping, Local Services, Home Servi...Charlotte{'Monday': '7:0-23:0', 'Tuesday': '7:0-23:0', ...135.190012-80.887223Queen City Plumbing2821744.0NC
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1HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ12015-05-12 22:30:4502Took the contractor's label off of the paint t...1
2HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ02018-08-05 23:14:2405We are remodeling & had already picked a diffe...0
3HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ02016-05-22 18:23:5205Everyone is so friendly here! Can't say the sa...0
4HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ02016-06-25 16:05:1301Terrible cust service. Wanted to buy a machine...2
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25856MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12018-01-05 22:15:2305I recently had Phoenix Pavers install pavers a...4Phoenix Pavers144.5
25857MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02018-10-06 16:02:5804Last year we had The Flagstone Yard install ou...0Phoenix Pavers144.5
25858MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-06-17 04:29:4705If you need great paver work done and in a ver...0Phoenix Pavers144.5
25859MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-02-27 01:40:5505I hired Phx Pavers to remodel my pool deck and...0Phoenix Pavers144.5
25860MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12017-03-08 01:01:2711Phoenix pavers installed 3300 square feet of t...10Phoenix Pavers144.5
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25761M5l_PO80RpTsgLnQY4kCjAContractorsPhoenix3.5AZ02015-12-03 16:24:4005Larry and his tech from Option One cleared our...0Option One Plumbing & Rooter713.5[larry, tech, option, one, cleared, lines, out...[larry, tech, option, clear, line, outfit, twi...larry tech option clear line outfit twice reso...
25762M5l_PO80RpTsgLnQY4kCjAContractorsPhoenix3.5AZ02018-07-05 10:18:2805Best service from any company in awhile. Reque...0Option One Plumbing & Rooter713.5[best, service, company, awhile., requested, 3...[good, service, company, awhile, request, 3, 5...good service company awhile request 3 5pm time...
257636kHsWCPAFhwAcN3DSQKDSAContractorsScottsdale3.5AZ02017-08-02 17:33:0905I want to give a HUGE thanks to everyone over ...0Good Guys Remodeling33.5[want, huge, thanks, good, guys, remodeling!, ...[want, huge, thank, good, guys, remodeling, re...want huge thank good guys remodeling recently ...
257646kHsWCPAFhwAcN3DSQKDSAContractorsScottsdale3.5AZ02017-03-22 21:22:0205I can't say enough great things about this tea...1Good Guys Remodeling33.5[can't, great, things, team!, \\n\\n, we, needed...[great, thing, team, \\n\\n, need, lot, help, ki...great thing team \\n\\n need lot help kitchen ba...
257656kHsWCPAFhwAcN3DSQKDSAContractorsScottsdale3.5AZ02016-09-28 23:02:5411We had to terminate the Good Guys and hire ano...2Good Guys Remodeling33.5[we, terminate, good, guys, hire, contractor, ...[terminate, good, guys, hire, contractor, subs...terminate good guys hire contractor substandar...
25766hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-10-02 23:03:5005Very satisfied with their service. Leonard cam...0Pool Barrier of Arizona164.5[very, satisfied, service., leonard, came, ide...[satisfied, service, leonard, come, idea, pool...satisfied service leonard come idea pool fence...
25767hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-09-01 21:46:5805I needed a pool fence to safeguard for a new p...0Pool Barrier of Arizona164.5[needed, pool, fence, safeguard, new, puppy., ...[need, pool, fence, safeguard, new, puppy, , ...need pool fence safeguard new puppy speak po...
25768hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ12014-10-02 14:41:4615We needed to get a fence installed since we ar...1Pool Barrier of Arizona164.5[we, needed, fence, installed, going, start, h...[need, fence, instal, go, start, have, child, ...need fence instal go start have child house fo...
25769hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-07-02 16:35:4405We had a fence installed around our pool two y...0Pool Barrier of Arizona164.5[we, fence, installed, pool, years, ago., rece...[fence, instal, pool, year, ago, recently, lat...fence instal pool year ago recently latch clos...
25770hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-11-01 23:23:0005The service is amazing! We had an issue with o...0Pool Barrier of Arizona164.5[the, service, amazing!, we, issue, gate, latc...[service, amazing, issue, gate, latch, leonard...service amazing issue gate latch leonard come ...
25771hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ12017-05-18 14:54:4805We got estimates from three different pool fen...1Pool Barrier of Arizona164.5[we, got, estimates, different, pool, fence, c...[get, estimate, different, pool, fence, compan...get estimate different pool fence company ulti...
25772hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-06-01 11:56:3205Pool barriers came out to my home on Saturday ...0Pool Barrier of Arizona164.5[pool, barriers, came, home, saturday, gave, e...[pool, barrier, come, home, saturday, give, es...pool barrier come home saturday give estimate ...
25773hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-11-03 21:11:3205We started out and the installer was a no show...1Pool Barrier of Arizona164.5[we, started, installer, monday, morning., of,...[start, installer, monday, morning, course, up...start installer monday morning course upset ta...
25774hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-08-12 19:48:4205I bought my fence years ago and loved it. Most...0Pool Barrier of Arizona164.5[bought, fence, years, ago, loved, most, recen...[buy, fence, year, ago, love, recently, want, ...buy fence year ago love recently want help leo...
25775hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-02-16 18:02:2805Pool barriers came to my home to add sections ...0Pool Barrier of Arizona164.5[pool, barriers, came, home, add, sections, ex...[pool, barrier, come, home, add, section, exsi...pool barrier come home add section exsiste fen...
25776hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-08-03 20:39:3205Cannot say enough positive things about this c...0Pool Barrier of Arizona164.5[cannot, positive, things, company!, the, cust...[positive, thing, company, customer, service, ...positive thing company customer service family...
25777hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-12-31 07:08:5905Bought our pool barrier fence 4 years ago. Mag...0Pool Barrier of Arizona164.5[bought, pool, barrier, fence, 4, years, ago.,...[buy, pool, barrier, fence, 4, year, ago, magn...buy pool barrier fence 4 year ago magna latch ...
25778hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-08-05 01:31:0805My existing pool barrier had a worn out double...0Pool Barrier of Arizona164.5[my, existing, pool, barrier, worn, double, si...[exist, pool, barrier, wear, double, sided, bo...exist pool barrier wear double sided bolt snap...
25779hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02016-02-27 04:03:4801Sales guy was all for selling us on the produc...3Pool Barrier of Arizona164.5[sales, guy, selling, product., came, time, in...[sale, guy, sell, product, come, time, install...sale guy sell product come time install team f...
25780hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02018-01-19 18:17:2005Called for an estimate and they came out that ...0Pool Barrier of Arizona164.5[called, estimate, came, week,, showed, option...[call, estimate, come, week, show, option, giv...call estimate come week show option give estim...
25781hns5EQ1vSosP6n9nUdG41QContractorsScottsdale4.5AZ02017-03-03 19:03:1505I highly recommend Pool Barrier of AZ and they...0Pool Barrier of Arizona164.5[highly, recommend, pool, barrier, az, fantast...[highly, recommend, pool, barrier, az, fantast...highly recommend pool barrier az fantastic job...
25782YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02017-09-11 23:32:2901They insist on prepaid service,and then suspen...0Parks & Sons of Sun City142.5[they, insist, prepaid, service,and, suspend, ...[insist, prepaid, service, suspend, trash, pic...insist prepaid service suspend trash pickup un...
25783YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02015-06-26 14:13:0615Best trash collection company I've ever had! ...1Parks & Sons of Sun City142.5[best, trash, collection, company, i've, had!,...[good, trash, collection, company, , crew, fr...good trash collection company crew friendly ...
25784YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02013-06-29 17:20:4111Worst customer service. Always makes excuses ...3Parks & Sons of Sun City142.5[worst, customer, service., always, makes, exc...[bad, customer, service, , make, excuse, pick...bad customer service make excuse pick trash ...
25785YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02015-09-07 04:33:5715parks and sons has been hauling my trash for 1...0Parks & Sons of Sun City142.5[parks, sons, hauling, trash, 15, years!, frie...[park, son, haul, trash, 15, year, friendly, p...park son haul trash 15 year friendly professio...
25786YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02018-08-30 17:10:3701Setup for automatic payments months back and i...0Parks & Sons of Sun City142.5[setup, automatic, payments, months, went, eff...[setup, automatic, payment, month, go, effect,...setup automatic payment month go effect discov...
25787YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02014-10-06 15:04:4601I agree with Jessica. The worst customer servi...5Parks & Sons of Sun City142.5[agree, jessica., the, worst, customer, servic...[agree, jessica, bad, customer, service, stay,...agree jessica bad customer service stay away c...
25788YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02018-04-02 00:48:4805Great service and prompt. We needed a bunch of...0Parks & Sons of Sun City142.5[great, service, prompt., we, needed, bunch, e...[great, service, prompt, need, bunch, excavate...great service prompt need bunch excavate bush ...
25789YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02016-12-29 17:09:4101It has been a week since last pick up, I am sc...2Parks & Sons of Sun City142.5[it, week, pick, up,, scheduled, 3, pick, ups,...[week, pick, schedule, 3, pick, up, week, \\n, ...week pick schedule 3 pick up week \\n call call...
25790YEgPa75QzIo63zfPbs-9sQContractorsYoungtown2.5AZ02018-09-13 20:00:2205Cheapest dumpster in Town! Very nice people wo...0Parks & Sons of Sun City142.5[cheapest, dumpster, town!, very, nice, people...[cheap, dumpster, town, nice, people, work, fa...cheap dumpster town nice people work fast time...
......................................................
25831ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ12017-09-28 17:35:4005I can't say enough about what a great experien...0Phend Plumbing & Rooter475.0[can't, great, experience, had., we, referred,...[great, experience, , refer, phend, neighbor,...great experience refer phend neighbor phone ...
25832ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02016-01-28 20:54:2705Can't say enough good things about Phend and C...0Phend Plumbing & Rooter475.0[can't, good, things, phend, clint., clint, ca...[good, thing, phend, clint, clint, come, fix, ...good thing phend clint clint come fix clanking...
25833ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02016-12-30 21:05:2805Pete was awesome. Super friendly and on time. ...1Phend Plumbing & Rooter475.0[pete, awesome., super, friendly, time., got, ...[pete, awesome, super, friendly, time, got, dr...pete awesome super friendly time got drain wor...
25834ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02018-10-23 22:50:4005Gino came when he said he'd come with a phone ...0Phend Plumbing & Rooter475.0[gino, came, said, he'd, come, phone, beforeha...[gino, come, say, come, phone, fast, efficient...gino come say come phone fast efficient except...
25835ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02016-10-06 16:40:2005I called Phend when a pipe burst. They were ve...2Phend Plumbing & Rooter475.0[called, phend, pipe, burst., they, quick, res...[call, phend, pipe, burst, quick, respond, arr...call phend pipe burst quick respond arrange dr...
25836ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02015-04-22 18:39:0605We own several properties - commercial and res...0Phend Plumbing & Rooter475.0[we, properties, commercial, residential., we,...[property, commercial, residential, phend, plu...property commercial residential phend plumbing...
25837ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02017-07-19 19:43:0605We just had a new water softener installed at ...0Phend Plumbing & Rooter475.0[we, new, water, softener, installed, home., p...[new, water, softener, instal, home, phend, pl...new water softener instal home phend plumbing ...
25838ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02018-11-13 18:02:2005Technician Gino was timely and provided us opt...0Phend Plumbing & Rooter475.0[technician, gino, timely, provided, options, ...[technician, gino, timely, provide, option, wo...technician gino timely provide option work bes...
25839ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02017-09-29 20:52:4705Great job, friendly knowledgeable plumber and...0Phend Plumbing & Rooter475.0[great, job,, friendly, knowledgeable, plumber...[great, job, friendly, knowledgeable, , plumb...great job friendly knowledgeable plumber gre...
25840ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02018-07-06 21:36:4205We had new countertops installed and noticed t...0Phend Plumbing & Rooter475.0[we, new, countertops, installed, noticed, val...[new, countertop, instal, notice, valve, sink,...new countertop instal notice valve sink rusted...
25841ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02017-06-10 06:46:1201absolutely the worst of the worst!!!!!!! can't...4Phend Plumbing & Rooter475.0[absolutely, worst, worst!!!!!!!, can't, wait,...[absolutely, bad, bad, wait, court, job, right...absolutely bad bad wait court job right clearl...
25842ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02016-01-03 00:24:5905Phend came out to my house on New Years Eve to...0Phend Plumbing & Rooter475.0[phend, came, house, new, years, eve, replace,...[phend, come, house, new, years, eve, replace,...phend come house new years eve replace shower ...
25843ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02017-04-12 21:16:1005Great plumbing company! They arrived at the sc...1Phend Plumbing & Rooter475.0[great, plumbing, company!, they, arrived, sch...[great, plumbing, company, arrive, schedule, t...great plumbing company arrive schedule time ab...
25844ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02015-09-08 22:53:5205Only good things to say about Phend Plumbing! ...0Phend Plumbing & Rooter475.0[only, good, things, phend, plumbing!, we've, ...[good, thing, phend, plumbing, couple, guy, ho...good thing phend plumbing couple guy house rep...
25845ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ02014-12-15 20:09:0805Great service! Honest and nice plumber. I will...0Phend Plumbing & Rooter475.0[great, service!, honest, nice, plumber., use,...[great, service, honest, nice, plumber, use, c...great service honest nice plumber use company
25846ABjONdA5Fw8XBOM65tmW4wContractorsGilbert5.0AZ12017-06-27 17:35:0905I needed a plumber to replace a bad shower val...1Phend Plumbing & Rooter475.0[needed, plumber, replace, bad, shower, valve....[need, plumber, replace, bad, shower, valve, i...need plumber replace bad shower valve impress ...
25847MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12017-10-24 21:31:2505PHX pavers just completed a 2700 square foot d...3Phoenix Pavers144.5[phx, pavers, completed, 2700, square, foot, d...[phx, paver, complete, 2700, square, foot, dri...phx paver complete 2700 square foot driveway w...
25848MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12016-03-18 17:22:3905We had Chris Shaffer and his team do 2500 squa...3Phoenix Pavers144.5[we, chris, shaffer, team, 2500, square, feet,...[chris, shaffer, team, 2500, square, foot, tra...chris shaffer team 2500 square foot travertine...
25849MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12018-04-06 14:35:5305My patio was completely transformed! Alec gave...3Phoenix Pavers144.5[my, patio, completely, transformed!, alec, ga...[patio, completely, transform, alec, give, fai...patio completely transform alec give fair bid ...
25850MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ42010-01-21 02:55:2215About 3 weeks ago I set out to find someone to...13Phoenix Pavers144.5[about, 3, weeks, ago, set, find, pave, 5,000,...[3, week, ago, set, find, pave, 5,000, square,...3 week ago set find pave 5,000 square foot dri...
25851MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12018-03-25 21:03:0605Phoenix Pavers recently constructed an incredi...4Phoenix Pavers144.5[phoenix, pavers, recently, constructed, incre...[phoenix, pavers, recently, construct, incredi...phoenix pavers recently construct incredible b...
25852MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-03-10 15:35:5805Phoenix Pavers has been doing all of our paver...2Phoenix Pavers144.5[phoenix, pavers, paver, work, past, 6, 7, yea...[phoenix, pavers, paver, work, past, 6, 7, yea...phoenix pavers paver work past 6 7 year fantas...
25853MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12018-05-12 02:01:2205I wanted a full back yard remodel (pool deck ...2Phoenix Pavers144.5[wanted, yard, remodel, (pool, deck, remodel,,...[want, yard, remodel, , pool, deck, remodel, ...want yard remodel pool deck remodel bar buil...
25854MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-11-10 17:59:0505Chris and his team installed our 600 sq foot p...2Phoenix Pavers144.5[chris, team, installed, 600, sq, foot, patio,...[chris, team, instal, 600, sq, foot, patio, ha...chris team instal 600 sq foot patio half day ...
25855MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12014-10-07 16:00:4011I called Phoenix Pavers for a backyard project...7Phoenix Pavers144.5[called, phoenix, pavers, backyard, project,, ...[call, phoenix, pavers, backyard, project, app...call phoenix pavers backyard project approx 40...
25856MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12018-01-05 22:15:2305I recently had Phoenix Pavers install pavers a...4Phoenix Pavers144.5[recently, phoenix, pavers, install, pavers, h...[recently, phoenix, pavers, install, paver, ho...recently phoenix pavers install paver home out...
25857MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02018-10-06 16:02:5805Last year we had The Flagstone Yard install ou...0Phoenix Pavers144.5[last, year, the, flagstone, yard, install, ph...[year, flagstone, yard, install, phoenix, pave...year flagstone yard install phoenix pavers wal...
25858MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-06-17 04:29:4705If you need great paver work done and in a ver...0Phoenix Pavers144.5[if, need, great, paver, work, timely-professi...[need, great, paver, work, timely, professiona...need great paver work timely professional mann...
25859MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ02015-02-27 01:40:5505I hired Phx Pavers to remodel my pool deck and...0Phoenix Pavers144.5[hired, phx, pavers, remodel, pool, deck, pati...[hire, phx, pavers, remodel, pool, deck, patio...hire phx pavers remodel pool deck patio call...
25860MiEyUDKTjeci5TMfxVZPpgContractorsPhoenix4.5AZ12017-03-08 01:01:2711Phoenix pavers installed 3300 square feet of t...10Phoenix Pavers144.5[phoenix, pavers, installed, 3300, square, fee...[phoenix, paver, instal, 3300, square, foot, t...phoenix paver instal 3300 square foot traverti...
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MiEyUDKTjeci5TMfxVZPpg Contractors Phoenix 4.5 AZ 0 \n", + "25859 MiEyUDKTjeci5TMfxVZPpg Contractors Phoenix 4.5 AZ 0 \n", + "25860 MiEyUDKTjeci5TMfxVZPpg Contractors Phoenix 4.5 AZ 1 \n", + "\n", + " date funny review_stars \\\n", + "25761 2015-12-03 16:24:40 0 5 \n", + "25762 2018-07-05 10:18:28 0 5 \n", + "25763 2017-08-02 17:33:09 0 5 \n", + "25764 2017-03-22 21:22:02 0 5 \n", + "25765 2016-09-28 23:02:54 1 1 \n", + "25766 2016-10-02 23:03:50 0 5 \n", + "25767 2017-09-01 21:46:58 0 5 \n", + "25768 2014-10-02 14:41:46 1 5 \n", + "25769 2017-07-02 16:35:44 0 5 \n", + "25770 2016-11-01 23:23:00 0 5 \n", + "25771 2017-05-18 14:54:48 0 5 \n", + "25772 2017-06-01 11:56:32 0 5 \n", + "25773 2017-11-03 21:11:32 0 5 \n", + "25774 2016-08-12 19:48:42 0 5 \n", + "25775 2017-02-16 18:02:28 0 5 \n", + "25776 2016-08-03 20:39:32 0 5 \n", + "25777 2016-12-31 07:08:59 0 5 \n", + "25778 2016-08-05 01:31:08 0 5 \n", + "25779 2016-02-27 04:03:48 0 1 \n", + "25780 2018-01-19 18:17:20 0 5 \n", + "25781 2017-03-03 19:03:15 0 5 \n", + "25782 2017-09-11 23:32:29 0 1 \n", + "25783 2015-06-26 14:13:06 1 5 \n", + "25784 2013-06-29 17:20:41 1 1 \n", + "25785 2015-09-07 04:33:57 1 5 \n", + "25786 2018-08-30 17:10:37 0 1 \n", + "25787 2014-10-06 15:04:46 0 1 \n", + "25788 2018-04-02 00:48:48 0 5 \n", + "25789 2016-12-29 17:09:41 0 1 \n", + "25790 2018-09-13 20:00:22 0 5 \n", + "... ... ... ... \n", + "25831 2017-09-28 17:35:40 0 5 \n", + "25832 2016-01-28 20:54:27 0 5 \n", + "25833 2016-12-30 21:05:28 0 5 \n", + "25834 2018-10-23 22:50:40 0 5 \n", + "25835 2016-10-06 16:40:20 0 5 \n", + "25836 2015-04-22 18:39:06 0 5 \n", + "25837 2017-07-19 19:43:06 0 5 \n", + "25838 2018-11-13 18:02:20 0 5 \n", + "25839 2017-09-29 20:52:47 0 5 \n", + "25840 2018-07-06 21:36:42 0 5 \n", + "25841 2017-06-10 06:46:12 0 1 \n", + "25842 2016-01-03 00:24:59 0 5 \n", + "25843 2017-04-12 21:16:10 0 5 \n", + "25844 2015-09-08 22:53:52 0 5 \n", + "25845 2014-12-15 20:09:08 0 5 \n", + "25846 2017-06-27 17:35:09 0 5 \n", + "25847 2017-10-24 21:31:25 0 5 \n", + "25848 2016-03-18 17:22:39 0 5 \n", + "25849 2018-04-06 14:35:53 0 5 \n", + "25850 2010-01-21 02:55:22 1 5 \n", + "25851 2018-03-25 21:03:06 0 5 \n", + "25852 2015-03-10 15:35:58 0 5 \n", + "25853 2018-05-12 02:01:22 0 5 \n", + "25854 2015-11-10 17:59:05 0 5 \n", + "25855 2014-10-07 16:00:40 1 1 \n", + "25856 2018-01-05 22:15:23 0 5 \n", + "25857 2018-10-06 16:02:58 0 5 \n", + "25858 2015-06-17 04:29:47 0 5 \n", + "25859 2015-02-27 01:40:55 0 5 \n", + "25860 2017-03-08 01:01:27 1 1 \n", + "\n", + " text useful \\\n", + "25761 Larry and his tech from Option One cleared our... 0 \n", + "25762 Best service from any company in awhile. Reque... 0 \n", + "25763 I want to give a HUGE thanks to everyone over ... 0 \n", + "25764 I can't say enough great things about this tea... 1 \n", + "25765 We had to terminate the Good Guys and hire ano... 2 \n", + "25766 Very satisfied with their service. Leonard cam... 0 \n", + "25767 I needed a pool fence to safeguard for a new p... 0 \n", + "25768 We needed to get a fence installed since we ar... 1 \n", + "25769 We had a fence installed around our pool two y... 0 \n", + "25770 The service is amazing! We had an issue with o... 0 \n", + "25771 We got estimates from three different pool fen... 1 \n", + "25772 Pool barriers came out to my home on Saturday ... 0 \n", + "25773 We started out and the installer was a no show... 1 \n", + "25774 I bought my fence years ago and loved it. Most... 0 \n", + "25775 Pool barriers came to my home to add sections ... 0 \n", + "25776 Cannot say enough positive things about this c... 0 \n", + "25777 Bought our pool barrier fence 4 years ago. Mag... 0 \n", + "25778 My existing pool barrier had a worn out double... 0 \n", + "25779 Sales guy was all for selling us on the produc... 3 \n", + "25780 Called for an estimate and they came out that ... 0 \n", + "25781 I highly recommend Pool Barrier of AZ and they... 0 \n", + "25782 They insist on prepaid service,and then suspen... 0 \n", + "25783 Best trash collection company I've ever had! ... 1 \n", + "25784 Worst customer service. Always makes excuses ... 3 \n", + "25785 parks and sons has been hauling my trash for 1... 0 \n", + "25786 Setup for automatic payments months back and i... 0 \n", + "25787 I agree with Jessica. The worst customer servi... 5 \n", + "25788 Great service and prompt. We needed a bunch of... 0 \n", + "25789 It has been a week since last pick up, I am sc... 2 \n", + "25790 Cheapest dumpster in Town! Very nice people wo... 0 \n", + "... ... ... \n", + "25831 I can't say enough about what a great experien... 0 \n", + "25832 Can't say enough good things about Phend and C... 0 \n", + "25833 Pete was awesome. Super friendly and on time. ... 1 \n", + "25834 Gino came when he said he'd come with a phone ... 0 \n", + "25835 I called Phend when a pipe burst. They were ve... 2 \n", + "25836 We own several properties - commercial and res... 0 \n", + "25837 We just had a new water softener installed at ... 0 \n", + "25838 Technician Gino was timely and provided us opt... 0 \n", + "25839 Great job, friendly knowledgeable plumber and... 0 \n", + "25840 We had new countertops installed and noticed t... 0 \n", + "25841 absolutely the worst of the worst!!!!!!! can't... 4 \n", + "25842 Phend came out to my house on New Years Eve to... 0 \n", + "25843 Great plumbing company! They arrived at the sc... 1 \n", + "25844 Only good things to say about Phend Plumbing! ... 0 \n", + "25845 Great service! Honest and nice plumber. I will... 0 \n", + "25846 I needed a plumber to replace a bad shower val... 1 \n", + "25847 PHX pavers just completed a 2700 square foot d... 3 \n", + "25848 We had Chris Shaffer and his team do 2500 squa... 3 \n", + "25849 My patio was completely transformed! Alec gave... 3 \n", + "25850 About 3 weeks ago I set out to find someone to... 13 \n", + "25851 Phoenix Pavers recently constructed an incredi... 4 \n", + "25852 Phoenix Pavers has been doing all of our paver... 2 \n", + "25853 I wanted a full back yard remodel (pool deck ... 2 \n", + "25854 Chris and his team installed our 600 sq foot p... 2 \n", + "25855 I called Phoenix Pavers for a backyard project... 7 \n", + "25856 I recently had Phoenix Pavers install pavers a... 4 \n", + "25857 Last year we had The Flagstone Yard install ou... 0 \n", + "25858 If you need great paver work done and in a ver... 0 \n", + "25859 I hired Phx Pavers to remodel my pool deck and... 0 \n", + "25860 Phoenix pavers installed 3300 square feet of t... 10 \n", + "\n", + " name review_count stars_y \\\n", + "25761 Option One Plumbing & Rooter 71 3.5 \n", + "25762 Option One Plumbing & Rooter 71 3.5 \n", + "25763 Good Guys Remodeling 3 3.5 \n", + "25764 Good Guys Remodeling 3 3.5 \n", + "25765 Good Guys Remodeling 3 3.5 \n", + "25766 Pool Barrier of Arizona 16 4.5 \n", + "25767 Pool Barrier of Arizona 16 4.5 \n", + "25768 Pool Barrier of Arizona 16 4.5 \n", + "25769 Pool Barrier of Arizona 16 4.5 \n", + "25770 Pool Barrier of Arizona 16 4.5 \n", + "25771 Pool Barrier of Arizona 16 4.5 \n", + "25772 Pool Barrier of Arizona 16 4.5 \n", + "25773 Pool Barrier of Arizona 16 4.5 \n", + "25774 Pool Barrier of Arizona 16 4.5 \n", + "25775 Pool Barrier of Arizona 16 4.5 \n", + "25776 Pool Barrier of Arizona 16 4.5 \n", + "25777 Pool Barrier of Arizona 16 4.5 \n", + "25778 Pool Barrier of Arizona 16 4.5 \n", + "25779 Pool Barrier of Arizona 16 4.5 \n", + "25780 Pool Barrier of Arizona 16 4.5 \n", + "25781 Pool Barrier of Arizona 16 4.5 \n", + "25782 Parks & Sons of Sun City 14 2.5 \n", + "25783 Parks & Sons of Sun City 14 2.5 \n", + "25784 Parks & Sons of Sun City 14 2.5 \n", + "25785 Parks & Sons of Sun City 14 2.5 \n", + "25786 Parks & Sons of Sun City 14 2.5 \n", + "25787 Parks & Sons of Sun City 14 2.5 \n", + "25788 Parks & Sons of Sun City 14 2.5 \n", + "25789 Parks & Sons of Sun City 14 2.5 \n", + "25790 Parks & Sons of Sun City 14 2.5 \n", + "... ... ... ... \n", + "25831 Phend Plumbing & Rooter 47 5.0 \n", + "25832 Phend Plumbing & Rooter 47 5.0 \n", + "25833 Phend Plumbing & Rooter 47 5.0 \n", + "25834 Phend Plumbing & Rooter 47 5.0 \n", + "25835 Phend Plumbing & Rooter 47 5.0 \n", + "25836 Phend Plumbing & Rooter 47 5.0 \n", + "25837 Phend Plumbing & Rooter 47 5.0 \n", + "25838 Phend Plumbing & Rooter 47 5.0 \n", + "25839 Phend Plumbing & Rooter 47 5.0 \n", + "25840 Phend Plumbing & Rooter 47 5.0 \n", + "25841 Phend Plumbing & Rooter 47 5.0 \n", + "25842 Phend Plumbing & Rooter 47 5.0 \n", + "25843 Phend Plumbing & Rooter 47 5.0 \n", + "25844 Phend Plumbing & Rooter 47 5.0 \n", + "25845 Phend Plumbing & Rooter 47 5.0 \n", + "25846 Phend Plumbing & Rooter 47 5.0 \n", + "25847 Phoenix Pavers 14 4.5 \n", + "25848 Phoenix Pavers 14 4.5 \n", + "25849 Phoenix Pavers 14 4.5 \n", + "25850 Phoenix Pavers 14 4.5 \n", + "25851 Phoenix Pavers 14 4.5 \n", + "25852 Phoenix Pavers 14 4.5 \n", + "25853 Phoenix Pavers 14 4.5 \n", + "25854 Phoenix Pavers 14 4.5 \n", + "25855 Phoenix Pavers 14 4.5 \n", + "25856 Phoenix Pavers 14 4.5 \n", + "25857 Phoenix Pavers 14 4.5 \n", + "25858 Phoenix Pavers 14 4.5 \n", + "25859 Phoenix Pavers 14 4.5 \n", + "25860 Phoenix Pavers 14 4.5 \n", + "\n", + " tokens \\\n", + "25761 [larry, tech, option, one, cleared, lines, out... \n", + "25762 [best, service, company, awhile., requested, 3... \n", + "25763 [want, huge, thanks, good, guys, remodeling!, ... \n", + "25764 [can't, great, things, team!, \\n\\n, we, needed... \n", + "25765 [we, terminate, good, guys, hire, contractor, ... \n", + "25766 [very, satisfied, service., leonard, came, ide... \n", + "25767 [needed, pool, fence, safeguard, new, puppy., ... \n", + "25768 [we, needed, fence, installed, going, start, h... \n", + "25769 [we, fence, installed, pool, years, ago., rece... \n", + "25770 [the, service, amazing!, we, issue, gate, latc... \n", + "25771 [we, got, estimates, different, pool, fence, c... \n", + "25772 [pool, barriers, came, home, saturday, gave, e... \n", + "25773 [we, started, installer, monday, morning., of,... \n", + "25774 [bought, fence, years, ago, loved, most, recen... \n", + "25775 [pool, barriers, came, home, add, sections, ex... \n", + "25776 [cannot, positive, things, company!, the, cust... \n", + "25777 [bought, pool, barrier, fence, 4, years, ago.,... \n", + "25778 [my, existing, pool, barrier, worn, double, si... \n", + "25779 [sales, guy, selling, product., came, time, in... \n", + "25780 [called, estimate, came, week,, showed, option... \n", + "25781 [highly, recommend, pool, barrier, az, fantast... \n", + "25782 [they, insist, prepaid, service,and, suspend, ... \n", + "25783 [best, trash, collection, company, i've, had!,... \n", + "25784 [worst, customer, service., always, makes, exc... \n", + "25785 [parks, sons, hauling, trash, 15, years!, frie... \n", + "25786 [setup, automatic, payments, months, went, eff... \n", + "25787 [agree, jessica., the, worst, customer, servic... \n", + "25788 [great, service, prompt., we, needed, bunch, e... \n", + "25789 [it, week, pick, up,, scheduled, 3, pick, ups,... \n", + "25790 [cheapest, dumpster, town!, very, nice, people... \n", + "... ... \n", + "25831 [can't, great, experience, had., we, referred,... \n", + "25832 [can't, good, things, phend, clint., clint, ca... \n", + "25833 [pete, awesome., super, friendly, time., got, ... \n", + "25834 [gino, came, said, he'd, come, phone, beforeha... \n", + "25835 [called, phend, pipe, burst., they, quick, res... \n", + "25836 [we, properties, commercial, residential., we,... \n", + "25837 [we, new, water, softener, installed, home., p... \n", + "25838 [technician, gino, timely, provided, options, ... \n", + "25839 [great, job,, friendly, knowledgeable, plumber... \n", + "25840 [we, new, countertops, installed, noticed, val... \n", + "25841 [absolutely, worst, worst!!!!!!!, can't, wait,... \n", + "25842 [phend, came, house, new, years, eve, replace,... \n", + "25843 [great, plumbing, company!, they, arrived, sch... \n", + "25844 [only, good, things, phend, plumbing!, we've, ... \n", + "25845 [great, service!, honest, nice, plumber., use,... \n", + "25846 [needed, plumber, replace, bad, shower, valve.... \n", + "25847 [phx, pavers, completed, 2700, square, foot, d... \n", + "25848 [we, chris, shaffer, team, 2500, square, feet,... \n", + "25849 [my, patio, completely, transformed!, alec, ga... \n", + "25850 [about, 3, weeks, ago, set, find, pave, 5,000,... \n", + "25851 [phoenix, pavers, recently, constructed, incre... \n", + "25852 [phoenix, pavers, paver, work, past, 6, 7, yea... \n", + "25853 [wanted, yard, remodel, (pool, deck, remodel,,... \n", + "25854 [chris, team, installed, 600, sq, foot, patio,... \n", + "25855 [called, phoenix, pavers, backyard, project,, ... \n", + "25856 [recently, phoenix, pavers, install, pavers, h... \n", + "25857 [last, year, the, flagstone, yard, install, ph... \n", + "25858 [if, need, great, paver, work, timely-professi... \n", + "25859 [hired, phx, pavers, remodel, pool, deck, pati... \n", + "25860 [phoenix, pavers, installed, 3300, square, fee... \n", + "\n", + " lemmas \\\n", + "25761 [larry, tech, option, clear, line, outfit, twi... \n", + "25762 [good, service, company, awhile, request, 3, 5... \n", + "25763 [want, huge, thank, good, guys, remodeling, re... \n", + "25764 [great, thing, team, \\n\\n, need, lot, help, ki... \n", + "25765 [terminate, good, guys, hire, contractor, subs... \n", + "25766 [satisfied, service, leonard, come, idea, pool... \n", + "25767 [need, pool, fence, safeguard, new, puppy, , ... \n", + "25768 [need, fence, instal, go, start, have, child, ... \n", + "25769 [fence, instal, pool, year, ago, recently, lat... \n", + "25770 [service, amazing, issue, gate, latch, leonard... \n", + "25771 [get, estimate, different, pool, fence, compan... \n", + "25772 [pool, barrier, come, home, saturday, give, es... \n", + "25773 [start, installer, monday, morning, course, up... \n", + "25774 [buy, fence, year, ago, love, recently, want, ... \n", + "25775 [pool, barrier, come, home, add, section, exsi... \n", + "25776 [positive, thing, company, customer, service, ... \n", + "25777 [buy, pool, barrier, fence, 4, year, ago, magn... \n", + "25778 [exist, pool, barrier, wear, double, sided, bo... \n", + "25779 [sale, guy, sell, product, come, time, install... \n", + "25780 [call, estimate, come, week, show, option, giv... \n", + "25781 [highly, recommend, pool, barrier, az, fantast... \n", + "25782 [insist, prepaid, service, suspend, trash, pic... \n", + "25783 [good, trash, collection, company, , crew, fr... \n", + "25784 [bad, customer, service, , make, excuse, pick... \n", + "25785 [park, son, haul, trash, 15, year, friendly, p... \n", + "25786 [setup, automatic, payment, month, go, effect,... \n", + "25787 [agree, jessica, bad, customer, service, stay,... \n", + "25788 [great, service, prompt, need, bunch, excavate... \n", + "25789 [week, pick, schedule, 3, pick, up, week, \\n, ... \n", + "25790 [cheap, dumpster, town, nice, people, work, fa... \n", + "... ... \n", + "25831 [great, experience, , refer, phend, neighbor,... \n", + "25832 [good, thing, phend, clint, clint, come, fix, ... \n", + "25833 [pete, awesome, super, friendly, time, got, dr... \n", + "25834 [gino, come, say, come, phone, fast, efficient... \n", + "25835 [call, phend, pipe, burst, quick, respond, arr... \n", + "25836 [property, commercial, residential, phend, plu... \n", + "25837 [new, water, softener, instal, home, phend, pl... \n", + "25838 [technician, gino, timely, provide, option, wo... \n", + "25839 [great, job, friendly, knowledgeable, , plumb... \n", + "25840 [new, countertop, instal, notice, valve, sink,... \n", + "25841 [absolutely, bad, bad, wait, court, job, right... \n", + "25842 [phend, come, house, new, years, eve, replace,... \n", + "25843 [great, plumbing, company, arrive, schedule, t... \n", + "25844 [good, thing, phend, plumbing, couple, guy, ho... \n", + "25845 [great, service, honest, nice, plumber, use, c... \n", + "25846 [need, plumber, replace, bad, shower, valve, i... \n", + "25847 [phx, paver, complete, 2700, square, foot, dri... \n", + "25848 [chris, shaffer, team, 2500, square, foot, tra... \n", + "25849 [patio, completely, transform, alec, give, fai... \n", + "25850 [3, week, ago, set, find, pave, 5,000, square,... \n", + "25851 [phoenix, pavers, recently, construct, incredi... \n", + "25852 [phoenix, pavers, paver, work, past, 6, 7, yea... \n", + "25853 [want, yard, remodel, , pool, deck, remodel, ... \n", + "25854 [chris, team, instal, 600, sq, foot, patio, ha... \n", + "25855 [call, phoenix, pavers, backyard, project, app... \n", + "25856 [recently, phoenix, pavers, install, paver, ho... \n", + "25857 [year, flagstone, yard, install, phoenix, pave... \n", + "25858 [need, great, paver, work, timely, professiona... \n", + "25859 [hire, phx, pavers, remodel, pool, deck, patio... \n", + "25860 [phoenix, paver, instal, 3300, square, foot, t... \n", + "\n", + " lemmastr \n", + "25761 larry tech option clear line outfit twice reso... \n", + "25762 good service company awhile request 3 5pm time... \n", + "25763 want huge thank good guys remodeling recently ... \n", + "25764 great thing team \\n\\n need lot help kitchen ba... \n", + "25765 terminate good guys hire contractor substandar... \n", + "25766 satisfied service leonard come idea pool fence... \n", + "25767 need pool fence safeguard new puppy speak po... \n", + "25768 need fence instal go start have child house fo... \n", + "25769 fence instal pool year ago recently latch clos... \n", + "25770 service amazing issue gate latch leonard come ... \n", + "25771 get estimate different pool fence company ulti... \n", + "25772 pool barrier come home saturday give estimate ... \n", + "25773 start installer monday morning course upset ta... \n", + "25774 buy fence year ago love recently want help leo... \n", + "25775 pool barrier come home add section exsiste fen... \n", + "25776 positive thing company customer service family... \n", + "25777 buy pool barrier fence 4 year ago magna latch ... \n", + "25778 exist pool barrier wear double sided bolt snap... \n", + "25779 sale guy sell product come time install team f... \n", + "25780 call estimate come week show option give estim... \n", + "25781 highly recommend pool barrier az fantastic job... \n", + "25782 insist prepaid service suspend trash pickup un... \n", + "25783 good trash collection company crew friendly ... \n", + "25784 bad customer service make excuse pick trash ... \n", + "25785 park son haul trash 15 year friendly professio... \n", + "25786 setup automatic payment month go effect discov... \n", + "25787 agree jessica bad customer service stay away c... \n", + "25788 great service prompt need bunch excavate bush ... \n", + "25789 week pick schedule 3 pick up week \\n call call... \n", + "25790 cheap dumpster town nice people work fast time... \n", + "... ... \n", + "25831 great experience refer phend neighbor phone ... \n", + "25832 good thing phend clint clint come fix clanking... \n", + "25833 pete awesome super friendly time got drain wor... \n", + "25834 gino come say come phone fast efficient except... \n", + "25835 call phend pipe burst quick respond arrange dr... \n", + "25836 property commercial residential phend plumbing... \n", + "25837 new water softener instal home phend plumbing ... \n", + "25838 technician gino timely provide option work bes... \n", + "25839 great job friendly knowledgeable plumber gre... \n", + "25840 new countertop instal notice valve sink rusted... \n", + "25841 absolutely bad bad wait court job right clearl... \n", + "25842 phend come house new years eve replace shower ... \n", + "25843 great plumbing company arrive schedule time ab... \n", + "25844 good thing phend plumbing couple guy house rep... \n", + "25845 great service honest nice plumber use company \n", + "25846 need plumber replace bad shower valve impress ... \n", + "25847 phx paver complete 2700 square foot driveway w... \n", + "25848 chris shaffer team 2500 square foot travertine... \n", + "25849 patio completely transform alec give fair bid ... \n", + "25850 3 week ago set find pave 5,000 square foot dri... \n", + "25851 phoenix pavers recently construct incredible b... \n", + "25852 phoenix pavers paver work past 6 7 year fantas... \n", + "25853 want yard remodel pool deck remodel bar buil... \n", + "25854 chris team instal 600 sq foot patio half day ... \n", + "25855 call phoenix pavers backyard project approx 40... \n", + "25856 recently phoenix pavers install paver home out... \n", + "25857 year flagstone yard install phoenix pavers wal... \n", + "25858 need great paver work timely professional mann... \n", + "25859 hire phx pavers remodel pool deck patio call... \n", + "25860 phoenix paver instal 3300 square foot traverti... \n", + "\n", + "[100 rows x 17 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fast_biz['review_stars'] = fast_biz['review_stars'].astype('str')\n", + "fast_biz['review_stars'] = fast_biz['review_stars'].replace('4', '5')\n", + "fast_biz['review_stars'] = fast_biz['review_stars'].replace('3', '1')\n", + "fast_biz['review_stars'] = fast_biz['review_stars'].replace('2', '1')\n", + "\n", + "fast_biz.tail(100)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 245 + }, + "colab_type": "code", + "id": "xZnn_99XSUO4", + "outputId": "b4fc5a6d-1ce9-4394-ff33-25fc2fb59d31" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: en_core_web_md==2.1.0 from https://github.com/explosion/spacy-models/releases/download/en_core_web_md-2.1.0/en_core_web_md-2.1.0.tar.gz#egg=en_core_web_md==2.1.0 in c:\\programdata\\anaconda3\\lib\\site-packages (2.1.0)\n", + "[+] Download and installation successful\n", + "You can now load the model via spacy.load('en_core_web_md')\n" + ] + } + ], + "source": [ + "import spacy\n", + "!python -m spacy download en_core_web_md" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "qBBy4KP4WC_l" + }, + "outputs": [], + "source": [ + "import en_core_web_md" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "R4K2YKznJ2DQ", + "outputId": "f1756c93-2835-4908-a596-ca324fa76601" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{' ',\n", + " ' the',\n", + " \"'d\",\n", + " \"'ll\",\n", + " \"'m\",\n", + " \"'re\",\n", + " \"'s\",\n", + " \"'ve\",\n", + " '-',\n", + " '1 check',\n", + " 'I',\n", + " 'a',\n", + " 'about',\n", + " 'above',\n", + " 'across',\n", + " 'after',\n", + " 'afterwards',\n", + " 'again',\n", + " 'against',\n", + " 'all',\n", + " 'almost',\n", + " 'alone',\n", + " 'along',\n", + " 'already',\n", + " 'also',\n", + " 'although',\n", + " 'always',\n", + " 'am',\n", + " 'among',\n", + " 'amongst',\n", + " 'amount',\n", + " 'an',\n", + " 'and',\n", + " 'another',\n", + " 'any',\n", + " 'anyhow',\n", + " 'anyone',\n", + " 'anything',\n", + " 'anyway',\n", + " 'anywhere',\n", + " 'are',\n", + " 'around',\n", + " 'as',\n", + " 'at',\n", + " 'back',\n", + " 'be',\n", + " 'became',\n", + " 'because',\n", + " 'become',\n", + " 'becomes',\n", + " 'becoming',\n", + " 'been',\n", + " 'before',\n", + " 'beforehand',\n", + " 'behind',\n", + " 'being',\n", + " 'below',\n", + " 'beside',\n", + " 'besides',\n", + " 'between',\n", + " 'beyond',\n", + " 'both',\n", + " 'bottom',\n", + " 'but',\n", + " 'by',\n", + " 'ca',\n", + " 'call',\n", + " 'can',\n", + " 'cannot',\n", + " 'coffee',\n", + " 'could',\n", + " 'deaf',\n", + " 'did',\n", + " 'do',\n", + " 'does',\n", + " 'doing',\n", + " 'don\"t',\n", + " 'done',\n", + " 'down',\n", + " 'due',\n", + " 'during',\n", + " 'each',\n", + " 'eight',\n", + " 'either',\n", + " 'eleven',\n", + " 'else',\n", + " 'elsewhere',\n", + " 'empty',\n", + " 'enough',\n", + " 'even',\n", + " 'ever',\n", + " 'every',\n", + " 'everyone',\n", + " 'everything',\n", + " 'everywhere',\n", + " 'except',\n", + " 'few',\n", + " 'fifteen',\n", + " 'fifty',\n", + " 'first',\n", + " 'five',\n", + " 'for',\n", + " 'former',\n", + " 'formerly',\n", + " 'forty',\n", + " 'four',\n", + " 'from',\n", + " 'front',\n", + " 'full',\n", + " 'further',\n", + " 'get',\n", + " 'give',\n", + " 'go',\n", + " 'had',\n", + " 'has',\n", + " 'have',\n", + " 'he',\n", + " 'hence',\n", + " 'her',\n", + " 'here',\n", + " 'hereafter',\n", + " 'hereby',\n", + " 'herein',\n", + " 'hereupon',\n", + " 'hers',\n", + " 'herself',\n", + " 'him',\n", + " 'himself',\n", + " 'his',\n", + " 'how',\n", + " 'however',\n", + " 'hundred',\n", + " 'i',\n", + " 'i\"m',\n", + " 'i\"ve',\n", + " 'if',\n", + " 'in',\n", + " 'indeed',\n", + " 'ins',\n", + " 'into',\n", + " 'is',\n", + " 'it',\n", + " \"it's\",\n", + " 'it.',\n", + " 'its',\n", + " 'itself',\n", + " 'just',\n", + " 'keep',\n", + " 'l',\n", + " 'last',\n", + " 'latter',\n", + " 'latterly',\n", + " 'least',\n", + " 'less',\n", + " 'made',\n", + " 'make',\n", + " 'many',\n", + " 'may',\n", + " 'me',\n", + " 'meanwhile',\n", + " 'might',\n", + " 'mine',\n", + " 'more',\n", + " 'moreover',\n", + " 'most',\n", + " 'mostly',\n", + " 'move',\n", + " 'much',\n", + " 'must',\n", + " 'my',\n", + " 'myself',\n", + " \"n't\",\n", + " 'name',\n", + " 'namely',\n", + " 'neither',\n", + " 'never',\n", + " 'nevertheless',\n", + " 'next',\n", + " 'nine',\n", + " 'no',\n", + " 'nobody',\n", + " 'none',\n", + " 'noone',\n", + " 'nor',\n", + " 'not',\n", + " 'nothing',\n", + " 'now',\n", + " 'nowhere',\n", + " 'n‘t',\n", + " 'n’t',\n", + " 'of',\n", + " 'off',\n", + " 'often',\n", + " 'on',\n", + " 'once',\n", + " 'one',\n", + " 'only',\n", + " 'onto',\n", + " 'or',\n", + " 'other',\n", + " 'others',\n", + " 'otherwise',\n", + " 'our',\n", + " 'ours',\n", + " 'ourselves',\n", + " 'out',\n", + " 'over',\n", + " 'own',\n", + " 'part',\n", + " 'per',\n", + " 'perhaps',\n", + " 'place',\n", + " 'please',\n", + " 'put',\n", + " 'quite',\n", + " 'rather',\n", + " 're',\n", + " 'really',\n", + " 'regarding',\n", + " 'same',\n", + " 'say',\n", + " 'see',\n", + " 'seem',\n", + " 'seemed',\n", + " 'seeming',\n", + " 'seems',\n", + " 'serious',\n", + " 'several',\n", + " 'she',\n", + " 'should',\n", + " 'show',\n", + " 'side',\n", + " 'since',\n", + " 'six',\n", + " 'sixty',\n", + " 'so',\n", + " 'some',\n", + " 'somehow',\n", + " 'someone',\n", + " 'something',\n", + " 'sometime',\n", + " 'sometimes',\n", + " 'somewhere',\n", + " 'still',\n", + " 'such',\n", + " 'take',\n", + " 'ten',\n", + " 'than',\n", + " 'that',\n", + " 'the',\n", + " 'the ',\n", + " 'their',\n", + " 'them',\n", + " 'themselves',\n", + " 'then',\n", + " 'thence',\n", + " 'there',\n", + " 'thereafter',\n", + " 'thereby',\n", + " 'therefore',\n", + " 'therein',\n", + " 'thereupon',\n", + " 'these',\n", + " 'they',\n", + " 'third',\n", + " 'this',\n", + " 'those',\n", + " 'though',\n", + " 'three',\n", + " 'through',\n", + " 'throughout',\n", + " 'thru',\n", + " 'thus',\n", + " 'to',\n", + " 'together',\n", + " 'told',\n", + " 'told him',\n", + " 'too',\n", + " 'top',\n", + " 'toward',\n", + " 'towards',\n", + " 'twelve',\n", + " 'twenty',\n", + " 'two',\n", + " 'under',\n", + " 'unless',\n", + " 'until',\n", + " 'up',\n", + " 'upon',\n", + " 'us',\n", + " 'used',\n", + " 'using',\n", + " 'various',\n", + " 'very',\n", + " 'via',\n", + " 'was',\n", + " 'we',\n", + " 'well',\n", + " 'were',\n", + " 'what',\n", + " 'whatever',\n", + " 'when',\n", + " 'whence',\n", + " 'whenever',\n", + " 'where',\n", + " 'whereafter',\n", + " 'whereas',\n", + " 'whereby',\n", + " 'wherein',\n", + " 'whereupon',\n", + " 'wherever',\n", + " 'whether',\n", + " 'which',\n", + " 'while',\n", + " 'whither',\n", + " 'who',\n", + " 'whoever',\n", + " 'whole',\n", + " 'whom',\n", + " 'whose',\n", + " 'why',\n", + " 'will',\n", + " 'with',\n", + " 'within',\n", + " 'without',\n", + " 'would',\n", + " 'yet',\n", + " 'you',\n", + " 'your',\n", + " 'yours',\n", + " 'yourself',\n", + " 'yourselves',\n", + " '‘d',\n", + " '‘ll',\n", + " '‘m',\n", + " '‘re',\n", + " '‘s',\n", + " '‘ve',\n", + " '’d',\n", + " '’ll',\n", + " '’m',\n", + " '’re',\n", + " '’s',\n", + " '’ve'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\"\n", + "Import Statements\n", + "\"\"\"\n", + "\n", + "# Base\n", + "from collections import Counter\n", + "import re\n", + "\n", + "import pandas as pd\n", + "\n", + "# Plotting\n", + "import squarify\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# NLP Libraries\n", + "import spacy\n", + "from spacy.tokenizer import Tokenizer\n", + "from nltk.stem import PorterStemmer\n", + "\n", + "nlp = en_core_web_md.load()\n", + "tokenizer = Tokenizer(nlp.vocab)#breaks text, it creates character indexes instead of splitting words up\n", + "\n", + "STOP_WORDS = nlp.Defaults.stop_words.union(['him', 'deaf', 'her','told','told him','ins', '1 check','I', 'i\"m', 'i', ' ', 'it', \"it's\", 'it.','they','coffee','place','they', 'the', 'this','its', 'l','-','they','this','don\"t','the ', ' the', 'it', 'i\"ve', 'i\"m'])\n", + "\n", + "STOP_WORDS" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Kf_dwAqjJ2DR" + }, + "outputs": [], + "source": [ + "tokens = []\n", + "\n", + "for doc in tokenizer.pipe(df['text'], batch_size=800):\n", + " \n", + " doc_tokens = []\n", + " \n", + " for token in doc: \n", + " if token.text not in STOP_WORDS:\n", + " doc_tokens.append(token.text.lower()) \n", + " tokens.append(doc_tokens)\n", + " \n", + "fast_biz['tokens'] = tokens" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "colab_type": "code", + "id": "yo0M-e17J2DT", + "outputId": "5a222322-5836-4061-ad18-a093279b70ad" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def count(docs):\n", + "\n", + " word_counts = Counter()\n", + " appears_in = Counter()\n", + " \n", + " total_docs = len(docs)\n", + "\n", + " for doc in docs:\n", + " word_counts.update(doc)\n", + " appears_in.update(set(doc))\n", + "\n", + " temp = zip(word_counts.keys(), word_counts.values())\n", + " \n", + " wc = pd.DataFrame(temp, columns = ['word', 'count'])\n", + "\n", + " wc['rank'] = wc['count'].rank(method='first', ascending=False)\n", + " total = wc['count'].sum()\n", + "\n", + " wc['pct_total'] = wc['count'].apply(lambda x: x / total)\n", + " \n", + " wc = wc.sort_values(by='rank')\n", + " wc['cul_pct_total'] = wc['pct_total'].cumsum()\n", + "\n", + " t2 = zip(appears_in.keys(), appears_in.values())\n", + " ac = pd.DataFrame(t2, columns=['word', 'appears_in'])\n", + " wc = ac.merge(wc, on='word')\n", + "\n", + " wc['appears_in_pct'] = wc['appears_in'].apply(lambda x: x / total_docs)\n", + " \n", + " return wc.sort_values(by='rank')\n", + "\n", + "wc = count(fast_biz['tokens'])\n", + "wc_top20 = wc[wc['rank'] <= 20]\n", + "\n", + "squarify.plot(sizes=wc_top20['pct_total'], label=wc_top20['word'], alpha=.8 )\n", + "plt.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "TScSsEs3J2DU" + }, + "outputs": [], + "source": [ + "# extract pronouns \n", + "def get_lemmas(text):\n", + "\n", + " lemmas = []\n", + " \n", + " doc = nlp(text)\n", + " \n", + " # Something goes here :P\n", + " for token in doc:\n", + " if ((token.is_stop == False) and (token.is_punct == False)) and (token.pos_!= 'PRON') and (token not in STOP_WORDS):#exclude pronounds\n", + " lemmas.append(token.lemma_)\n", + " \n", + " return lemmas\n", + "fast_biz['lemmas'] = fast_biz['text'].apply(get_lemmas)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "colab_type": "code", + "id": "zRWzh_tJJ2DW", + "outputId": "c6002028-b6c1-4bfa-d299-cdb8bf342ff8" + }, + "outputs": [ + { + "data": { + "image/png": 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drUbeYIrlnvvThtiAV93+/qosMRLiGV4lZZx+4SGtwxmpfereCcVX37lPjIS4mr/eUZHzo2vqTLklgQP/eqQoc8HFzVqHKzqc9R23K10iovJpOn+/R1RVztAHU1wqQaVm5PGTdIHUdFX8iuvt7ddf2Dbu8h8cKssvUYdOP8fsG2pfyx5MaY1FZfb3K7ozlKofxo6mz7z6fe/32m59bXr1NX+tbOio8xuIiF5YXpW78MaCttvemlmdWmAMv/H7A2lDtRMRRQJx7pcvT60bDYHrFbv1vUKbdbru7OqJ2nmNAenwZ633Rz/NLVRVtp2iP6fayCaF62OfpX3TvpQU93u19spTe4quWlHFqrWit3qHte3dl7LT553fMu4ny2pcp57d1v7BqiyG5UhttkXCPW3awKE6o8buDAXaGoySEGeE4IB6uAOX6Dhf6Z5yutH/QUPhzsHnL23M3T/4eNElSZ5FlyR97RrtOzUFu774/N9b8/YNPr7nL67mESoVxrgDWz3GklMdPo2Bl4iIimbafbGwyEaCAlc6OzlARDR9Sbr72Rv35gV9ce5I7YP7qvyhc9TcO/CIXYOftZaJSLZzLp8oC6xAcS6ZzwgQEWWoxrn3RDbkfcOuFKUyJkUNaTlhIiJdSnoo1u/RRHrbjYfeeDZ/sI8sCgwRkT4txx9sqTfF+j2a5MmndXr2b00OtjUGtMlpwZGo7bgOXQAlMcw39zkWg8EN3x3D8Z/fgGEYVhaiAZ5VaYSiK35V/dW+xoyCgHvvp8lC0K92zV7c3vfZBmeg5YDJkJbnH4najuvLCwBKKZxmC9Rs6LNEQwITHoizdZs8FrWOk7RGXqz5pM9IRLRldbs9uyIpYLCoxCO1J3YGR2blUgNusSNJlIXDn7UWOy0cw0s8qcU+od1IRNQeP2C3cMmjsv5BrFojqUxJMc/+rVYiIlmWKdTZrCMiMmQWBMPdbUZiGJlVqWWtwxny1exINmYVjMicsNIFGAZ5E62h8T9I9jy0aHNZUqommjXBHCAiuvi+soOr7qnJfvX+Otbi0kYv+92E5qHaRxsb5ww5uLT+T8OvlWkZfdTEWoM8oxLHa2YcrI5tza6NbWO1jCF6kvbU5kTX+k0yf3hZU/t7L2f37vjQRZLEmPMnePSunDDLq2TeYI7pUjODRET69LzAQGOVTZeaFR6JOhhZPvrHoDY0j9sxEi8KiXV/2bRElzAqnbHjax8nHrPenuIatn3F5RirYtSSIMfZreE3i0o10w9ZuZTQsL3AEXReWzGSux9xex/55eSjbcNKFwCGtD+6MTsoDehkkphUPsc90oF7vEPoAsCQKrVzDya6huMJbqQBACgIoQsAoCCELgCAghC6AAAKQugCACgIn144AclxIdElAJywsNIFAFAQQhcAQEEIXQAABSF0AQAUhNAFAFAQQhcAQEFDfmRsXX+5UnUAAJwQsNIFAFAQQhcAQEH4jTSA/5hrqEl0CcNmbrWyc/mXd3i/jaScNg3r/pT3y6NuwUoXAEBBCF0AAAUhdAEAFITQBQBQEEIXAEBBCF0AAAUhdGHU80l9ui7pUFKi6wAYDghdUJQkS996zIDs1vdJHQhdOC7glyNgWNWLu1zdUqtNw+hiKlILJsYacsudliTGHuiX3UYH4/JlsIXuKnFLdkQOq4mIirjKFjvrCnqkbn29uDNLJInliJXK+GkH9WSOHZSq0yQS2U/jbxizuZLODDbfm+h5AnxXCF0YNl6pR98rtVun8z+slklitghvlZoYa4iIKC7Huan8gjoiol3ChtwstrjbwboCIdmv3imsLzyFXVRlYiyRk/kFtSzDUo/UZjog7s6YyJ/WmMuWdgzIHsN4fnpLYmcI8P0hdGHYeOQeo4NN8/EMLxORbGOcvsFtTjbbM/jYJ/eZQ6JfVycefi6QwMXlGBunGLdX/DQ3LAe1DJEskcwoPgmAEYbQhWEkH3ULT7z0xX5T+TNq/hPOn6sWtmZZmRT/JH58Y1AeUH8mfFg0YqXCN5pa1F65tS59V6Je39PsV//7FxsLr1l7ZlWiahgJuJEGw8bKpAbcUmeSKAtMXI6xHrnbcqR+FiZ5oFmqThl87pP6dEREAsU5LaOPERG1SQ2Owe08oxJFEkbtz6okySSKR3/DAfgirHRh2NjYlJBddvVvEt4s0zC6qImxBHlSiV/tV8qd3Fotbs36NP5GqUwyk8TY/RbW0ZLDlnZVi1tzW8R6p4VNHhjs72DS/M1yrevT+Bulo+VGWnNjXP3zn/QVlk/W+Gv2xowXXG7sXvNiMDkel5m0dC762z/Zm01mVtqxJap/+G5fViQisyoVyU+vSqlTqUm+45fe7PqauJ7jiG5cntQ6+wc6/8pn/PYN70UskkRMc1Ncd+Hlxq54XGbfXRu282pG+us/HQfsDk68ZFF3UWGRKlRfE9f3+yT+7t/ZDj75pwFXc6OgO22+1rPsbmsHEdHLzwdsLz8fSBXixBSPVwXvfdR2iOcZmlrUXnnOhfqezZ9Ek9QaRvrTM/aGVBcvHGyIq5dd58kTRZk5eaa2P9HHmIhIloheX7Ylu7vKa9TbtbElf5nV0HugX/vevTuzhajImtP00bPun9qst2nE5y/5oCi5MCnUU9+vj/TH+DPvnnxw85M1Lk+zX1d4Wppn3rLKDiKiXS832na/3JgqCTKTUmwJLrx3yiGWV+49fdSuHmBsymPHd81SLdo/kZvTGJID2iTGEZrKL6izsimhwT4aRidU8nOaZqrOqj5FdXbVBH5GCxGRnXUGZ6kW75+mOqO2mJvUcarqR/uIiNSMVpyh+mHNTNVZ1aMhcAd1tInaxUv07ideTK5fuzroeHpVcv2aD5w1xePVob8/NpAajcrM8hs8+bf82tLy2npn9VMvp9Tp9Iz0zF/8KUREr29wVj/wuK3pnl95c8JhiSEiam4SdL//m71p5drUmqf+7E/X6lhpzYfO6rIJquDqfwbtg6+tUjPSyjdS6xYvMfTe8jN3wa8ftLa8ut5Z9c4bYUdfr8jV7I9p31sXtq18I7X21fXOapZj5NX/Ojw+GpHZ8kmawGvrndXlE9WBlc8EkomI7r/Dl3XuxYbef7/nrHEks/FEHNOvGugMaSf9uLDnmjfOrNIYVWLVG4esb92xPffU68e3Xf36GdX2PHN4wx/3pQ32Z1WsdPnKeXXjF2f3vnbL5oIzfj2p5epXz6iqfafNEeyLcN01Xm3de222y1fOq/2fVxdUsywj717dZB+qhuGGlS4Mq/3i5uyQ7NdJJDFONsttZZND3zxqbHKksLGpM7XBt14PJbUeErSXLuopJiISBJkpmaAOHKiJa212Nj55miZERJRkYSUior2fxYwXXWHsISIqLlNHUlK5WENtXEtEVDFJ7TcnsRIlkaQ3MOL8hTofEVFBsSp0oDauH3ztuQsOt48rVYWzcvmwK52PExE5XVy0vUVQb98cNTbUxfUXLOguISKKxWTWZmMFIiKeJ3nB2bp+IqLSCerglo0RMxFRzb6Y8c/POhqJiM6/xOj++2P+jJE/ikMzpmij6eX2MBFRSrEl5GsNaGJBgcub5QoQEZWfl+d+7f9vzhvsP25uuo+IKGWcJWzNMoXNLkOciMjk1Ed97UF16/YeY19Dv/4fF7xfQkQkxERWZ9MISs4JoQvDqpKffTDRNShFq2UO3xyUiSqnaAYee9rxpbnv2xXVEfP1u4vyEJd/VWrm860sQ6TRHH7OskSiQJ9/mkP9hXaV6r9jGJZIEIiRZWJOX6hzL7/X2v7V1+B4RmbZw7tiuS/vlzlCvYnEqdj/Hg+WkUP+uGrI/urD/RmW+dJYhiGSBImRZWKKTs9wn7584teOi1JweQHge5o8TROs2hszNtTFNUREwaDE1tfENONK1RFPn6TesSWqJyIa6JfYeFymiinqwLo1IRsRUX1NTNPbI6oLS9SR4axp5hztwMcfRKw9XSJPROTuE7lDTXH1UGNKJqgDa14M2oiIXnkhoOgp97FSG1Wi2siLBz/tMhIR7V1z0J5ebg8c6/jcmc6Bxo87rf6eME9EFHRHOM8h/5DHZbhhpQvwPSWncsIdD1ibl13nzovHD68al95obh9Xoo7e/0db44N3+bJiUZlVaxjp6ZeT669Yauq5/UZv9qLZXaUcR3THA9ZmrZYZ1hVm6QR15Nrrze3XXtw7TpIPX1JYdrelJTtPFTvamOW/sbQsu86T99JzgdTZP9CNmmvnX3XmPVMOvnfvzuwPHtzNml366FkPTG0+1rHOUmtkxrWl7S9f+/E4WZKJ5Rl53rLKFlu26ajHZbgx8hDnOrfuWbJDqUJAObunDHmGdsJ6uOGTRJcwZg33d6SNdQ+Vr5p8tG24vAAAoCCELgCAghC6AAAKQugCACgIoQsAoCCELgCAghC6AAAKQugCACgIoQsAoCCELgCAghC6AAAKwh+8OQHVP1me6BJGpcUfDX1ctMaoQpWMPX+b+M9ElzBmYKULAKAghC4AgIIQugAACkLoAgAoCKELAKAghC4AgIIQugAACkLoAgAoCKELAKAghC4AgIIQugAACkLoAgAoCKELAKAghC4AgIIQugAACkLoAgAoCKELAKAghC4AgIIQujCqef61Ni30WZUp0XWMdt51W+ydj72SRUTU88zbaX0vfJia6JpG2tULW4qPtm3zh0HTjRe3FShZz7HCd6RBwsmCSAzPHXGb7ZKzOxQuB8aIJ9dl1Sa6hu8CoQvDRgpH2J5Hn80T+/1qkmTGvHB2h8qVHPW+sC5TjsZY1qATHEsvauYd1njnXX8q0uRlBqJNrUZNUc5AaMseR/qjt+1jWJakSJRtv+Xh8RmP/mpf319eyNaVl/QbT53sjdQ26T3/Wpslx+Isw3Oyc/nSOkarkTzPvZoRPXDIJAsiY5wzpSfph7P7En0shov3ra1277qtqcQQaTKSw6YZZR73KxtdJIosa9AKaTdf0KRyJAmJrjMRFpQ0VL5dlb/rkdt7MnZuCic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business_idcategoriescitystars_xstatecooldatefunnyreview_starstextusefulnamereview_countstars_ytokenslemmaslemmastr
0HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ02015-03-18 18:19:2401Went out of my way to get paint at this store ...1Dunn-Edwards Paints163.0[went, way, paint, store, carpenter, buy, spec...[go, way, paint, store, carpenter, tell, buy, ...go way paint store carpenter tell buy specific...
1HYunM2pknhIh8lbiMa7THwContractorsPhoenix3.0AZ12015-05-12 22:30:4501Took the contractor's label off of the paint t...1Dunn-Edwards Paints163.0[took, contractor's, label, paint, constructio...[take, contractor, label, paint, construction,...take contractor label paint construction home ...
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" + ], + "text/plain": [ + " business_id categories city stars_x state cool \\\n", + "0 HYunM2pknhIh8lbiMa7THw Contractors Phoenix 3.0 AZ 0 \n", + "1 HYunM2pknhIh8lbiMa7THw Contractors Phoenix 3.0 AZ 1 \n", + "\n", + " date funny review_stars \\\n", + "0 2015-03-18 18:19:24 0 1 \n", + "1 2015-05-12 22:30:45 0 1 \n", + "\n", + " text useful \\\n", + "0 Went out of my way to get paint at this store ... 1 \n", + "1 Took the contractor's label off of the paint t... 1 \n", + "\n", + " name review_count stars_y \\\n", + "0 Dunn-Edwards Paints 16 3.0 \n", + "1 Dunn-Edwards Paints 16 3.0 \n", + "\n", + " tokens \\\n", + "0 [went, way, paint, store, carpenter, buy, spec... \n", + "1 [took, contractor's, label, paint, constructio... \n", + "\n", + " lemmas \\\n", + "0 [go, way, paint, store, carpenter, tell, buy, ... \n", + "1 [take, contractor, label, paint, construction,... \n", + "\n", + " lemmastr \n", + "0 go way paint store carpenter tell buy specific... \n", + "1 take contractor label paint construction home ... " + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fast_biz['lemmastr'] = fast_biz['lemmas'].str.join(' ')\n", + "fast_biz.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 176 + }, + "colab_type": "code", + "id": "N4ykpWvvJ2Dc", + "outputId": "afa727d8-f464-44e9-ef0e-94c437f2e8a7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['go way paint store carpenter tell buy specific type paint buy 300 dollar worth paint have spray find paint wrong color attempt help suituation basically spend triple money paint point finger carpenter time carpenter',\n", + " 'take contractor label paint construction home exact match long story short get wrong today remake wait hour gallon paint mix like quality paint customer service lack thereof mark list',\n", + " 'remodel pick different brand paint color contractor tell dunn edward paint run compare color swatch lucke meet kimberly paint consultant super help find de option explain different sheen quality include low zero voc option important minimize toxin sustainable possible guide play w/ swatch different part house w/ shadow time day etc assure like original pick color match explain dunn edwards southwest paint company design work sw heat sun entire staff extremely pleasant helpful especially store close line impressive courteous service hope paint color nice',\n", + " ...,\n", + " 'need great paver work timely professional manner use chris phoenix pavers 3000 sq ft paver drive way happy work great customer service thank chris phoenix paver job',\n", + " 'hire phx pavers remodel pool deck patio call schedule appoitnment estimate chris promptly return come early day look project estimate 3 4 day entire job complete half time entire crew especially antonio boni skilled helpful friendly go ensure satisfied work chris alec available answer question ensure work complete timely professional manner exceptionally pleased project plan manage execute highly recommend phx pavers',\n", + " 'phoenix paver instal 3300 square foot travertine paver backyard 4 week work quality work atrocious settle problem 3 week cause need paver remove company dispute concern provide low level customer service recommend company backyard forever hold scar ordeal mention add 2 month delay completion contact want detail'],\n", + " dtype=object)" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fast_biz['lemmastr'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 139 + }, + "colab_type": "code", + "id": "aKl2R1BzJ2De", + "outputId": "83a00999-700c-45ff-9107-fa67fcf27018" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "matrix([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=int64)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer\n", + "\n", + "data= fast_biz['lemmastr'].values\n", + "\n", + "vectorizer = CountVectorizer(stop_words='english')\n", + "\n", + "# tokenize and build vocab\n", + "vectorizer.fit_transform(data)\n", + "\n", + "\n", + "# Create a Vocabulary\n", + "# The vocabulary establishes all of the possible words that we might use.\n", + "vectorizer.vocabulary_\n", + "\n", + "# The vocabulary dictionary does not represent the counts of words!!\n", + "dtm = vectorizer.transform(data)\n", + "dtm.todense() " + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "J_tGyW3jJ2Df" + }, + "outputs": [], + "source": [ + "dtm = pd.DataFrame(dtm.todense(), columns = vectorizer.get_feature_names())" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "CZ-OHX0wJ2Dh" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0\n", + "00 896\n", + "000 442\n", + "0000 1\n", + "000btu 1\n", + "000sqft 1\n", + "002 1\n", + "0033 1\n", + "0088 1\n", + "00a 3\n", + "00am 42\n", + "00pm 54\n", + "01 21\n", + "0155 1\n", + "0196 1\n", + "02 11\n", + "024 1\n", + "03 10\n", + "03am 1\n", + "04 12\n", + "0400 1\n", + "05 17\n", + "050 3\n", + "0508 1\n", + "05pm 1\n", + "06 14\n", + "0600 1\n", + "0630 1\n", + "0645 1\n", + "06am 1\n", + "07 22\n", + "... ...\n", + "zilch 1\n", + "zillion 1\n", + "zillow 2\n", + "zimmerman 20\n", + "zimmermanphotos 1\n", + "zinc 1\n", + "zinfandal 1\n", + "zinfandel 4\n", + "zip 15\n", + "zipcode 1\n", + "ziploc 1\n", + "zipper 17\n", + "zippered 1\n", + "zippy 1\n", + "zo 1\n", + "zombie 2\n", + "zona 91\n", + "zonarestoration 1\n", + "zonas 1\n", + "zone 57\n", + "zoning 2\n", + "zoo 5\n", + "zoologist 1\n", + "zr 4\n", + "zr1 1\n", + "zuckerberg 1\n", + "zulu 1\n", + "zwave 2\n", + "zwe_bj1_aqudoafqvt276g 1\n", + "zx 1\n", + "\n", + "[22590 rows x 1 columns]" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dtmcount = pd.DataFrame(dtm.sum(axis = 0, skipna = True))\n", + "dtmcount" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "bQGXXnLlJ2Dk" + }, + "outputs": [], + "source": [ + "dtmsort = dtmcount.sort_values(by = 0, ascending = False)\n", + "dh = dtmsort.head(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "8vBWo4_AJ2Dm" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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