R Notebook
Principles of Data Visualization and Introduction to ggplot2
library(ggplot2)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionI have provided you with data about the 5,000 fastest growing companies in the US, as compiled by Inc. magazine. lets read this in:
inc <- read.csv("https://raw.githubusercontent.com/charleyferrari/CUNY_DATA_608/master/module1/Data/inc5000_data.csv", header= TRUE)And lets preview this data:
head(inc)## Rank Name Growth_Rate Revenue
## 1 1 Fuhu 421.48 1.179e+08
## 2 2 FederalConference.com 248.31 4.960e+07
## 3 3 The HCI Group 245.45 2.550e+07
## 4 4 Bridger 233.08 1.900e+09
## 5 5 DataXu 213.37 8.700e+07
## 6 6 MileStone Community Builders 179.38 4.570e+07
## Industry Employees City State
## 1 Consumer Products & Services 104 El Segundo CA
## 2 Government Services 51 Dumfries VA
## 3 Health 132 Jacksonville FL
## 4 Energy 50 Addison TX
## 5 Advertising & Marketing 220 Boston MA
## 6 Real Estate 63 Austin TXsummary(inc)## Rank Name Growth_Rate
## Min. : 1 (Add)ventures : 1 Min. : 0.340
## 1st Qu.:1252 @Properties : 1 1st Qu.: 0.770
## Median :2502 1-Stop Translation USA: 1 Median : 1.420
## Mean :2502 110 Consulting : 1 Mean : 4.612
## 3rd Qu.:3751 11thStreetCoffee.com : 1 3rd Qu.: 3.290
## Max. :5000 123 Exteriors : 1 Max. :421.480
## (Other) :4995
## Revenue Industry Employees
## Min. :2.000e+06 IT Services : 733 Min. : 1.0
## 1st Qu.:5.100e+06 Business Products & Services: 482 1st Qu.: 25.0
## Median :1.090e+07 Advertising & Marketing : 471 Median : 53.0
## Mean :4.822e+07 Health : 355 Mean : 232.7
## 3rd Qu.:2.860e+07 Software : 342 3rd Qu.: 132.0
## Max. :1.010e+10 Financial Services : 260 Max. :66803.0
## (Other) :2358 NA's :12
## City State
## New York : 160 CA : 701
## Chicago : 90 TX : 387
## Austin : 88 NY : 311
## Houston : 76 VA : 283
## San Francisco: 75 FL : 282
## Atlanta : 74 IL : 273
## (Other) :4438 (Other):2764Think a bit on what these summaries mean. Use the space below to add some more relevant non-visual exploratory information you think helps you understand this data:
inc %>%
filter(Employees > 233) # Show data where the number of employees is more than the median## Rank Name Growth_Rate Revenue
## 1 13 uBreakiFix 141.02 1.700e+07
## 2 15 LivingSocial 123.33 5.360e+08
## 3 23 Wingspan Portfolio Advisors 87.69 7.700e+07
## 4 28 Kony 77.86 5.110e+07
## 5 29 OneSource Virtual 73.53 2.350e+07
## 6 39 Intellect Resources 65.54 3.000e+07
## 7 41 NSR Solutions 63.92 1.010e+07
## 8 42 Pangea Properties 62.18 2.830e+07
## 9 45 Silver Spring Networks 58.67 1.967e+08
## 10 64 GSC Packaging 48.13 1.126e+08
## 11 72 Rocket Fuel 44.51 1.066e+08
## 12 84 Next Step Living 38.90 2.940e+07
## 13 94 Alex and Ani 35.69 7.980e+07
## 14 97 Discovery Services 35.08 1.660e+07
## 15 109 Acquia 31.31 4.540e+07
## 16 136 Videology 27.27 1.375e+08
## 17 142 Cloud Sherpas 26.33 7.530e+07
## 18 164 BrightSource Energy 24.15 2.911e+08
## 19 179 Recondo Technology 22.61 3.040e+07
## 20 180 Sky Zone Indoor Trampoline Park 22.49 5.060e+07
## 21 194 Target Logistics 21.31 1.219e+08
## 22 203 CWU 20.62 1.020e+07
## 23 211 TaskUs 19.99 3.900e+06
## 24 222 OpenX 19.21 1.540e+08
## 25 249 SearchPros Solutions 17.27 2.760e+07
## 26 269 Veterans Enterprise Technology Solutions 16.02 7.930e+07
## 27 272 Movement Mortgage 15.92 9.200e+07
## 28 313 Wireless Communications 13.78 4.310e+07
## 29 343 Ustream 12.65 1.740e+07
## 30 360 Century Payments 12.18 2.064e+08
## 31 361 FCi Federal 12.18 7.090e+07
## 32 367 Marketo 12.05 5.840e+07
## 33 378 The Force Realty 11.73 6.500e+06
## 34 404 PalmerHouse Properties 11.03 7.200e+06
## 35 415 In-Flight Crew Connections 10.83 6.900e+06
## 36 416 OtterBox 10.81 5.739e+08
## 37 422 Stonegate Mortgage 10.74 9.550e+07
## 38 423 Preferred Sands 10.74 3.515e+08
## 39 429 Alego Health 10.62 8.600e+06
## 40 430 VDart 10.59 2.070e+07
## 41 441 Refresh Dental Management 10.31 3.110e+07
## 42 453 Brafton 10.14 1.670e+07
## 43 457 Encompass Digital Media 10.05 2.104e+08
## 44 469 Workday 9.84 2.737e+08
## 45 499 Clinipace Worldwide 9.19 5.190e+07
## 46 507 Bohme 9.00 1.370e+07
## 47 511 Digital Management 8.95 1.623e+08
## 48 534 GoldMax 8.53 2.679e+08
## 49 537 Stratosphere Quality 8.47 7.320e+07
## 50 538 Four Foods Group Holdings 8.47 2.280e+07
## 51 558 Cariloha 8.05 1.270e+07
## 52 569 Shore Construction 7.91 2.640e+07
## 53 587 Advanced Enterprises of NW FL 7.73 6.230e+07
## 54 613 ScribeAmerica 7.48 3.210e+07
## 55 619 AEPS 7.44 2.890e+07
## 56 622 Wastren Advantage 7.38 6.880e+07
## 57 645 Pacific Global 7.13 8.500e+06
## 58 663 Marin Software 6.91 5.960e+07
## 59 666 HubSpot 6.90 5.230e+07
## 60 668 Rapid Global Business Solutions 6.85 6.350e+07
## 61 672 VinSolutions 6.79 5.730e+07
## 62 681 21c Museum Hotels 6.73 4.600e+06
## 63 688 Customers Bank 6.64 1.030e+08
## 64 719 Synowledge 6.41 9.200e+06
## 65 729 Utopia 6.30 3.300e+07
## 66 745 Charming Charlie 6.15 3.710e+08
## 67 757 Tableau Software 6.05 1.277e+08
## 68 774 Willis Group 5.90 1.280e+08
## 69 779 Verengo Solar 5.83 1.081e+08
## 70 780 Access America Transport 5.83 3.506e+08
## 71 786 Roof Diagnostics Solar 5.80 2.860e+07
## 72 790 Revolution Foods 5.77 5.410e+07
## 73 807 Trulia 5.59 6.810e+07
## 74 808 Intone Networks 5.58 1.740e+07
## 75 813 Episource 5.56 9.400e+06
## 76 837 Gogo 5.34 2.335e+08
## 77 838 Evolve Bank & Trust 5.33 7.940e+07
## 78 843 NorAm International Partners 5.31 7.920e+07
## 79 846 HighTower Advisors 5.28 7.570e+07
## 80 871 CrossCountry Mortgage 5.13 5.660e+07
## 81 879 Personnel Services 5.05 2.070e+07
## 82 894 New Penn Financial 4.98 1.745e+08
## 83 906 IDC Technologies 4.88 5.770e+07
## 84 914 New American Funding 4.82 1.463e+08
## 85 917 Burrow Global 4.79 1.604e+08
## 86 937 Bay Equity 4.65 3.630e+07
## 87 953 Partner Professional Solutions 4.56 3.480e+07
## 88 955 CCS Construction Staffing 4.55 7.400e+06
## 89 957 Gateway Mortgage Group 4.53 8.210e+07
## 90 960 Advanced Disposal 4.51 1.400e+09
## 91 972 W.J Bradley Mortgage Capital 4.43 2.236e+08
## 92 980 Horizontal Integration 4.39 3.100e+07
## 93 985 Fusion Academy and Learning Center 4.37 1.320e+07
## 94 991 The Whitestone Group 4.36 5.650e+07
## 95 1007 Peerless Technologies 4.27 3.450e+07
## 96 1008 Matrix Medical Network 4.27 1.158e+08
## 97 1063 Innovative Spa Management 3.99 4.300e+06
## 98 1069 Systems Made Simple 3.94 1.671e+08
## 99 1077 Reliant Realty 3.90 1.340e+07
## 100 1079 InGenesis 3.89 8.360e+07
## 101 1085 Part Time Pros 3.87 3.200e+06
## 102 1090 Scrap Metal Services 3.85 3.565e+08
## 103 1094 Ruckus Wireless 3.84 2.147e+08
## 104 1102 Eating Recovery Center 3.81 4.410e+07
## 105 1105 Avella 3.79 4.939e+08
## 106 1116 Stearns Lending 3.76 4.933e+08
## 107 1136 FastMed Urgent Care 3.69 3.510e+07
## 108 1143 T-Force 3.66 2.650e+07
## 109 1148 Butterfly Effects 3.64 7.300e+06
## 110 1153 Surveying And Mapping 3.63 9.130e+07
## 111 1161 InfoStretch 3.61 1.760e+07
## 112 1165 Strike 3.61 5.452e+08
## 113 1168 College Hunks Hauling Junk 3.60 1.230e+07
## 114 1171 3Pillar Global 3.59 2.370e+07
## 115 1176 Best Well Services 3.57 3.900e+07
## 116 1178 MicroSeismic 3.57 7.910e+07
## 117 1187 HMS Global Maritime 3.54 9.160e+07
## 118 1190 Usablenet 3.52 5.900e+07
## 119 1197 Triton Digital 3.49 4.330e+07
## 120 1215 Patxi's Pizza 3.42 1.420e+07
## 121 1218 Guaranteed Rate 3.41 5.170e+08
## 122 1222 Employment Plus 3.39 3.456e+08
## 123 1228 Fractal Analytics 3.35 1.640e+07
## 124 1231 Spreadshirt 3.35 3.140e+07
## 125 1237 Beacon Hill Staffing Group 3.34 1.561e+08
## 126 1240 The Nerdery 3.32 3.720e+07
## 127 1246 Ob Hospitalist Group 3.30 5.110e+07
## 128 1247 RBA 3.30 4.150e+07
## 129 1265 Crane Worldwide Logistics 3.24 4.715e+08
## 130 1266 Audubon Engineering Company 3.24 2.481e+08
## 131 1275 SCIO Health Analytics 3.20 3.770e+07
## 132 1284 Hearthside Food Solutions 3.17 8.396e+08
## 133 1304 Chenal Brands 3.12 1.092e+08
## 134 1308 ASK Staffing 3.09 2.210e+07
## 135 1319 Telogis 3.07 6.940e+07
## 136 1338 Impact Management Services 3.02 1.200e+07
## 137 1347 FM Facility Maintenance 2.99 4.597e+08
## 138 1351 Wilco Machine & Fab 2.99 1.370e+08
## 139 1358 MINDBODY 2.98 3.250e+07
## 140 1360 LEAD IT 2.98 2.370e+07
## 141 1361 Cenergy International Services 2.98 2.482e+08
## 142 1362 Beta Soft Systems 2.97 2.520e+07
## 143 1372 SolarCity 2.94 1.287e+08
## 144 1381 Gold Star Mortgage Financial Group 2.92 5.990e+07
## 145 1397 EnvisionRxOptions 2.88 2.700e+09
## 146 1407 Tender Greens 2.85 2.800e+07
## 147 1408 Avant Healthcare Professionals 2.85 2.150e+07
## 148 1411 Elwood Staffing 2.84 3.667e+08
## 149 1419 AMP Security 2.82 2.480e+07
## 150 1431 MAU Workforce Solutions 2.81 2.153e+08
## 151 1432 IntegraCore 2.81 7.970e+07
## 152 1438 New Horizon Security Services 2.79 8.500e+06
## 153 1450 Carlisle & Gallagher Consulting Group 2.76 1.234e+08
## 154 1453 Four Winds Interactive 2.76 4.030e+07
## 155 1455 MedAvante 2.75 3.360e+07
## 156 1456 Zenetex 2.75 4.430e+07
## 157 1468 Synerzip 2.71 1.040e+07
## 158 1475 Gspann Technologies 2.71 1.490e+07
## 159 1480 Coyote Logistics 2.70 7.864e+08
## 160 1486 CyberCoders 2.69 4.570e+07
## 161 1488 Sprouts Farmers Market 2.68 1.800e+09
## 162 1491 Q2eBanking 2.68 4.120e+07
## 163 1496 eVestment 2.67 5.490e+07
## 164 1499 Sterling Infosystems 2.66 2.149e+08
## 165 1513 National Collegiate Scouting Association 2.64 4.140e+07
## 166 1533 JMA Information Technology 2.60 5.170e+07
## 167 1537 Healogics 2.60 2.715e+08
## 168 1544 Canon Recruiting Group 2.58 1.390e+07
## 169 1550 Urban Lending Solutions 2.57 1.831e+08
## 170 1551 Dealer.com 2.57 1.826e+08
## 171 1557 ClearLink 2.55 9.610e+07
## 172 1562 Smashburger 2.54 7.430e+07
## 173 1565 Droga5 2.54 6.730e+07
## 174 1567 HealthEquity 2.53 4.610e+07
## 175 1569 Twin Peaks 2.53 3.980e+07
## 176 1577 Anjaneyap 2.51 2.560e+07
## 177 1590 Advance Financial 2.50 3.600e+07
## 178 1599 Richfield Hospitality 2.48 1.230e+07
## 179 1603 Think Finance 2.47 5.016e+08
## 180 1610 SkyBridge Resources 2.46 1.350e+07
## 181 1630 AvePoint 2.41 6.200e+07
## 182 1638 CCS Global Tech 2.39 1.800e+07
## 183 1640 BlueWolf 2.38 9.040e+07
## 184 1641 Solar Universe 2.38 3.940e+07
## 185 1647 Airrosti 2.37 2.380e+07
## 186 1658 Busey Group 2.35 7.240e+07
## 187 1665 Brightree 2.34 5.800e+07
## 188 1671 Advanced Discovery 2.33 3.300e+07
## 189 1678 ZeOmega 2.32 1.700e+07
## 190 1692 Quantum Health 2.29 3.590e+07
## 191 1696 Bastian Solutions 2.29 1.412e+08
## 192 1712 OTO Development/Palmetto Hospitality Funds 2.27 1.429e+08
## 193 1719 Mindlance 2.25 8.050e+07
## 194 1730 OriGene Technologies 2.24 3.580e+07
## 195 1757 AccessData Group 2.19 9.000e+07
## 196 1758 Vision Security 2.19 3.100e+07
## 197 1765 Cobalt Mortgage 2.18 1.546e+08
## 198 1768 The Cellular Connection 2.17 6.065e+08
## 199 1773 TekPartners/MedPartners HIM 2.17 8.340e+07
## 200 1795 A Wireless 2.14 1.455e+08
## 201 1809 Five9 2.12 6.400e+07
## 202 1811 Torch Technologies 2.12 1.254e+08
## 203 1814 Empyrean Benefit Solutions 2.11 2.550e+07
## 204 1818 Homeland HealthCare 2.10 9.270e+07
## 205 1822 BigMachines 2.10 5.800e+07
## 206 1825 Rally Software Development 2.09 5.680e+07
## 207 1826 Reliable Software Resources 2.09 2.860e+07
## 208 1831 Hunt, Guillot & Associates 2.09 5.590e+07
## 209 1839 Gigamon 2.08 9.670e+07
## 210 1843 Sun Coast Resources 2.08 1.900e+09
## 211 1846 Searce 2.07 1.000e+07
## 212 1869 Universal Services of America 2.04 7.181e+08
## 213 1886 Federal Staffing Resources 2.02 3.070e+07
## 214 1888 Invenio Solutions 2.01 3.670e+07
## 215 1895 nfrastructure 2.00 5.320e+07
## 216 1897 Unbounded Solutions 2.00 1.820e+07
## 217 1900 Nationwide Title Clearing 2.00 3.210e+07
## 218 1908 Diplomat Specialty Pharmacy 1.99 1.100e+09
## 219 1911 Grand Incentives 1.98 1.520e+07
## 220 1913 Paramount Equity 1.98 4.460e+07
## 221 1921 OEM Fabricators 1.97 7.680e+07
## 222 1925 Metasys Technologies 1.96 2.730e+07
## 223 1938 STS Aviation Group 1.95 1.509e+08
## 224 1942 Seattle Sun Tan 1.95 1.660e+07
## 225 1944 Chetu 1.94 1.390e+07
## 226 1964 Cooper's Hawk Winery & Restaurants 1.92 7.130e+07
## 227 1965 NextGen Information Services 1.92 7.470e+07
## 228 1972 Olson 1.91 9.070e+07
## 229 1980 Neolane 1.90 5.770e+07
## 230 1992 ZT Wealth and Altus Group of Companies 1.88 1.147e+08
## 231 1993 C.H. Reynolds Electric 1.88 5.370e+07
## 232 1996 Ambit Energy 1.88 9.303e+08
## 233 2000 iPipeline 1.87 4.860e+07
## 234 2018 EN Engineering 1.85 7.440e+07
## 235 2034 Digital Intelligence Systems 1.84 3.280e+08
## 236 2042 Gazelle Transportation 1.83 4.540e+07
## 237 2044 Vertex Resource Group 1.83 2.320e+07
## 238 2052 MD On-Line 1.82 2.750e+07
## 239 2074 CorePower Yoga 1.80 4.520e+07
## 240 2091 Maximum One Realty Greater Atlanta 1.78 8.700e+06
## 241 2095 Monogram Food Solutions 1.78 2.262e+08
## 242 2100 Mobile Doctors 1.77 1.870e+07
## 243 2101 SDLC Partners 1.77 3.690e+07
## 244 2102 W3R Consulting 1.77 2.660e+07
## 245 2111 Retail Solutions 1.77 3.730e+07
## 246 2115 Royal Adhesives & Sealants 1.76 2.332e+08
## 247 2119 Total Hockey 1.76 3.610e+07
## 248 2120 Bikinis Sports Bar & Grill 1.76 1.970e+07
## 249 2123 V2Soft 1.75 1.690e+07
## 250 2124 Safety Services 1.75 2.550e+07
## 251 2132 DTT Surveillance 1.74 2.020e+07
## 252 2137 Varite 1.74 1.140e+07
## 253 2145 AdvancePierre Foods 1.73 1.500e+09
## 254 2148 Big Night Entertainment Group 1.73 2.820e+07
## 255 2154 Beard Integrated Systems 1.72 8.870e+07
## 256 2156 AB Staffing Solutions 1.72 2.780e+07
## 257 2178 New West Capital 1.70 2.070e+07
## 258 2180 Security Industry Specialist 1.69 9.530e+07
## 259 2186 AdvantEdge Healthcare Solutions 1.69 4.360e+07
## 260 2190 USA Mortgage 1.69 8.290e+07
## 261 2203 Which Wich Superior Sandwiches 1.68 1.057e+08
## 262 2204 Westlake Financial Services 1.68 5.167e+08
## 263 2218 Globo Mobile 1.67 4.500e+06
## 264 2219 Align Networks 1.67 3.963e+08
## 265 2223 Xten Industries 1.66 3.380e+07
## 266 2227 Paylocity 1.66 6.490e+07
## 267 2229 Tandem HR 1.66 3.942e+08
## 268 2230 TalentBurst 1.66 4.020e+07
## 269 2231 Tricolor Auto 1.66 9.900e+07
## 270 2236 Total Quality Logistics 1.65 1.400e+09
## 271 2249 Homecare Homebase 1.64 5.450e+07
## 272 2258 Astir IT Solutions 1.62 2.450e+07
## 273 2261 Cvent 1.62 8.350e+07
## 274 2265 Jones & Frank 1.62 2.042e+08
## 275 2270 Drilling Info 1.61 5.070e+07
## 276 2274 Liberty Power 1.61 7.108e+08
## 277 2296 Infusionsoft 1.59 3.900e+07
## 278 2307 eClinicalWorks 1.58 2.600e+08
## 279 2308 Consumer Cellular 1.58 2.631e+08
## 280 2314 Infiniti HR 1.57 1.464e+08
## 281 2317 Mercury Payment Systems 1.57 2.033e+08
## 282 2320 Protingent 1.57 2.320e+07
## 283 2323 Big Ass Fans 1.57 8.690e+07
## 284 2324 Accuvant 1.57 4.302e+08
## 285 2326 AmeriFirst Home Mortgage 1.56 4.330e+07
## 286 2331 Flagger Force 1.56 3.330e+07
## 287 2335 Mazzella Lifting Technologies 1.56 1.223e+08
## 288 2340 CTI 1.55 9.100e+06
## 289 2341 Beacon Partners 1.55 6.300e+07
## 290 2345 Integrity staffing Solutions 1.55 2.782e+08
## 291 2347 Paycom 1.55 7.680e+07
## 292 2351 Ignify 1.54 1.750e+07
## 293 2362 Phacil 1.53 7.560e+07
## 294 2377 Pyramid Consulting 1.52 1.536e+08
## 295 2388 VanderHouwen & Associates 1.51 3.610e+07
## 296 2396 Freddy's Frozen Custard 1.51 9.890e+07
## 297 2408 First NBC Bank Holding Company 1.50 1.196e+08
## 298 2436 Shinetech Software 1.48 1.200e+07
## 299 2438 Kyriba 1.48 2.940e+07
## 300 2441 Banyan Investment Group 1.48 1.770e+07
## 301 2445 Powerlink 1.47 2.360e+07
## 302 2449 Netech 1.46 1.869e+08
## 303 2451 Hargrove Engineers + Constructors 1.46 7.600e+07
## 304 2453 Husco International 1.46 3.000e+08
## 305 2457 Taphandles 1.46 2.120e+07
## 306 2462 Centro 1.45 1.855e+08
## 307 2476 Salesify 1.45 5.900e+06
## 308 2482 Intelligent Software Solutions 1.44 1.923e+08
## 309 2485 Triad Retail Media 1.43 1.713e+08
## 310 2496 Carahsoft Technology 1.42 1.400e+09
## 311 2501 Speridian Technologies 1.42 1.810e+07
## 312 2502 GeBBS Healthcare Solutions 1.42 1.870e+07
## 313 2510 Xtreme Consulting Group 1.41 6.640e+07
## 314 2511 SCSI 1.41 4.610e+07
## 315 2512 Foundation Financial Group 1.41 3.330e+07
## 316 2522 DLA Piper 1.41 2.400e+09
## 317 2530 Orasi 1.40 7.460e+07
## 318 2537 Wayfair.com 1.40 6.020e+08
## 319 2556 Precision Pipeline Solutions 1.39 3.120e+07
## 320 2557 ITAC Solutions 1.39 1.830e+07
## 321 2565 Excelsior Defense 1.38 7.400e+06
## 322 2571 StaffSource 1.38 4.200e+06
## 323 2575 WideOrbit 1.37 6.410e+07
## 324 2578 Great Lakes Home Health & Hospice 1.37 1.116e+08
## 325 2588 Digital Insurance 1.36 4.740e+07
## 326 2595 Teoco 1.36 1.104e+08
## 327 2599 Software Paradigms International Group 1.35 4.130e+07
## 328 2600 AmWins Group 1.35 5.350e+08
## 329 2602 CHR Solutions 1.35 6.110e+07
## 330 2603 Parker's 1.35 2.566e+08
## 331 2606 Edifecs 1.35 5.190e+07
## 332 2619 Best Drivers 1.34 2.850e+07
## 333 2620 D&K Engineering 1.34 7.270e+07
## 334 2623 LifeMatters 1.34 1.250e+07
## 335 2630 MRC 1.34 3.210e+07
## 336 2631 Valence Health 1.33 3.080e+07
## 337 2635 Kimray 1.33 1.730e+08
## 338 2646 United Capital Financial Advisers 1.33 6.640e+07
## 339 2647 Vino Volo 1.33 2.120e+07
## 340 2653 C.J. Foods 1.32 1.352e+08
## 341 2662 Top Flite Financial 1.32 2.700e+07
## 342 2669 TruStaff 1.31 9.900e+07
## 343 2685 Orion Systems Integrators 1.30 5.310e+07
## 344 2687 Access Information Management 1.30 5.940e+07
## 345 2689 Progrexion 1.30 1.187e+08
## 346 2690 The Intersect Group 1.30 4.970e+07
## 347 2701 Power Home Remodeling Group 1.30 1.722e+08
## 348 2704 Sure Prep Learning 1.30 4.000e+06
## 349 2731 Nexius 1.28 7.320e+07
## 350 2736 TTi Global 1.27 1.024e+08
## 351 2769 Capax Global 1.25 3.540e+07
## 352 2779 Access Destination Services 1.25 4.490e+07
## 353 2791 Freedom Mortgage 1.24 3.575e+08
## 354 2798 First Choice Emergency Rooms 1.24 9.250e+07
## 355 2800 LogiGear 1.24 1.250e+07
## 356 2803 iLink Systems 1.24 2.170e+07
## 357 2806 Goodman Networks 1.23 6.509e+08
## 358 2808 ISNetworld 1.23 8.240e+07
## 359 2809 Primatics Financial 1.23 5.100e+07
## 360 2820 Office Beacon 1.22 5.300e+06
## 361 2826 Spring Mobile 1.22 9.150e+07
## 362 2830 ReSource Pro 1.22 2.430e+07
## 363 2848 Lasco Enterprises 1.21 2.470e+07
## 364 2858 Monoprice 1.20 1.213e+08
## 365 2862 HealthHelp 1.20 3.820e+07
## 366 2866 Latshaw Drilling & Exploration 1.19 1.252e+08
## 367 2870 Windy City Limousine and Bus 1.19 1.750e+07
## 368 2871 PrideStaff 1.19 1.143e+08
## 369 2876 BG Staffing 1.19 7.680e+07
## 370 2878 Planet Fitness 1.19 1.573e+08
## 371 2881 HireStrategy 1.19 2.390e+07
## 372 2891 Novae 1.18 4.520e+07
## 373 2894 TopGolf 1.18 5.070e+07
## 374 2896 Telx 1.18 2.143e+08
## 375 2899 Republic Mortgage Home Loans 1.18 7.060e+07
## 376 2903 CLEAResult 1.18 1.192e+08
## 377 2905 The NACHER Corporation 1.18 2.540e+07
## 378 2909 Bullhorn 1.17 4.400e+07
## 379 2932 LiquidAgents Healthcare 1.16 2.390e+07
## 380 2941 Bodybuilding.com 1.16 3.209e+08
## 381 2942 FishNet Security 1.16 5.253e+08
## 382 2951 Resolvit 1.15 2.450e+07
## 383 2953 Codeworks 1.15 2.460e+07
## 384 2958 ImmixGroup 1.15 8.836e+08
## 385 2960 Arrow Strategies 1.15 3.800e+07
## 386 2961 Genesis-ATC 1.15 8.462e+08
## 387 2964 DataArt 1.14 3.070e+07
## 388 2971 ConServe 1.14 5.270e+07
## 389 2976 Stone Brewing 1.14 1.034e+08
## 390 2978 Steven Roberts Original Desserts 1.13 9.810e+07
## 391 2979 IQ Pipeline 1.13 1.200e+07
## 392 2983 Pacific Logistics 1.13 6.620e+07
## 393 2994 A-T Solutions 1.13 2.015e+08
## 394 2995 Pride Technologies 1.13 2.310e+08
## 395 2997 Fibertech Networks 1.13 1.423e+08
## 396 3002 AEgis Technologies Group 1.12 6.500e+07
## 397 3009 5Linx Enterprises 1.12 1.036e+08
## 398 3021 Linium 1.11 4.590e+07
## 399 3033 LifeLock 1.10 2.764e+08
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## Industry Employees City State
## 1 Retail 250 Orlando FL
## 2 Consumer Products & Services 4100 Washington DC
## 3 Financial Services 1016 Carrollton TX
## 4 Software 1100 Orlando FL
## 5 IT Services 260 Irving TX
## 6 Health 675 Greensboro NC
## 7 Government Services 252 Rockville MD
## 8 Real Estate 264 Chicago IL
## 9 Energy 566 Redwood City CA
## 10 Manufacturing 300 Atlanta GA
## 11 Advertising & Marketing 289 Redwood City CA
## 12 Energy 460 Boston MA
## 13 Retail 613 Cranston RI
## 14 Business Products & Services 307 Chicago IL
## 15 Software 263 Burlington MA
## 16 Advertising & Marketing 321 Baltimore MD
## 17 IT Services 532 Atlanta GA
## 18 Energy 481 Oakland CA
## 19 Health 251 Greenwood Village CO
## 20 Retail 2000 Los Angeles CA
## 21 Business Products & Services 450 Boston MA
## 22 Government Services 474 Clearwater FL
## 23 Business Products & Services 424 Santa Monica CA
## 24 Advertising & Marketing 264 Pasadena CA
## 25 Human Resources 713 Citrus Heights CA
## 26 Government Services 467 Clarksville VA
## 27 Financial Services 1165 Charlotte NC
## 28 Retail 297 Greenville SC
## 29 Consumer Products & Services 254 San Francisco CA
## 30 Financial Services 465 Frisco TX
## 31 Government Services 1352 Leesburg VA
## 32 Software 339 San Mateo CA
## 33 Real Estate 360 Bellevue WA
## 34 Real Estate 783 Atlanta GA
## 35 Travel & Hospitality 332 Charlotte NC
## 36 Consumer Products & Services 600 Fort Collins CO
## 37 Financial Services 444 Indianapolis IN
## 38 Energy 501 Radnor PA
## 39 Health 660 Westlake OH
## 40 IT Services 348 Alpharetta GA
## 41 Health 454 Canfield OH
## 42 Advertising & Marketing 263 Boston MA
## 43 Media 1131 Stamford CT
## 44 Software 1550 Pleasanton CA
## 45 Health 454 Morrisville NC
## 46 Retail 239 Sandy UT
## 47 IT Services 1212 Bethesda MD
## 48 Retail 527 Atlanta GA
## 49 Business Products & Services 1504 Fishers IN
## 50 Food & Beverage 657 American Fork UT
## 51 Retail 258 Sandy UT
## 52 Construction 335 Amelia LA
## 53 Business Products & Services 346 Mary Esther FL
## 54 Health 1600 Aventura FL
## 55 Government Services 633 Austin TX
## 56 Environmental Services 275 Piketon OH
## 57 Health 650 wilmington DE
## 58 Software 424 San Francisco CA
## 59 Software 429 Cambridge MA
## 60 Human Resources 718 Madison Heights MI
## 61 Software 350 Overland Park KS
## 62 Travel & Hospitality 347 Louisville KY
## 63 Financial Services 256 Phoenixville PA
## 64 Health 300 Stamford CT
## 65 IT Services 375 Mundelein IL
## 66 Retail 5821 Houston TX
## 67 Software 834 Seatle WA
## 68 Business Products & Services 276 Houston TX
## 69 Energy 842 Torrance CA
## 70 Logistics & Transportation 345 Chattanooga TN
## 71 Energy 245 Wall NJ
## 72 Food & Beverage 942 Oakland CA
## 73 Real Estate 462 San Francisco CA
## 74 IT Services 260 iselin NJ
## 75 Health 344 La Palma CA
## 76 Telecommunications 570 Itasca IL
## 77 Financial Services 425 memphis TN
## 78 Business Products & Services 365 Hebron KY
## 79 Financial Services 236 Chicago IL
## 80 Financial Services 334 Brecksville OH
## 81 Business Products & Services 684 Wichita Falls TX
## 82 Financial Services 1032 Plymouth Meeting PA
## 83 IT Services 700 Milpitas CA
## 84 Financial Services 592 Tustin CA
## 85 Engineering 974 Houston TX
## 86 Financial Services 502 San Francisco, CA
## 87 Human Resources 260 Cincinnati OH
## 88 Human Resources 2400 Charlotte NC
## 89 Financial Services 345 Tulsa OK
## 90 Environmental Services 5347 Ponte Vedra FL
## 91 Financial Services 1300 Centennial CO
## 92 IT Services 365 Minnetonka MN
## 93 Education 378 Solana Beach CA
## 94 Government Services 829 Columbus OH
## 95 Government Services 269 Fairborn OH
## 96 Health 961 Scottsdale AZ
## 97 Business Products & Services 256 Asheville NC
## 98 IT Services 382 Syracuse NY
## 99 Real Estate 560 Nashville TN
## 100 Health 1599 San Antonio TX
## 101 Business Products & Services 457 Tulsa OK
## 102 Manufacturing 500 Burnham IL
## 103 Telecommunications 669 Sunnyvale CA
## 104 Health 375 Denver CO
## 105 Health 343 Phoenix AZ
## 106 Financial Services 1382 Santa Ana CA
## 107 Health 470 Clayton NC
## 108 Telecommunications 266 IRVINE CA
## 109 Education 330 Pompano Beach FL
## 110 Engineering 478 Austin TX
## 111 IT Services 471 Santa Clara CA
## 112 Energy 2376 The Woodlands TX
## 113 Consumer Products & Services 500 Tampa FL
## 114 Business Products & Services 615 Fairfax VA
## 115 Energy 239 Tulsa OK
## 116 Energy 299 Houston TX
## 117 Logistics & Transportation 576 New Albany IN
## 118 IT Services 295 New York NY
## 119 Advertising & Marketing 270 Sherman Oaks CA
## 120 Food & Beverage 418 Sausalito CA
## 121 Real Estate 2391 Chicago IL
## 122 Human Resources 350 Bloomington IN
## 123 Business Products & Services 424 San Mateo CA
## 124 Retail 283 Boston MA
## 125 Human Resources 269 Boston MA
## 126 Software 440 Minneapolis MN
## 127 Health 262 Mauldin SC
## 128 IT Services 300 Wayzata MN
## 129 Logistics & Transportation 1200 Houston TX
## 130 Engineering 950 Houston TX
## 131 Health 477 West Hartford CT
## 132 Food & Beverage 5000 Downers Grove IL
## 133 Media 356 Los Angeles CA
## 134 Human Resources 1001 Duluth GA
## 135 Software 370 Aliso Viejo CA
## 136 Human Resources 425 Southfield MI
## 137 Business Products & Services 327 Hartford CT
## 138 Manufacturing 270 Marlow OK
## 139 Software 497 San Louis Obispo CA
## 140 IT Services 246 SPRINGFIELD IL
## 141 Energy 317 Houston TX
## 142 IT Services 250 Fremont CA
## 143 Energy 2300 San Mateo CA
## 144 Financial Services 456 Ann Arbor MI
## 145 Health 625 Twinsburg OH
## 146 Food & Beverage 450 Culver City CA
## 147 Health 243 Casselberry FL
## 148 Human Resources 412 Columbus IN
## 149 Security 550 American Fork UT
## 150 Human Resources 5400 Augusta GA
## 151 Logistics & Transportation 599 West Jordan UT
## 152 Security 425 Manassas VA
## 153 Business Products & Services 859 Charlotte NC
## 154 Software 250 Denver CO
## 155 Health 240 Hamilton NJ
## 156 Government Services 375 Herndon VA
## 157 Software 253 Dallas TX
## 158 IT Services 275 Milpitas CA
## 159 Logistics & Transportation 1219 Chicago IL
## 160 Human Resources 240 Irvine CA
## 161 Consumer Products & Services 13200 Phoenix AZ
## 162 Financial Services 291 Austin TX
## 163 Financial Services 237 Marietta GA
## 164 Human Resources 2081 New York NY
## 165 Education 317 Chicago IL
## 166 IT Services 375 Overland Park KS
## 167 Health 2084 Jacksonville FL
## 168 Human Resources 400 Santa Clarita CA
## 169 Real Estate 1950 Pittsburgh PA
## 170 Advertising & Marketing 697 Burlington VT
## 171 Advertising & Marketing 863 Salt Lake City UT
## 172 Food & Beverage 1705 Denver CO
## 173 Advertising & Marketing 250 New York NY
## 174 Health 259 Draper UT
## 175 Food & Beverage 775 Addison TX
## 176 IT Services 280 Milpitas CA
## 177 Financial Services 380 Nashville TN
## 178 Travel & Hospitality 1723 Greenwood Village CO
## 179 Financial Services 445 Fort Worth TX
## 180 IT Services 275 Tampa FL
## 181 Software 1287 Jersey City NJ
## 182 IT Services 300 Poway CA
## 183 IT Services 500 New York NY
## 184 Energy 250 Livermore CA
## 185 Health 245 San Antonio TX
## 186 Government Services 650 Oklahoma City OK
## 187 Software 413 Lawrenceville GA
## 188 Business Products & Services 375 Mountain View CA
## 189 Software 280 Frisco TX
## 190 Health 318 Columbus OH
## 191 Engineering 351 Indianapolis IN
## 192 Travel & Hospitality 1269 Spartanburg SC
## 193 IT Services 1400 Hoboken NJ
## 194 Health 325 Rockville MD
## 195 Software 519 Lindon UT
## 196 Security 250 Orem UT
## 197 Financial Services 770 Kirkland WA
## 198 Telecommunications 1428 Marion IN
## 199 IT Services 800 Coral Springs FL
## 200 Retail 750 Greenville NC
## 201 Software 444 San Ramon CA
## 202 Government Services 272 Huntsville AL
## 203 Human Resources 253 Houston TX
## 204 Insurance 268 Allen TX
## 205 Software 354 Deerfield IL
## 206 Software 360 Boulder CO
## 207 IT Services 450 NORTHVILLE MI
## 208 Engineering 360 Ruston LA
## 209 Software 288 Milpitas CA
## 210 Energy 1640 Houston TX
## 211 IT Services 410 Texas TX
## 212 Security 20000 Santa Ana CA
## 213 Government Services 303 Annapolis MD
## 214 Advertising & Marketing 450 Austin TX
## 215 IT Services 237 Clifton Park NY
## 216 IT Services 328 Atlanta GA
## 217 Real Estate 324 Palm Harbor FL
## 218 Health 761 Flint MI
## 219 Travel & Hospitality 323 Sarasota FL
## 220 Financial Services 356 Roseville CA
## 221 Manufacturing 489 Woodville WI
## 222 Business Products & Services 405 Duluth GA
## 223 Logistics & Transportation 1097 Jensen Beach FL
## 224 Retail 280 bellevue WA
## 225 IT Services 461 Miramar FL
## 226 Food & Beverage 1834 Countryside IL
## 227 IT Services 330 St. Louis MO
## 228 Advertising & Marketing 350 Minneapolis MN
## 229 Software 282 Newton MA
## 230 Health 596 Pearland TX
## 231 Construction 288 San Jose CA
## 232 Energy 492 Dallas TX
## 233 Software 352 Exton PA
## 234 Energy 482 Warrenville IL
## 235 IT Services 3500 McLean VA
## 236 Logistics & Transportation 280 Bakersfield CA
## 237 Human Resources 693 St Charles IL
## 238 Software 240 Parsippany NJ
## 239 Consumer Products & Services 1616 Denver CO
## 240 Real Estate 547 Powder Springs GA
## 241 Food & Beverage 1257 Memphis TN
## 242 Health 250 Chicago IL
## 243 IT Services 324 Pittsburgh PA
## 244 IT Services 300 Southfield MI
## 245 Software 281 Mountain View CA
## 246 Manufacturing 411 south bend IN
## 247 Retail 436 Saint Louis MO
## 248 Food & Beverage 600 Austin TX
## 249 IT Services 487 Bloomfield Hills MI
## 250 Business Products & Services 477 Tempe AZ
## 251 Security 270 Los Angeles CA
## 252 IT Services 265 San Jose CA
## 253 Food & Beverage 4000 Cincinnati OH
## 254 Travel & Hospitality 600 Boston MA
## 255 Construction 275 Dallas TX
## 256 Government Services 309 Gilbert AZ
## 257 Consumer Products & Services 558 Denver CO
## 258 Security 4510 Culver City CA
## 259 Health 750 Warren NJ
## 260 Financial Services 485 St. Louis MO
## 261 Food & Beverage 2570 Dallas TX
## 262 Financial Services 1140 Los Angeles CA
## 263 Software 320 New York NY
## 264 Health 621 Jacksonville FL
## 265 Manufacturing 250 Kenosha WI
## 266 Human Resources 592 Arlington Heights IL
## 267 Human Resources 7612 Oak Brook IL
## 268 IT Services 727 Framingham MA
## 269 Retail 275 Irving TX
## 270 Logistics & Transportation 2116 Cincinnati OH
## 271 Health 248 Dallas TX
## 272 IT Services 250 South Plainfield NJ
## 273 Software 1300 Mclean VA
## 274 Energy 400 Raleigh NC
## 275 Energy 421 Austin TX
## 276 Energy 277 Fort Lauderdale FL
## 277 Software 360 Chandler AZ
## 278 Health 2200 Westborough MA
## 279 Telecommunications 656 Portland OR
## 280 Human Resources 17000 Olney MD
## 281 Financial Services 699 Durango CO
## 282 Human Resources 240 Redmond WA
## 283 Manufacturing 312 Lexington KY
## 284 Security 525 Denver CO
## 285 Financial Services 260 Portage MI
## 286 Construction 844 Hummelstown PA
## 287 Manufacturing 320 Cleveland OH
## 288 Telecommunications 950 Los Angeles CA
## 289 Health 311 Weymouth MA
## 290 Human Resources 66803 Wilmington DE
## 291 Human Resources 550 Oklahoma City OK
## 292 IT Services 320 Long Beach CA
## 293 Government Services 535 Arlington VA
## 294 IT Services 2390 Alpharetta GA
## 295 IT Services 310 Portland OR
## 296 Food & Beverage 3237 Wichita KS
## 297 Financial Services 433 New Orleans LA
## 298 IT Services 300 New York NY
## 299 Software 260 San Diego CA
## 300 Travel & Hospitality 246 Miramar Beach FL
## 301 Environmental Services 567 Detroit MI
## 302 Computer Hardware 270 Grand Rapids MI
## 303 Engineering 685 Mobile AL
## 304 Manufacturing 1270 Waukesha WI
## 305 Advertising & Marketing 484 seattle WA
## 306 Advertising & Marketing 271 Chicago IL
## 307 Advertising & Marketing 352 Redwood City CA
## 308 Software 758 Colorado Springs CO
## 309 Advertising & Marketing 289 Tampa FL
## 310 Government Services 365 Reston VA
## 311 IT Services 380 Albuquerque NM
## 312 Health 1800 Englewood Cliffs NJ
## 313 IT Services 586 Kirkland WA
## 314 Business Products & Services 537 Peoria IL
## 315 Financial Services 243 Jacksonville FL
## 316 Business Products & Services 4036 Chicago IL
## 317 IT Services 297 Kennesaw GA
## 318 Retail 1300 Boston MA
## 319 Energy 294 New Windsor NY
## 320 Human Resources 318 Birmingham AL
## 321 Security 280 Saint Pettersburg FL
## 322 Human Resources 370 Knoxville TN
## 323 Software 340 San Francisco CA
## 324 Health 1100 Jackson MI
## 325 Insurance 296 Atlanta GA
## 326 Telecommunications 607 Fairfax VA
## 327 IT Services 1268 Atlanta GA
## 328 Insurance 2877 Charlotte NC
## 329 Telecommunications 512 Houston TX
## 330 Retail 345 Savannah GA
## 331 Software 399 Bellevue WA
## 332 Logistics & Transportation 592 Alcoa TN
## 333 Engineering 520 San Diego CA
## 334 Health 1000 Bethesda MD
## 335 Business Products & Services 268 Houston TX
## 336 Health 287 Chicago IL
## 337 Manufacturing 708 Oklahoma City OK
## 338 Financial Services 311 Newport Beach CA
## 339 Food & Beverage 278 San Francisco CA
## 340 Manufacturing 262 Bern KS
## 341 Financial Services 280 Williamston MI
## 342 Human Resources 244 Cincinnati OH
## 343 IT Services 875 Monmouth Junction NJ
## 344 Business Products & Services 566 Livermore CA
## 345 Financial Services 1393 North Salt Lake UT
## 346 Business Products & Services 425 Atlanta GA
## 347 Construction 1147 Chester PA
## 348 Education 850 Scottsdale AZ
## 349 Telecommunications 399 Allen TX
## 350 Business Products & Services 1849 Rochester Hills MI
## 351 IT Services 1500 Parsippany NJ
## 352 Travel & Hospitality 857 San Diego CA
## 353 Financial Services 1829 Mount Laurel NJ
## 354 Health 542 Lewisville TX
## 355 Software 750 San Mateo CA
## 356 IT Services 500 Redmond WA
## 357 Telecommunications 1693 Plano TX
## 358 Business Products & Services 300 Dallas TX
## 359 Financial Services 339 Mclean VA
## 360 Business Products & Services 1000 Redondo Beach CA
## 361 Retail 385 Salt Lake City UT
## 362 Business Products & Services 1124 New York NY
## 363 Food & Beverage 450 Houston TX
## 364 Consumer Products & Services 253 Rancho Cucamonga CA
## 365 Health 321 Houston TX
## 366 Energy 800 Tulsa OK
## 367 Logistics & Transportation 400 Franklin park IL
## 368 Human Resources 17057 Fresno CA
## 369 Human Resources 10611 Dallas TX
## 370 Health 340 Newington NH
## 371 Human Resources 310 Reston VA
## 372 Manufacturing 287 Markle IN
## 373 Consumer Products & Services 1204 Dallas TX
## 374 Telecommunications 316 New York NY
## 375 Financial Services 410 Salt Lake City UT
## 376 Energy 968 Austin, Texas TX
## 377 Energy 250 Youngsville LA
## 378 Software 292 Boston MA
## 379 Health 373 Plano TX
## 380 Retail 586 Meridian ID
## 381 Security 572 Overland Park KS
## 382 IT Services 234 Tyson's Corner VA
## 383 IT Services 235 Brookfield WI
## 384 IT Services 252 McLean VA
## 385 Human Resources 315 Bingham Farms MI
## 386 Telecommunications 347 San Antonio TX
## 387 Software 800 New York NY
## 388 Financial Services 483 Fairport NY
## 389 Food & Beverage 505 Escondido CA
## 390 Food & Beverage 886 Aurora CO
## 391 Human Resources 263 San Diego CA
## 392 Logistics & Transportation 350 Pico Rivera CA
## 393 Government Services 815 Vienna VA
## 394 Human Resources 1000 New York NY
## 395 Telecommunications 250 ROCHESTER NY
## 396 Government Services 268 Huntsville AL
## 397 Telecommunications 268 Rochester NY
## 398 IT Services 322 New York NY
## 399 Security 616 Tempe AZ
## 400 Business Products & Services 503 Birmingham AL
## 401 Human Resources 396 Charlotte NC
## 402 Telecommunications 1029 Exeter RI
## 403 Telecommunications 1073 Troy MI
## 404 Food & Beverage 400 St. Louis MO
## 405 Health 2650 Palo Alto CA
## 406 Human Resources 532 Cincinnati OH
## 407 Real Estate 494 Logan UT
## 408 Education 235 Lakewood NJ
## 409 Financial Services 449 Canoga Park CA
## 410 Human Resources 1424 Houston TX
## 411 IT Services 280 Seattle WA
## 412 Health 597 Plymouth Meeting PA
## 413 IT Services 330 Minneapolis MN
## 414 Human Resources 254 Brookfield WI
## 415 Health 265 Fargo ND
## 416 Human Resources 1577 Troy MI
## 417 IT Services 609 Dublin CA
## 418 Health 550 Raleigh NC
## 419 Security 250 Dulles VA
## 420 IT Services 300 Dallas TX
## 421 Human Resources 1134 New York NY
## 422 Food & Beverage 2261 Salt Lake City UT
## 423 Business Products & Services 711 Spearfish SD
## 424 Food & Beverage 1081 Lehi UT
## 425 IT Services 350 King of Prussia PA
## 426 Business Products & Services 267 Ferndale WA
## 427 Environmental Services 375 Santa Clara CA
## 428 IT Services 400 Richmond VA
## 429 Business Products & Services 697 Los Angeles CA
## 430 IT Services 325 Louisville KY
## 431 Health 263 Fargo ND
## 432 Advertising & Marketing 335 San Francisco, CA CA
## 433 Construction 850 Winterville NC
## 434 IT Services 474 Irvine CA
## 435 Manufacturing 272 Kent WA
## 436 Consumer Products & Services 280 Austin TX
## 437 Software 257 Tampa FL
## 438 Retail 550 Battlefield MO
## 439 Logistics & Transportation 365 Akron OH
## 440 Health 501 San Antonio TX
## 441 Manufacturing 350 Ramsey MN
## 442 Health 667 Omaha NE
## 443 Human Resources 850 Nashville TN
## 444 Real Estate 281 SAN DIEGO CA
## 445 Software 865 Westport CT
## 446 Business Products & Services 1850 Chicago IL
## 447 Health 516 Boston MA
## 448 Human Resources 280 Woodbury NJ
## 449 Business Products & Services 320 Bowie MD
## 450 Retail 696 Kalamazoo MI
## 451 Manufacturing 364 Milwaukee WI
## 452 Financial Services 485 Omaha NE
## 453 Consumer Products & Services 250 Dallas TX
## 454 Retail 282 Northbrook IL
## 455 Logistics & Transportation 332 Pittsburgh PA
## 456 Advertising & Marketing 1528 Margate FL
## 457 Government Services 275 McLean VA
## 458 Software 441 South Windsor CT
## 459 Health 2204 Bloomfield Hills MI
## 460 Manufacturing 1000 Florence KY
## 461 IT Services 1000 New York NY
## 462 Human Resources 326 McLean VA
## 463 IT Services 1085 Wakefield MA
## 464 Business Products & Services 831 Tucson AZ
## 465 Travel & Hospitality 294 Plano TX
## 466 IT Services 390 lansing MI
## 467 Retail 2900 Corte Madera CA
## 468 Financial Services 1640 Salt Lake City UT
## 469 Manufacturing 250 Asheville NC
## 470 Financial Services 725 Pleasanton CA
## 471 Business Products & Services 334 San Diego CA
## 472 IT Services 540 Valencia CA
## 473 Financial Services 613 Newport RI
## 474 Real Estate 510 San Francisco CA
## 475 IT Services 418 Wilmette IL
## 476 Business Products & Services 1150 Minneapolis MN
## 477 Human Resources 3892 Jackson MS
## 478 Telecommunications 10000 Los Angeles CA
## 479 Government Services 275 Reston VA
## 480 Human Resources 18887 Chicago IL
## 481 Business Products & Services 2280 Washington DC
## 482 Logistics & Transportation 425 Salt Lake City UT
## 483 Business Products & Services 364 Newport News VA
## 484 Telecommunications 1269 Alpharetta GA
## 485 IT Services 266 Milwaukee WI
## 486 Health 733 Ooltewah TN
## 487 Manufacturing 360 Baton Rouge LA
## 488 Travel & Hospitality 4878 The Woodlands TX
## 489 Advertising & Marketing 590 Agoura Hills CA
## 490 Business Products & Services 532 Medley FL
## 491 Food & Beverage 383 New York NY
## 492 Software 257 San Francisco CA
## 493 Financial Services 1065 Wilton CT
## 494 Business Products & Services 2435 Atlanta GA
## 495 Financial Services 352 Wichita KS
## 496 Security 300 Atlanta GA
## 497 Logistics & Transportation 566 Atlanta GA
## 498 Security 450 Phoenix AZ
## 499 Manufacturing 2999 Peoria IL
## 500 Human Resources 349 Troy MI
## 501 Media 3300 Lombard IL
## 502 IT Services 275 Plainsboro NJ
## 503 Telecommunications 521 Clearwater FL
## 504 IT Services 432 New York NY
## 505 Real Estate 1024 Irvine CA
## 506 Health 300 Port Orange FL
## 507 Business Products & Services 582 West Palm Beach FL
## 508 Financial Services 1606 Dallas TX
## 509 Health 307 Chanhassen MN
## 510 Food & Beverage 3400 Vancouver WA
## 511 Engineering 235 Minnetonka MN
## 512 Human Resources 500 Bedford TX
## 513 Logistics & Transportation 10800 Pittsburgh PA
## 514 Education 416 lawrence MA
## 515 IT Services 350 Kettering OH
## 516 Logistics & Transportation 533 Indianapolis IN
## 517 Environmental Services 250 Syracuse NY
## 518 Logistics & Transportation 326 North Brunswick NJ
## 519 Software 238 Machesney Park IL
## 520 Manufacturing 283 Oklahoma City OK
## 521 Health 908 Hattiesburg MS
## 522 Business Products & Services 601 Frederick MD
## 523 Financial Services 300 Boca Raton FL
## 524 Construction 278 Nashville TN
## 525 Advertising & Marketing 5637 Scottsdale AZ
## 526 IT Services 324 Overland Park KS
## 527 Energy 552 The Woodlands TX
## 528 Software 496 Las Vegas NV
## 529 Real Estate 1600 Houston TX
## 530 Software 234 Ann Arbor MI
## 531 Human Resources 325 New York NY
## 532 Manufacturing 467 Lincoln NE
## 533 Business Products & Services 4392 Effingham IL
## 534 Advertising & Marketing 243 Lanham MD
## 535 IT Services 1852 Kansas City MO
## 536 Manufacturing 8500 Sterling Heights MI
## 537 IT Services 352 Mountain View CA
## 538 Health 1363 Otsego MN
## 539 Software 1486 Westlake OH
## 540 Logistics & Transportation 1800 Rogers MN
## 541 Energy 746 Oklahoma City OK
## 542 Telecommunications 361 Sunnyvale CA
## 543 Advertising & Marketing 1430 St. Louis MO
## 544 Software 528 Schaumburg IL
## 545 Health 1100 Brentwood TN
## 546 Software 296 Reston VA
## 547 Human Resources 371 Brentwood TN
## 548 Food & Beverage 556 Atlanta GA
## 549 Food & Beverage 237 Charlotte NC
## 550 Business Products & Services 250 Beverly MA
## 551 Security 707 Corpus Christi TX
## 552 Media 429 Reston VA
## 553 Construction 378 Lanham MD
## 554 IT Services 375 Alpharetta GA
## 555 Logistics & Transportation 450 Grandview WA
## 556 Health 339 Staunton VA
## 557 Logistics & Transportation 374 Taylor MI
## 558 Software 839 Detroit MI
## 559 Construction 6549 Beloit WI
## 560 Software 250 Coconut Creek FL
## 561 Advertising & Marketing 400 Pleasant Ridge MI
## 562 Health 450 Mount Laurel NJ
## 563 Health 298 Troy NY
## 564 Government Services 508 Chantilly VA
## 565 Human Resources 550 Grand RApids MI
## 566 Advertising & Marketing 259 Cedar Falls IA
## 567 IT Services 312 Centreville VA
## 568 IT Services 3089 Livonia MI
## 569 Health 4390 Irvine CA
## 570 Travel & Hospitality 2280 New York NY
## 571 Health 525 Peoria IL
## 572 Financial Services 273 Milwaukee WI
## 573 Human Resources 258 Atlanta GA
## 574 Telecommunications 1000 Quincy MA
## 575 Real Estate 1642 Palm Bay FL
## 576 Software 234 Matawan NJ
## 577 Energy 1247 Carrollton TX
## 578 Real Estate 451 Seattle WA
## 579 Retail 925 Port Washington WI
## 580 Manufacturing 346 Culver City CA
## 581 Advertising & Marketing 273 Milwaukee WI
## 582 Insurance 321 King of Prussia PA
## 583 Logistics & Transportation 1000 Cleveland MO
## 584 Financial Services 704 Dallas TX
## 585 Health 2713 Knoxville TN
## 586 Business Products & Services 613 Watsonville CA
## 587 Travel & Hospitality 509 New York NY
## 588 Health 1945 Lafayette LA
## 589 Advertising & Marketing 348 Los Angeles CA
## 590 Manufacturing 256 Bremen IN
## 591 Human Resources 2414 Irvine CA
## 592 Business Products & Services 345 New York NY
## 593 Energy 342 Minneapolis MN
## 594 Food & Beverage 1610 Missoula MT
## 595 Business Products & Services 430 McLean VA
## 596 Retail 4589 West Des Moines IA
## 597 Construction 909 Irvine CA
## 598 Engineering 1098 Elmhurst IL
## 599 Human Resources 596 Tampa FL
## 600 Government Services 539 Alexandria VA
## 601 Retail 392 Des Moines IA
## 602 Manufacturing 1333 Loveland OH
## 603 Advertising & Marketing 244 Brookfield WI
## 604 Business Products & Services 573 Kansas City MO
## 605 Government Services 359 Tysons Corner VA
## 606 Retail 710 Clearwater FL
## 607 Travel & Hospitality 3921 Rosemont IL
## 608 Financial Services 439 Memphis TN
## 609 Engineering 276 Columbus OH
## 610 Human Resources 981 San Mateo CA
## 611 Human Resources 1401 San Leandro CA
## 612 Food & Beverage 235 Eugene OR
## 613 IT Services 7000 Morristown NJ
## 614 Human Resources 13071 Pleasanton CA
## 615 IT Services 1000 Louisville KY
## 616 Software 805 San Francisco CA
## 617 Media 602 New York NY
## 618 Financial Services 705 Walpole MA
## 619 Software 333 Salt Lake City UT
## 620 Business Products & Services 650 Cincinnati OH
## 621 Health 964 Somerset NJ
## 622 Logistics & Transportation 1125 Kansas City MO
## 623 Business Products & Services 404 New York NY
## 624 Food & Beverage 381 Boston MA
## 625 Manufacturing 465 Ogden UT
## 626 Consumer Products & Services 3341 Huntersville NC
## 627 Consumer Products & Services 237 Centennial CO
## 628 Education 550 Lenexa KS
## 629 IT Services 298 Boxford MA
## 630 Software 281 Livonia MI
## 631 Security 1923 Indianapolis IN
## 632 Business Products & Services 4600 Cedar Rapids IA
## 633 Logistics & Transportation 1369 Portsmouth NH
## 634 Human Resources 7052 Annapolis MD
## 635 Consumer Products & Services 295 Plymouth MA
## 636 Financial Services 272 Louisville KY
## 637 Food & Beverage 7000 Broomfield CO
## 638 Business Products & Services 617 Greenville SC
## 639 Software 272 Boston MA
## 640 Retail 490 Hartland WI
## 641 Business Products & Services 2218 New York NY
## 642 Business Products & Services 600 Tampa FL
## 643 Business Products & Services 810 Cleveland OH
## 644 Financial Services 930 Irving TX
## 645 Health 553 Arlington TX
## 646 IT Services 707 Scranton PA
## 647 Construction 275 Concord NC
## 648 Manufacturing 837 Manhattan KS
## 649 Manufacturing 280 Coeur D' Alene ID
## 650 Construction 279 Salt Lake City UT
## 651 Human Resources 452 Raleigh NC
## 652 Health 238 Chicago IL
## 653 Engineering 10000 Cincinnati OH
## 654 Logistics & Transportation 240 Columbus OH
## 655 Software 1271 Uniondale NY
## 656 Retail 1268 Coppell TX
## 657 Logistics & Transportation 386 West Chester OH
## 658 Real Estate 740 Traverse City MI
## 659 Health 260 Omaha NE
## 660 Manufacturing 300 Fort Worth TX
## 661 Retail 808 Sandy UT
## 662 Software 565 Chicago IL
## 663 Food & Beverage 7681 Charlotte NC
## 664 Software 249 Okemos MI
## 665 Financial Services 1417 St. Louis MO
## 666 Health 359 Manhattan Beach CA
## 667 Logistics & Transportation 281 Richmond VA
## 668 Health 317 Hoover AL
## 669 IT Services 3369 Scottsdale AZ
## 670 Financial Services 425 New York NY
## 671 Construction 421 Schaumburg IL
## 672 Health 3725 Lafayette LA
## 673 Human Resources 4129 Golden Valley MN
## 674 Software 255 Salt Lake City UT
## 675 Advertising & Marketing 270 New York NY
## 676 Health 460 Chandler AZ
## 677 Retail 400 Baltimore MD
## 678 Human Resources 251 Columbia MD
## 679 Insurance 796 Duluth GA
## 680 Business Products & Services 32000 Pittsford NY
## 681 Human Resources 277 Jacksonville Beach FL
## 682 Business Products & Services 511 Louisville CO
## 683 Education 475 Santa Monica CA
## 684 Logistics & Transportation 2016 Lakeland FL
## 685 Energy 891 Youngsville LA
## 686 Financial Services 335 McKinney TX
## 687 Business Products & Services 248 Fayetteville NC
## 688 Business Products & Services 453 Naperville IL
## 689 Health 2549 Eagan MN
## 690 Health 879 Hoover AL
## 691 Business Products & Services 632 New York NY
## 692 Business Products & Services 245 Omaha NE
## 693 Business Products & Services 254 Los Angeles CA
## 694 Human Resources 14451 Boca Raton FL
## 695 Business Products & Services 315 San Diego CA
## 696 Retail 639 Tempe AZ
## 697 Security 350 Raleigh NC
## 698 Health 605 Tampa FL
## 699 Manufacturing 1986 Schaumburg IL
## 700 Manufacturing 400 Altoona PA
## 701 Business Products & Services 364 Addison IL
## 702 Business Products & Services 335 Statesville NC
## 703 Energy 545 Deer Park TX
## 704 IT Services 3000 Tarrytown NY
## 705 Security 450 New York NY
## 706 Health 746 Cotati CA
## 707 IT Services 275 New York NY
## 708 Advertising & Marketing 269 New York City NY
## 709 Travel & Hospitality 906 New York NY
## 710 Media 1410 Chicago IL
## 711 Government Services 312 Hopkinton MA
## 712 Health 500 Oak Brook IL
## 713 Business Products & Services 1257 Cleveland OH
## 714 Business Products & Services 319 Bloomington MN
## 715 Real Estate 709 ATLANTA GA
## 716 Energy 2501 Fairbanks AK
## 717 Government Services 410 Lexington MA
## 718 Government Services 653 Reading PA
## 719 Computer Hardware 6800 Vernon Hills IL
## 720 Manufacturing 485 Chagrin Falls OH
## 721 Manufacturing 2959 Cary NC
## 722 Health 325 Charlotte NC
## 723 Construction 4470 Boise ID
## 724 Food & Beverage 457 Fort Collins CO
## 725 Food & Beverage 4223 chicago IL
## 726 Business Products & Services 823 Seattle WA
## 727 Business Products & Services 433 Columbia SC
## 728 Travel & Hospitality 2500 North Palm Beach FL
## 729 Manufacturing 307 Orangeburg NY
## 730 Construction 550 Orange CA
## 731 IT Services 517 Suwanee GA
## 732 Health 1010 San Diego CA
## 733 Advertising & Marketing 515 St. Louis MO
## 734 Security 4720 St. Louis MO
## 735 Business Products & Services 748 Washington DC
## 736 Business Products & Services 1800 Tampa FL
## 737 Software 3000 Gaithersburg MD
## 738 Business Products & Services 301 Indianapolis IN
## 739 Advertising & Marketing 334 Salt Lake City UT
## 740 Software 513 Fort Worth TX
## 741 Retail 326 Alpharetta GA
## 742 Human Resources 3355 Dallas TX
## 743 Logistics & Transportation 1124 Chatham NJ
## 744 Business Products & Services 867 Los Angeles CA
## 745 Food & Beverage 650 Fort Worth TX
## 746 Construction 620 Linden NJ
## 747 Business Products & Services 625 Wayne PA
## 748 Health 441 Charlotte NC
## 749 Business Products & Services 690 White Plains NY
## 750 Logistics & Transportation 280 Sterling VA
## 751 Government Services 1266 Alexandria VA
## 752 IT Services 296 Billerica MA
## 753 Consumer Products & Services 10000 New York NY
## 754 IT Services 252 Santa Clara CA
## 755 Logistics & Transportation 541 Jacksonville FL
## 756 Business Products & Services 288 New York NY
## 757 Business Products & Services 1517 Chicago IL
## 758 IT Services 310 Glen Burnie MD
## 759 Business Products & Services 277 Mountain View CA
## 760 Advertising & Marketing 487 Southern Pines NC
## 761 Software 252 Houston TX
## 762 Retail 756 Tucson AZ
## 763 Business Products & Services 296 Hauppauge NY
## 764 Financial Services 335 Boston MA
## 765 Health 498 Mars PA
## 766 Manufacturing 511 Moraine OH
## 767 Food & Beverage 3919 Mt. Sterling ILQuestion 1
Create a graph that shows the distribution of companies in the dataset by State (ie how many are in each state). There are a lot of States, so consider which axis you should use. This visualization is ultimately going to be consumed on a ‘portrait’ oriented screen (ie taller than wide), which should further guide your layout choices.
inc2 <- inc %>%
count(State) # Get number of states
ggplot(inc2, aes(x = reorder(State, n), y = n)) + geom_bar(stat = "identity") + xlab("State") + ylab("Companies by State") + ggtitle("Distribution of Companies by State") + theme(axis.text = element_text(size = 6)) + coord_flip() # Plot companies by state
Based on the graph, the states with the most distribution of companies are CA, TX, and NY.
Question 2
Lets dig in on the state with the 3rd most companies in the data set. Imagine you work for the state and are interested in how many people are employed by companies in different industries. Create a plot that shows the average and/or median employment by industry for companies in this state (only use cases with full data, use R’s complete.cases() function.) In addition to this, your graph should show how variable the ranges are, and you should deal with outliers.
# Answer Question 2 here
Third_state <- inc %>%
filter(complete.cases(inc)) %>% # Filter cases with full data
filter(State == "NY") %>% # Filter data for NY
group_by(Industry) %>% # Group by industries
summarise(Average = mean(Employees), Median = median(Employees)) # Get average and median employees
ggplot(Third_state, aes(x = reorder(Industry, Average), y = Average)) + geom_boxplot() + xlab("Industry") + ylab("Average Employee") + ggtitle("Average Employment by Industry") + coord_flip() # Plot average employees
ggplot(Third_state, aes(x = reorder(Industry, Median), y = Median)) + geom_boxplot() + xlab("Industry") + ylab("Median Employee") + ggtitle("Median Employment by Industry") + coord_flip() # Plot median employees
The graph shows that for the 3rd highest state, New York, the industries with the highest average employees are business products & services, consumer products & services, and travel & hospitality. The industries with the highest median employees are environmental services, energy, and financial services.
Question 3
Now imagine you work for an investor and want to see which industries generate the most revenue per employee. Create a chart that makes this information clear. Once again, the distribution per industry should be shown.
Industy_revenue <- inc %>%
group_by(Industry) %>% # Group by industries
summarise(Revenue_sum = sum(Revenue), Employee_sum = sum(Employees)) %>% # Get sum of revenue and employees
mutate(Revenue_per_employee = Revenue_sum / Employee_sum) %>% # Get revenue per employee
arrange(desc(Revenue_per_employee)) # Sort by revenue per employee
Industy_revenue## # A tibble: 25 x 4
## Industry Revenue_sum Employee_sum Revenue_per_employee
## <fct> <dbl> <int> <dbl>
## 1 Computer Hardware 11885700000 9714 1223564.
## 2 Energy 13771600000 26437 520921.
## 3 Construction 13174300000 29099 452741.
## 4 Consumer Products & Services 14956400000 45464 328972.
## 5 Insurance 2337900000 7339 318558.
## 6 Retail 10257400000 37068 276718.
## 7 Financial Services 13150900000 47693 275741.
## 8 Environmental Services 2638800000 10155 259852.
## 9 Government Services 6009100000 26185 229486.
## 10 Advertising & Marketing 7785000000 39731 195943.
## # … with 15 more rowsggplot(data = subset(Industy_revenue, !is.na(Revenue_per_employee)), aes(x = reorder(Industry, Revenue_per_employee), y = Revenue_per_employee)) + geom_bar(stat = "identity") + xlab("Industry") + ylab("Revenue per Employee") + ggtitle("Revenue per Employee by Industry") + coord_flip() # Plot revenue per employee by industry 
We can see above that the industries that generate the most revenue per employee are computer hardware, energy, and construction.