Final Project Data SHOW INSTRUCTOR THE DATA

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timer Asked: May 5th, 2019
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Question Description

THIS ASSIGNMENT MUST BE COMPLETED ON EXCEL FILE

Final Project Data Step 2

Now that you have an idea of what you want to pursue, make sure you have data that you can work with.

Consider assembling four, or five charts in a "Data Dashboard" type display. You may recall the classroom example of "Business Intelligence Tools" from Microsoft: https://powerbi.microsoft.com/

No one can duplicate the very busy "Data Dashboard" on the website but, it can be fun and educational to develop our own display/dashboard of Charts!

Many Students in the past have used the following sites with good results:

https://catalog.data.gov/dataset

http://education.state.mn.us/MDE/Data/

The librarians can help you out as well. If you can't meet with one here are some detailed steps to follow.

http://research.library.gsu.edu/c.php?g=115466&p=4929607

30 more sites to explore with a quick description.

1. Government and political data

Data.gov: This is the go-to resource for government-related data. It claims to have up to 400,000 data sets, both raw data and geo spatial, in a variety of formats.

The only caveat in using the data sets is you have to make sure you clean them, since many have missing values and characters.

Socrata is another good place to explore government-related data. One great thing about Socrata is they have some visualization tools that make exploring the data easier.

City-specific government data: Some cities have their own data portals setup to browse through city-related data. For example, at San Francisco Data you can browse through everything from crime statistics to parking spot available in the city.

The UN and UN-related sites like UNICEF and the World Health Organization are rich with all kinds of data, from mortality rates to world hunger statistics.

The Census Bureau houses a ton of information about our lives around income, race, education, population and business.

2. Data aggregators

These are the places that house data from all kinds of sources. Sometimes it’s easier to find something here related to a specific category.

Programmable Web: A really useful resource to explore API’s and also mashups of different API’s.

Infochimps have a data marketplace that offers thousands of public and propietary data sets for download and API access, in a wide range of categories, from historical Twitter and OK Cupid data, to geo locations data, in different formats. You can even upload you own data if you like.

Data Market is a good place to explore data related to economics, healthcare, food and agriculture, and the automotive industry.

Google Public data explorer houses a lot of data from world development indicators, OECD and human development indicators, mostly related to economics data and the world.

Junar is a great data scraping service that also houses data feeds.

Buzzdata is a social data sharing service that allows you to upload your own data and connect and follow others who are uploading their own data.

3. Social data

Usually, the best place to get social data for an API is the site itself: Instagram, GetGlue, Foursquare, pretty much all social media sites have their own API’s. Here are more details on the most popular ones.

Twitter: Access to the Twitter API for historical uses is fairly limited, to 3200 tweets. For more, check out PeopleBrowsr, Gnip (also offers historical access to the WP Automattic data feed), DataSift, Infochimps, Topsy.

Foursquare: They have their own API and you can get it through Infochimps, as well.

Facebook: The Facebook graph API is the best resource for Facebook.

Face.com: A great tool for facial recognition data.

4. Weather data

Wunderground has detailed weather information and also let’s you search historical data by zip code or city. It gives temperature, wind, precipitation and hourly observations for that day.

Weatherbase has detailed weather stats on temperature, rain and humidity of nearly 27,000 cities.

5. Sports data

These three sites have comprehensive information on teams, players coaches and leaders by season.

Football

Baseball

Basketball

ESPN recently came up with its own API, too. You have to be a partner to get access to their data.

6. Universities and research

Searching the work of academics who specialize in a particular area is always a great place to find some interesting data.

If you come across specific data that you would like to use, say, in a research paper, the best way to go is to contact the professor directly. (That is how we got the data for our What are the Odds piece, which is one of the most-viewed infographics on the web.)

One university that makes some of the datasets used in its courses publicly available is UCLA.

7. News data

The New York Times has a great API and a really good explorer to access any article in the publication. The data is returned in json format.

The Guardian Data Blog regularly posts visualizations and makes data available through a Google docs format. The great thing about this is that that the data has already been cleaned.

Unformatted Attachment Preview

Data relating to cars Model MPG Cylinders Displacement Horsepower Weight Acceleration Year chevrolet chevelle18 malibu 8 307 130 3504 12 buick skylark 320 15 8 350 165 3693 11.5 plymouth satellite18 8 318 150 3436 11 amc rebel sst 16 8 304 150 3433 12 ford torino 17 8 302 140 3449 10.5 ford galaxie 500 15 8 429 198 4341 10 chevrolet impala 14 8 454 220 4354 9 plymouth fury iii 14 8 440 215 4312 8.5 pontiac catalina 14 8 455 225 4425 10 amc ambassador dpl 15 8 390 190 3850 8.5 dodge challenger se 15 8 383 170 3563 10 plymouth 'cuda 340 14 8 340 160 3609 8 chevrolet monte carlo 15 8 400 150 3761 9.5 buick estate wagon14(sw) 8 455 225 3086 10 toyota corona mark24ii 4 113 95 2372 15 plymouth duster 22 6 198 95 2833 15.5 amc hornet 18 6 199 97 2774 15.5 ford maverick 21 6 200 85 2587 16 datsun pl510 27 4 97 88 2130 14.5 volkswagen 1131 deluxe 26 sedan4 97 46 1835 20.5 peugeot 504 25 4 110 87 2672 17.5 audi 100 ls 24 4 107 90 2430 14.5 saab 99e 25 4 104 95 2375 17.5 bmw 2002 26 4 121 113 2234 12.5 amc gremlin 21 6 199 90 2648 15 ford f250 10 8 360 215 4615 14 chevy c20 10 8 307 200 4376 15 dodge d200 11 8 318 210 4382 13.5 hi 1200d 9 8 304 193 4732 18.5 datsun pl510 27 4 97 88 2130 14.5 chevrolet vega 2300 28 4 140 90 2264 15.5 toyota corona 25 4 113 95 2228 14 amc gremlin 19 6 232 100 2634 13 plymouth satellite 16 custom 6 225 105 3439 15.5 chevrolet chevelle17 malibu 6 250 100 3329 15.5 ford torino 500 19 6 250 88 3302 15.5 amc matador 18 6 232 100 3288 15.5 chevrolet impala 14 8 350 165 4209 12 pontiac catalina brougham 14 8 400 175 4464 11.5 ford galaxie 500 14 8 351 153 4154 13.5 plymouth fury iii 14 8 318 150 4096 13 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 71 71 71 71 71 71 71 71 71 71 71 71 Origin US US US US US US US US US US US US US US Japan US US US Japan Europe Europe Europe Europe Europe US US US US US Japan US Japan US US US US US US US US US dodge monaco (sw) 12 8 ford country squire13(sw) 8 pontiac safari (sw)13 8 amc hornet sportabout 18 (sw) 6 chevrolet vega (sw) 22 4 pontiac firebird 19 6 ford mustang 18 6 mercury capri 2000 23 4 opel 1900 28 4 peugeot 304 30 4 fiat 124b 30 4 toyota corolla 120031 4 datsun 1200 35 4 volkswagen model27 111 4 plymouth cricket 26 4 toyota corona hardtop 24 4 dodge colt hardtop25 4 volkswagen type 323 4 chevrolet vega 20 4 ford pinto runabout 21 4 chevrolet impala 13 8 pontiac catalina 14 8 plymouth fury iii 15 8 ford galaxie 500 14 8 amc ambassador sst 17 8 mercury marquis 11 8 buick lesabre custom 13 8 oldsmobile delta 88 12royale 8 chrysler newport royal 13 8 mazda rx2 coupe 19 3 amc matador (sw)15 8 chevrolet chevelle13 concours (sw) 8 ford gran torino (sw) 13 8 plymouth satellite 14 custom (sw)8 volvo 145e (sw) 18 4 volkswagen 411 (sw) 22 4 peugeot 504 (sw) 21 4 renault 12 (sw) 26 4 ford pinto (sw) 22 4 datsun 510 (sw) 28 4 toyouta corona mark 23 ii (sw) 4 dodge colt (sw) 28 4 toyota corolla 160027(sw) 4 buick century 35013 8 383 400 400 258 140 250 250 122 116 79 88 71 72 97 91 113 97.5 97 140 122 350 400 318 351 304 429 350 350 400 70 304 307 302 318 121 121 120 96 122 97 120 98 97 350 180 170 175 110 72 100 88 86 90 70 76 65 69 60 70 95 80 54 90 86 165 175 150 153 150 208 155 160 190 97 150 130 140 150 112 76 87 69 86 92 97 80 88 175 4955 4746 5140 2962 2408 3282 3139 2220 2123 2074 2065 1773 1613 1834 1955 2278 2126 2254 2408 2226 4274 4385 4135 4129 3672 4633 4502 4456 4422 2330 3892 4098 4294 4077 2933 2511 2979 2189 2395 2288 2506 2164 2100 4100 11.5 12 12 13.5 19 15 14.5 14 14 19.5 14.5 19 18 19 20.5 15.5 17 23.5 19.5 16.5 12 12 13.5 13 11.5 11 13.5 13.5 12.5 13.5 12.5 14 16 14 14.5 18 19.5 18 16 17 14.5 15 16.5 13 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 73 US US US US US US US US Europe Europe Europe Japan Japan Europe US Japan US Europe US US US US US US US US US US US Japan US US US US Europe Europe Europe Europe US Japan Japan US Japan US amc matador 14 8 chevrolet malibu 13 8 ford gran torino 14 8 dodge coronet custom 15 8 mercury marquis brougham 12 8 chevrolet caprice classic 13 8 ford ltd 13 8 plymouth fury gran14sedan 8 chrysler new yorker 13brougham8 buick electra 225 custom 12 8 amc ambassador brougham 13 8 plymouth valiant 18 6 chevrolet nova custom 16 6 amc hornet 18 6 ford maverick 18 6 plymouth duster 23 6 volkswagen super 26 beetle 4 chevrolet impala 11 8 ford country 12 8 plymouth custom suburb 13 8 oldsmobile vista cruiser 12 8 amc gremlin 18 6 toyota carina 20 4 chevrolet vega 21 4 datsun 610 22 4 maxda rx3 18 3 ford pinto 19 4 mercury capri v6 21 6 fiat 124 sport coupe 26 4 chevrolet monte carlo 15 s 8 pontiac grand prix16 8 fiat 128 29 4 opel manta 24 4 audi 100ls 20 4 volvo 144ea 19 4 dodge dart custom15 8 saab 99le 24 4 toyota mark ii 20 6 oldsmobile omega11 8 plymouth duster 20 6 amc hornet 19 6 chevrolet nova 15 6 datsun b210 31 4 ford pinto 26 4 304 350 302 318 429 400 351 318 440 455 360 225 250 232 250 198 97 400 400 360 350 232 97 140 108 70 122 155 98 350 400 68 116 114 121 318 121 156 350 198 232 250 79 122 150 145 137 150 198 150 158 150 215 225 175 105 100 100 88 95 46 150 167 170 180 100 88 72 94 90 85 107 90 145 230 49 75 91 112 150 110 122 180 95 100 100 67 80 3672 3988 4042 3777 4952 4464 4363 4237 4735 4951 3821 3121 3278 2945 3021 2904 1950 4997 4906 4654 4499 2789 2279 2401 2379 2124 2310 2472 2265 4082 4278 1867 2158 2582 2868 3399 2660 2807 3664 3102 2901 3336 1950 2451 11.5 13 14.5 12.5 11.5 12 13 14.5 11 11 11 16.5 18 16 16.5 16 21 14 12.5 13 12.5 15 19 19.5 16.5 13.5 18.5 14 15.5 13 9.5 19.5 15.5 14 15.5 11 14 13.5 11 16.5 16 17 19 16.5 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 73 74 74 74 74 74 US US US US US US US US US US US US US US US US Europe US US US US US Japan US Japan Japan US US Europe US US Europe Europe Europe Europe US Europe Japan US US US US Japan US toyota corolla 120032 4 chevrolet vega 25 4 chevrolet chevelle16 malibu classic 6 amc matador 16 6 plymouth satellite 18 sebring 6 ford gran torino 16 8 buick century luxus 13(sw) 8 dodge coronet custom 14 (sw) 8 ford gran torino (sw) 14 8 amc matador (sw)14 8 audi fox 29 4 volkswagen dasher26 4 opel manta 26 4 toyota corona 31 4 datsun 710 32 4 dodge colt 28 4 fiat 128 24 4 fiat 124 tc 26 4 honda civic 24 4 subaru 26 4 fiat x1.9 31 4 plymouth valiant custom 19 6 chevrolet nova 18 6 mercury monarch 15 6 ford maverick 15 6 pontiac catalina 16 8 chevrolet bel air 15 8 plymouth grand fury 16 8 ford ltd 14 8 buick century 17 6 chevroelt chevelle16 malibu 6 amc matador 15 6 plymouth fury 18 6 buick skyhawk 21 6 chevrolet monza 2+2 20 8 ford mustang ii 13 8 toyota corolla 29 4 ford pinto 23 4 amc gremlin 20 6 pontiac astro 23 4 toyota corona 24 4 volkswagen dasher25 4 datsun 710 24 4 ford pinto 18 6 71 140 250 258 225 302 350 318 302 304 98 79 97 76 83 90 90 116 120 108 79 225 250 250 250 400 350 318 351 231 250 258 225 231 262 302 97 140 232 140 134 90 119 171 65 75 100 110 105 140 150 150 140 150 83 67 78 52 61 75 75 75 97 93 67 95 105 72 72 170 145 150 148 110 105 110 95 110 110 129 75 83 100 78 96 71 97 97 1836 2542 3781 3632 3613 4141 4699 4457 4638 4257 2219 1963 2300 1649 2003 2125 2108 2246 2489 2391 2000 3264 3459 3432 3158 4668 4440 4498 4657 3907 3897 3730 3785 3039 3221 3169 2171 2639 2914 2592 2702 2223 2545 2984 21 17 17 18 16.5 14 14.5 13.5 16 15.5 16.5 15.5 14.5 16.5 19 14.5 15.5 14 15 15.5 16 16 16 21 19.5 11.5 14 14.5 13.5 21 18.5 19 19 15 13.5 12 16 17 16 18.5 13.5 16.5 17 14.5 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 74 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 75 Japan US US US US US US US US US Europe Europe Europe Japan Japan US Europe Europe Japan Japan Europe US US US US US US US US US US US US US US US Japan US US US Japan Europe Japan US volkswagen rabbit29 4 amc pacer 19 6 audi 100ls 23 4 peugeot 504 23 4 volvo 244dl 22 4 saab 99le 25 4 honda civic cvcc 33 4 fiat 131 28 4 opel 1900 25 4 capri ii 25 4 dodge colt 26 4 renault 12tl 27 4 chevrolet chevelle 17.5 malibu classic 8 dodge coronet brougham 16 8 amc matador 15.5 8 ford gran torino 14.5 8 plymouth valiant 22 6 chevrolet nova 22 6 ford maverick 24 6 amc hornet 22.5 6 chevrolet chevette29 4 chevrolet woody24.5 4 vw rabbit 29 4 honda civic 33 4 dodge aspen se 20 6 ford granada ghia 18 6 pontiac ventura sj 18.5 6 amc pacer d/l 17.5 6 volkswagen rabbit 29.5 4 datsun b-210 32 4 toyota corolla 28 4 ford pinto 26.5 4 volvo 245 20 4 plymouth volare premier 13 v8 8 peugeot 504 19 4 toyota mark ii 19 6 mercedes-benz 280s 16.5 6 cadillac seville 16.5 8 chevy c10 13 8 ford f108 13 8 dodge d100 13 8 honda accord cvcc 31.5 4 buick opel isuzu deluxe 30 4 renault 5 gtl 36 4 90 232 115 120 121 121 91 107 116 140 98 101 305 318 304 351 225 250 200 232 85 98 90 91 225 250 250 258 97 85 97 140 130 318 120 156 168 350 350 302 318 98 111 79 70 90 95 88 98 115 53 86 81 92 79 83 140 150 120 152 100 105 81 90 52 60 70 53 100 78 110 95 71 70 75 72 102 150 88 108 120 180 145 130 150 68 80 58 1937 3211 2694 2957 2945 2671 1795 2464 2220 2572 2255 2202 4215 4190 3962 4215 3233 3353 3012 3085 2035 2164 1937 1795 3651 3574 3645 3193 1825 1990 2155 2565 3150 3940 3270 2930 3820 4380 4055 3870 3755 2045 2155 1825 14 17 15 17 14.5 13.5 17.5 15.5 16.9 14.9 17.7 15.3 13 13 13.9 12.8 15.4 14.5 17.6 17.6 22.2 22.1 14.2 17.4 17.7 21 16.2 17.8 12.2 17 16.4 13.6 15.7 13.2 21.9 15.5 16.7 12.1 12 15 14 18.5 14.8 18.6 75 75 75 75 75 75 75 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 77 77 77 Europe US Europe Europe Europe Europe Japan Europe Europe US US Europe US US US US US US US US US US Europe Japan US US US US Europe Japan Japan US Europe US Europe Japan Europe US US US US Japan US Europe plymouth arrow 25.5 gs 4 datsun f-10 hatchback 33.5 4 chevrolet caprice17.5 classic 8 oldsmobile cutlass17 supreme 8 dodge monaco brougham 15.5 8 mercury cougar brougham 15 8 chevrolet concours 17.5 6 buick skylark 20.5 6 plymouth volare custom 19 6 ford granada 18.5 6 pontiac grand prix16 lj 8 chevrolet monte 15.5 carlo landau 8 chrysler cordoba15.5 8 ford thunderbird 16 8 volkswagen rabbit29 custom 4 pontiac sunbird coupe 24.5 4 toyota corolla liftback 26 4 ford mustang ii 2+2 25.5 4 chevrolet chevette 30.5 4 dodge colt m/m 33.5 4 subaru dl 30 4 volkswagen dasher 30.5 4 datsun 810 22 6 bmw 320i 21.5 4 mazda rx-4 21.5 3 volkswagen rabbit 43.1 custom diesel 4 ford fiesta 36.1 4 mazda glc deluxe32.8 4 datsun b210 gx 39.4 4 honda civic cvcc36.1 4 oldsmobile cutlass 19.9 salon brougham 8 dodge diplomat 19.4 8 mercury monarch 20.2 ghia 8 pontiac phoenix 19.2 lj 6 chevrolet malibu20.5 6 ford fairmont (auto) 20.2 6 ford fairmont (man) 25.1 4 plymouth volare20.5 6 amc concord 19.4 6 buick century special 20.6 6 mercury zephyr 20.8 6 dodge aspen 18.6 6 amc concord d/l18.1 6 chevrolet monte 19.2 carlo landau 8 122 85 305 260 318 302 250 231 225 250 400 350 400 351 97 151 97 140 98 98 97 97 146 121 80 90 98 78 85 91 260 318 302 231 200 200 140 225 232 231 200 225 258 305 96 70 145 110 145 130 110 105 100 98 180 170 190 149 78 88 75 89 63 83 67 78 97 110 110 48 66 52 70 60 110 140 139 105 95 85 88 100 90 105 85 110 120 145 2300 1945 3880 4060 4140 4295 3520 3425 3630 3525 4220 4165 4325 4335 1940 2740 2265 2755 2051 2075 1985 2190 2815 2600 2720 1985 1800 1985 2070 1800 3365 3735 3570 3535 3155 2965 2720 3430 3210 3380 3070 3620 3410 3425 15.5 16.8 12.5 19 13.7 14.9 16.4 16.9 17.7 19 11.1 11.4 12.2 14.5 14.5 16 18.2 15.8 17 15.9 16.4 14.1 14.5 12.8 13.5 21.5 14.4 19.4 18.6 16.4 15.5 13.2 12.8 19.2 18.2 15.8 15.4 17.2 17.2 15.8 16.7 18.7 15.1 13.2 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 US Japan US US US US US US US US US US US US Europe US Japan US US US Japan Europe Japan Europe Japan Europe US Japan Japan Japan US US US US US US US US US US US US US US buick regal sport17.7 coupe (turbo)6 231 ford futura 18.1 8 302 dodge magnum xe 17.5 8 318 chevrolet chevette30 4 98 toyota corona 27.5 4 134 datsun 510 27.2 4 119 dodge omni 30.9 4 105 toyota celica gt liftback 21.1 4 134 plymouth sapporo 23.2 4 156 oldsmobile starfire 23.8sx 4 151 datsun 200-sx 23.9 4 119 audi 5000 20.3 5 131 volvo 264gl 17 6 163 saab 99gle 21.6 4 121 peugeot 604sl 16.2 6 163 volkswagen scirocco 31.5 4 89 honda accord lx 29.5 4 98 pontiac lemans v6 21.5 6 231 mercury zephyr 619.8 6 200 ford fairmont 4 22.3 4 140 amc concord dl 620.2 6 232 dodge aspen 6 20.6 6 225 chevrolet caprice classic 17 8 305 ford ltd landau 17.6 8 302 mercury grand marquis 16.5 8 351 dodge st. regis 18.2 8 318 buick estate wagon 16.9(sw) 8 350 ford country squire 15.5(sw) 8 351 chevrolet malibu19.2 classic (sw) 8 267 chrysler lebaron 18.5 town @ country 8 (sw) 360 vw rabbit custom31.9 4 89 maxda glc deluxe 34.1 4 86 dodge colt hatchback 35.7 custom 4 98 amc spirit dl 27.4 4 121 mercedes benz 300d 25.4 5 183 cadillac eldorado 23 8 350 peugeot 504 27.2 4 141 oldsmobile cutlass 23.9 salon brougham 8 260 plymouth horizon 34.2 4 105 plymouth horizon 34.5 tc3 4 105 datsun 210 31.8 4 85 fiat strada custom 37.3 4 91 buick skylark limited 28.4 4 151 chevrolet citation28.8 6 173 165 139 140 68 95 97 75 95 105 85 97 103 125 115 133 71 68 115 85 88 90 110 130 129 138 135 155 142 125 150 71 65 80 80 77 125 71 90 70 70 65 69 90 115 3445 3205 4080 2155 2560 2300 2230 2515 2745 2855 2405 2830 3140 2795 3410 1990 2135 3245 2990 2890 3265 3360 3840 3725 3955 3830 4360 4054 3605 3940 1925 1975 1915 2670 3530 3900 3190 3420 2200 2150 2020 2130 2670 2595 13.4 11.2 13.7 16.5 14.2 14.7 14.5 14.8 16.7 17.6 14.9 15.9 13.6 15.7 15.8 14.9 16.6 15.4 18.2 17.3 18.2 16.6 15.4 13.4 13.2 15.2 14.9 14.3 15 13 14 15.2 14.4 15 20.1 17.4 24.8 22.2 13.2 14.9 19.2 14.7 16 11.3 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 78 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 US US US US Japan Japan US Japan US US Japan Europe Europe Europe Europe Europe Japan US US US US US US US US US US US US US Europe Japan US US Europe US Europe US US US Japan Europe US US oldsmobile omega 26.8 brougham pontiac phoenix 33.5 vw rabbit 41.5 toyota corolla tercel 38.1 chevrolet chevette 32.1 datsun 310 37.2 chevrolet citation 28 ford fairmont 26.4 amc concord 24.3 dodge aspen 19.1 audi 4000 34.3 toyota corona liftback 29.8 mazda 626 31.3 datsun 510 hatchback 37 toyota corolla 32.2 mazda glc 46.6 dodge colt 27.9 datsun 210 40.8 vw rabbit c (diesel) 44.3 vw dasher (diesel) 43.4 audi 5000s (diesel) 36.4 mercedes-benz 240d 30 honda civic 150044.6 gl subaru dl 33.8 vokswagen rabbit 29.8 datsun 280-zx 32.7 mazda rx-7 gs 23.7 triumph tr7 coupe35 honda accord 32.4 plymouth reliant27.2 buick skylark 26.6 dodge aries wagon 25.8 (sw) chevrolet citation23.5 plymouth reliant 30 toyota starlet 39.1 plymouth champ 39 honda civic 130035.1 subaru 32.3 datsun 210 mpg 37 toyota tercel 37.7 mazda glc 4 34.1 plymouth horizon 34.7 4 ford escort 4w 34.4 ford escort 2h 29.9 6 4 4 4 4 4 4 4 4 6 4 4 4 4 4 4 4 4 4 4 5 4 4 4 4 6 3 4 4 4 4 4 6 4 4 4 4 4 4 4 4 4 4 4 173 151 98 89 98 86 151 140 151 225 97 134 120 119 108 86 156 85 90 90 121 146 91 97 89 168 70 122 107 135 151 156 173 135 79 86 81 97 85 89 91 105 98 98 115 90 76 60 70 65 90 88 90 90 78 90 75 92 75 65 105 65 48 48 67 67 67 67 62 132 100 88 72 84 84 92 110 84 58 64 60 67 65 62 68 63 65 65 2700 2556 2144 1968 2120 2019 2678 2870 3003 3381 2188 2711 2542 2434 2265 2110 2800 2110 2085 2335 2950 3250 1850 2145 1845 2910 2420 2500 2290 2490 2635 2620 2725 2385 1755 1875 1760 2065 1975 2050 1985 2215 2045 2380 12.9 13.2 14.7 18.8 15.5 16.4 16.5 18.1 20.1 18.7 15.8 15.5 17.5 15 15.2 17.9 14.4 19.2 21.7 23.7 19.9 21.8 13.8 18 15.3 11.4 12.5 15.1 17 15.7 16.4 14.4 12.6 12.9 16.9 16.4 16.1 17.8 19.4 17.3 16 14.9 16.2 20.7 79 79 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 80 81 81 81 81 81 81 81 81 81 81 81 81 81 81 81 US US Europe Japan US Japan US US US US Europe Japan Japan Japan Japan Japan US Japan Europe Europe Europe Europe Japan Japan Europe Japan Japan Europe Japan US US US US US Japan US Japan Japan Japan Japan Japan US US US volkswagen jetta 33 4 renault 18i 34.5 4 honda prelude 33.7 4 toyota corolla 32.4 4 datsun 200sx 32.9 4 mazda 626 31.6 4 peugeot 505s turbo 28.1diesel 4 volvo diesel 30.7 6 toyota cressida 25.4 6 datsun 810 maxima 24.2 6 buick century 22.4 6 oldsmobile cutlass 26.6 ls 8 ford granada gl 20.2 6 chrysler lebaron 17.6 salon 6 chevrolet cavalier 28 4 chevrolet cavalier 27 wagon 4 chevrolet cavalier 34 2-door 4 pontiac j2000 se hatchback 31 4 dodge aries se 29 4 pontiac phoenix 27 4 ford fairmont futura 24 4 amc concord dl 23 4 volkswagen rabbit36 l 4 mazda glc custom 37 l 4 mazda glc custom31 4 plymouth horizon 38 miser 4 mercury lynx l 36 4 nissan stanza xe 36 4 honda accord 36 4 toyota corolla 34 4 honda civic 38 4 honda civic (auto)32 4 datsun 310 gx 38 4 buick century limited 25 6 oldsmobile cutlass38 ciera (diesel) 6 chrysler lebaron medallion 26 4 ford granada l 22 6 toyota celica gt 32 4 dodge charger 2.2 36 4 chevrolet camaro 27 4 ford mustang gl 27 4 vw pickup 44 4 dodge rampage 32 4 ford ranger 28 4 105 100 NA 107 108 119 120 141 145 168 146 231 350 200 225 112 112 112 112 135 151 140 151 NA 105 91 91 105 98 120 107 108 91 91 91 181 262 156 232 144 135 151 140 97 135 120 74 75 75 100 74 80 76 116 120 110 105 88 85 88 88 88 85 84 90 92 74 68 68 63 70 88 75 70 67 67 67 110 85 92 112 96 84 90 86 52 84 79 2190 2320 2210 2350 2615 2635 3230 3160 2900 2930 3415 3725 3060 3465 2605 2640 2395 2575 2525 2735 2865 3035 1980 2025 1970 2125 2125 2160 2205 2245 1965 1965 1995 2945 3015 2585 2835 2665 2370 2950 2790 2130 2295 2625 14.2 15.8 14.4 16.8 14.8 18.3 20.4 19.6 12.6 13.8 15.8 19 17.1 16.6 19.6 18.6 18 16.2 16 18 16.4 20.5 15.3 18.2 17.6 14.7 17.3 14.5 14.5 16.9 15 15.7 16.2 16.4 17 14.5 14.7 13.9 13 17.3 15.6 24.6 11.6 18.6 81 81 81 81 81 81 81 81 81 81 81 81 81 81 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 82 Europe Europe Japan Japan Japan Japan Europe Europe Japan Japan US US US US US US US US US US US US Europe Japan Japan US US Japan Japan Japan Japan Japan Japan US US US US Japan US US US Europe US US chevy s-10 31 4 119 82 2720 19.4 82 US Count of Model Origin Total Europe 69 Japan 79 US 246 Grand Total 394 Bar graph showing number of cars originating from US Japan Europe 0 50 100 150 ber of cars originating from various countries Total 150 200 250 300 Count of Model HorsepowerTotal 46 48 49 52 53 54 58 60 61 62 63 64 65 66 67 68 69 70 71 72 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 2 3 1 4 2 1 2 5 1 2 3 1 10 1 12 6 3 12 5 6 3 14 4 1 6 2 7 2 1 4 6 9 5 2 19 1 20 1 6 1 1 14 3 9 2 A chart showing number of ca 25 20 15 10 5 0 46 49 53 58 61 63 65 67 69 71 74 76 78 80 82 84 86 88 90 100 102 103 105 107 108 110 112 113 115 116 120 122 125 129 130 132 133 135 137 138 139 140 142 145 148 149 150 152 153 155 158 160 165 167 170 175 180 190 193 198 200 208 210 215 220 225 17 1 1 12 1 1 18 3 1 5 1 4 1 3 2 5 1 1 1 1 1 2 7 1 7 1 1 22 1 2 2 1 2 4 1 5 5 5 3 1 2 1 1 1 3 1 3 230 NA Grand Total 1 2 394 hart showing number of cars in each horse power category 88 90 92 94 96 98 102 105 108 112 115 120 125 130 133 137 139 142 148 150 153 158 165 170 180 193 200 210 220 230 Total 230 Line graphshowing number of cars models produced in each of the year 45 40 35 Axis Title 30 25 20 15 10 5 0 70 71 72 73 74 75 76 Axis Title 77 78 79 oduced in each of the years Total 79 80 81 82 ...
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Tutor Answer

Doctor_Barney
School: UCLA

Hi there, I choose to use data from 2017's "Public School Systems by Type of Organization and State" ( Table 9. Public School Systems by Type of Organization and State: 2017)I've made the data dashboard to be interactive so that it can be easier to do a comparison of the data and based on various values. Kindly go through the attached file and file free to let me know if you need any further clarification or edits.

GEO_ID
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0100000US
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US01
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US02
0400000US04
0400000US04
0400000US04
0400000US04
0400000US04
0400000US04
0400000US04

GEO_TTL
United States
United States
United States
United States
United States
United States
United States
United States
United States
United States
United States
United States
United States
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alabama
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Alaska
Arizona
Arizona
Arizona
Arizona
Arizona
Arizona
Arizona

YEAR
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

AMOUNT
12.754
1.307
14.061
838
185
53
8
223
9.675
2.134
109
304
532
137
X
137
X
X
X
X
X
137
X
X
X
X
X
55
55
54
X
X
X
1
X
X
X
X
X
242
12
254
5
1
X
1

AGG_DESC
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133

0400000US04
0400000US04
0400000US04
0400000US04
0400000US04
0400000US04
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US05
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US06
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US08
0400000US09
0400000US09

Arizona
Arizona
Arizona
Arizona
Arizona
Arizona
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
Arkansas
California
California
California
California
California
California
California
California
California
California
California
California
California
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Colorado
Connecticut
Connecticut

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

5
95
96
10
15
26
235
X
235
X
X
X
X
X
235
X
X
X
X
1.011
57
1.068
X
X
X
X
57
341
512
15
71
72
180
X
180
X
X
X
X
X
178
X
X
X
2
17
149

GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101

0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US09
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US10
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US11
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12
0400000US12

Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Connecticut
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
Delaware
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
District of Columbia
Florida
Florida
Florida
Florida
Florida
Florida
Florida
Florida
Florida
Florida

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

166
108
41
X
X
X
9
X
X
8
X
19
X
19
X
X
X
X
X
16
X
X
X
3
X
2
2
1
X
X
X
1
X
X
X
X
X
95
X
95
X
X
X
X
X
67
X

GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136

0400000US12
0400000US12
0400000US12
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US13
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US15
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US16
0400000US17
0400000US17
0400000US17
0400000US17
0400000US17

Florida
Florida
Florida
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Georgia
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Hawaii
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Idaho
Illinois
Illinois
Illinois
Illinois
Illinois

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
X
28
180
X
180
X
X
X
X
X
177
2
1
X
X
X
1
1
1
X
X
X
X
X
X
X
X
X
118
X
118
X
X
X
X
X
109
5
1
X
3
886
X
886
X
X

GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131

0400000US17
0400000US17
0400000US17
0400000US17
0400000US17
0400000US17
0400000US17
0400000US17
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US18
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US19
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20
0400000US20

Illinois
Illinois
Illinois
Illinois
Illinois
Illinois
Illinois
Illinois
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Indiana
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Iowa
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas
Kansas

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
X
X
374
376
1
96
39
289
X
289
X
X
X
X
X
289
X
X
X
X
348
X
348
X
X
X
X
X
322
11
X
X
15
306
X
306
X
X
X
X
X
284
2
X
X
20

GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139

0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US21
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US22
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US23
0400000US24
0400000US24
0400000US24
0400000US24
0400000US24
0400000US24
0400000US24
0400000US24

Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Kentucky
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Louisiana
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maine
Maryland
Maryland
Maryland
Maryland
Maryland
Maryland
Maryland
Maryland

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

173
X
173
X
X
X
X
X
168
5
X
X
X
69
1
70
1
X
X
X
X
69
X
X
X
X
98
160
258
50
58
51
1
X
72
13
2
3
8
X
39
39
24
X
X
X
15

GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134

0400000US24
0400000US24
0400000US24
0400000US24
0400000US24
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US25
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US26
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US27
0400000US28
0400000US28
0400000US28

Maryland
Maryland
Maryland
Maryland
Maryland
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Massachusetts
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Michigan
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Minnesota
Mississippi
Mississippi
Mississippi

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
X
X
X
X
85
236
321
173
61
X
2
X
37
5
X
16
27
571
X
571
X
X
X
X
X
517
27
X
X
27
333
X
333
X
X
X
X
X
325
5
2
X
1
157
3
160

GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102

0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US28
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US29
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US30
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31
0400000US31

Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Mississippi
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Missouri
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Montana
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska
Nebraska

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
X
X
3
X
142
X
X
X
15
530
X
530
X
X
X
X
X
446
70
X
X
14
313
X
313
X
X
X
X
X
153
150
X
7
3
269
X
269
X
X
X
X
X
246
X
X

GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137

0400000US31
0400000US31
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US32
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US33
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US34
0400000US35
0400000US35
0400000US35
0400000US35
0400000US35
0400000US35

Nebraska
Nebraska
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
Nevada
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Hampshire
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey
New Mexico
New Mexico
New Mexico
New Mexico
New Mexico
New Mexico

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
23
17
X
17
X
X
X
X
X
16
1
X
X
X
168
10
178
9
X
1
X
X
60
89
13
6
X
519
74
593
16
7
X
X
51
206
265
2
46
X
96
X
96
X
X
X

GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132

0400000US35
0400000US35
0400000US35
0400000US35
0400000US35
0400000US35
0400000US35
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US36
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US37
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US38
0400000US39

New Mexico
New Mexico
New Mexico
New Mexico
New Mexico
New Mexico
New Mexico
New York
New York
New York
New York
New York
New York
New York
New York
New York
New York
New York
New York
New York
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Carolina
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
North Dakota
Ohio

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
X
89
X
X
X
7
678
36
714
5
X
X
X
31
633
39
2
3
1
X
174
174
115
X
X
1
58
X
X
X
X
X
179
X
179
X
X
X
X
X
146
28
3
2
X
666

GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010

0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US39
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US40
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US41
0400000US42
0400000US42
0400000US42
0400000US42
0400000US42
0400000US42
0400000US42
0400000US42
0400000US42

Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Ohio
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oklahoma
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Oregon
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

X
666
X
X
X
X
X
610
X
2
X
54
542
X
542
X
X
X
X
X
419
95
X
X
28
230
X
230
X
X
X
X
X
178
17
9
1
25
514
X
514
X
X
X
X
X
497

GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135

0400000US42
0400000US42
0400000US42
0400000US42
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US44
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US45
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US46
0400000US47
0400000US47
0400000US47
0400000US47

Pennsylvania
Pennsylvania
Pennsylvania
Pennsylvania
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
Rhode Island
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Carolina
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
South Dakota
Tennessee
Tennessee
Tennessee
Tennessee

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

2
1
X
14
4
32
36
28
4
X
X
X
4
X
X
X
X
81
X
81
X
X
X
X
X
81
X
X
X
X
150
X
150
X
X
X
X
X
148
2
X
X
X
14
128
142
116

GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130

0400000US47
0400000US47
0400000US47
0400000US47
0400000US47
0400000US47
0400000US47
0400000US47
0400000US47
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US48
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US49
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50
0400000US50

Tennessee
Tennessee
Tennessee
Tennessee
Tennessee
Tennessee
Tennessee
Tennessee
Tennessee
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Texas
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Utah
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont
Vermont

2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017
2017

11
X
X
1
11
3
X
X
X
1.073
2
1.075
1
1
X
X
X
966
57
X
X
50
41
X
41
X
X
X
X
X
41
X
X
X
X
277
X
277
X
X
X
X
X
43
166
45
20

GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138
GO0139
GO0010
GO0101
GO0102
GO0130
GO0131
GO0132
GO0133
GO0134
GO0135
GO0136
GO0137
GO0138

0400000US50
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US51
0400000US53
0400000US53
0400000US53
0400000US53
0400000US53
0400...

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