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Data-Science-For-Beginners
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visualization lesson prep

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Jen Looper 4 years ago
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10
visualizations/README.md
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# Visualizations
[Brief description about the lessons in this section]
![a bee on a lavender flower](./images/bee.jpg)
> Photo by <a href="https://unsplash.com/@jenna2980?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Jenna Lee</a> on <a href="https://unsplash.com/s/photos/bees-in-a-meadow?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a>
Visualizing data is one of the most important tasks of a data scientist. Images are worth 1000 words, and a visualization can help you identify all kinds of interesting parts of your data such as spikes, outliers, groupings, tendencies, and more, that can help you understand the story your data is trying to tell.
In these five lessons, you will explore data sourced from nature and create interesting and beautiful visualizations using various techniques.
### Topics
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1. [Making Meaningful Visualizations](14-meaningful-visualizations/README.md)
### Credits
These visualization lessons were written with 🌸 by [Jen Looper](https://twitter.com/jenlooper)

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visualizations/data/honeyproduction.csv
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"state","numcol","yieldpercol","totalprod","stocks","priceperlb","prodvalue","year"
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"CA",450000,83,37350000,12326000,0.62,23157000,1998
"CO",27000,72,1944000,1594000,0.7,1361000,1998
"FL",230000,98,22540000,4508000,0.64,14426000,1998
"GA",75000,56,4200000,307000,0.69,2898000,1998
"HI",8000,118,944000,66000,0.77,727000,1998
"ID",120000,50,6e+06,2220000,0.65,3900000,1998
"IL",9000,71,639000,204000,1.19,760000,1998
"IN",9000,92,828000,489000,0.85,704000,1998
"IA",50000,78,3900000,2301000,0.7,2730000,1998
"KS",16000,46,736000,390000,0.87,640000,1998
"KY",3000,50,150000,51000,1.4,210000,1998
"LA",41000,111,4551000,865000,0.59,2685000,1998
"ME",10000,26,260000,117000,0.69,179000,1998
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"KS",13000,51,663000,530000,0.96,636000,2001
"KY",4000,78,312000,125000,1.41,440000,2001
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"AL",13000,66,858000,266000,1.02,875000,2005
"AZ",36000,50,1800000,720000,1.04,1872000,2005
"AR",36000,69,2484000,571000,0.97,2409000,2005
"CA",4e+05,75,3e+07,9300000,0.86,25800000,2005
"CO",28000,70,1960000,902000,0.97,1901000,2005
"FL",160000,86,13760000,2477000,0.87,11971000,2005
"GA",59000,49,2891000,434000,0.89,2573000,2005
"HI",9000,131,1179000,283000,1.43,1686000,2005
"ID",95000,37,3515000,1793000,0.8,2812000,2005
"IL",8000,85,680000,408000,1.84,1251000,2005
"IN",8000,64,512000,189000,1.18,604000,2005
"IA",28000,88,2464000,1232000,1.21,2981000,2005
"KS",16000,50,8e+05,328000,1.05,840000,2005
"KY",5000,50,250000,40000,2.08,520000,2005
"LA",35000,97,3395000,611000,0.72,2444000,2005
"ME",8000,26,208000,193000,1.66,345000,2005
"MI",65000,68,4420000,2519000,0.94,4155000,2005
"MN",120000,74,8880000,1598000,0.9,7992000,2005
"MS",16000,80,1280000,346000,0.67,858000,2005
"MO",15000,50,750000,180000,1.22,915000,2005
"MT",130000,67,8710000,3136000,0.86,7491000,2005
"NE",40000,68,2720000,2530000,0.87,2366000,2005
"NV",12000,46,552000,442000,3.11,1717000,2005
"NJ",12000,32,384000,104000,1.2,461000,2005
"NM",7000,49,343000,113000,1.03,353000,2005
"NY",59000,73,4307000,2283000,1.34,5771000,2005
"NC",10000,54,540000,146000,1.88,1015000,2005
"ND",370000,91,33670000,8418000,0.83,27946000,2005
"OH",15000,69,1035000,580000,1.4,1449000,2005
"OR",39000,42,1638000,557000,1.08,1769000,2005
"PA",28000,56,1568000,8e+05,1.12,1756000,2005
"SD",220000,79,17380000,11818000,0.83,14425000,2005
"TN",7000,55,385000,92000,1.67,643000,2005
"TX",84000,71,5964000,954000,0.86,5129000,2005
"UT",24000,45,1080000,346000,0.95,1026000,2005
"VT",6000,91,546000,169000,1.12,612000,2005
"VA",8000,37,296000,59000,2.2,651000,2005
"WA",51000,55,2805000,1935000,1.01,2833000,2005
"WV",8000,51,408000,102000,1.29,526000,2005
"WI",64000,83,5312000,2922000,1.14,6056000,2005
"WY",40000,56,2240000,291000,0.89,1994000,2005
"AL",11000,72,792000,230000,1.21,958000,2006
"AZ",30000,65,1950000,839000,0.91,1775000,2006
"AR",32000,76,2432000,730000,0.89,2164000,2006
"CA",380000,52,19760000,7706000,0.97,19167000,2006
"CO",36000,75,2700000,1458000,1.04,2808000,2006
"FL",170000,81,13770000,1790000,1,13770000,2006
"GA",63000,74,4662000,746000,1.2,5594000,2006
"HI",10000,93,930000,233000,1.21,1125000,2006
"ID",95000,44,4180000,2592000,0.97,4055000,2006
"IL",10000,66,660000,356000,2.14,1412000,2006
"IN",7000,54,378000,125000,1.58,597000,2006
"IA",26000,84,2184000,1441000,1.37,2992000,2006
"KS",14000,55,770000,246000,1.17,901000,2006
"KY",5000,56,280000,70000,2.19,613000,2006
"LA",30000,90,2700000,675000,0.9,2430000,2006
"ME",11000,23,253000,86000,1.6,405000,2006
"MI",72000,55,3960000,2099000,1.15,4554000,2006
"MN",125000,80,1e+07,3300000,0.94,9400000,2006
"MS",14000,98,1372000,453000,0.93,1276000,2006
"MO",15000,46,690000,117000,0.98,676000,2006
"MT",132000,79,10428000,1981000,0.95,9907000,2006
"NE",47000,73,3431000,3843000,0.93,3191000,2006
"NV",9000,37,333000,50000,3.62,1205000,2006
"NJ",9000,36,324000,152000,1.14,369000,2006
"NM",7000,48,336000,104000,1.19,4e+05,2006
"NY",58000,64,3712000,2376000,1.3,4826000,2006
"NC",10000,50,5e+05,215000,1.57,785000,2006
"ND",350000,74,25900000,7770000,0.91,23569000,2006
"OH",14000,56,784000,282000,1.4,1098000,2006
"OR",46000,48,2208000,729000,1.05,2318000,2006
"PA",28000,40,1120000,605000,1.63,1826000,2006
"SD",225000,47,10575000,10575000,0.94,9941000,2006
"TN",7000,55,385000,58000,1.84,708000,2006
"TX",82000,70,5740000,976000,0.89,5109000,2006
"UT",26000,50,1300000,299000,0.98,1274000,2006
"VT",6000,56,336000,144000,1.2,403000,2006
"VA",8000,42,336000,114000,2.2,739000,2006
"WA",49000,52,2548000,1605000,1.24,3160000,2006
"WV",6000,42,252000,68000,2.02,509000,2006
"WI",64000,93,5952000,2500000,1.12,6666000,2006
"WY",39000,85,3315000,497000,0.98,3249000,2006
"AL",11000,56,616000,209000,1.49,918000,2007
"AZ",30000,64,1920000,902000,1.26,2419000,2007
"AR",28000,80,2240000,672000,0.95,2128000,2007
"CA",340000,40,13600000,3672000,1.04,14144000,2007
"CO",31000,51,1581000,838000,1.15,1818000,2007
"FL",160000,71,11360000,1363000,0.99,11246000,2007
"GA",60000,58,3480000,522000,1.19,4141000,2007
"HI",10000,92,920000,285000,1.7,1564000,2007
"ID",92000,41,3772000,1848000,1.15,4338000,2007
"IL",9000,63,567000,374000,2.49,1412000,2007
"IN",8000,53,424000,119000,1.5,636000,2007
"IA",26000,81,2106000,1221000,1.31,2759000,2007
"KS",14000,40,560000,196000,1.18,661000,2007
"KY",4000,61,244000,54000,2.12,517000,2007
"LA",29000,89,2581000,413000,1.08,2787000,2007
"ME",9000,26,234000,59000,1.32,309000,2007
"MI",72000,64,4608000,2350000,1.19,5484000,2007
"MN",130000,68,8840000,2564000,1.04,9194000,2007
"MS",15000,92,1380000,166000,0.91,1256000,2007
"MO",14000,46,644000,148000,1.12,721000,2007
"MT",135000,68,9180000,2479000,0.99,9088000,2007
"NE",45000,49,2205000,1477000,1.03,2271000,2007
"NV",10000,28,280000,67000,2.99,837000,2007
"NJ",9000,57,513000,185000,1.96,1005000,2007
"NM",6000,59,354000,138000,1.42,503000,2007
"NY",53000,57,3021000,1843000,1.38,4169000,2007
"NC",12000,45,540000,76000,2.49,1345000,2007
"ND",420000,74,31080000,9013000,0.96,29837000,2007
"OH",14000,61,854000,376000,1.77,1512000,2007
"OR",46000,43,1978000,1088000,1.31,2591000,2007
"PA",25000,42,1050000,326000,1.7,1785000,2007
"SD",255000,52,13260000,10608000,1.02,13525000,2007
"TN",7000,65,455000,114000,1.99,905000,2007
"TX",105000,82,8610000,1550000,0.96,8266000,2007
"UT",28000,42,1176000,270000,1.13,1329000,2007
"VT",5000,64,320000,96000,1.7,544000,2007
"VA",6000,46,276000,63000,2.43,671000,2007
"WA",46000,44,2024000,648000,1.25,2530000,2007
"WV",6000,48,288000,95000,2.09,602000,2007
"WI",60000,84,5040000,3024000,1.22,6149000,2007
"WY",43000,80,3440000,894000,1,3440000,2007
"AL",9000,66,594000,214000,1.9,1129000,2008
"AZ",25000,64,1600000,336000,1.26,2016000,2008
"AR",28000,75,2100000,525000,1.35,2835000,2008
"CA",360000,51,18360000,4039000,1.39,25520000,2008
"CO",27000,45,1215000,656000,1.51,1835000,2008
"FL",150000,79,11850000,1304000,1.32,15642000,2008
"GA",65000,71,4615000,369000,1.52,7015000,2008
"HI",10000,90,9e+05,225000,1.59,1431000,2008
"ID",90000,40,3600000,1440000,1.46,5256000,2008
"IL",8000,56,448000,116000,2.59,1160000,2008
"IN",7000,67,469000,150000,1.68,788000,2008
"IA",24000,62,1488000,580000,1.58,2351000,2008
"KS",10000,61,610000,128000,1.55,946000,2008
"KY",4000,39,156000,27000,2.44,381000,2008
"LA",40000,77,3080000,493000,1.36,4189000,2008
"ME",7000,42,294000,79000,1.57,462000,2008
"MI",71000,73,5183000,2021000,1.44,7464000,2008
"MN",122000,78,9516000,2569000,1.39,13227000,2008
"MS",14000,98,1372000,110000,1.3,1784000,2008
"MO",11000,53,583000,152000,1.68,979000,2008
"MT",134000,70,9380000,4596000,1.37,12851000,2008
"NE",36000,67,2412000,1254000,1.45,3497000,2008
"NV",10000,29,290000,52000,1.42,412000,2008
"NJ",9000,40,360000,122000,1.62,583000,2008
"NM",6000,48,288000,95000,1.48,426000,2008
"NY",50000,70,3500000,1260000,1.65,5775000,2008
"NC",12000,52,624000,137000,2.18,1360000,2008
"ND",4e+05,90,3.6e+07,8640000,1.36,48960000,2008
"OH",14000,53,742000,371000,1.68,1247000,2008
"OR",50000,43,2150000,1097000,1.41,3032000,2008
"PA",23000,48,1104000,276000,1.65,1822000,2008
"SD",225000,95,21375000,11970000,1.34,28643000,2008
"TN",7000,61,427000,149000,2.09,892000,2008
"TX",77000,64,4928000,1380000,1.34,6604000,2008
"UT",28000,48,1344000,242000,1.57,2110000,2008
"VT",5000,66,330000,119000,2.2,726000,2008
"VA",6000,42,252000,45000,2.42,610000,2008
"WA",49000,44,2156000,862000,1.51,3256000,2008
"WV",6000,43,258000,49000,2.16,557000,2008
"WI",58000,80,4640000,2366000,1.5,6960000,2008
"WY",39000,61,2379000,381000,1.37,3259000,2008
"AL",9000,50,450000,68000,1.86,837000,2009
"AZ",20000,52,1040000,562000,1.45,1508000,2009
"AR",24000,57,1368000,301000,1.42,1943000,2009
"CA",355000,33,11715000,2109000,1.39,16284000,2009
"CO",28000,53,1484000,326000,1.43,2122000,2009
"FL",170000,68,11560000,1618000,1.42,16415000,2009
"GA",65000,41,2665000,346000,1.47,3918000,2009
"HI",10000,95,950000,323000,1.76,1672000,2009
"ID",103000,46,4738000,1706000,1.52,7202000,2009
"IL",8000,34,272000,57000,2.55,694000,2009
"IN",9000,32,288000,101000,2.02,582000,2009
"IA",26000,42,1092000,339000,1.6,1747000,2009
"KS",9000,63,567000,164000,1.85,1049000,2009
"KY",5000,35,175000,25000,2.71,474000,2009
"LA",37000,103,3811000,610000,1.36,5183000,2009
"ME",6000,50,3e+05,51000,1.95,585000,2009
"MI",66000,60,3960000,1505000,1.55,6138000,2009
"MN",122000,65,7930000,1427000,1.44,11419000,2009
"MS",14000,104,1456000,87000,1.32,1922000,2009
"MO",11000,47,517000,57000,1.99,1029000,2009
"MT",146000,70,10220000,3577000,1.46,14921000,2009
"NE",48000,56,2688000,1102000,1.46,3924000,2009
"NJ",11000,32,352000,70000,2.36,831000,2009
"NM",7000,60,420000,143000,1.59,668000,2009
"NY",45000,65,2925000,936000,1.93,5645000,2009
"NC",11000,45,495000,84000,2.57,1272000,2009
"ND",450000,77,34650000,7623000,1.38,47817000,2009
"OH",11000,50,550000,132000,2.81,1546000,2009
"OR",55000,34,1870000,767000,1.54,2880000,2009
"PA",21000,40,840000,319000,2.03,1705000,2009
"SD",270000,66,17820000,6237000,1.42,25304000,2009
"TN",7000,51,357000,86000,2.37,846000,2009
"TX",89000,63,5607000,1065000,1.39,7794000,2009
"UT",26000,38,988000,198000,1.46,1442000,2009
"VT",5000,49,245000,69000,2.01,492000,2009
"VA",6000,39,234000,56000,3.45,807000,2009
"WA",62000,44,2728000,1064000,1.58,4310000,2009
"WV",5000,37,185000,33000,2.6,481000,2009
"WI",63000,60,3780000,1588000,1.58,5972000,2009
"WY",37000,48,1776000,391000,1.43,2540000,2009
"AL",9000,54,486000,73000,2.4,1166000,2010
"AZ",24000,77,1848000,665000,1.52,2809000,2010
"AR",25000,60,1500000,360000,1.47,2205000,2010
"CA",410000,67,27470000,6318000,1.55,42579000,2010
"CO",34000,56,1904000,533000,1.52,2894000,2010
"FL",2e+05,69,13800000,1794000,1.56,21528000,2010
"GA",55000,46,2530000,152000,1.67,4225000,2010
"HI",10000,77,770000,239000,2.75,2118000,2010
"ID",97000,27,2619000,1179000,1.61,4217000,2010
"IL",9000,41,369000,92000,2.78,1026000,2010
"IN",10000,43,430000,151000,2.23,959000,2010
"IA",27000,49,1323000,463000,1.92,2540000,2010
"KS",9000,52,468000,103000,2.02,945000,2010
"KY",5000,67,335000,67000,2.72,911000,2010
"LA",36000,80,2880000,288000,1.5,4320000,2010
"ME",5000,41,205000,33000,2.05,420000,2010
"MI",71000,58,4118000,1524000,1.67,6877000,2010
"MN",128000,66,8448000,1774000,1.55,13094000,2010
"MS",16000,98,1568000,78000,1.44,2258000,2010
"MO",11000,52,572000,92000,1.8,1030000,2010
"MT",157000,74,11618000,2905000,1.58,18356000,2010
"NE",41000,55,2255000,902000,1.51,3405000,2010
"NJ",13000,35,455000,73000,1.9,865000,2010
"NM",7000,66,462000,157000,1.58,730000,2010
"NY",45000,64,2880000,1123000,1.96,5645000,2010
"NC",13000,46,598000,144000,2.66,1591000,2010
"ND",510000,91,46410000,12995000,1.5,69615000,2010
"OH",18000,62,1116000,346000,2.28,2544000,2010
"OR",59000,39,2301000,874000,1.63,3751000,2010
"PA",30000,37,1110000,377000,2.13,2364000,2010
"SD",265000,58,15370000,4765000,1.51,23209000,2010
"TN",8000,63,504000,106000,2.5,1260000,2010
"TX",1e+05,72,7200000,792000,1.51,10872000,2010
"UT",26000,30,780000,195000,1.53,1193000,2010
"VT",4000,65,260000,73000,3.1,806000,2010
"VA",5000,37,185000,37000,3.32,614000,2010
"WA",71000,37,2627000,1077000,1.57,4124000,2010
"WV",5000,40,2e+05,40000,2.39,478000,2010
"WI",64000,64,4096000,1556000,1.68,6881000,2010
"WY",34000,36,1224000,282000,1.59,1946000,2010
"AL",9000,50,450000,63000,2.51,1130000,2011
"AZ",23000,53,1219000,427000,1.55,1889000,2011
"AR",22000,64,1408000,239000,1.62,2281000,2011
"CA",370000,48,17760000,3730000,1.65,29304000,2011
"CO",31000,55,1705000,443000,2,3410000,2011
"FL",180000,61,10980000,988000,1.68,18446000,2011
"GA",65000,43,2795000,196000,1.65,4612000,2011
"HI",9000,74,666000,246000,3.65,2431000,2011
"ID",87000,36,3132000,1879000,1.78,5575000,2011
"IL",7000,50,350000,98000,3.9,1365000,2011
"IN",8000,51,408000,147000,2.14,873000,2011
"IA",25000,62,1550000,961000,1.96,3038000,2011
"KS",7000,44,308000,117000,2.15,662000,2011
"KY",4000,39,156000,12000,3.17,495000,2011
"LA",36000,77,2772000,471000,1.67,4629000,2011
"ME",4000,30,120000,17000,1.98,238000,2011
"MI",74000,64,4736000,2084000,1.81,8572000,2011
"MN",120000,53,6360000,2099000,1.63,10367000,2011
"MS",18000,115,2070000,104000,1.53,3167000,2011
"MO",8000,43,344000,76000,2.14,736000,2011
"MT",145000,92,13340000,3202000,1.7,22678000,2011
"NE",41000,59,2419000,653000,1.75,4233000,2011
"NJ",11000,41,451000,135000,3.7,1669000,2011
"NM",7000,56,392000,153000,1.69,662000,2011
"NY",49000,56,2744000,1235000,1.96,5378000,2011
"NC",14000,62,868000,95000,2.83,2456000,2011
"ND",460000,71,32660000,7512000,1.67,54542000,2011
"OH",15000,66,990000,228000,2.34,2317000,2011
"OR",60000,34,2040000,755000,1.68,3427000,2011
"PA",24000,44,1056000,306000,2.55,2693000,2011
"SD",250000,66,16500000,4290000,1.7,28050000,2011
"TN",7000,44,308000,68000,2.93,902000,2011
"TX",78000,58,4524000,633000,1.78,8053000,2011
"UT",23000,39,897000,170000,1.75,1570000,2011
"VT",4000,43,172000,43000,2.31,397000,2011
"VA",4000,40,160000,21000,4.07,651000,2011
"WA",71000,38,2698000,836000,1.93,5207000,2011
"WV",4000,53,212000,45000,2.57,545000,2011
"WI",57000,63,3591000,1508000,1.89,6787000,2011
"WY",35000,54,1890000,265000,1.72,3251000,2011
"AL",8000,54,432000,65000,2.47,1067000,2012
"AZ",22000,46,1012000,253000,1.79,1811000,2012
"AR",25000,63,1575000,189000,1.98,3119000,2012
"CA",330000,35,11550000,3119000,1.94,22407000,2012
"CO",25000,48,1200000,468000,2.07,2484000,2012
"FL",193000,64,12352000,1235000,1.84,22728000,2012
"GA",59000,51,3009000,181000,1.92,5777000,2012
"HI",10000,75,750000,263000,4.15,3113000,2012
"ID",92000,32,2944000,530000,1.63,4799000,2012
"IL",7000,61,427000,145000,3.55,1516000,2012
"IN",8000,59,472000,203000,2.54,1199000,2012
"IA",37000,61,2257000,1196000,2.17,4898000,2012
"KS",6000,55,330000,125000,2.28,752000,2012
"KY",5000,51,255000,41000,3.15,803000,2012
"LA",41000,86,3526000,141000,1.83,6453000,2012
"ME",4000,34,136000,24000,2.39,325000,2012
"MI",73000,57,4161000,1332000,2.03,8447000,2012
"MN",125000,67,8375000,1591000,1.92,16080000,2012
"MS",18000,118,2124000,64000,1.77,3759000,2012
"MO",7000,53,371000,108000,2.8,1039000,2012
"MT",145000,52,7540000,2413000,1.95,14703000,2012
"NE",43000,65,2795000,1146000,1.93,5394000,2012
"NJ",14000,33,462000,51000,1.97,910000,2012
"NM",5000,52,260000,99000,3.39,881000,2012
"NY",51000,51,2601000,988000,2.23,5800000,2012
"NC",13000,39,507000,106000,3.76,1906000,2012
"ND",480000,69,33120000,5962000,1.92,63590000,2012
"OH",18000,60,1080000,410000,2.46,2657000,2012
"OR",60000,32,1920000,845000,2.16,4147000,2012
"PA",16000,60,960000,269000,2.57,2467000,2012
"SD",260000,63,16380000,3604000,1.95,31941000,2012
"TN",6000,61,366000,59000,2.93,1072000,2012
"TX",92000,52,4784000,718000,2,9568000,2012
"UT",25000,38,950000,209000,1.87,1777000,2012
"VT",4000,60,240000,53000,2.39,574000,2012
"VA",4000,41,164000,23000,3.77,618000,2012
"WA",62000,41,2542000,1017000,2.38,6050000,2012
"WV",6000,48,288000,95000,2.91,838000,2012
"WI",60000,69,4140000,1863000,2.05,8487000,2012
"WY",50000,51,2550000,459000,1.87,4769000,2012
1 state numcol yieldpercol totalprod stocks priceperlb prodvalue year
2 AL 16000 71 1136000 159000 0.72 818000 1998
3 AZ 55000 60 3300000 1485000 0.64 2112000 1998
4 AR 53000 65 3445000 1688000 0.59 2033000 1998
5 CA 450000 83 37350000 12326000 0.62 23157000 1998
6 CO 27000 72 1944000 1594000 0.7 1361000 1998
7 FL 230000 98 22540000 4508000 0.64 14426000 1998
8 GA 75000 56 4200000 307000 0.69 2898000 1998
9 HI 8000 118 944000 66000 0.77 727000 1998
10 ID 120000 50 6e+06 2220000 0.65 3900000 1998
11 IL 9000 71 639000 204000 1.19 760000 1998
12 IN 9000 92 828000 489000 0.85 704000 1998
13 IA 50000 78 3900000 2301000 0.7 2730000 1998
14 KS 16000 46 736000 390000 0.87 640000 1998
15 KY 3000 50 150000 51000 1.4 210000 1998
16 LA 41000 111 4551000 865000 0.59 2685000 1998
17 ME 10000 26 260000 117000 0.69 179000 1998
18 MD 7000 44 308000 92000 1.1 339000 1998
19 MI 80000 85 6800000 3672000 0.66 4488000 1998
20 MN 140000 79 11060000 2765000 0.65 7189000 1998
21 MS 18000 86 1548000 898000 0.58 898000 1998
22 MO 23000 66 1518000 455000 0.76 1154000 1998
23 MT 115000 122 14030000 5472000 0.64 8979000 1998
24 NE 64000 70 4480000 2240000 0.86 3853000 1998
25 NV 10000 46 460000 175000 1.65 759000 1998
26 NJ 11000 49 539000 167000 0.76 410000 1998
27 NM 14000 55 770000 470000 0.76 585000 1998
28 NY 65000 80 5200000 2444000 0.7 3640000 1998
29 NC 8000 59 472000 151000 1.38 651000 1998
30 ND 230000 128 29440000 8832000 0.63 18547000 1998
31 OH 18000 78 1404000 702000 0.83 1165000 1998
32 OK 4000 51 204000 63000 1.24 253000 1998
33 OR 50000 45 2250000 1620000 0.9 2025000 1998
34 PA 26000 66 1716000 789000 0.8 1373000 1998
35 SD 225000 95 21375000 10901000 0.64 13680000 1998
36 TN 7000 64 448000 121000 1.32 591000 1998
37 TX 91000 77 7007000 1612000 0.62 4344000 1998
38 UT 30000 58 1740000 557000 0.65 1131000 1998
39 VT 6000 64 384000 207000 0.85 326000 1998
40 VA 8000 37 296000 86000 1.33 394000 1998
41 WA 58000 51 2958000 1361000 0.64 1893000 1998
42 WV 6000 55 330000 155000 1.14 376000 1998
43 WI 89000 91 8099000 5264000 0.72 5831000 1998
44 WY 46000 60 2760000 524000 0.68 1877000 1998
45 AL 17000 68 1156000 185000 0.56 647000 1999
46 AZ 52000 62 3224000 1548000 0.62 1999000 1999
47 AR 52000 89 4628000 2592000 0.53 2453000 1999
48 CA 465000 60 27900000 9486000 0.55 15345000 1999
49 CO 27000 76 2052000 1436000 0.68 1395000 1999
50 FL 228000 102 23256000 4186000 0.53 12326000 1999
51 GA 65000 51 3315000 497000 0.64 2122000 1999
52 HI 8000 80 640000 32000 0.8 512000 1999
53 ID 120000 48 5760000 3110000 0.59 3398000 1999
54 IL 9000 66 594000 327000 1.15 683000 1999
55 IN 10000 81 810000 437000 0.9 729000 1999
56 IA 40000 65 2600000 2028000 0.65 1690000 1999
57 KS 13000 67 871000 854000 1.11 967000 1999
58 KY 3000 50 150000 12000 1.24 186000 1999
59 LA 48000 114 5472000 821000 0.49 2681000 1999
60 ME 14000 22 308000 89000 0.83 256000 1999
61 MD 6000 46 276000 50000 1.64 453000 1999
62 MI 73000 85 6205000 3475000 0.66 4095000 1999
63 MN 145000 82 11890000 3210000 0.61 7253000 1999
64 MS 18000 73 1314000 591000 0.54 710000 1999
65 MO 24000 65 1560000 437000 0.68 1061000 1999
66 MT 122000 70 8540000 2135000 0.6 5124000 1999
67 NE 58000 77 4466000 1965000 0.61 2724000 1999
68 NV 9000 45 405000 271000 1.54 624000 1999
69 NJ 10000 44 440000 154000 0.57 251000 1999
70 NM 15000 52 780000 476000 0.77 601000 1999
71 NY 69000 70 4830000 2077000 0.66 3188000 1999
72 NC 9000 46 414000 104000 1.62 671000 1999
73 ND 255000 105 26775000 8836000 0.59 15797000 1999
74 OH 20000 74 1480000 784000 0.72 1066000 1999
75 OK 6000 45 270000 49000 1.34 362000 1999
76 OR 45000 57 2565000 2026000 0.8 2052000 1999
77 PA 28000 60 1680000 790000 0.76 1277000 1999
78 SD 224000 104 23296000 13046000 0.6 13978000 1999
79 TN 8000 51 408000 106000 1.3 530000 1999
80 TX 108000 81 8748000 2799000 0.64 5599000 1999
81 UT 26000 45 1170000 433000 0.68 796000 1999
82 VT 6000 66 396000 222000 0.63 249000 1999
83 VA 7000 35 245000 86000 1.17 287000 1999
84 WA 52000 50 2600000 1170000 0.6 1560000 1999
85 WV 6000 39 234000 152000 1.09 255000 1999
86 WI 80000 75 6e+06 4560000 0.68 4080000 1999
87 WY 37000 72 2664000 746000 0.61 1625000 1999
88 AL 16000 78 1248000 187000 0.59 736000 2000
89 AZ 40000 59 2360000 1322000 0.73 1723000 2000
90 AR 52000 93 4836000 3337000 0.57 2757000 2000
91 CA 440000 70 30800000 11396000 0.59 18172000 2000
92 CO 29000 60 1740000 957000 0.62 1079000 2000
93 FL 232000 105 24360000 2923000 0.54 13154000 2000
94 GA 55000 57 3135000 376000 0.63 1975000 2000
95 HI 7000 112 784000 125000 0.82 643000 2000
96 ID 1e+05 47 4700000 2679000 0.52 2444000 2000
97 IL 8000 61 488000 146000 1.17 571000 2000
98 IN 8000 65 520000 286000 1.03 536000 2000
99 IA 30000 67 2010000 1206000 0.68 1367000 2000
100 KS 15000 68 1020000 520000 0.91 928000 2000
101 KY 4000 48 192000 54000 1.35 259000 2000
102 LA 43000 94 4042000 1334000 0.52 2102000 2000
103 ME 11000 21 231000 143000 0.75 173000 2000
104 MD 6000 46 276000 52000 1.14 315000 2000
105 MI 72000 75 5400000 2970000 0.6 3240000 2000
106 MN 150000 90 13500000 3105000 0.57 7695000 2000
107 MS 17000 72 1224000 649000 0.69 845000 2000
108 MO 23000 75 1725000 362000 0.6 1035000 2000
109 MT 124000 88 10912000 4692000 0.59 6438000 2000
110 NE 50000 87 4350000 2610000 0.59 2567000 2000
111 NV 10000 35 350000 95000 1.45 508000 2000
112 NJ 11000 35 385000 2e+05 0.61 235000 2000
113 NM 15000 64 960000 739000 0.72 691000 2000
114 NY 58000 80 4640000 2274000 0.55 2552000 2000
115 NC 11000 49 539000 243000 1.43 771000 2000
116 ND 3e+05 115 34500000 13800000 0.57 19665000 2000
117 OH 18000 65 1170000 585000 0.79 924000 2000
118 OK 7000 35 245000 64000 1.26 309000 2000
119 OR 48000 51 2448000 1665000 0.66 1616000 2000
120 PA 25000 45 1125000 630000 0.76 855000 2000
121 SD 235000 121 28435000 12796000 0.58 16492000 2000
122 TN 9000 61 549000 104000 1.43 785000 2000
123 TX 105000 79 8295000 2986000 0.57 4728000 2000
124 UT 24000 41 984000 462000 0.6 590000 2000
125 VT 7000 59 413000 211000 0.68 281000 2000
126 VA 7000 42 294000 103000 1.5 441000 2000
127 WA 52000 54 2808000 1151000 0.58 1629000 2000
128 WV 7000 54 378000 234000 1.22 461000 2000
129 WI 84000 90 7560000 4385000 0.68 5141000 2000
130 WY 39000 93 3627000 798000 0.59 2140000 2000
131 AL 14000 73 1022000 235000 0.72 736000 2001
132 AZ 43000 59 2537000 1142000 0.72 1827000 2001
133 AR 50000 98 4900000 1617000 0.65 3185000 2001
134 CA 460000 61 28060000 7857000 0.69 19361000 2001
135 CO 26000 55 1430000 529000 0.71 1015000 2001
136 FL 220000 100 2.2e+07 3432000 0.64 14080000 2001
137 GA 55000 57 3135000 188000 0.7 2195000 2001
138 HI 8000 87 696000 84000 0.87 606000 2001
139 ID 1e+05 46 4600000 1610000 0.67 3082000 2001
140 IL 6000 76 456000 251000 1.58 720000 2001
141 IN 7000 76 532000 186000 0.92 489000 2001
142 IA 33000 51 1683000 875000 0.75 1262000 2001
143 KS 13000 51 663000 530000 0.96 636000 2001
144 KY 4000 78 312000 125000 1.41 440000 2001
145 LA 45000 106 4770000 572000 0.6 2862000 2001
146 ME 11000 20 220000 106000 0.79 174000 2001
147 MD 4000 46 184000 55000 1.6 294000 2001
148 MI 76000 60 4560000 2827000 0.81 3694000 2001
149 MN 135000 81 10935000 1859000 0.65 7108000 2001
150 MS 17000 66 1122000 224000 0.89 999000 2001
151 MO 22000 61 1342000 336000 0.71 953000 2001
152 MT 136000 102 13872000 4578000 0.67 9294000 2001
153 NE 43000 48 2064000 1115000 0.72 1486000 2001
154 NV 9000 50 450000 36000 2.14 963000 2001
155 NJ 11000 34 374000 71000 0.85 318000 2001
156 NM 10000 70 7e+05 350000 0.66 462000 2001
157 NY 53000 70 3710000 1781000 0.79 2931000 2001
158 NC 13000 44 572000 172000 1.48 847000 2001
159 ND 280000 96 26880000 9408000 0.69 18547000 2001
160 OH 18000 81 1458000 569000 1.01 1473000 2001
161 OK 4000 47 188000 105000 1.43 269000 2001
162 OR 44000 44 1936000 1200000 0.74 1433000 2001
163 PA 26000 57 1482000 785000 0.92 1363000 2001
164 SC 7000 40 280000 67000 0.79 221000 2001
165 SD 235000 65 15275000 12220000 0.71 10845000 2001
166 TN 8000 59 472000 131000 1.39 656000 2001
167 TX 97000 79 7663000 1533000 0.65 4981000 2001
168 UT 23000 38 874000 315000 0.65 568000 2001
169 VT 7000 81 567000 249000 0.92 522000 2001
170 VA 9000 52 468000 94000 1.26 590000 2001
171 WA 48000 52 2496000 1048000 0.72 1797000 2001
172 WV 7000 65 455000 410000 1.42 646000 2001
173 WI 67000 81 5427000 3419000 0.82 4450000 2001
174 WY 38000 77 2926000 468000 0.65 1902000 2001
175 AL 12000 86 1032000 103000 1.18 1218000 2002
176 AZ 38000 63 2394000 1197000 1.08 2586000 2002
177 AR 45000 88 3960000 871000 1.26 4990000 2002
178 CA 470000 50 23500000 3525000 1.32 31020000 2002
179 CO 24000 60 1440000 576000 1.29 1858000 2002
180 FL 220000 93 20460000 2026000 1.14 23324000 2002
181 GA 50000 52 2600000 52000 1.13 2938000 2002
182 HI 7000 136 952000 29000 1.11 1057000 2002
183 ID 1e+05 57 5700000 1653000 1.37 7809000 2002
184 IL 9000 80 720000 130000 1.47 1058000 2002
185 IN 8000 62 496000 233000 1.19 590000 2002
186 IA 33000 70 2310000 901000 1.43 3303000 2002
187 KS 17000 52 884000 407000 1.5 1326000 2002
188 KY 5000 54 270000 78000 1.63 440000 2002
189 LA 35000 124 4340000 347000 1.16 5034000 2002
190 ME 11000 41 451000 266000 1.21 546000 2002
191 MD 3000 46 138000 21000 1.96 270000 2002
192 MI 72000 77 5544000 1885000 1.4 7762000 2002
193 MN 117000 73 8541000 1110000 1.47 12555000 2002
194 MS 18000 78 1404000 281000 1.23 1727000 2002
195 MO 18000 50 9e+05 189000 1.42 1278000 2002
196 MT 134000 63 8442000 1097000 1.38 11650000 2002
197 NE 43000 75 3225000 1161000 1.49 4805000 2002
198 NV 9000 62 558000 61000 2.67 1490000 2002
199 NJ 11000 40 440000 92000 1 440000 2002
200 NM 11000 44 484000 252000 1.1 532000 2002
201 NY 60000 98 5880000 2470000 1.25 7350000 2002
202 NC 16000 42 672000 74000 1.41 948000 2002
203 ND 320000 75 2.4e+07 8160000 1.46 35040000 2002
204 OH 18000 70 1260000 504000 1.44 1814000 2002
205 OK 3000 53 159000 51000 1.63 259000 2002
206 OR 43000 49 2107000 885000 1.35 2844000 2002
207 PA 29000 57 1653000 827000 1.34 2215000 2002
208 SC 5000 94 470000 14000 1.25 588000 2002
209 SD 225000 51 11475000 2410000 1.42 16295000 2002
210 TN 8000 61 488000 137000 1.4 683000 2002
211 TX 114000 67 7638000 985000 1.14 8707000 2002
212 UT 22000 59 1298000 208000 1.3 1687000 2002
213 VT 7000 89 623000 274000 1.2 748000 2002
214 VA 8000 38 304000 79000 1.9 578000 2002
215 WA 50000 51 2550000 561000 1.27 3239000 2002
216 WV 9000 51 459000 151000 1.32 606000 2002
217 WI 70000 95 6650000 2461000 1.34 8911000 2002
218 WY 38000 63 2394000 383000 1.33 3184000 2002
219 AL 13000 82 1066000 43000 1.24 1322000 2003
220 AZ 35000 72 2520000 983000 1.34 3377000 2003
221 AR 40000 75 3e+06 810000 1.26 3780000 2003
222 CA 480000 67 32160000 6432000 1.39 44702000 2003
223 CO 24000 86 2064000 722000 1.4 2890000 2003
224 FL 210000 71 14910000 1491000 1.32 19681000 2003
225 GA 52000 65 3380000 270000 1.28 4326000 2003
226 HI 7000 114 798000 43000 1.45 1157000 2003
227 ID 1e+05 46 4600000 1380000 1.33 6118000 2003
228 IL 7000 60 420000 252000 1.83 769000 2003
229 IN 5000 56 280000 78000 1.66 465000 2003
230 IA 32000 59 1888000 868000 1.42 2681000 2003
231 KS 16000 57 912000 447000 1.41 1286000 2003
232 KY 5000 48 240000 14000 1.67 401000 2003
233 LA 34000 90 3060000 275000 1.24 3794000 2003
234 ME 8000 33 264000 145000 1.41 372000 2003
235 MD 2000 42 84000 21000 1.93 162000 2003
236 MI 65000 74 4810000 1732000 1.41 6782000 2003
237 MN 120000 83 9960000 1892000 1.44 14342000 2003
238 MS 21000 69 1449000 246000 1.29 1869000 2003
239 MO 17000 53 901000 189000 1.41 1270000 2003
240 MT 145000 66 9570000 1914000 1.44 13781000 2003
241 NE 45000 74 3330000 1299000 1.38 4595000 2003
242 NV 6000 64 384000 46000 2.04 783000 2003
243 NJ 10000 19 190000 101000 1.6 304000 2003
244 NM 6000 41 246000 108000 1.2 295000 2003
245 NY 67000 72 4824000 1640000 1.36 6561000 2003
246 NC 10000 44 440000 79000 1.92 845000 2003
247 ND 340000 87 29580000 6803000 1.36 40229000 2003
248 OH 15000 50 750000 278000 1.4 1050000 2003
249 OK 3000 47 141000 69000 1.84 259000 2003
250 OR 42000 51 2142000 964000 1.27 2720000 2003
251 PA 27000 50 1350000 419000 1.44 1944000 2003
252 SC 4000 70 280000 8000 1.89 529000 2003
253 SD 215000 70 15050000 2709000 1.43 21522000 2003
254 TN 6000 40 240000 46000 1.52 365000 2003
255 TX 140000 67 9380000 1126000 1.4 13132000 2003
256 UT 25000 57 1425000 157000 1.28 1824000 2003
257 VT 7000 83 581000 163000 1.96 1139000 2003
258 VA 6000 37 222000 69000 1.68 373000 2003
259 WA 58000 56 3248000 942000 1.46 4742000 2003
260 WV 8000 47 376000 194000 1.89 711000 2003
261 WI 74000 77 5698000 2678000 1.47 8376000 2003
262 WY 39000 81 3159000 474000 1.41 4454000 2003
263 AL 12000 87 1044000 282000 1.41 1472000 2004
264 AZ 32000 55 1760000 774000 1.11 1954000 2004
265 AR 40000 57 2280000 388000 0.87 1984000 2004
266 CA 390000 45 17550000 5792000 1.05 18428000 2004
267 CO 23000 80 1840000 791000 1.35 2484000 2004
268 FL 205000 98 20090000 2009000 1.02 20492000 2004
269 GA 63000 49 3087000 648000 1.2 3704000 2004
270 HI 8000 96 768000 77000 1.59 1221000 2004
271 ID 1e+05 63 6300000 2520000 1.02 6426000 2004
272 IL 7000 55 385000 193000 1.86 716000 2004
273 IN 7000 59 413000 145000 1.47 607000 2004
274 IA 35000 67 2345000 1337000 1.06 2486000 2004
275 KS 14000 80 1120000 683000 1.18 1322000 2004
276 KY 5000 56 280000 34000 1.96 549000 2004
277 LA 35000 98 3430000 240000 0.79 2710000 2004
278 ME 7000 31 217000 37000 1.28 278000 2004
279 MI 65000 67 4355000 2439000 1.16 5052000 2004
280 MN 135000 75 10125000 1924000 1.08 10935000 2004
281 MS 18000 65 1170000 421000 0.79 924000 2004
282 MO 16000 41 656000 151000 1.36 892000 2004
283 MT 140000 77 10780000 3773000 1.08 11642000 2004
284 NE 51000 89 4539000 2043000 1.01 4584000 2004
285 NV 14000 55 770000 316000 1.78 1371000 2004
286 NJ 12000 27 324000 45000 1.4 454000 2004
287 NM 8000 44 352000 127000 1.19 419000 2004
288 NY 64000 67 4288000 1887000 1.36 5832000 2004
289 NC 9000 40 360000 72000 1.93 695000 2004
290 ND 390000 78 30420000 9126000 1.05 31941000 2004
291 OH 16000 58 928000 353000 1.53 1420000 2004
292 OR 42000 54 2268000 1111000 1.21 2744000 2004
293 PA 30000 54 1620000 810000 1.42 2300000 2004
294 SD 215000 105 22575000 13545000 1.01 22801000 2004
295 TN 6000 54 324000 91000 1.73 561000 2004
296 TX 116000 76 8816000 1411000 0.97 8552000 2004
297 UT 24000 70 1680000 554000 1.1 1848000 2004
298 VT 6000 68 408000 192000 1.51 616000 2004
299 VA 7000 38 266000 69000 2.1 559000 2004
300 WA 56000 63 3528000 1376000 0.98 3457000 2004
301 WV 9000 55 495000 183000 1.41 698000 2004
302 WI 68000 86 5848000 2632000 1.19 6959000 2004
303 WY 39000 75 2925000 380000 1.1 3218000 2004
304 AL 13000 66 858000 266000 1.02 875000 2005
305 AZ 36000 50 1800000 720000 1.04 1872000 2005
306 AR 36000 69 2484000 571000 0.97 2409000 2005
307 CA 4e+05 75 3e+07 9300000 0.86 25800000 2005
308 CO 28000 70 1960000 902000 0.97 1901000 2005
309 FL 160000 86 13760000 2477000 0.87 11971000 2005
310 GA 59000 49 2891000 434000 0.89 2573000 2005
311 HI 9000 131 1179000 283000 1.43 1686000 2005
312 ID 95000 37 3515000 1793000 0.8 2812000 2005
313 IL 8000 85 680000 408000 1.84 1251000 2005
314 IN 8000 64 512000 189000 1.18 604000 2005
315 IA 28000 88 2464000 1232000 1.21 2981000 2005
316 KS 16000 50 8e+05 328000 1.05 840000 2005
317 KY 5000 50 250000 40000 2.08 520000 2005
318 LA 35000 97 3395000 611000 0.72 2444000 2005
319 ME 8000 26 208000 193000 1.66 345000 2005
320 MI 65000 68 4420000 2519000 0.94 4155000 2005
321 MN 120000 74 8880000 1598000 0.9 7992000 2005
322 MS 16000 80 1280000 346000 0.67 858000 2005
323 MO 15000 50 750000 180000 1.22 915000 2005
324 MT 130000 67 8710000 3136000 0.86 7491000 2005
325 NE 40000 68 2720000 2530000 0.87 2366000 2005
326 NV 12000 46 552000 442000 3.11 1717000 2005
327 NJ 12000 32 384000 104000 1.2 461000 2005
328 NM 7000 49 343000 113000 1.03 353000 2005
329 NY 59000 73 4307000 2283000 1.34 5771000 2005
330 NC 10000 54 540000 146000 1.88 1015000 2005
331 ND 370000 91 33670000 8418000 0.83 27946000 2005
332 OH 15000 69 1035000 580000 1.4 1449000 2005
333 OR 39000 42 1638000 557000 1.08 1769000 2005
334 PA 28000 56 1568000 8e+05 1.12 1756000 2005
335 SD 220000 79 17380000 11818000 0.83 14425000 2005
336 TN 7000 55 385000 92000 1.67 643000 2005
337 TX 84000 71 5964000 954000 0.86 5129000 2005
338 UT 24000 45 1080000 346000 0.95 1026000 2005
339 VT 6000 91 546000 169000 1.12 612000 2005
340 VA 8000 37 296000 59000 2.2 651000 2005
341 WA 51000 55 2805000 1935000 1.01 2833000 2005
342 WV 8000 51 408000 102000 1.29 526000 2005
343 WI 64000 83 5312000 2922000 1.14 6056000 2005
344 WY 40000 56 2240000 291000 0.89 1994000 2005
345 AL 11000 72 792000 230000 1.21 958000 2006
346 AZ 30000 65 1950000 839000 0.91 1775000 2006
347 AR 32000 76 2432000 730000 0.89 2164000 2006
348 CA 380000 52 19760000 7706000 0.97 19167000 2006
349 CO 36000 75 2700000 1458000 1.04 2808000 2006
350 FL 170000 81 13770000 1790000 1 13770000 2006
351 GA 63000 74 4662000 746000 1.2 5594000 2006
352 HI 10000 93 930000 233000 1.21 1125000 2006
353 ID 95000 44 4180000 2592000 0.97 4055000 2006
354 IL 10000 66 660000 356000 2.14 1412000 2006
355 IN 7000 54 378000 125000 1.58 597000 2006
356 IA 26000 84 2184000 1441000 1.37 2992000 2006
357 KS 14000 55 770000 246000 1.17 901000 2006
358 KY 5000 56 280000 70000 2.19 613000 2006
359 LA 30000 90 2700000 675000 0.9 2430000 2006
360 ME 11000 23 253000 86000 1.6 405000 2006
361 MI 72000 55 3960000 2099000 1.15 4554000 2006
362 MN 125000 80 1e+07 3300000 0.94 9400000 2006
363 MS 14000 98 1372000 453000 0.93 1276000 2006
364 MO 15000 46 690000 117000 0.98 676000 2006
365 MT 132000 79 10428000 1981000 0.95 9907000 2006
366 NE 47000 73 3431000 3843000 0.93 3191000 2006
367 NV 9000 37 333000 50000 3.62 1205000 2006
368 NJ 9000 36 324000 152000 1.14 369000 2006
369 NM 7000 48 336000 104000 1.19 4e+05 2006
370 NY 58000 64 3712000 2376000 1.3 4826000 2006
371 NC 10000 50 5e+05 215000 1.57 785000 2006
372 ND 350000 74 25900000 7770000 0.91 23569000 2006
373 OH 14000 56 784000 282000 1.4 1098000 2006
374 OR 46000 48 2208000 729000 1.05 2318000 2006
375 PA 28000 40 1120000 605000 1.63 1826000 2006
376 SD 225000 47 10575000 10575000 0.94 9941000 2006
377 TN 7000 55 385000 58000 1.84 708000 2006
378 TX 82000 70 5740000 976000 0.89 5109000 2006
379 UT 26000 50 1300000 299000 0.98 1274000 2006
380 VT 6000 56 336000 144000 1.2 403000 2006
381 VA 8000 42 336000 114000 2.2 739000 2006
382 WA 49000 52 2548000 1605000 1.24 3160000 2006
383 WV 6000 42 252000 68000 2.02 509000 2006
384 WI 64000 93 5952000 2500000 1.12 6666000 2006
385 WY 39000 85 3315000 497000 0.98 3249000 2006
386 AL 11000 56 616000 209000 1.49 918000 2007
387 AZ 30000 64 1920000 902000 1.26 2419000 2007
388 AR 28000 80 2240000 672000 0.95 2128000 2007
389 CA 340000 40 13600000 3672000 1.04 14144000 2007
390 CO 31000 51 1581000 838000 1.15 1818000 2007
391 FL 160000 71 11360000 1363000 0.99 11246000 2007
392 GA 60000 58 3480000 522000 1.19 4141000 2007
393 HI 10000 92 920000 285000 1.7 1564000 2007
394 ID 92000 41 3772000 1848000 1.15 4338000 2007
395 IL 9000 63 567000 374000 2.49 1412000 2007
396 IN 8000 53 424000 119000 1.5 636000 2007
397 IA 26000 81 2106000 1221000 1.31 2759000 2007
398 KS 14000 40 560000 196000 1.18 661000 2007
399 KY 4000 61 244000 54000 2.12 517000 2007
400 LA 29000 89 2581000 413000 1.08 2787000 2007
401 ME 9000 26 234000 59000 1.32 309000 2007
402 MI 72000 64 4608000 2350000 1.19 5484000 2007
403 MN 130000 68 8840000 2564000 1.04 9194000 2007
404 MS 15000 92 1380000 166000 0.91 1256000 2007
405 MO 14000 46 644000 148000 1.12 721000 2007
406 MT 135000 68 9180000 2479000 0.99 9088000 2007
407 NE 45000 49 2205000 1477000 1.03 2271000 2007
408 NV 10000 28 280000 67000 2.99 837000 2007
409 NJ 9000 57 513000 185000 1.96 1005000 2007
410 NM 6000 59 354000 138000 1.42 503000 2007
411 NY 53000 57 3021000 1843000 1.38 4169000 2007
412 NC 12000 45 540000 76000 2.49 1345000 2007
413 ND 420000 74 31080000 9013000 0.96 29837000 2007
414 OH 14000 61 854000 376000 1.77 1512000 2007
415 OR 46000 43 1978000 1088000 1.31 2591000 2007
416 PA 25000 42 1050000 326000 1.7 1785000 2007
417 SD 255000 52 13260000 10608000 1.02 13525000 2007
418 TN 7000 65 455000 114000 1.99 905000 2007
419 TX 105000 82 8610000 1550000 0.96 8266000 2007
420 UT 28000 42 1176000 270000 1.13 1329000 2007
421 VT 5000 64 320000 96000 1.7 544000 2007
422 VA 6000 46 276000 63000 2.43 671000 2007
423 WA 46000 44 2024000 648000 1.25 2530000 2007
424 WV 6000 48 288000 95000 2.09 602000 2007
425 WI 60000 84 5040000 3024000 1.22 6149000 2007
426 WY 43000 80 3440000 894000 1 3440000 2007
427 AL 9000 66 594000 214000 1.9 1129000 2008
428 AZ 25000 64 1600000 336000 1.26 2016000 2008
429 AR 28000 75 2100000 525000 1.35 2835000 2008
430 CA 360000 51 18360000 4039000 1.39 25520000 2008
431 CO 27000 45 1215000 656000 1.51 1835000 2008
432 FL 150000 79 11850000 1304000 1.32 15642000 2008
433 GA 65000 71 4615000 369000 1.52 7015000 2008
434 HI 10000 90 9e+05 225000 1.59 1431000 2008
435 ID 90000 40 3600000 1440000 1.46 5256000 2008
436 IL 8000 56 448000 116000 2.59 1160000 2008
437 IN 7000 67 469000 150000 1.68 788000 2008
438 IA 24000 62 1488000 580000 1.58 2351000 2008
439 KS 10000 61 610000 128000 1.55 946000 2008
440 KY 4000 39 156000 27000 2.44 381000 2008
441 LA 40000 77 3080000 493000 1.36 4189000 2008
442 ME 7000 42 294000 79000 1.57 462000 2008
443 MI 71000 73 5183000 2021000 1.44 7464000 2008
444 MN 122000 78 9516000 2569000 1.39 13227000 2008
445 MS 14000 98 1372000 110000 1.3 1784000 2008
446 MO 11000 53 583000 152000 1.68 979000 2008
447 MT 134000 70 9380000 4596000 1.37 12851000 2008
448 NE 36000 67 2412000 1254000 1.45 3497000 2008
449 NV 10000 29 290000 52000 1.42 412000 2008
450 NJ 9000 40 360000 122000 1.62 583000 2008
451 NM 6000 48 288000 95000 1.48 426000 2008
452 NY 50000 70 3500000 1260000 1.65 5775000 2008
453 NC 12000 52 624000 137000 2.18 1360000 2008
454 ND 4e+05 90 3.6e+07 8640000 1.36 48960000 2008
455 OH 14000 53 742000 371000 1.68 1247000 2008
456 OR 50000 43 2150000 1097000 1.41 3032000 2008
457 PA 23000 48 1104000 276000 1.65 1822000 2008
458 SD 225000 95 21375000 11970000 1.34 28643000 2008
459 TN 7000 61 427000 149000 2.09 892000 2008
460 TX 77000 64 4928000 1380000 1.34 6604000 2008
461 UT 28000 48 1344000 242000 1.57 2110000 2008
462 VT 5000 66 330000 119000 2.2 726000 2008
463 VA 6000 42 252000 45000 2.42 610000 2008
464 WA 49000 44 2156000 862000 1.51 3256000 2008
465 WV 6000 43 258000 49000 2.16 557000 2008
466 WI 58000 80 4640000 2366000 1.5 6960000 2008
467 WY 39000 61 2379000 381000 1.37 3259000 2008
468 AL 9000 50 450000 68000 1.86 837000 2009
469 AZ 20000 52 1040000 562000 1.45 1508000 2009
470 AR 24000 57 1368000 301000 1.42 1943000 2009
471 CA 355000 33 11715000 2109000 1.39 16284000 2009
472 CO 28000 53 1484000 326000 1.43 2122000 2009
473 FL 170000 68 11560000 1618000 1.42 16415000 2009
474 GA 65000 41 2665000 346000 1.47 3918000 2009
475 HI 10000 95 950000 323000 1.76 1672000 2009
476 ID 103000 46 4738000 1706000 1.52 7202000 2009
477 IL 8000 34 272000 57000 2.55 694000 2009
478 IN 9000 32 288000 101000 2.02 582000 2009
479 IA 26000 42 1092000 339000 1.6 1747000 2009
480 KS 9000 63 567000 164000 1.85 1049000 2009
481 KY 5000 35 175000 25000 2.71 474000 2009
482 LA 37000 103 3811000 610000 1.36 5183000 2009
483 ME 6000 50 3e+05 51000 1.95 585000 2009
484 MI 66000 60 3960000 1505000 1.55 6138000 2009
485 MN 122000 65 7930000 1427000 1.44 11419000 2009
486 MS 14000 104 1456000 87000 1.32 1922000 2009
487 MO 11000 47 517000 57000 1.99 1029000 2009
488 MT 146000 70 10220000 3577000 1.46 14921000 2009
489 NE 48000 56 2688000 1102000 1.46 3924000 2009
490 NJ 11000 32 352000 70000 2.36 831000 2009
491 NM 7000 60 420000 143000 1.59 668000 2009
492 NY 45000 65 2925000 936000 1.93 5645000 2009
493 NC 11000 45 495000 84000 2.57 1272000 2009
494 ND 450000 77 34650000 7623000 1.38 47817000 2009
495 OH 11000 50 550000 132000 2.81 1546000 2009
496 OR 55000 34 1870000 767000 1.54 2880000 2009
497 PA 21000 40 840000 319000 2.03 1705000 2009
498 SD 270000 66 17820000 6237000 1.42 25304000 2009
499 TN 7000 51 357000 86000 2.37 846000 2009
500 TX 89000 63 5607000 1065000 1.39 7794000 2009
501 UT 26000 38 988000 198000 1.46 1442000 2009
502 VT 5000 49 245000 69000 2.01 492000 2009
503 VA 6000 39 234000 56000 3.45 807000 2009
504 WA 62000 44 2728000 1064000 1.58 4310000 2009
505 WV 5000 37 185000 33000 2.6 481000 2009
506 WI 63000 60 3780000 1588000 1.58 5972000 2009
507 WY 37000 48 1776000 391000 1.43 2540000 2009
508 AL 9000 54 486000 73000 2.4 1166000 2010
509 AZ 24000 77 1848000 665000 1.52 2809000 2010
510 AR 25000 60 1500000 360000 1.47 2205000 2010
511 CA 410000 67 27470000 6318000 1.55 42579000 2010
512 CO 34000 56 1904000 533000 1.52 2894000 2010
513 FL 2e+05 69 13800000 1794000 1.56 21528000 2010
514 GA 55000 46 2530000 152000 1.67 4225000 2010
515 HI 10000 77 770000 239000 2.75 2118000 2010
516 ID 97000 27 2619000 1179000 1.61 4217000 2010
517 IL 9000 41 369000 92000 2.78 1026000 2010
518 IN 10000 43 430000 151000 2.23 959000 2010
519 IA 27000 49 1323000 463000 1.92 2540000 2010
520 KS 9000 52 468000 103000 2.02 945000 2010
521 KY 5000 67 335000 67000 2.72 911000 2010
522 LA 36000 80 2880000 288000 1.5 4320000 2010
523 ME 5000 41 205000 33000 2.05 420000 2010
524 MI 71000 58 4118000 1524000 1.67 6877000 2010
525 MN 128000 66 8448000 1774000 1.55 13094000 2010
526 MS 16000 98 1568000 78000 1.44 2258000 2010
527 MO 11000 52 572000 92000 1.8 1030000 2010
528 MT 157000 74 11618000 2905000 1.58 18356000 2010
529 NE 41000 55 2255000 902000 1.51 3405000 2010
530 NJ 13000 35 455000 73000 1.9 865000 2010
531 NM 7000 66 462000 157000 1.58 730000 2010
532 NY 45000 64 2880000 1123000 1.96 5645000 2010
533 NC 13000 46 598000 144000 2.66 1591000 2010
534 ND 510000 91 46410000 12995000 1.5 69615000 2010
535 OH 18000 62 1116000 346000 2.28 2544000 2010
536 OR 59000 39 2301000 874000 1.63 3751000 2010
537 PA 30000 37 1110000 377000 2.13 2364000 2010
538 SD 265000 58 15370000 4765000 1.51 23209000 2010
539 TN 8000 63 504000 106000 2.5 1260000 2010
540 TX 1e+05 72 7200000 792000 1.51 10872000 2010
541 UT 26000 30 780000 195000 1.53 1193000 2010
542 VT 4000 65 260000 73000 3.1 806000 2010
543 VA 5000 37 185000 37000 3.32 614000 2010
544 WA 71000 37 2627000 1077000 1.57 4124000 2010
545 WV 5000 40 2e+05 40000 2.39 478000 2010
546 WI 64000 64 4096000 1556000 1.68 6881000 2010
547 WY 34000 36 1224000 282000 1.59 1946000 2010
548 AL 9000 50 450000 63000 2.51 1130000 2011
549 AZ 23000 53 1219000 427000 1.55 1889000 2011
550 AR 22000 64 1408000 239000 1.62 2281000 2011
551 CA 370000 48 17760000 3730000 1.65 29304000 2011
552 CO 31000 55 1705000 443000 2 3410000 2011
553 FL 180000 61 10980000 988000 1.68 18446000 2011
554 GA 65000 43 2795000 196000 1.65 4612000 2011
555 HI 9000 74 666000 246000 3.65 2431000 2011
556 ID 87000 36 3132000 1879000 1.78 5575000 2011
557 IL 7000 50 350000 98000 3.9 1365000 2011
558 IN 8000 51 408000 147000 2.14 873000 2011
559 IA 25000 62 1550000 961000 1.96 3038000 2011
560 KS 7000 44 308000 117000 2.15 662000 2011
561 KY 4000 39 156000 12000 3.17 495000 2011
562 LA 36000 77 2772000 471000 1.67 4629000 2011
563 ME 4000 30 120000 17000 1.98 238000 2011
564 MI 74000 64 4736000 2084000 1.81 8572000 2011
565 MN 120000 53 6360000 2099000 1.63 10367000 2011
566 MS 18000 115 2070000 104000 1.53 3167000 2011
567 MO 8000 43 344000 76000 2.14 736000 2011
568 MT 145000 92 13340000 3202000 1.7 22678000 2011
569 NE 41000 59 2419000 653000 1.75 4233000 2011
570 NJ 11000 41 451000 135000 3.7 1669000 2011
571 NM 7000 56 392000 153000 1.69 662000 2011
572 NY 49000 56 2744000 1235000 1.96 5378000 2011
573 NC 14000 62 868000 95000 2.83 2456000 2011
574 ND 460000 71 32660000 7512000 1.67 54542000 2011
575 OH 15000 66 990000 228000 2.34 2317000 2011
576 OR 60000 34 2040000 755000 1.68 3427000 2011
577 PA 24000 44 1056000 306000 2.55 2693000 2011
578 SD 250000 66 16500000 4290000 1.7 28050000 2011
579 TN 7000 44 308000 68000 2.93 902000 2011
580 TX 78000 58 4524000 633000 1.78 8053000 2011
581 UT 23000 39 897000 170000 1.75 1570000 2011
582 VT 4000 43 172000 43000 2.31 397000 2011
583 VA 4000 40 160000 21000 4.07 651000 2011
584 WA 71000 38 2698000 836000 1.93 5207000 2011
585 WV 4000 53 212000 45000 2.57 545000 2011
586 WI 57000 63 3591000 1508000 1.89 6787000 2011
587 WY 35000 54 1890000 265000 1.72 3251000 2011
588 AL 8000 54 432000 65000 2.47 1067000 2012
589 AZ 22000 46 1012000 253000 1.79 1811000 2012
590 AR 25000 63 1575000 189000 1.98 3119000 2012
591 CA 330000 35 11550000 3119000 1.94 22407000 2012
592 CO 25000 48 1200000 468000 2.07 2484000 2012
593 FL 193000 64 12352000 1235000 1.84 22728000 2012
594 GA 59000 51 3009000 181000 1.92 5777000 2012
595 HI 10000 75 750000 263000 4.15 3113000 2012
596 ID 92000 32 2944000 530000 1.63 4799000 2012
597 IL 7000 61 427000 145000 3.55 1516000 2012
598 IN 8000 59 472000 203000 2.54 1199000 2012
599 IA 37000 61 2257000 1196000 2.17 4898000 2012
600 KS 6000 55 330000 125000 2.28 752000 2012
601 KY 5000 51 255000 41000 3.15 803000 2012
602 LA 41000 86 3526000 141000 1.83 6453000 2012
603 ME 4000 34 136000 24000 2.39 325000 2012
604 MI 73000 57 4161000 1332000 2.03 8447000 2012
605 MN 125000 67 8375000 1591000 1.92 16080000 2012
606 MS 18000 118 2124000 64000 1.77 3759000 2012
607 MO 7000 53 371000 108000 2.8 1039000 2012
608 MT 145000 52 7540000 2413000 1.95 14703000 2012
609 NE 43000 65 2795000 1146000 1.93 5394000 2012
610 NJ 14000 33 462000 51000 1.97 910000 2012
611 NM 5000 52 260000 99000 3.39 881000 2012
612 NY 51000 51 2601000 988000 2.23 5800000 2012
613 NC 13000 39 507000 106000 3.76 1906000 2012
614 ND 480000 69 33120000 5962000 1.92 63590000 2012
615 OH 18000 60 1080000 410000 2.46 2657000 2012
616 OR 60000 32 1920000 845000 2.16 4147000 2012
617 PA 16000 60 960000 269000 2.57 2467000 2012
618 SD 260000 63 16380000 3604000 1.95 31941000 2012
619 TN 6000 61 366000 59000 2.93 1072000 2012
620 TX 92000 52 4784000 718000 2 9568000 2012
621 UT 25000 38 950000 209000 1.87 1777000 2012
622 VT 4000 60 240000 53000 2.39 574000 2012
623 VA 4000 41 164000 23000 3.77 618000 2012
624 WA 62000 41 2542000 1017000 2.38 6050000 2012
625 WV 6000 48 288000 95000 2.91 838000 2012
626 WI 60000 69 4140000 1863000 2.05 8487000 2012
627 WY 50000 51 2550000 459000 1.87 4769000 2012

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