##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
Variables for consideration in 7 NJ cities
| City |
| Arson_per_100K |
| Asian |
| Assaults_per_100K |
| Auto_Theft_per_100K |
| Black |
| Burglaries_per_100K |
| Commute_Time_2007 |
| Commute_Time_2012 |
| Commute_Time_2015 |
| Cost_of_living_index |
| Crime_index |
| Crime_Index_Av_275 |
| Empl_Admin_Support_Waste |
| Empl_Educ |
| Empl_Fin_Insur |
| Empl_Health_Care |
| Empl_Hospit |
| Empl_Manuf |
| Empl_Other |
| Empl_Professional_Technical |
| Empl_Public_Admin |
| Empl_Retail |
| Empl_Transportation |
| Empl_Wholesale |
| Female_owned_firms |
| Gang_member_per_capita |
| Hispanic |
| Incidents_Of_Viol_Crime |
| Median_age |
| Median_annual_rent |
| Median_income |
| Miles_To_Penn |
| Minutes_To_Penn |
| Murder_per_100K |
| Number_of_firms |
| Number_of_Gang_Members |
| Number_of_women_25-54 |
| Number_Violent crime_Percent_of_Pop |
| Percent_adults_without_highschool_degree |
| Percent_female |
| Percent_foreign_born |
| Percent_living_in_poverty |
| Percent_male |
| Percent_public_subsidized_housing |
| Percent_Who_Work_And_Live_In_City |
| Percent_Women_25_54 |
| Population |
| Rape_per_100K |
| Robberies_per_100K |
| Speak_Other_Lang_At_Home |
| Teen_Birth_as_Percent_of_NJ_Births |
| Teen_Pregnancies_Per_1000_County |
| Ten_Year_Change_In_Crime |
| Thefts_per_100K |
| Umemployment_04_2015 |
| Violent_crime_frequency_per_100K |
| White |
| Women_25_54_unemployed |
| Women_25_54_unemployed_as_Percent_Whole_Pop |
| Women_25_54_unemployed_as_Percent_Whole_Pop_A |
| Women_unemployment |
The Data
| EastOrange |
21.6 |
0.007 |
392.2 |
369.1 |
0.885 |
480.2 |
29.8 |
32.2 |
39.55 |
116.7 |
305.6 |
305.6 |
NA |
0.12 |
0.05 |
0.34 |
0.06 |
NA |
NA |
NA |
0.05 |
0.14 |
0.07 |
NA |
2364 |
0.0090 |
0.079 |
458 |
36 |
11916 |
21713 |
17 |
45 |
3.1 |
4579 |
584 |
14915 |
0.0071 |
0.155 |
0.552 |
0.245 |
20.8 |
0.448 |
0.0434 |
0.15 |
0.2296 |
64949 |
23.2 |
288.8 |
0.1667054 |
0.00300 |
0.7093 |
-0.6560 |
849.3 |
0.0940 |
707.3 |
0.041 |
2856.222 |
0.0440 |
44.0 |
0.1915 |
| Elizabeth |
10.1 |
0.021 |
359.2 |
686.4 |
0.211 |
651.4 |
24.4 |
34.0 |
33.08 |
121.3 |
448.5 |
448.5 |
0.08 |
0.07 |
NA |
0.24 |
0.06 |
0.10 |
0.08 |
NA |
NA |
0.13 |
NA |
NA |
4105 |
0.0036 |
0.595 |
1142 |
33 |
12828 |
19069 |
20 |
45 |
10.1 |
11483 |
463 |
27589 |
0.0089 |
0.269 |
0.504 |
0.471 |
19.2 |
0.496 |
0.0139 |
0.35 |
0.2139 |
129007 |
26.5 |
494.0 |
0.7508878 |
0.00455 |
0.4651 |
0.0099 |
1658.8 |
0.0800 |
889.8 |
0.182 |
1917.436 |
0.0149 |
14.9 |
0.0695 |
| JerseyCity |
14.2 |
0.237 |
270.0 |
211.1 |
0.258 |
341.1 |
33.1 |
35.6 |
44.79 |
125.0 |
249.5 |
249.5 |
NA |
0.10 |
0.10 |
0.22 |
NA |
NA |
0.06 |
0.08 |
NA |
0.11 |
0.06 |
NA |
9196 |
NA |
0.276 |
1381 |
33 |
14244 |
32791 |
28 |
45 |
9.2 |
23681 |
NA |
60830 |
0.0052 |
0.150 |
0.506 |
0.398 |
19.0 |
0.494 |
0.0219 |
0.32 |
0.2302 |
264290 |
13.5 |
238.5 |
0.5253866 |
0.00150 |
0.5074 |
-0.5453 |
1078.4 |
0.0600 |
531.2 |
0.215 |
7038.031 |
0.0266 |
26.6 |
0.1157 |
| Newark |
14.0 |
0.016 |
338.2 |
864.2 |
0.524 |
622.0 |
31.2 |
33.9 |
40.62 |
119.3 |
525.0 |
525.0 |
0.09 |
0.11 |
NA |
0.25 |
0.08 |
NA |
0.09 |
NA |
NA |
0.10 |
0.06 |
NA |
10369 |
0.0094 |
0.338 |
3008 |
33 |
11736 |
16828 |
15 |
20 |
33.3 |
22800 |
2664 |
59843 |
0.0107 |
0.286 |
0.505 |
0.279 |
29.9 |
0.495 |
0.0463 |
0.41 |
0.2123 |
281944 |
17.6 |
688.6 |
0.4612553 |
0.00300 |
0.7093 |
-0.1539 |
1365.1 |
0.0960 |
1077.7 |
0.116 |
3536.721 |
0.0125 |
12.5 |
0.0591 |
| NewBrunswick |
19.6 |
0.076 |
309.6 |
142.4 |
0.160 |
930.7 |
23.4 |
24.9 |
31.78 |
127.2 |
346.8 |
346.8 |
0.12 |
0.13 |
NA |
0.15 |
0.10 |
0.12 |
NA |
NA |
NA |
0.10 |
NA |
0.06 |
590 |
0.0069 |
0.499 |
418 |
22 |
16440 |
14119 |
40 |
60 |
7.1 |
2126 |
392 |
8968 |
0.0073 |
0.376 |
0.488 |
0.386 |
34.9 |
0.512 |
0.0197 |
0.31 |
0.1572 |
57035 |
32.0 |
395.1 |
0.5740662 |
0.00240 |
0.3269 |
-0.1149 |
1742.2 |
0.0560 |
743.8 |
0.268 |
959.576 |
0.0168 |
16.8 |
0.1070 |
| Paterson |
8.9 |
0.033 |
363.5 |
507.9 |
0.317 |
792.0 |
24.8 |
23.4 |
29.67 |
127.1 |
416.6 |
416.6 |
0.05 |
0.08 |
NA |
0.27 |
NA |
0.15 |
NA |
0.04 |
NA |
0.15 |
NA |
0.08 |
4388 |
0.0131 |
0.576 |
1181 |
33 |
13392 |
16259 |
20 |
60 |
16.4 |
10323 |
1940 |
31580 |
0.0080 |
0.278 |
0.517 |
0.331 |
28.4 |
0.483 |
0.0217 |
0.37 |
0.2137 |
147754 |
17.1 |
418.9 |
0.6174975 |
0.00725 |
0.8187 |
-0.0151 |
1339.6 |
0.0112 |
815.9 |
0.092 |
3309.584 |
0.0224 |
22.4 |
0.1048 |
| Trenton |
30.8 |
0.012 |
560.9 |
403.2 |
0.520 |
971.3 |
24.0 |
23.6 |
30.12 |
112.3 |
496.3 |
496.3 |
0.06 |
0.06 |
NA |
0.29 |
0.10 |
0.10 |
NA |
NA |
0.12 |
0.10 |
NA |
NA |
1604 |
0.0158 |
0.337 |
931 |
33 |
11892 |
17021 |
75 |
70 |
37.9 |
4006 |
1330 |
17467 |
0.0111 |
0.287 |
0.484 |
0.236 |
28.4 |
0.516 |
0.0513 |
0.31 |
0.2074 |
84225 |
27.3 |
477.9 |
0.3694735 |
0.00590 |
0.4832 |
-0.2951 |
1031.7 |
0.0870 |
1104.0 |
0.135 |
2094.293 |
0.0249 |
24.9 |
0.1199 |
Crime
Top 3 Cities for Violent Crime
| Elizabeth |
889.8 |
| Newark |
1077.7 |
| Trenton |
1104.0 |
The biggest drops in crime over 10 years, in descending order
| EastOrange |
-0.6560 |
| JerseyCity |
-0.5453 |
| Trenton |
-0.2951 |
| Newark |
-0.1539 |
| NewBrunswick |
-0.1149 |
| Paterson |
-0.0151 |
| Elizabeth |
0.0099 |
Incidents of Violent Crime
Violent Crime Frequency per 100,000
Gang Members per Capita
No data available for Jersey City
Unemployment and work
3 Highest cities for unemployment
| EastOrange |
0.094 |
| Newark |
0.096 |
| Trenton |
0.087 |
Unemployment among women ages 25-54 as a percent of the population
Highest unemployment among 25-54 yr old women
| EastOrange |
44.0 |
| JerseyCity |
26.6 |
| Trenton |
24.9 |
Female Owned Firms per Capita
Average commute time to work by city
Housing
Percent of Population living in subsidized housing
Median Annual Rent
Percent of Income going to rent
Education
Percent without a HS Diploma
Teenage Pregnancy
3 Highest Teenage Birth rate
## City Teen_Birth_as_Percent_of_NJ_Births
## 1 Elizabeth 0.00455
## 2 Paterson 0.00725
## 3 Trenton 0.00590
Teen Births as a percentage to all NJ births
Miscellaneous
Percentage of African Americans by city