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updated readme

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Files changed (4) hide show
  1. 02_Codes/01_population_eda.ipynb +388 -381
  2. 02_Codes/03_mortality_eda.ipynb +352 -352
  3. 02_Codes/05_master_eda.ipynb +741 -734
  4. README.md +90 -0
02_Codes/01_population_eda.ipynb CHANGED
@@ -51,78 +51,78 @@
51
  " </thead>\n",
52
  " <tbody>\n",
53
  " <tr>\n",
54
- " <th>20844</th>\n",
55
  " <td>NaN</td>\n",
56
- " <td>Montana</td>\n",
57
- " <td>30.0</td>\n",
58
- " <td>Beaverhead County, MT</td>\n",
59
- " <td>30001.0</td>\n",
60
- " <td>2008.0</td>\n",
61
- " <td>2008.0</td>\n",
62
- " <td>9166</td>\n",
63
  " </tr>\n",
64
  " <tr>\n",
65
- " <th>419</th>\n",
66
  " <td>NaN</td>\n",
67
- " <td>Alabama</td>\n",
68
- " <td>1.0</td>\n",
69
- " <td>Hale County, AL</td>\n",
70
- " <td>1065.0</td>\n",
71
- " <td>2006.0</td>\n",
72
- " <td>2006.0</td>\n",
73
- " <td>16427</td>\n",
74
  " </tr>\n",
75
  " <tr>\n",
76
- " <th>14805</th>\n",
77
  " <td>NaN</td>\n",
78
- " <td>Louisiana</td>\n",
79
- " <td>22.0</td>\n",
80
- " <td>Franklin Parish, LA</td>\n",
81
- " <td>22041.0</td>\n",
82
- " <td>2014.0</td>\n",
83
- " <td>2014.0</td>\n",
84
- " <td>20441</td>\n",
85
  " </tr>\n",
86
  " <tr>\n",
87
- " <th>1416</th>\n",
88
  " <td>NaN</td>\n",
89
- " <td>Arizona</td>\n",
90
- " <td>4.0</td>\n",
91
- " <td>Maricopa County, AZ</td>\n",
92
- " <td>4013.0</td>\n",
93
- " <td>2015.0</td>\n",
94
- " <td>2015.0</td>\n",
95
- " <td>4174423</td>\n",
96
  " </tr>\n",
97
  " <tr>\n",
98
- " <th>8090</th>\n",
99
  " <td>NaN</td>\n",
100
- " <td>Illinois</td>\n",
101
- " <td>17.0</td>\n",
102
- " <td>Edgar County, IL</td>\n",
103
- " <td>17045.0</td>\n",
104
- " <td>2007.0</td>\n",
105
- " <td>2007.0</td>\n",
106
- " <td>18929</td>\n",
107
  " </tr>\n",
108
  " </tbody>\n",
109
  "</table>\n",
110
  "</div>"
111
  ],
112
  "text/plain": [
113
- " Notes State State Code County County Code \\\n",
114
- "20844 NaN Montana 30.0 Beaverhead County, MT 30001.0 \n",
115
- "419 NaN Alabama 1.0 Hale County, AL 1065.0 \n",
116
- "14805 NaN Louisiana 22.0 Franklin Parish, LA 22041.0 \n",
117
- "1416 NaN Arizona 4.0 Maricopa County, AZ 4013.0 \n",
118
- "8090 NaN Illinois 17.0 Edgar County, IL 17045.0 \n",
119
  "\n",
120
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
121
- "20844 2008.0 2008.0 9166 \n",
122
- "419 2006.0 2006.0 16427 \n",
123
- "14805 2014.0 2014.0 20441 \n",
124
- "1416 2015.0 2015.0 4174423 \n",
125
- "8090 2007.0 2007.0 18929 "
126
  ]
127
  },
128
  "execution_count": 2,
@@ -450,73 +450,73 @@
450
  " </thead>\n",
451
  " <tbody>\n",
452
  " <tr>\n",
453
- " <th>28339</th>\n",
454
- " <td>Oklahoma</td>\n",
455
- " <td>40.0</td>\n",
456
- " <td>McClain County, OK</td>\n",
457
- " <td>40087.0</td>\n",
458
  " <td>2015.0</td>\n",
459
  " <td>2015.0</td>\n",
460
- " <td>37981</td>\n",
461
  " </tr>\n",
462
  " <tr>\n",
463
- " <th>23032</th>\n",
464
- " <td>New Hampshire</td>\n",
465
- " <td>33.0</td>\n",
466
- " <td>Cheshire County, NH</td>\n",
467
- " <td>33005.0</td>\n",
468
- " <td>2012.0</td>\n",
469
- " <td>2012.0</td>\n",
470
- " <td>76957</td>\n",
471
  " </tr>\n",
472
  " <tr>\n",
473
- " <th>13840</th>\n",
474
- " <td>Kentucky</td>\n",
475
- " <td>21.0</td>\n",
476
- " <td>Letcher County, KY</td>\n",
477
- " <td>21133.0</td>\n",
478
- " <td>2011.0</td>\n",
479
- " <td>2011.0</td>\n",
480
- " <td>24375</td>\n",
481
  " </tr>\n",
482
  " <tr>\n",
483
- " <th>8898</th>\n",
484
- " <td>Illinois</td>\n",
485
- " <td>17.0</td>\n",
486
- " <td>Schuyler County, IL</td>\n",
487
- " <td>17169.0</td>\n",
488
- " <td>2009.0</td>\n",
489
- " <td>2009.0</td>\n",
490
- " <td>7489</td>\n",
491
  " </tr>\n",
492
  " <tr>\n",
493
- " <th>18087</th>\n",
494
- " <td>Minnesota</td>\n",
495
- " <td>27.0</td>\n",
496
- " <td>Stearns County, MN</td>\n",
497
- " <td>27145.0</td>\n",
498
- " <td>2007.0</td>\n",
499
- " <td>2007.0</td>\n",
500
- " <td>146591</td>\n",
501
  " </tr>\n",
502
  " </tbody>\n",
503
  "</table>\n",
504
  "</div>"
505
  ],
506
  "text/plain": [
507
- " State State Code County County Code \\\n",
508
- "28339 Oklahoma 40.0 McClain County, OK 40087.0 \n",
509
- "23032 New Hampshire 33.0 Cheshire County, NH 33005.0 \n",
510
- "13840 Kentucky 21.0 Letcher County, KY 21133.0 \n",
511
- "8898 Illinois 17.0 Schuyler County, IL 17169.0 \n",
512
- "18087 Minnesota 27.0 Stearns County, MN 27145.0 \n",
513
  "\n",
514
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
515
- "28339 2015.0 2015.0 37981 \n",
516
- "23032 2012.0 2012.0 76957 \n",
517
- "13840 2011.0 2011.0 24375 \n",
518
- "8898 2009.0 2009.0 7489 \n",
519
- "18087 2007.0 2007.0 146591 "
520
  ]
521
  },
522
  "execution_count": 8,
@@ -640,73 +640,73 @@
640
  " </thead>\n",
641
  " <tbody>\n",
642
  " <tr>\n",
643
- " <th>3169</th>\n",
644
- " <td>California</td>\n",
645
- " <td>06</td>\n",
646
- " <td>Trinity County, CA</td>\n",
647
- " <td>06105</td>\n",
648
- " <td>2013</td>\n",
649
- " <td>2013.0</td>\n",
650
- " <td>13427</td>\n",
651
  " </tr>\n",
652
  " <tr>\n",
653
- " <th>13252</th>\n",
654
- " <td>Kentucky</td>\n",
655
- " <td>21</td>\n",
656
- " <td>Carter County, KY</td>\n",
657
- " <td>21043</td>\n",
658
- " <td>2008</td>\n",
659
- " <td>2008.0</td>\n",
660
- " <td>27752</td>\n",
661
  " </tr>\n",
662
  " <tr>\n",
663
- " <th>39311</th>\n",
664
- " <td>West Virginia</td>\n",
665
- " <td>54</td>\n",
666
- " <td>Marion County, WV</td>\n",
667
- " <td>54049</td>\n",
668
- " <td>2015</td>\n",
669
- " <td>2015.0</td>\n",
670
- " <td>56815</td>\n",
671
  " </tr>\n",
672
  " <tr>\n",
673
- " <th>25647</th>\n",
674
- " <td>North Carolina</td>\n",
675
- " <td>37</td>\n",
676
- " <td>Robeson County, NC</td>\n",
677
- " <td>37155</td>\n",
678
- " <td>2014</td>\n",
679
- " <td>2014.0</td>\n",
680
- " <td>134920</td>\n",
681
  " </tr>\n",
682
  " <tr>\n",
683
- " <th>16468</th>\n",
684
- " <td>Michigan</td>\n",
685
- " <td>26</td>\n",
686
- " <td>Houghton County, MI</td>\n",
687
- " <td>26061</td>\n",
688
- " <td>2013</td>\n",
689
- " <td>2013.0</td>\n",
690
- " <td>36691</td>\n",
691
  " </tr>\n",
692
  " </tbody>\n",
693
  "</table>\n",
694
  "</div>"
695
  ],
696
  "text/plain": [
697
- " State State Code County County Code \\\n",
698
- "3169 California 06 Trinity County, CA 06105 \n",
699
- "13252 Kentucky 21 Carter County, KY 21043 \n",
700
- "39311 West Virginia 54 Marion County, WV 54049 \n",
701
- "25647 North Carolina 37 Robeson County, NC 37155 \n",
702
- "16468 Michigan 26 Houghton County, MI 26061 \n",
703
  "\n",
704
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
705
- "3169 2013 2013.0 13427 \n",
706
- "13252 2008 2008.0 27752 \n",
707
- "39311 2015 2015.0 56815 \n",
708
- "25647 2014 2014.0 134920 \n",
709
- "16468 2013 2013.0 36691 "
710
  ]
711
  },
712
  "execution_count": 12,
@@ -814,61 +814,68 @@
814
  " </thead>\n",
815
  " <tbody>\n",
816
  " <tr>\n",
817
- " <th>20737</th>\n",
818
  " <td>Missouri</td>\n",
819
  " <td>29</td>\n",
820
- " <td>Vernon County, MO</td>\n",
821
- " <td>29217</td>\n",
822
- " <td>2005</td>\n",
823
- " <td>20722</td>\n",
824
  " </tr>\n",
825
  " <tr>\n",
826
- " <th>34648</th>\n",
827
- " <td>Texas</td>\n",
828
- " <td>48</td>\n",
829
- " <td>Knox County, TX</td>\n",
830
- " <td>48275</td>\n",
831
- " <td>2006</td>\n",
832
- " <td>3788</td>\n",
833
  " </tr>\n",
834
  " <tr>\n",
835
- " <th>8311</th>\n",
836
- " <td>Illinois</td>\n",
837
- " <td>17</td>\n",
838
- " <td>Jasper County, IL</td>\n",
839
- " <td>17079</td>\n",
840
- " <td>2007</td>\n",
841
- " <td>9776</td>\n",
842
  " </tr>\n",
843
  " <tr>\n",
844
- " <th>31809</th>\n",
845
- " <td>Tennessee</td>\n",
846
- " <td>47</td>\n",
847
- " <td>Clay County, TN</td>\n",
848
- " <td>47027</td>\n",
849
- " <td>2014</td>\n",
850
- " <td>7626</td>\n",
851
  " </tr>\n",
852
  " <tr>\n",
853
- " <th>14247</th>\n",
854
- " <td>Kentucky</td>\n",
855
- " <td>21</td>\n",
856
- " <td>Pike County, KY</td>\n",
857
- " <td>21195</td>\n",
858
- " <td>2015</td>\n",
859
- " <td>61831</td>\n",
860
  " </tr>\n",
861
  " </tbody>\n",
862
  "</table>\n",
863
  "</div>"
864
  ],
865
  "text/plain": [
866
- " State State_Code County County_Code Year Population\n",
867
- "20737 Missouri 29 Vernon County, MO 29217 2005 20722\n",
868
- "34648 Texas 48 Knox County, TX 48275 2006 3788\n",
869
- "8311 Illinois 17 Jasper County, IL 17079 2007 9776\n",
870
- "31809 Tennessee 47 Clay County, TN 47027 2014 7626\n",
871
- "14247 Kentucky 21 Pike County, KY 21195 2015 61831"
 
 
 
 
 
 
 
872
  ]
873
  },
874
  "execution_count": 15,
@@ -913,34 +920,34 @@
913
  " </thead>\n",
914
  " <tbody>\n",
915
  " <tr>\n",
916
- " <th>237</th>\n",
917
- " <td>TUOLUMNE</td>\n",
918
- " <td>CA</td>\n",
919
- " <td>6109</td>\n",
920
  " </tr>\n",
921
  " <tr>\n",
922
- " <th>2652</th>\n",
923
- " <td>KIMBLE</td>\n",
924
- " <td>TX</td>\n",
925
- " <td>48267</td>\n",
926
  " </tr>\n",
927
  " <tr>\n",
928
- " <th>2053</th>\n",
929
- " <td>COLUMBIANA</td>\n",
930
- " <td>OH</td>\n",
931
- " <td>39029</td>\n",
932
  " </tr>\n",
933
  " <tr>\n",
934
- " <th>2963</th>\n",
935
- " <td>GRANT</td>\n",
936
- " <td>WA</td>\n",
937
- " <td>53025</td>\n",
938
  " </tr>\n",
939
  " <tr>\n",
940
- " <th>492</th>\n",
941
- " <td>OGLETHORPE</td>\n",
942
- " <td>GA</td>\n",
943
- " <td>13221</td>\n",
944
  " </tr>\n",
945
  " </tbody>\n",
946
  "</table>\n",
@@ -948,11 +955,11 @@
948
  ],
949
  "text/plain": [
950
  " BUYER_COUNTY BUYER_STATE countyfips\n",
951
- "237 TUOLUMNE CA 6109\n",
952
- "2652 KIMBLE TX 48267\n",
953
- "2053 COLUMBIANA OH 39029\n",
954
- "2963 GRANT WA 53025\n",
955
- "492 OGLETHORPE GA 13221"
956
  ]
957
  },
958
  "execution_count": 16,
@@ -1736,68 +1743,68 @@
1736
  " </thead>\n",
1737
  " <tbody>\n",
1738
  " <tr>\n",
1739
- " <th>33059</th>\n",
1740
- " <td>Texas</td>\n",
1741
- " <td>48</td>\n",
1742
- " <td>Coryell County, TX</td>\n",
1743
- " <td>48099</td>\n",
1744
- " <td>2003</td>\n",
1745
- " <td>71364</td>\n",
1746
- " <td>CORYELL</td>\n",
1747
- " <td>TX</td>\n",
1748
- " <td>48099</td>\n",
1749
  " <td>both</td>\n",
1750
  " </tr>\n",
1751
  " <tr>\n",
1752
- " <th>32136</th>\n",
1753
- " <td>Tennessee</td>\n",
1754
- " <td>47</td>\n",
1755
- " <td>Robertson County, TN</td>\n",
1756
- " <td>47147</td>\n",
1757
- " <td>2003</td>\n",
1758
- " <td>57682</td>\n",
1759
- " <td>ROBERTSON</td>\n",
1760
- " <td>TN</td>\n",
1761
- " <td>47147</td>\n",
1762
  " <td>both</td>\n",
1763
  " </tr>\n",
1764
  " <tr>\n",
1765
- " <th>24181</th>\n",
1766
- " <td>New York</td>\n",
1767
- " <td>36</td>\n",
1768
- " <td>Yates County, NY</td>\n",
1769
- " <td>36123</td>\n",
1770
- " <td>2004</td>\n",
1771
- " <td>25008</td>\n",
1772
- " <td>YATES</td>\n",
1773
- " <td>NY</td>\n",
1774
- " <td>36123</td>\n",
1775
  " <td>both</td>\n",
1776
  " </tr>\n",
1777
  " <tr>\n",
1778
- " <th>25432</th>\n",
1779
- " <td>North Carolina</td>\n",
1780
- " <td>37</td>\n",
1781
- " <td>Wayne County, NC</td>\n",
1782
- " <td>37191</td>\n",
1783
- " <td>2007</td>\n",
1784
- " <td>118942</td>\n",
1785
- " <td>WAYNE</td>\n",
1786
- " <td>NC</td>\n",
1787
- " <td>37191</td>\n",
1788
  " <td>both</td>\n",
1789
  " </tr>\n",
1790
  " <tr>\n",
1791
- " <th>1498</th>\n",
1792
- " <td>Arkansas</td>\n",
1793
- " <td>05</td>\n",
1794
- " <td>Jackson County, AR</td>\n",
1795
- " <td>05067</td>\n",
1796
- " <td>2006</td>\n",
1797
- " <td>18092</td>\n",
1798
- " <td>JACKSON</td>\n",
1799
- " <td>AR</td>\n",
1800
- " <td>05067</td>\n",
1801
  " <td>both</td>\n",
1802
  " </tr>\n",
1803
  " </tbody>\n",
@@ -1805,19 +1812,19 @@
1805
  "</div>"
1806
  ],
1807
  "text/plain": [
1808
- " State State_Code County County_Code Year \\\n",
1809
- "33059 Texas 48 Coryell County, TX 48099 2003 \n",
1810
- "32136 Tennessee 47 Robertson County, TN 47147 2003 \n",
1811
- "24181 New York 36 Yates County, NY 36123 2004 \n",
1812
- "25432 North Carolina 37 Wayne County, NC 37191 2007 \n",
1813
- "1498 Arkansas 05 Jackson County, AR 05067 2006 \n",
1814
  "\n",
1815
  " Population BUYER_COUNTY BUYER_STATE countyfips _merge \n",
1816
- "33059 71364 CORYELL TX 48099 both \n",
1817
- "32136 57682 ROBERTSON TN 47147 both \n",
1818
- "24181 25008 YATES NY 36123 both \n",
1819
- "25432 118942 WAYNE NC 37191 both \n",
1820
- "1498 18092 JACKSON AR 05067 both "
1821
  ]
1822
  },
1823
  "execution_count": 23,
@@ -1896,22 +1903,10 @@
1896
  " </thead>\n",
1897
  " <tbody>\n",
1898
  " <tr>\n",
1899
- " <th>16</th>\n",
1900
- " <td>Kansas</td>\n",
1901
- " <td>Kans.</td>\n",
1902
- " <td>KS</td>\n",
1903
- " </tr>\n",
1904
- " <tr>\n",
1905
- " <th>5</th>\n",
1906
- " <td>Colorado</td>\n",
1907
- " <td>Colo.</td>\n",
1908
- " <td>CO</td>\n",
1909
- " </tr>\n",
1910
- " <tr>\n",
1911
- " <th>34</th>\n",
1912
- " <td>North Dakota</td>\n",
1913
- " <td>N.D.</td>\n",
1914
- " <td>ND</td>\n",
1915
  " </tr>\n",
1916
  " <tr>\n",
1917
  " <th>10</th>\n",
@@ -1920,10 +1915,22 @@
1920
  " <td>GA</td>\n",
1921
  " </tr>\n",
1922
  " <tr>\n",
1923
- " <th>14</th>\n",
1924
- " <td>Indiana</td>\n",
1925
- " <td>Ind.</td>\n",
1926
- " <td>IN</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
1927
  " </tr>\n",
1928
  " </tbody>\n",
1929
  "</table>\n",
@@ -1931,11 +1938,11 @@
1931
  ],
1932
  "text/plain": [
1933
  " state abbrev code\n",
1934
- "16 Kansas Kans. KS\n",
1935
- "5 Colorado Colo. CO\n",
1936
- "34 North Dakota N.D. ND\n",
1937
  "10 Georgia Ga. GA\n",
1938
- "14 Indiana Ind. IN"
 
 
1939
  ]
1940
  },
1941
  "execution_count": 25,
@@ -1999,61 +2006,61 @@
1999
  " </thead>\n",
2000
  " <tbody>\n",
2001
  " <tr>\n",
2002
- " <th>16193</th>\n",
2003
- " <td>Michigan</td>\n",
2004
- " <td>LAPEER</td>\n",
2005
- " <td>26087</td>\n",
2006
- " <td>2011</td>\n",
2007
- " <td>88095</td>\n",
2008
- " <td>MI</td>\n",
2009
  " </tr>\n",
2010
  " <tr>\n",
2011
- " <th>24405</th>\n",
2012
- " <td>North Carolina</td>\n",
2013
- " <td>CASWELL</td>\n",
2014
- " <td>37033</td>\n",
2015
  " <td>2007</td>\n",
2016
- " <td>23914</td>\n",
2017
- " <td>NC</td>\n",
2018
  " </tr>\n",
2019
  " <tr>\n",
2020
- " <th>17883</th>\n",
2021
- " <td>Mississippi</td>\n",
2022
- " <td>ATTALA</td>\n",
2023
- " <td>28007</td>\n",
2024
- " <td>2011</td>\n",
2025
- " <td>19386</td>\n",
2026
- " <td>MS</td>\n",
2027
  " </tr>\n",
2028
  " <tr>\n",
2029
- " <th>30476</th>\n",
2030
- " <td>South Dakota</td>\n",
2031
- " <td>CLARK</td>\n",
2032
- " <td>46025</td>\n",
2033
- " <td>2007</td>\n",
2034
- " <td>3711</td>\n",
2035
- " <td>SD</td>\n",
2036
  " </tr>\n",
2037
  " <tr>\n",
2038
- " <th>37845</th>\n",
2039
- " <td>Virginia</td>\n",
2040
- " <td>NORFOLK CITY</td>\n",
2041
- " <td>51710</td>\n",
2042
- " <td>2005</td>\n",
2043
- " <td>239650</td>\n",
2044
- " <td>VA</td>\n",
2045
  " </tr>\n",
2046
  " </tbody>\n",
2047
  "</table>\n",
2048
  "</div>"
2049
  ],
2050
  "text/plain": [
2051
- " State BUYER_COUNTY County_Code Year Population State_Code\n",
2052
- "16193 Michigan LAPEER 26087 2011 88095 MI\n",
2053
- "24405 North Carolina CASWELL 37033 2007 23914 NC\n",
2054
- "17883 Mississippi ATTALA 28007 2011 19386 MS\n",
2055
- "30476 South Dakota CLARK 46025 2007 3711 SD\n",
2056
- "37845 Virginia NORFOLK CITY 51710 2005 239650 VA"
2057
  ]
2058
  },
2059
  "execution_count": 27,
@@ -2110,61 +2117,61 @@
2110
  " </thead>\n",
2111
  " <tbody>\n",
2112
  " <tr>\n",
2113
- " <th>16301</th>\n",
2114
- " <td>Michigan</td>\n",
2115
- " <td>MI</td>\n",
2116
- " <td>MARQUETTE</td>\n",
2117
- " <td>26103</td>\n",
2118
- " <td>2015</td>\n",
2119
- " <td>67357</td>\n",
2120
  " </tr>\n",
2121
  " <tr>\n",
2122
- " <th>31393</th>\n",
2123
- " <td>Tennessee</td>\n",
2124
- " <td>TN</td>\n",
2125
- " <td>COFFEE</td>\n",
2126
- " <td>47031</td>\n",
2127
- " <td>2014</td>\n",
2128
- " <td>53555</td>\n",
2129
  " </tr>\n",
2130
  " <tr>\n",
2131
- " <th>21251</th>\n",
2132
- " <td>Nebraska</td>\n",
2133
- " <td>NE</td>\n",
2134
- " <td>BUFFALO</td>\n",
2135
- " <td>31019</td>\n",
2136
- " <td>2012</td>\n",
2137
- " <td>47642</td>\n",
2138
  " </tr>\n",
2139
  " <tr>\n",
2140
- " <th>16206</th>\n",
2141
- " <td>Michigan</td>\n",
2142
- " <td>MI</td>\n",
2143
- " <td>LEELANAU</td>\n",
2144
- " <td>26089</td>\n",
2145
- " <td>2011</td>\n",
2146
- " <td>21428</td>\n",
2147
  " </tr>\n",
2148
  " <tr>\n",
2149
- " <th>6815</th>\n",
2150
- " <td>Idaho</td>\n",
2151
- " <td>ID</td>\n",
2152
- " <td>BANNOCK</td>\n",
2153
- " <td>16005</td>\n",
2154
- " <td>2006</td>\n",
2155
- " <td>78491</td>\n",
2156
  " </tr>\n",
2157
  " </tbody>\n",
2158
  "</table>\n",
2159
  "</div>"
2160
  ],
2161
  "text/plain": [
2162
- " State State_Code County County_Code Year Population\n",
2163
- "16301 Michigan MI MARQUETTE 26103 2015 67357\n",
2164
- "31393 Tennessee TN COFFEE 47031 2014 53555\n",
2165
- "21251 Nebraska NE BUFFALO 31019 2012 47642\n",
2166
- "16206 Michigan MI LEELANAU 26089 2011 21428\n",
2167
- "6815 Idaho ID BANNOCK 16005 2006 78491"
2168
  ]
2169
  },
2170
  "execution_count": 28,
 
51
  " </thead>\n",
52
  " <tbody>\n",
53
  " <tr>\n",
54
+ " <th>16408</th>\n",
55
  " <td>NaN</td>\n",
56
+ " <td>Michigan</td>\n",
57
+ " <td>26.0</td>\n",
58
+ " <td>Gogebic County, MI</td>\n",
59
+ " <td>26053.0</td>\n",
60
+ " <td>2005.0</td>\n",
61
+ " <td>2005.0</td>\n",
62
+ " <td>16811</td>\n",
63
  " </tr>\n",
64
  " <tr>\n",
65
+ " <th>38823</th>\n",
66
  " <td>NaN</td>\n",
67
+ " <td>Washington</td>\n",
68
+ " <td>53.0</td>\n",
69
+ " <td>Pierce County, WA</td>\n",
70
+ " <td>53053.0</td>\n",
71
+ " <td>2008.0</td>\n",
72
+ " <td>2008.0</td>\n",
73
+ " <td>785400</td>\n",
74
  " </tr>\n",
75
  " <tr>\n",
76
+ " <th>40791</th>\n",
77
  " <td>NaN</td>\n",
78
+ " <td>Wyoming</td>\n",
79
+ " <td>56.0</td>\n",
80
+ " <td>Lincoln County, WY</td>\n",
81
+ " <td>56023.0</td>\n",
82
+ " <td>2013.0</td>\n",
83
+ " <td>2013.0</td>\n",
84
+ " <td>18342</td>\n",
85
  " </tr>\n",
86
  " <tr>\n",
87
+ " <th>39130</th>\n",
88
  " <td>NaN</td>\n",
89
+ " <td>West Virginia</td>\n",
90
+ " <td>54.0</td>\n",
91
+ " <td>Grant County, WV</td>\n",
92
+ " <td>54023.0</td>\n",
93
+ " <td>2003.0</td>\n",
94
+ " <td>2003.0</td>\n",
95
+ " <td>11406</td>\n",
96
  " </tr>\n",
97
  " <tr>\n",
98
+ " <th>22278</th>\n",
99
  " <td>NaN</td>\n",
100
+ " <td>Nebraska</td>\n",
101
+ " <td>31.0</td>\n",
102
+ " <td>Lancaster County, NE</td>\n",
103
+ " <td>31109.0</td>\n",
104
+ " <td>2012.0</td>\n",
105
+ " <td>2012.0</td>\n",
106
+ " <td>293515</td>\n",
107
  " </tr>\n",
108
  " </tbody>\n",
109
  "</table>\n",
110
  "</div>"
111
  ],
112
  "text/plain": [
113
+ " Notes State State Code County County Code \\\n",
114
+ "16408 NaN Michigan 26.0 Gogebic County, MI 26053.0 \n",
115
+ "38823 NaN Washington 53.0 Pierce County, WA 53053.0 \n",
116
+ "40791 NaN Wyoming 56.0 Lincoln County, WY 56023.0 \n",
117
+ "39130 NaN West Virginia 54.0 Grant County, WV 54023.0 \n",
118
+ "22278 NaN Nebraska 31.0 Lancaster County, NE 31109.0 \n",
119
  "\n",
120
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
121
+ "16408 2005.0 2005.0 16811 \n",
122
+ "38823 2008.0 2008.0 785400 \n",
123
+ "40791 2013.0 2013.0 18342 \n",
124
+ "39130 2003.0 2003.0 11406 \n",
125
+ "22278 2012.0 2012.0 293515 "
126
  ]
127
  },
128
  "execution_count": 2,
 
450
  " </thead>\n",
451
  " <tbody>\n",
452
  " <tr>\n",
453
+ " <th>26545</th>\n",
454
+ " <td>North Dakota</td>\n",
455
+ " <td>38.0</td>\n",
456
+ " <td>Stutsman County, ND</td>\n",
457
+ " <td>38093.0</td>\n",
458
  " <td>2015.0</td>\n",
459
  " <td>2015.0</td>\n",
460
+ " <td>21090</td>\n",
461
  " </tr>\n",
462
  " <tr>\n",
463
+ " <th>23363</th>\n",
464
+ " <td>New Jersey</td>\n",
465
+ " <td>34.0</td>\n",
466
+ " <td>Sussex County, NJ</td>\n",
467
+ " <td>34037.0</td>\n",
468
+ " <td>2005.0</td>\n",
469
+ " <td>2005.0</td>\n",
470
+ " <td>150192</td>\n",
471
  " </tr>\n",
472
  " <tr>\n",
473
+ " <th>35046</th>\n",
474
+ " <td>Texas</td>\n",
475
+ " <td>48.0</td>\n",
476
+ " <td>Mitchell County, TX</td>\n",
477
+ " <td>48335.0</td>\n",
478
+ " <td>2014.0</td>\n",
479
+ " <td>2014.0</td>\n",
480
+ " <td>9075</td>\n",
481
  " </tr>\n",
482
  " <tr>\n",
483
+ " <th>13607</th>\n",
484
+ " <td>Kentucky</td>\n",
485
+ " <td>21.0</td>\n",
486
+ " <td>Harrison County, KY</td>\n",
487
+ " <td>21097.0</td>\n",
488
+ " <td>2012.0</td>\n",
489
+ " <td>2012.0</td>\n",
490
+ " <td>18612</td>\n",
491
  " </tr>\n",
492
  " <tr>\n",
493
+ " <th>12325</th>\n",
494
+ " <td>Kansas</td>\n",
495
+ " <td>20.0</td>\n",
496
+ " <td>Lyon County, KS</td>\n",
497
+ " <td>20111.0</td>\n",
498
+ " <td>2004.0</td>\n",
499
+ " <td>2004.0</td>\n",
500
+ " <td>36034</td>\n",
501
  " </tr>\n",
502
  " </tbody>\n",
503
  "</table>\n",
504
  "</div>"
505
  ],
506
  "text/plain": [
507
+ " State State Code County County Code \\\n",
508
+ "26545 North Dakota 38.0 Stutsman County, ND 38093.0 \n",
509
+ "23363 New Jersey 34.0 Sussex County, NJ 34037.0 \n",
510
+ "35046 Texas 48.0 Mitchell County, TX 48335.0 \n",
511
+ "13607 Kentucky 21.0 Harrison County, KY 21097.0 \n",
512
+ "12325 Kansas 20.0 Lyon County, KS 20111.0 \n",
513
  "\n",
514
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
515
+ "26545 2015.0 2015.0 21090 \n",
516
+ "23363 2005.0 2005.0 150192 \n",
517
+ "35046 2014.0 2014.0 9075 \n",
518
+ "13607 2012.0 2012.0 18612 \n",
519
+ "12325 2004.0 2004.0 36034 "
520
  ]
521
  },
522
  "execution_count": 8,
 
640
  " </thead>\n",
641
  " <tbody>\n",
642
  " <tr>\n",
643
+ " <th>18532</th>\n",
644
+ " <td>Mississippi</td>\n",
645
+ " <td>28</td>\n",
646
+ " <td>George County, MS</td>\n",
647
+ " <td>28039</td>\n",
648
+ " <td>2010</td>\n",
649
+ " <td>2010.0</td>\n",
650
+ " <td>22653</td>\n",
651
  " </tr>\n",
652
  " <tr>\n",
653
+ " <th>20169</th>\n",
654
+ " <td>Missouri</td>\n",
655
+ " <td>29</td>\n",
656
+ " <td>Marion County, MO</td>\n",
657
+ " <td>29127</td>\n",
658
+ " <td>2009</td>\n",
659
+ " <td>2009.0</td>\n",
660
+ " <td>28720</td>\n",
661
  " </tr>\n",
662
  " <tr>\n",
663
+ " <th>17948</th>\n",
664
+ " <td>Minnesota</td>\n",
665
+ " <td>27</td>\n",
666
+ " <td>Ramsey County, MN</td>\n",
667
+ " <td>27123</td>\n",
668
+ " <td>2011</td>\n",
669
+ " <td>2011.0</td>\n",
670
+ " <td>515856</td>\n",
671
  " </tr>\n",
672
  " <tr>\n",
673
+ " <th>37444</th>\n",
674
+ " <td>Virginia</td>\n",
675
+ " <td>51</td>\n",
676
+ " <td>Madison County, VA</td>\n",
677
+ " <td>51113</td>\n",
678
+ " <td>2007</td>\n",
679
+ " <td>2007.0</td>\n",
680
+ " <td>13429</td>\n",
681
  " </tr>\n",
682
  " <tr>\n",
683
+ " <th>24046</th>\n",
684
+ " <td>New York</td>\n",
685
+ " <td>36</td>\n",
686
+ " <td>Franklin County, NY</td>\n",
687
+ " <td>36033</td>\n",
688
+ " <td>2012</td>\n",
689
+ " <td>2012.0</td>\n",
690
+ " <td>51791</td>\n",
691
  " </tr>\n",
692
  " </tbody>\n",
693
  "</table>\n",
694
  "</div>"
695
  ],
696
  "text/plain": [
697
+ " State State Code County County Code \\\n",
698
+ "18532 Mississippi 28 George County, MS 28039 \n",
699
+ "20169 Missouri 29 Marion County, MO 29127 \n",
700
+ "17948 Minnesota 27 Ramsey County, MN 27123 \n",
701
+ "37444 Virginia 51 Madison County, VA 51113 \n",
702
+ "24046 New York 36 Franklin County, NY 36033 \n",
703
  "\n",
704
  " Yearly July 1st Estimates Yearly July 1st Estimates Code Population \n",
705
+ "18532 2010 2010.0 22653 \n",
706
+ "20169 2009 2009.0 28720 \n",
707
+ "17948 2011 2011.0 515856 \n",
708
+ "37444 2007 2007.0 13429 \n",
709
+ "24046 2012 2012.0 51791 "
710
  ]
711
  },
712
  "execution_count": 12,
 
814
  " </thead>\n",
815
  " <tbody>\n",
816
  " <tr>\n",
817
+ " <th>19741</th>\n",
818
  " <td>Missouri</td>\n",
819
  " <td>29</td>\n",
820
+ " <td>Daviess County, MO</td>\n",
821
+ " <td>29061</td>\n",
822
+ " <td>2010</td>\n",
823
+ " <td>8444</td>\n",
824
  " </tr>\n",
825
  " <tr>\n",
826
+ " <th>27063</th>\n",
827
+ " <td>Ohio</td>\n",
828
+ " <td>39</td>\n",
829
+ " <td>Harrison County, OH</td>\n",
830
+ " <td>39067</td>\n",
831
+ " <td>2013</td>\n",
832
+ " <td>15598</td>\n",
833
  " </tr>\n",
834
  " <tr>\n",
835
+ " <th>646</th>\n",
836
+ " <td>Alabama</td>\n",
837
+ " <td>01</td>\n",
838
+ " <td>Monroe County, AL</td>\n",
839
+ " <td>01099</td>\n",
840
+ " <td>2012</td>\n",
841
+ " <td>22582</td>\n",
842
  " </tr>\n",
843
  " <tr>\n",
844
+ " <th>15374</th>\n",
845
+ " <td>Maine</td>\n",
846
+ " <td>23</td>\n",
847
+ " <td>Androscoggin County, ME</td>\n",
848
+ " <td>23001</td>\n",
849
+ " <td>2011</td>\n",
850
+ " <td>107458</td>\n",
851
  " </tr>\n",
852
  " <tr>\n",
853
+ " <th>1705</th>\n",
854
+ " <td>Arkansas</td>\n",
855
+ " <td>05</td>\n",
856
+ " <td>Craighead County, AR</td>\n",
857
+ " <td>05031</td>\n",
858
+ " <td>2005</td>\n",
859
+ " <td>87512</td>\n",
860
  " </tr>\n",
861
  " </tbody>\n",
862
  "</table>\n",
863
  "</div>"
864
  ],
865
  "text/plain": [
866
+ " State State_Code County County_Code Year \\\n",
867
+ "19741 Missouri 29 Daviess County, MO 29061 2010 \n",
868
+ "27063 Ohio 39 Harrison County, OH 39067 2013 \n",
869
+ "646 Alabama 01 Monroe County, AL 01099 2012 \n",
870
+ "15374 Maine 23 Androscoggin County, ME 23001 2011 \n",
871
+ "1705 Arkansas 05 Craighead County, AR 05031 2005 \n",
872
+ "\n",
873
+ " Population \n",
874
+ "19741 8444 \n",
875
+ "27063 15598 \n",
876
+ "646 22582 \n",
877
+ "15374 107458 \n",
878
+ "1705 87512 "
879
  ]
880
  },
881
  "execution_count": 15,
 
920
  " </thead>\n",
921
  " <tbody>\n",
922
  " <tr>\n",
923
+ " <th>2151</th>\n",
924
+ " <td>GARVIN</td>\n",
925
+ " <td>OK</td>\n",
926
+ " <td>40049</td>\n",
927
  " </tr>\n",
928
  " <tr>\n",
929
+ " <th>274</th>\n",
930
+ " <td>LAKE</td>\n",
931
+ " <td>CO</td>\n",
932
+ " <td>8065</td>\n",
933
  " </tr>\n",
934
  " <tr>\n",
935
+ " <th>780</th>\n",
936
+ " <td>WASHINGTON</td>\n",
937
+ " <td>IN</td>\n",
938
+ " <td>18175</td>\n",
939
  " </tr>\n",
940
  " <tr>\n",
941
+ " <th>485</th>\n",
942
+ " <td>MONROE</td>\n",
943
+ " <td>GA</td>\n",
944
+ " <td>13207</td>\n",
945
  " </tr>\n",
946
  " <tr>\n",
947
+ " <th>2114</th>\n",
948
+ " <td>STARK</td>\n",
949
+ " <td>OH</td>\n",
950
+ " <td>39151</td>\n",
951
  " </tr>\n",
952
  " </tbody>\n",
953
  "</table>\n",
 
955
  ],
956
  "text/plain": [
957
  " BUYER_COUNTY BUYER_STATE countyfips\n",
958
+ "2151 GARVIN OK 40049\n",
959
+ "274 LAKE CO 8065\n",
960
+ "780 WASHINGTON IN 18175\n",
961
+ "485 MONROE GA 13207\n",
962
+ "2114 STARK OH 39151"
963
  ]
964
  },
965
  "execution_count": 16,
 
1743
  " </thead>\n",
1744
  " <tbody>\n",
1745
  " <tr>\n",
1746
+ " <th>27865</th>\n",
1747
+ " <td>Oklahoma</td>\n",
1748
+ " <td>40</td>\n",
1749
+ " <td>Logan County, OK</td>\n",
1750
+ " <td>40083</td>\n",
1751
+ " <td>2009</td>\n",
1752
+ " <td>41116</td>\n",
1753
+ " <td>LOGAN</td>\n",
1754
+ " <td>OK</td>\n",
1755
+ " <td>40083</td>\n",
1756
  " <td>both</td>\n",
1757
  " </tr>\n",
1758
  " <tr>\n",
1759
+ " <th>38717</th>\n",
1760
+ " <td>West Virginia</td>\n",
1761
+ " <td>54</td>\n",
1762
+ " <td>Hampshire County, WV</td>\n",
1763
+ " <td>54027</td>\n",
1764
+ " <td>2006</td>\n",
1765
+ " <td>23016</td>\n",
1766
+ " <td>HAMPSHIRE</td>\n",
1767
+ " <td>WV</td>\n",
1768
+ " <td>54027</td>\n",
1769
  " <td>both</td>\n",
1770
  " </tr>\n",
1771
  " <tr>\n",
1772
+ " <th>1637</th>\n",
1773
+ " <td>Arkansas</td>\n",
1774
+ " <td>05</td>\n",
1775
+ " <td>Madison County, AR</td>\n",
1776
+ " <td>05087</td>\n",
1777
+ " <td>2015</td>\n",
1778
+ " <td>15719</td>\n",
1779
+ " <td>MADISON</td>\n",
1780
+ " <td>AR</td>\n",
1781
+ " <td>05087</td>\n",
1782
  " <td>both</td>\n",
1783
  " </tr>\n",
1784
  " <tr>\n",
1785
+ " <th>28355</th>\n",
1786
+ " <td>Oregon</td>\n",
1787
+ " <td>41</td>\n",
1788
+ " <td>Clackamas County, OR</td>\n",
1789
+ " <td>41005</td>\n",
1790
+ " <td>2005</td>\n",
1791
+ " <td>359308</td>\n",
1792
+ " <td>CLACKAMAS</td>\n",
1793
+ " <td>OR</td>\n",
1794
+ " <td>41005</td>\n",
1795
  " <td>both</td>\n",
1796
  " </tr>\n",
1797
  " <tr>\n",
1798
+ " <th>34988</th>\n",
1799
+ " <td>Texas</td>\n",
1800
+ " <td>48</td>\n",
1801
+ " <td>Robertson County, TX</td>\n",
1802
+ " <td>48395</td>\n",
1803
+ " <td>2008</td>\n",
1804
+ " <td>16535</td>\n",
1805
+ " <td>ROBERTSON</td>\n",
1806
+ " <td>TX</td>\n",
1807
+ " <td>48395</td>\n",
1808
  " <td>both</td>\n",
1809
  " </tr>\n",
1810
  " </tbody>\n",
 
1812
  "</div>"
1813
  ],
1814
  "text/plain": [
1815
+ " State State_Code County County_Code Year \\\n",
1816
+ "27865 Oklahoma 40 Logan County, OK 40083 2009 \n",
1817
+ "38717 West Virginia 54 Hampshire County, WV 54027 2006 \n",
1818
+ "1637 Arkansas 05 Madison County, AR 05087 2015 \n",
1819
+ "28355 Oregon 41 Clackamas County, OR 41005 2005 \n",
1820
+ "34988 Texas 48 Robertson County, TX 48395 2008 \n",
1821
  "\n",
1822
  " Population BUYER_COUNTY BUYER_STATE countyfips _merge \n",
1823
+ "27865 41116 LOGAN OK 40083 both \n",
1824
+ "38717 23016 HAMPSHIRE WV 54027 both \n",
1825
+ "1637 15719 MADISON AR 05087 both \n",
1826
+ "28355 359308 CLACKAMAS OR 41005 both \n",
1827
+ "34988 16535 ROBERTSON TX 48395 both "
1828
  ]
1829
  },
1830
  "execution_count": 23,
 
1903
  " </thead>\n",
1904
  " <tbody>\n",
1905
  " <tr>\n",
1906
+ " <th>3</th>\n",
1907
+ " <td>Arkansas</td>\n",
1908
+ " <td>Ark.</td>\n",
1909
+ " <td>AR</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
1910
  " </tr>\n",
1911
  " <tr>\n",
1912
  " <th>10</th>\n",
 
1915
  " <td>GA</td>\n",
1916
  " </tr>\n",
1917
  " <tr>\n",
1918
+ " <th>39</th>\n",
1919
+ " <td>Rhode Island</td>\n",
1920
+ " <td>R.I.</td>\n",
1921
+ " <td>RI</td>\n",
1922
+ " </tr>\n",
1923
+ " <tr>\n",
1924
+ " <th>35</th>\n",
1925
+ " <td>Ohio</td>\n",
1926
+ " <td>Ohio</td>\n",
1927
+ " <td>OH</td>\n",
1928
+ " </tr>\n",
1929
+ " <tr>\n",
1930
+ " <th>43</th>\n",
1931
+ " <td>Texas</td>\n",
1932
+ " <td>Tex.</td>\n",
1933
+ " <td>TX</td>\n",
1934
  " </tr>\n",
1935
  " </tbody>\n",
1936
  "</table>\n",
 
1938
  ],
1939
  "text/plain": [
1940
  " state abbrev code\n",
1941
+ "3 Arkansas Ark. AR\n",
 
 
1942
  "10 Georgia Ga. GA\n",
1943
+ "39 Rhode Island R.I. RI\n",
1944
+ "35 Ohio Ohio OH\n",
1945
+ "43 Texas Tex. TX"
1946
  ]
1947
  },
1948
  "execution_count": 25,
 
2006
  " </thead>\n",
2007
  " <tbody>\n",
2008
  " <tr>\n",
2009
+ " <th>32238</th>\n",
2010
+ " <td>Tennessee</td>\n",
2011
+ " <td>STEWART</td>\n",
2012
+ " <td>47161</td>\n",
2013
+ " <td>2014</td>\n",
2014
+ " <td>13211</td>\n",
2015
+ " <td>TN</td>\n",
2016
  " </tr>\n",
2017
  " <tr>\n",
2018
+ " <th>2461</th>\n",
2019
+ " <td>California</td>\n",
2020
+ " <td>RIVERSIDE</td>\n",
2021
+ " <td>06065</td>\n",
2022
  " <td>2007</td>\n",
2023
+ " <td>2075183</td>\n",
2024
+ " <td>CA</td>\n",
2025
  " </tr>\n",
2026
  " <tr>\n",
2027
+ " <th>36672</th>\n",
2028
+ " <td>Virginia</td>\n",
2029
+ " <td>FAUQUIER</td>\n",
2030
+ " <td>51061</td>\n",
2031
+ " <td>2015</td>\n",
2032
+ " <td>68449</td>\n",
2033
+ " <td>VA</td>\n",
2034
  " </tr>\n",
2035
  " <tr>\n",
2036
+ " <th>1370</th>\n",
2037
+ " <td>Arkansas</td>\n",
2038
+ " <td>FRANKLIN</td>\n",
2039
+ " <td>05047</td>\n",
2040
+ " <td>2008</td>\n",
2041
+ " <td>18229</td>\n",
2042
+ " <td>AR</td>\n",
2043
  " </tr>\n",
2044
  " <tr>\n",
2045
+ " <th>2130</th>\n",
2046
+ " <td>California</td>\n",
2047
+ " <td>CONTRA COSTA</td>\n",
2048
+ " <td>06013</td>\n",
2049
+ " <td>2014</td>\n",
2050
+ " <td>1108665</td>\n",
2051
+ " <td>CA</td>\n",
2052
  " </tr>\n",
2053
  " </tbody>\n",
2054
  "</table>\n",
2055
  "</div>"
2056
  ],
2057
  "text/plain": [
2058
+ " State BUYER_COUNTY County_Code Year Population State_Code\n",
2059
+ "32238 Tennessee STEWART 47161 2014 13211 TN\n",
2060
+ "2461 California RIVERSIDE 06065 2007 2075183 CA\n",
2061
+ "36672 Virginia FAUQUIER 51061 2015 68449 VA\n",
2062
+ "1370 Arkansas FRANKLIN 05047 2008 18229 AR\n",
2063
+ "2130 California CONTRA COSTA 06013 2014 1108665 CA"
2064
  ]
2065
  },
2066
  "execution_count": 27,
 
2117
  " </thead>\n",
2118
  " <tbody>\n",
2119
  " <tr>\n",
2120
+ " <th>34793</th>\n",
2121
+ " <td>Texas</td>\n",
2122
+ " <td>TX</td>\n",
2123
+ " <td>PANOLA</td>\n",
2124
+ " <td>48365</td>\n",
2125
+ " <td>2008</td>\n",
2126
+ " <td>23537</td>\n",
2127
  " </tr>\n",
2128
  " <tr>\n",
2129
+ " <th>37853</th>\n",
2130
+ " <td>Virginia</td>\n",
2131
+ " <td>VA</td>\n",
2132
+ " <td>NORFOLK CITY</td>\n",
2133
+ " <td>51710</td>\n",
2134
+ " <td>2013</td>\n",
2135
+ " <td>245598</td>\n",
2136
  " </tr>\n",
2137
  " <tr>\n",
2138
+ " <th>2350</th>\n",
2139
+ " <td>California</td>\n",
2140
+ " <td>CA</td>\n",
2141
+ " <td>MERCED</td>\n",
2142
+ " <td>06047</td>\n",
2143
+ " <td>2013</td>\n",
2144
+ " <td>261888</td>\n",
2145
  " </tr>\n",
2146
  " <tr>\n",
2147
+ " <th>13345</th>\n",
2148
+ " <td>Kentucky</td>\n",
2149
+ " <td>KY</td>\n",
2150
+ " <td>LAUREL</td>\n",
2151
+ " <td>21125</td>\n",
2152
+ " <td>2010</td>\n",
2153
+ " <td>58993</td>\n",
2154
  " </tr>\n",
2155
  " <tr>\n",
2156
+ " <th>28032</th>\n",
2157
+ " <td>Oklahoma</td>\n",
2158
+ " <td>OK</td>\n",
2159
+ " <td>OKLAHOMA</td>\n",
2160
+ " <td>40109</td>\n",
2161
+ " <td>2007</td>\n",
2162
+ " <td>695706</td>\n",
2163
  " </tr>\n",
2164
  " </tbody>\n",
2165
  "</table>\n",
2166
  "</div>"
2167
  ],
2168
  "text/plain": [
2169
+ " State State_Code County County_Code Year Population\n",
2170
+ "34793 Texas TX PANOLA 48365 2008 23537\n",
2171
+ "37853 Virginia VA NORFOLK CITY 51710 2013 245598\n",
2172
+ "2350 California CA MERCED 06047 2013 261888\n",
2173
+ "13345 Kentucky KY LAUREL 21125 2010 58993\n",
2174
+ "28032 Oklahoma OK OKLAHOMA 40109 2007 695706"
2175
  ]
2176
  },
2177
  "execution_count": 28,
02_Codes/03_mortality_eda.ipynb CHANGED
@@ -123,85 +123,85 @@
123
  " </thead>\n",
124
  " <tbody>\n",
125
  " <tr>\n",
126
- " <th>3308</th>\n",
127
  " <td>NaN</td>\n",
128
- " <td>Union County, TN</td>\n",
129
- " <td>47173.0</td>\n",
130
  " <td>2003.0</td>\n",
131
  " <td>2003.0</td>\n",
132
  " <td>All other non-drug and non-alcohol causes</td>\n",
133
  " <td>O9</td>\n",
134
- " <td>165.0</td>\n",
135
  " </tr>\n",
136
  " <tr>\n",
137
- " <th>2597</th>\n",
138
  " <td>NaN</td>\n",
139
- " <td>Rutherford County, NC</td>\n",
140
- " <td>37161.0</td>\n",
141
  " <td>2003.0</td>\n",
142
  " <td>2003.0</td>\n",
143
  " <td>All other non-drug and non-alcohol causes</td>\n",
144
  " <td>O9</td>\n",
145
- " <td>731.0</td>\n",
146
  " </tr>\n",
147
  " <tr>\n",
148
- " <th>717</th>\n",
149
  " <td>NaN</td>\n",
150
- " <td>Glascock County, GA</td>\n",
151
- " <td>13125.0</td>\n",
152
  " <td>2003.0</td>\n",
153
  " <td>2003.0</td>\n",
154
  " <td>All other non-drug and non-alcohol causes</td>\n",
155
  " <td>O9</td>\n",
156
- " <td>40.0</td>\n",
157
  " </tr>\n",
158
  " <tr>\n",
159
- " <th>2261</th>\n",
160
  " <td>NaN</td>\n",
161
- " <td>Hillsborough County, NH</td>\n",
162
- " <td>33011.0</td>\n",
163
  " <td>2003.0</td>\n",
164
  " <td>2003.0</td>\n",
165
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
166
- " <td>D1</td>\n",
167
- " <td>23.0</td>\n",
168
  " </tr>\n",
169
  " <tr>\n",
170
- " <th>3181</th>\n",
171
  " <td>NaN</td>\n",
172
- " <td>McPherson County, SD</td>\n",
173
- " <td>46089.0</td>\n",
174
  " <td>2003.0</td>\n",
175
  " <td>2003.0</td>\n",
176
  " <td>All other non-drug and non-alcohol causes</td>\n",
177
  " <td>O9</td>\n",
178
- " <td>39.0</td>\n",
179
  " </tr>\n",
180
  " </tbody>\n",
181
  "</table>\n",
182
  "</div>"
183
  ],
184
  "text/plain": [
185
- " Notes County County Code Year Year Code \\\n",
186
- "3308 NaN Union County, TN 47173.0 2003.0 2003.0 \n",
187
- "2597 NaN Rutherford County, NC 37161.0 2003.0 2003.0 \n",
188
- "717 NaN Glascock County, GA 13125.0 2003.0 2003.0 \n",
189
- "2261 NaN Hillsborough County, NH 33011.0 2003.0 2003.0 \n",
190
- "3181 NaN McPherson County, SD 46089.0 2003.0 2003.0 \n",
191
  "\n",
192
- " Drug/Alcohol Induced Cause \\\n",
193
- "3308 All other non-drug and non-alcohol causes \n",
194
- "2597 All other non-drug and non-alcohol causes \n",
195
- "717 All other non-drug and non-alcohol causes \n",
196
- "2261 Drug poisonings (overdose) Unintentional (X40-... \n",
197
- "3181 All other non-drug and non-alcohol causes \n",
198
  "\n",
199
  " Drug/Alcohol Induced Cause Code Deaths \n",
200
- "3308 O9 165.0 \n",
201
- "2597 O9 731.0 \n",
202
- "717 O9 40.0 \n",
203
- "2261 D1 23.0 \n",
204
- "3181 O9 39.0 "
205
  ]
206
  },
207
  "execution_count": 4,
@@ -579,80 +579,80 @@
579
  " </thead>\n",
580
  " <tbody>\n",
581
  " <tr>\n",
582
- " <th>32856</th>\n",
583
- " <td>Sequoyah County, OK</td>\n",
584
- " <td>40135.0</td>\n",
585
  " <td>2010.0</td>\n",
586
  " <td>2010.0</td>\n",
587
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
588
- " <td>D1</td>\n",
589
- " <td>11.0</td>\n",
590
  " </tr>\n",
591
  " <tr>\n",
592
- " <th>11096</th>\n",
593
- " <td>Stark County, OH</td>\n",
594
- " <td>39151.0</td>\n",
595
- " <td>2005.0</td>\n",
596
- " <td>2005.0</td>\n",
597
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
598
  " <td>D1</td>\n",
599
- " <td>16.0</td>\n",
600
  " </tr>\n",
601
  " <tr>\n",
602
- " <th>48071</th>\n",
603
- " <td>Butte County, CA</td>\n",
604
- " <td>6007.0</td>\n",
605
- " <td>2014.0</td>\n",
606
- " <td>2014.0</td>\n",
607
- " <td>All other alcohol-induced causes</td>\n",
608
- " <td>A9</td>\n",
609
- " <td>42.0</td>\n",
610
  " </tr>\n",
611
  " <tr>\n",
612
- " <th>2822</th>\n",
613
- " <td>Garfield County, OK</td>\n",
614
- " <td>40047.0</td>\n",
615
- " <td>2003.0</td>\n",
616
- " <td>2003.0</td>\n",
617
  " <td>All other non-drug and non-alcohol causes</td>\n",
618
  " <td>O9</td>\n",
619
- " <td>676.0</td>\n",
620
  " </tr>\n",
621
  " <tr>\n",
622
- " <th>35841</th>\n",
623
- " <td>Terrebonne Parish, LA</td>\n",
624
- " <td>22109.0</td>\n",
625
- " <td>2011.0</td>\n",
626
- " <td>2011.0</td>\n",
627
  " <td>All other non-drug and non-alcohol causes</td>\n",
628
  " <td>O9</td>\n",
629
- " <td>952.0</td>\n",
630
  " </tr>\n",
631
  " </tbody>\n",
632
  "</table>\n",
633
  "</div>"
634
  ],
635
  "text/plain": [
636
- " County County Code Year Year Code \\\n",
637
- "32856 Sequoyah County, OK 40135.0 2010.0 2010.0 \n",
638
- "11096 Stark County, OH 39151.0 2005.0 2005.0 \n",
639
- "48071 Butte County, CA 6007.0 2014.0 2014.0 \n",
640
- "2822 Garfield County, OK 40047.0 2003.0 2003.0 \n",
641
- "35841 Terrebonne Parish, LA 22109.0 2011.0 2011.0 \n",
642
  "\n",
643
  " Drug/Alcohol Induced Cause \\\n",
644
- "32856 Drug poisonings (overdose) Unintentional (X40-... \n",
645
- "11096 Drug poisonings (overdose) Unintentional (X40-... \n",
646
- "48071 All other alcohol-induced causes \n",
647
- "2822 All other non-drug and non-alcohol causes \n",
648
- "35841 All other non-drug and non-alcohol causes \n",
649
  "\n",
650
  " Drug/Alcohol Induced Cause Code Deaths \n",
651
- "32856 D1 11.0 \n",
652
- "11096 D1 16.0 \n",
653
- "48071 A9 42.0 \n",
654
- "2822 O9 676.0 \n",
655
- "35841 O9 952.0 "
656
  ]
657
  },
658
  "execution_count": 8,
@@ -844,63 +844,63 @@
844
  " </thead>\n",
845
  " <tbody>\n",
846
  " <tr>\n",
847
- " <th>30939</th>\n",
848
- " <td>Wabash County, IN</td>\n",
849
- " <td>18169</td>\n",
850
- " <td>2010</td>\n",
851
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
852
- " <td>10</td>\n",
853
  " </tr>\n",
854
  " <tr>\n",
855
- " <th>36770</th>\n",
856
- " <td>Cayuga County, NY</td>\n",
857
- " <td>36011</td>\n",
858
- " <td>2011</td>\n",
859
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
860
- " <td>10</td>\n",
861
  " </tr>\n",
862
  " <tr>\n",
863
- " <th>2317</th>\n",
864
- " <td>Passaic County, NJ</td>\n",
865
- " <td>34031</td>\n",
866
- " <td>2003</td>\n",
867
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
868
- " <td>28</td>\n",
869
  " </tr>\n",
870
  " <tr>\n",
871
- " <th>9869</th>\n",
872
- " <td>Frederick County, MD</td>\n",
873
- " <td>24021</td>\n",
874
- " <td>2005</td>\n",
875
- " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
876
- " <td>13</td>\n",
877
  " </tr>\n",
878
  " <tr>\n",
879
- " <th>22426</th>\n",
880
- " <td>Boyd County, KY</td>\n",
881
- " <td>21019</td>\n",
882
- " <td>2008</td>\n",
883
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
884
- " <td>24</td>\n",
885
  " </tr>\n",
886
  " </tbody>\n",
887
  "</table>\n",
888
  "</div>"
889
  ],
890
  "text/plain": [
891
- " County County Code Year \\\n",
892
- "30939 Wabash County, IN 18169 2010 \n",
893
- "36770 Cayuga County, NY 36011 2011 \n",
894
- "2317 Passaic County, NJ 34031 2003 \n",
895
- "9869 Frederick County, MD 24021 2005 \n",
896
- "22426 Boyd County, KY 21019 2008 \n",
897
  "\n",
898
  " Drug/Alcohol Induced Cause Deaths \n",
899
- "30939 Drug poisonings (overdose) Unintentional (X40-... 10 \n",
900
- "36770 Drug poisonings (overdose) Unintentional (X40-... 10 \n",
901
- "2317 Drug poisonings (overdose) Unintentional (X40-... 28 \n",
902
- "9869 Drug poisonings (overdose) Undetermined (Y10-Y14) 13 \n",
903
- "22426 Drug poisonings (overdose) Unintentional (X40-... 24 "
904
  ]
905
  },
906
  "execution_count": 16,
@@ -975,63 +975,63 @@
975
  " </thead>\n",
976
  " <tbody>\n",
977
  " <tr>\n",
978
- " <th>1799</th>\n",
979
- " <td>Hidalgo County, TX</td>\n",
980
- " <td>48215</td>\n",
981
- " <td>2005</td>\n",
982
- " <td>All other drug-induced causes</td>\n",
983
  " <td>10</td>\n",
984
- " <td>HIDALGO</td>\n",
985
- " <td>TX</td>\n",
986
- " <td>48215</td>\n",
987
  " <td>both</td>\n",
988
  " </tr>\n",
989
  " <tr>\n",
990
- " <th>9215</th>\n",
991
- " <td>Greenville County, SC</td>\n",
992
- " <td>45045</td>\n",
993
- " <td>2014</td>\n",
994
- " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
995
- " <td>10</td>\n",
996
- " <td>GREENVILLE</td>\n",
997
- " <td>SC</td>\n",
998
- " <td>45045</td>\n",
999
  " <td>both</td>\n",
1000
  " </tr>\n",
1001
  " <tr>\n",
1002
- " <th>2843</th>\n",
1003
- " <td>St. Clair County, IL</td>\n",
1004
- " <td>17163</td>\n",
1005
- " <td>2007</td>\n",
1006
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1007
- " <td>15</td>\n",
1008
- " <td>SAINT CLAIR</td>\n",
1009
  " <td>IL</td>\n",
1010
- " <td>17163</td>\n",
1011
  " <td>both</td>\n",
1012
  " </tr>\n",
1013
  " <tr>\n",
1014
- " <th>1063</th>\n",
1015
- " <td>Northampton County, PA</td>\n",
1016
- " <td>42095</td>\n",
1017
- " <td>2004</td>\n",
1018
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1019
- " <td>16</td>\n",
1020
- " <td>NORTHAMPTON</td>\n",
1021
- " <td>PA</td>\n",
1022
- " <td>42095</td>\n",
1023
  " <td>both</td>\n",
1024
  " </tr>\n",
1025
  " <tr>\n",
1026
- " <th>4368</th>\n",
1027
- " <td>Newton County, GA</td>\n",
1028
- " <td>13217</td>\n",
1029
- " <td>2009</td>\n",
1030
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1031
- " <td>13</td>\n",
1032
- " <td>NEWTON</td>\n",
1033
- " <td>GA</td>\n",
1034
- " <td>13217</td>\n",
1035
  " <td>both</td>\n",
1036
  " </tr>\n",
1037
  " </tbody>\n",
@@ -1040,25 +1040,25 @@
1040
  ],
1041
  "text/plain": [
1042
  " County County_Code Year \\\n",
1043
- "1799 Hidalgo County, TX 48215 2005 \n",
1044
- "9215 Greenville County, SC 45045 2014 \n",
1045
- "2843 St. Clair County, IL 17163 2007 \n",
1046
- "1063 Northampton County, PA 42095 2004 \n",
1047
- "4368 Newton County, GA 13217 2009 \n",
1048
  "\n",
1049
- " Cause Deaths BUYER_COUNTY \\\n",
1050
- "1799 All other drug-induced causes 10 HIDALGO \n",
1051
- "9215 Drug poisonings (overdose) Suicide (X60-X64) 10 GREENVILLE \n",
1052
- "2843 Drug poisonings (overdose) Unintentional (X40-... 15 SAINT CLAIR \n",
1053
- "1063 Drug poisonings (overdose) Unintentional (X40-... 16 NORTHAMPTON \n",
1054
- "4368 Drug poisonings (overdose) Unintentional (X40-... 13 NEWTON \n",
1055
  "\n",
1056
- " BUYER_STATE countyfips _merge \n",
1057
- "1799 TX 48215 both \n",
1058
- "9215 SC 45045 both \n",
1059
- "2843 IL 17163 both \n",
1060
- "1063 PA 42095 both \n",
1061
- "4368 GA 13217 both "
1062
  ]
1063
  },
1064
  "execution_count": 19,
@@ -1155,49 +1155,49 @@
1155
  " </thead>\n",
1156
  " <tbody>\n",
1157
  " <tr>\n",
1158
- " <th>2201</th>\n",
1159
  " <td>MI</td>\n",
1160
- " <td>BERRIEN</td>\n",
1161
- " <td>26021</td>\n",
1162
- " <td>2006</td>\n",
 
 
 
 
 
 
 
 
 
1163
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1164
- " <td>21</td>\n",
1165
  " </tr>\n",
1166
  " <tr>\n",
1167
- " <th>3238</th>\n",
1168
  " <td>TN</td>\n",
1169
- " <td>BRADLEY</td>\n",
1170
- " <td>47011</td>\n",
1171
- " <td>2007</td>\n",
1172
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1173
- " <td>23</td>\n",
1174
  " </tr>\n",
1175
  " <tr>\n",
1176
- " <th>8909</th>\n",
1177
- " <td>MS</td>\n",
1178
- " <td>MADISON</td>\n",
1179
- " <td>28089</td>\n",
1180
  " <td>2014</td>\n",
1181
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1182
- " <td>12</td>\n",
1183
- " </tr>\n",
1184
- " <tr>\n",
1185
- " <th>7578</th>\n",
1186
- " <td>AZ</td>\n",
1187
- " <td>MARICOPA</td>\n",
1188
- " <td>04013</td>\n",
1189
- " <td>2013</td>\n",
1190
- " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1191
- " <td>89</td>\n",
1192
  " </tr>\n",
1193
  " <tr>\n",
1194
- " <th>5624</th>\n",
1195
- " <td>SC</td>\n",
1196
- " <td>OCONEE</td>\n",
1197
- " <td>45073</td>\n",
1198
- " <td>2010</td>\n",
1199
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1200
- " <td>16</td>\n",
1201
  " </tr>\n",
1202
  " </tbody>\n",
1203
  "</table>\n",
@@ -1205,18 +1205,18 @@
1205
  ],
1206
  "text/plain": [
1207
  " State_Code County County_Code Year \\\n",
1208
- "2201 MI BERRIEN 26021 2006 \n",
1209
- "3238 TN BRADLEY 47011 2007 \n",
1210
- "8909 MS MADISON 28089 2014 \n",
1211
- "7578 AZ MARICOPA 04013 2013 \n",
1212
- "5624 SC OCONEE 45073 2010 \n",
1213
  "\n",
1214
  " Cause Deaths \n",
1215
- "2201 Drug poisonings (overdose) Unintentional (X40-... 21 \n",
1216
- "3238 Drug poisonings (overdose) Unintentional (X40-... 23 \n",
1217
- "8909 Drug poisonings (overdose) Unintentional (X40-... 12 \n",
1218
- "7578 Drug poisonings (overdose) Undetermined (Y10-Y14) 89 \n",
1219
- "5624 Drug poisonings (overdose) Unintentional (X40-... 16 "
1220
  ]
1221
  },
1222
  "execution_count": 22,
@@ -1261,46 +1261,46 @@
1261
  " </thead>\n",
1262
  " <tbody>\n",
1263
  " <tr>\n",
1264
- " <th>13</th>\n",
1265
- " <td>Illinois</td>\n",
1266
- " <td>Ill.</td>\n",
1267
- " <td>IL</td>\n",
1268
  " </tr>\n",
1269
  " <tr>\n",
1270
- " <th>40</th>\n",
1271
- " <td>South Carolina</td>\n",
1272
- " <td>S.C.</td>\n",
1273
- " <td>SC</td>\n",
1274
  " </tr>\n",
1275
  " <tr>\n",
1276
- " <th>10</th>\n",
1277
- " <td>Georgia</td>\n",
1278
- " <td>Ga.</td>\n",
1279
- " <td>GA</td>\n",
1280
  " </tr>\n",
1281
  " <tr>\n",
1282
- " <th>34</th>\n",
1283
- " <td>North Dakota</td>\n",
1284
- " <td>N.D.</td>\n",
1285
- " <td>ND</td>\n",
1286
  " </tr>\n",
1287
  " <tr>\n",
1288
- " <th>38</th>\n",
1289
- " <td>Pennsylvania</td>\n",
1290
- " <td>Pa.</td>\n",
1291
- " <td>PA</td>\n",
1292
  " </tr>\n",
1293
  " </tbody>\n",
1294
  "</table>\n",
1295
  "</div>"
1296
  ],
1297
  "text/plain": [
1298
- " state abbrev code\n",
1299
- "13 Illinois Ill. IL\n",
1300
- "40 South Carolina S.C. SC\n",
1301
- "10 Georgia Ga. GA\n",
1302
- "34 North Dakota N.D. ND\n",
1303
- "38 Pennsylvania Pa. PA"
1304
  ]
1305
  },
1306
  "execution_count": 23,
@@ -1367,58 +1367,58 @@
1367
  " </thead>\n",
1368
  " <tbody>\n",
1369
  " <tr>\n",
1370
- " <th>6372</th>\n",
1371
- " <td>OH</td>\n",
1372
- " <td>DELAWARE</td>\n",
1373
- " <td>39041</td>\n",
1374
- " <td>2011</td>\n",
1375
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1376
- " <td>11</td>\n",
1377
- " <td>Ohio</td>\n",
1378
  " <td>both</td>\n",
1379
  " </tr>\n",
1380
  " <tr>\n",
1381
- " <th>5339</th>\n",
1382
- " <td>MI</td>\n",
1383
- " <td>WASHTENAW</td>\n",
1384
- " <td>26161</td>\n",
1385
- " <td>2010</td>\n",
1386
- " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1387
- " <td>19</td>\n",
1388
- " <td>Michigan</td>\n",
1389
  " <td>both</td>\n",
1390
  " </tr>\n",
1391
  " <tr>\n",
1392
- " <th>8433</th>\n",
1393
- " <td>WV</td>\n",
1394
- " <td>WAYNE</td>\n",
1395
- " <td>54099</td>\n",
1396
- " <td>2013</td>\n",
1397
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1398
- " <td>17</td>\n",
1399
- " <td>West Virginia</td>\n",
1400
  " <td>both</td>\n",
1401
  " </tr>\n",
1402
  " <tr>\n",
1403
- " <th>4737</th>\n",
1404
- " <td>OR</td>\n",
1405
- " <td>CLACKAMAS</td>\n",
1406
- " <td>41005</td>\n",
1407
- " <td>2009</td>\n",
1408
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1409
- " <td>32</td>\n",
1410
- " <td>Oregon</td>\n",
1411
  " <td>both</td>\n",
1412
  " </tr>\n",
1413
  " <tr>\n",
1414
- " <th>93</th>\n",
1415
- " <td>CO</td>\n",
1416
- " <td>LARIMER</td>\n",
1417
- " <td>08069</td>\n",
1418
- " <td>2003</td>\n",
1419
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1420
- " <td>13</td>\n",
1421
- " <td>Colorado</td>\n",
1422
  " <td>both</td>\n",
1423
  " </tr>\n",
1424
  " </tbody>\n",
@@ -1426,26 +1426,26 @@
1426
  "</div>"
1427
  ],
1428
  "text/plain": [
1429
- " State_Code County County_Code Year \\\n",
1430
- "6372 OH DELAWARE 39041 2011 \n",
1431
- "5339 MI WASHTENAW 26161 2010 \n",
1432
- "8433 WV WAYNE 54099 2013 \n",
1433
- "4737 OR CLACKAMAS 41005 2009 \n",
1434
- "93 CO LARIMER 08069 2003 \n",
1435
  "\n",
1436
- " Cause Deaths \\\n",
1437
- "6372 Drug poisonings (overdose) Unintentional (X40-... 11 \n",
1438
- "5339 Drug poisonings (overdose) Undetermined (Y10-Y14) 19 \n",
1439
- "8433 Drug poisonings (overdose) Unintentional (X40-... 17 \n",
1440
- "4737 Drug poisonings (overdose) Unintentional (X40-... 32 \n",
1441
- "93 Drug poisonings (overdose) Unintentional (X40-... 13 \n",
1442
  "\n",
1443
- " State _merge \n",
1444
- "6372 Ohio both \n",
1445
- "5339 Michigan both \n",
1446
- "8433 West Virginia both \n",
1447
- "4737 Oregon both \n",
1448
- "93 Colorado both "
1449
  ]
1450
  },
1451
  "execution_count": 25,
@@ -1535,73 +1535,73 @@
1535
  " </thead>\n",
1536
  " <tbody>\n",
1537
  " <tr>\n",
1538
- " <th>2398</th>\n",
1539
- " <td>Ohio</td>\n",
1540
- " <td>OH</td>\n",
1541
- " <td>TRUMBULL</td>\n",
1542
- " <td>39155</td>\n",
1543
  " <td>2006</td>\n",
1544
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1545
- " <td>30</td>\n",
1546
  " </tr>\n",
1547
  " <tr>\n",
1548
- " <th>5703</th>\n",
1549
- " <td>Utah</td>\n",
1550
- " <td>UT</td>\n",
1551
- " <td>DAVIS</td>\n",
1552
- " <td>49011</td>\n",
1553
- " <td>2010</td>\n",
1554
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1555
- " <td>22</td>\n",
1556
  " </tr>\n",
1557
  " <tr>\n",
1558
- " <th>10208</th>\n",
1559
- " <td>South Carolina</td>\n",
1560
- " <td>SC</td>\n",
1561
- " <td>AIKEN</td>\n",
1562
- " <td>45003</td>\n",
1563
- " <td>2015</td>\n",
1564
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1565
- " <td>30</td>\n",
1566
  " </tr>\n",
1567
  " <tr>\n",
1568
- " <th>242</th>\n",
1569
- " <td>Maryland</td>\n",
1570
- " <td>MD</td>\n",
1571
- " <td>PRINCE GEORGES</td>\n",
1572
- " <td>24033</td>\n",
1573
- " <td>2003</td>\n",
1574
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1575
- " <td>14</td>\n",
1576
  " </tr>\n",
1577
  " <tr>\n",
1578
- " <th>1250</th>\n",
1579
- " <td>California</td>\n",
1580
- " <td>CA</td>\n",
1581
- " <td>MARIN</td>\n",
1582
- " <td>06041</td>\n",
1583
- " <td>2005</td>\n",
1584
- " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1585
- " <td>16</td>\n",
1586
  " </tr>\n",
1587
  " </tbody>\n",
1588
  "</table>\n",
1589
  "</div>"
1590
  ],
1591
  "text/plain": [
1592
- " State State_Code County County_Code Year \\\n",
1593
- "2398 Ohio OH TRUMBULL 39155 2006 \n",
1594
- "5703 Utah UT DAVIS 49011 2010 \n",
1595
- "10208 South Carolina SC AIKEN 45003 2015 \n",
1596
- "242 Maryland MD PRINCE GEORGES 24033 2003 \n",
1597
- "1250 California CA MARIN 06041 2005 \n",
1598
  "\n",
1599
- " Cause Deaths \n",
1600
- "2398 Drug poisonings (overdose) Unintentional (X40-... 30 \n",
1601
- "5703 Drug poisonings (overdose) Unintentional (X40-... 22 \n",
1602
- "10208 Drug poisonings (overdose) Unintentional (X40-... 30 \n",
1603
- "242 Drug poisonings (overdose) Unintentional (X40-... 14 \n",
1604
- "1250 Drug poisonings (overdose) Undetermined (Y10-Y14) 16 "
1605
  ]
1606
  },
1607
  "execution_count": 27,
 
123
  " </thead>\n",
124
  " <tbody>\n",
125
  " <tr>\n",
126
+ " <th>968</th>\n",
127
  " <td>NaN</td>\n",
128
+ " <td>Pope County, IL</td>\n",
129
+ " <td>17151.0</td>\n",
130
  " <td>2003.0</td>\n",
131
  " <td>2003.0</td>\n",
132
  " <td>All other non-drug and non-alcohol causes</td>\n",
133
  " <td>O9</td>\n",
134
+ " <td>34.0</td>\n",
135
  " </tr>\n",
136
  " <tr>\n",
137
+ " <th>2479</th>\n",
138
  " <td>NaN</td>\n",
139
+ " <td>Washington County, NY</td>\n",
140
+ " <td>36115.0</td>\n",
141
  " <td>2003.0</td>\n",
142
  " <td>2003.0</td>\n",
143
  " <td>All other non-drug and non-alcohol causes</td>\n",
144
  " <td>O9</td>\n",
145
+ " <td>640.0</td>\n",
146
  " </tr>\n",
147
  " <tr>\n",
148
+ " <th>1098</th>\n",
149
  " <td>NaN</td>\n",
150
+ " <td>Warren County, IN</td>\n",
151
+ " <td>18171.0</td>\n",
152
  " <td>2003.0</td>\n",
153
  " <td>2003.0</td>\n",
154
  " <td>All other non-drug and non-alcohol causes</td>\n",
155
  " <td>O9</td>\n",
156
+ " <td>91.0</td>\n",
157
  " </tr>\n",
158
  " <tr>\n",
159
+ " <th>302</th>\n",
160
  " <td>NaN</td>\n",
161
+ " <td>Riverside County, CA</td>\n",
162
+ " <td>6065.0</td>\n",
163
  " <td>2003.0</td>\n",
164
  " <td>2003.0</td>\n",
165
+ " <td>All other alcohol-induced causes</td>\n",
166
+ " <td>A9</td>\n",
167
+ " <td>210.0</td>\n",
168
  " </tr>\n",
169
  " <tr>\n",
170
+ " <th>3945</th>\n",
171
  " <td>NaN</td>\n",
172
+ " <td>Monongalia County, WV</td>\n",
173
+ " <td>54061.0</td>\n",
174
  " <td>2003.0</td>\n",
175
  " <td>2003.0</td>\n",
176
  " <td>All other non-drug and non-alcohol causes</td>\n",
177
  " <td>O9</td>\n",
178
+ " <td>579.0</td>\n",
179
  " </tr>\n",
180
  " </tbody>\n",
181
  "</table>\n",
182
  "</div>"
183
  ],
184
  "text/plain": [
185
+ " Notes County County Code Year Year Code \\\n",
186
+ "968 NaN Pope County, IL 17151.0 2003.0 2003.0 \n",
187
+ "2479 NaN Washington County, NY 36115.0 2003.0 2003.0 \n",
188
+ "1098 NaN Warren County, IN 18171.0 2003.0 2003.0 \n",
189
+ "302 NaN Riverside County, CA 6065.0 2003.0 2003.0 \n",
190
+ "3945 NaN Monongalia County, WV 54061.0 2003.0 2003.0 \n",
191
  "\n",
192
+ " Drug/Alcohol Induced Cause \\\n",
193
+ "968 All other non-drug and non-alcohol causes \n",
194
+ "2479 All other non-drug and non-alcohol causes \n",
195
+ "1098 All other non-drug and non-alcohol causes \n",
196
+ "302 All other alcohol-induced causes \n",
197
+ "3945 All other non-drug and non-alcohol causes \n",
198
  "\n",
199
  " Drug/Alcohol Induced Cause Code Deaths \n",
200
+ "968 O9 34.0 \n",
201
+ "2479 O9 640.0 \n",
202
+ "1098 O9 91.0 \n",
203
+ "302 A9 210.0 \n",
204
+ "3945 O9 579.0 "
205
  ]
206
  },
207
  "execution_count": 4,
 
579
  " </thead>\n",
580
  " <tbody>\n",
581
  " <tr>\n",
582
+ " <th>31806</th>\n",
583
+ " <td>Jones County, MS</td>\n",
584
+ " <td>28067.0</td>\n",
585
  " <td>2010.0</td>\n",
586
  " <td>2010.0</td>\n",
587
+ " <td>All other non-drug and non-alcohol causes</td>\n",
588
+ " <td>O9</td>\n",
589
+ " <td>629.0</td>\n",
590
  " </tr>\n",
591
  " <tr>\n",
592
+ " <th>34546</th>\n",
593
+ " <td>Siskiyou County, CA</td>\n",
594
+ " <td>6093.0</td>\n",
595
+ " <td>2011.0</td>\n",
596
+ " <td>2011.0</td>\n",
597
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
598
  " <td>D1</td>\n",
599
+ " <td>12.0</td>\n",
600
  " </tr>\n",
601
  " <tr>\n",
602
+ " <th>53754</th>\n",
603
+ " <td>Tipton County, IN</td>\n",
604
+ " <td>18159.0</td>\n",
605
+ " <td>2015.0</td>\n",
606
+ " <td>2015.0</td>\n",
607
+ " <td>All other non-drug and non-alcohol causes</td>\n",
608
+ " <td>O9</td>\n",
609
+ " <td>158</td>\n",
610
  " </tr>\n",
611
  " <tr>\n",
612
+ " <th>6195</th>\n",
613
+ " <td>Wright County, MO</td>\n",
614
+ " <td>29229.0</td>\n",
615
+ " <td>2004.0</td>\n",
616
+ " <td>2004.0</td>\n",
617
  " <td>All other non-drug and non-alcohol causes</td>\n",
618
  " <td>O9</td>\n",
619
+ " <td>201.0</td>\n",
620
  " </tr>\n",
621
  " <tr>\n",
622
+ " <th>18249</th>\n",
623
+ " <td>De Soto Parish, LA</td>\n",
624
+ " <td>22031.0</td>\n",
625
+ " <td>2007.0</td>\n",
626
+ " <td>2007.0</td>\n",
627
  " <td>All other non-drug and non-alcohol causes</td>\n",
628
  " <td>O9</td>\n",
629
+ " <td>270.0</td>\n",
630
  " </tr>\n",
631
  " </tbody>\n",
632
  "</table>\n",
633
  "</div>"
634
  ],
635
  "text/plain": [
636
+ " County County Code Year Year Code \\\n",
637
+ "31806 Jones County, MS 28067.0 2010.0 2010.0 \n",
638
+ "34546 Siskiyou County, CA 6093.0 2011.0 2011.0 \n",
639
+ "53754 Tipton County, IN 18159.0 2015.0 2015.0 \n",
640
+ "6195 Wright County, MO 29229.0 2004.0 2004.0 \n",
641
+ "18249 De Soto Parish, LA 22031.0 2007.0 2007.0 \n",
642
  "\n",
643
  " Drug/Alcohol Induced Cause \\\n",
644
+ "31806 All other non-drug and non-alcohol causes \n",
645
+ "34546 Drug poisonings (overdose) Unintentional (X40-... \n",
646
+ "53754 All other non-drug and non-alcohol causes \n",
647
+ "6195 All other non-drug and non-alcohol causes \n",
648
+ "18249 All other non-drug and non-alcohol causes \n",
649
  "\n",
650
  " Drug/Alcohol Induced Cause Code Deaths \n",
651
+ "31806 O9 629.0 \n",
652
+ "34546 D1 12.0 \n",
653
+ "53754 O9 158 \n",
654
+ "6195 O9 201.0 \n",
655
+ "18249 O9 270.0 "
656
  ]
657
  },
658
  "execution_count": 8,
 
844
  " </thead>\n",
845
  " <tbody>\n",
846
  " <tr>\n",
847
+ " <th>56363</th>\n",
848
+ " <td>Bexar County, TX</td>\n",
849
+ " <td>48029</td>\n",
850
+ " <td>2015</td>\n",
851
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
852
+ " <td>179</td>\n",
853
  " </tr>\n",
854
  " <tr>\n",
855
+ " <th>43378</th>\n",
856
+ " <td>Yuma County, AZ</td>\n",
857
+ " <td>04027</td>\n",
858
+ " <td>2013</td>\n",
859
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
860
+ " <td>22</td>\n",
861
  " </tr>\n",
862
  " <tr>\n",
863
+ " <th>32694</th>\n",
864
+ " <td>Lake County, OH</td>\n",
865
+ " <td>39085</td>\n",
866
+ " <td>2010</td>\n",
867
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
868
+ " <td>39</td>\n",
869
  " </tr>\n",
870
  " <tr>\n",
871
+ " <th>37892</th>\n",
872
+ " <td>Collin County, TX</td>\n",
873
+ " <td>48085</td>\n",
874
+ " <td>2011</td>\n",
875
+ " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
876
+ " <td>14</td>\n",
877
  " </tr>\n",
878
  " <tr>\n",
879
+ " <th>10028</th>\n",
880
+ " <td>Oakland County, MI</td>\n",
881
+ " <td>26125</td>\n",
882
+ " <td>2005</td>\n",
883
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
884
+ " <td>25</td>\n",
885
  " </tr>\n",
886
  " </tbody>\n",
887
  "</table>\n",
888
  "</div>"
889
  ],
890
  "text/plain": [
891
+ " County County Code Year \\\n",
892
+ "56363 Bexar County, TX 48029 2015 \n",
893
+ "43378 Yuma County, AZ 04027 2013 \n",
894
+ "32694 Lake County, OH 39085 2010 \n",
895
+ "37892 Collin County, TX 48085 2011 \n",
896
+ "10028 Oakland County, MI 26125 2005 \n",
897
  "\n",
898
  " Drug/Alcohol Induced Cause Deaths \n",
899
+ "56363 Drug poisonings (overdose) Unintentional (X40-... 179 \n",
900
+ "43378 Drug poisonings (overdose) Unintentional (X40-... 22 \n",
901
+ "32694 Drug poisonings (overdose) Unintentional (X40-... 39 \n",
902
+ "37892 Drug poisonings (overdose) Suicide (X60-X64) 14 \n",
903
+ "10028 Drug poisonings (overdose) Unintentional (X40-... 25 "
904
  ]
905
  },
906
  "execution_count": 16,
 
975
  " </thead>\n",
976
  " <tbody>\n",
977
  " <tr>\n",
978
+ " <th>10414</th>\n",
979
+ " <td>Jefferson County, WI</td>\n",
980
+ " <td>55055</td>\n",
981
+ " <td>2015</td>\n",
982
+ " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
983
  " <td>10</td>\n",
984
+ " <td>JEFFERSON</td>\n",
985
+ " <td>WI</td>\n",
986
+ " <td>55055</td>\n",
987
  " <td>both</td>\n",
988
  " </tr>\n",
989
  " <tr>\n",
990
+ " <th>7347</th>\n",
991
+ " <td>Delaware County, PA</td>\n",
992
+ " <td>42045</td>\n",
993
+ " <td>2012</td>\n",
994
+ " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
995
+ " <td>16</td>\n",
996
+ " <td>DELAWARE</td>\n",
997
+ " <td>PA</td>\n",
998
+ " <td>42045</td>\n",
999
  " <td>both</td>\n",
1000
  " </tr>\n",
1001
  " <tr>\n",
1002
+ " <th>5185</th>\n",
1003
+ " <td>Williamson County, IL</td>\n",
1004
+ " <td>17199</td>\n",
1005
+ " <td>2010</td>\n",
1006
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1007
+ " <td>11</td>\n",
1008
+ " <td>WILLIAMSON</td>\n",
1009
  " <td>IL</td>\n",
1010
+ " <td>17199</td>\n",
1011
  " <td>both</td>\n",
1012
  " </tr>\n",
1013
  " <tr>\n",
1014
+ " <th>10403</th>\n",
1015
+ " <td>Putnam County, WV</td>\n",
1016
+ " <td>54079</td>\n",
1017
+ " <td>2015</td>\n",
1018
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1019
+ " <td>19</td>\n",
1020
+ " <td>PUTNAM</td>\n",
1021
+ " <td>WV</td>\n",
1022
+ " <td>54079</td>\n",
1023
  " <td>both</td>\n",
1024
  " </tr>\n",
1025
  " <tr>\n",
1026
+ " <th>5365</th>\n",
1027
+ " <td>Jackson County, MO</td>\n",
1028
+ " <td>29095</td>\n",
1029
+ " <td>2010</td>\n",
1030
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1031
+ " <td>98</td>\n",
1032
+ " <td>JACKSON</td>\n",
1033
+ " <td>MO</td>\n",
1034
+ " <td>29095</td>\n",
1035
  " <td>both</td>\n",
1036
  " </tr>\n",
1037
  " </tbody>\n",
 
1040
  ],
1041
  "text/plain": [
1042
  " County County_Code Year \\\n",
1043
+ "10414 Jefferson County, WI 55055 2015 \n",
1044
+ "7347 Delaware County, PA 42045 2012 \n",
1045
+ "5185 Williamson County, IL 17199 2010 \n",
1046
+ "10403 Putnam County, WV 54079 2015 \n",
1047
+ "5365 Jackson County, MO 29095 2010 \n",
1048
  "\n",
1049
+ " Cause Deaths BUYER_COUNTY \\\n",
1050
+ "10414 Drug poisonings (overdose) Unintentional (X40-... 10 JEFFERSON \n",
1051
+ "7347 Drug poisonings (overdose) Undetermined (Y10-Y14) 16 DELAWARE \n",
1052
+ "5185 Drug poisonings (overdose) Unintentional (X40-... 11 WILLIAMSON \n",
1053
+ "10403 Drug poisonings (overdose) Unintentional (X40-... 19 PUTNAM \n",
1054
+ "5365 Drug poisonings (overdose) Unintentional (X40-... 98 JACKSON \n",
1055
  "\n",
1056
+ " BUYER_STATE countyfips _merge \n",
1057
+ "10414 WI 55055 both \n",
1058
+ "7347 PA 42045 both \n",
1059
+ "5185 IL 17199 both \n",
1060
+ "10403 WV 54079 both \n",
1061
+ "5365 MO 29095 both "
1062
  ]
1063
  },
1064
  "execution_count": 19,
 
1155
  " </thead>\n",
1156
  " <tbody>\n",
1157
  " <tr>\n",
1158
+ " <th>4529</th>\n",
1159
  " <td>MI</td>\n",
1160
+ " <td>MACOMB</td>\n",
1161
+ " <td>26099</td>\n",
1162
+ " <td>2009</td>\n",
1163
+ " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1164
+ " <td>29</td>\n",
1165
+ " </tr>\n",
1166
+ " <tr>\n",
1167
+ " <th>8646</th>\n",
1168
+ " <td>FL</td>\n",
1169
+ " <td>PASCO</td>\n",
1170
+ " <td>12101</td>\n",
1171
+ " <td>2014</td>\n",
1172
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1173
+ " <td>95</td>\n",
1174
  " </tr>\n",
1175
  " <tr>\n",
1176
+ " <th>6511</th>\n",
1177
  " <td>TN</td>\n",
1178
+ " <td>DAVIDSON</td>\n",
1179
+ " <td>47037</td>\n",
1180
+ " <td>2011</td>\n",
1181
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1182
+ " <td>91</td>\n",
1183
  " </tr>\n",
1184
  " <tr>\n",
1185
+ " <th>9042</th>\n",
1186
+ " <td>NC</td>\n",
1187
+ " <td>HARNETT</td>\n",
1188
+ " <td>37085</td>\n",
1189
  " <td>2014</td>\n",
1190
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1191
+ " <td>14</td>\n",
 
 
 
 
 
 
 
 
 
1192
  " </tr>\n",
1193
  " <tr>\n",
1194
+ " <th>8700</th>\n",
1195
+ " <td>ID</td>\n",
1196
+ " <td>ADA</td>\n",
1197
+ " <td>16001</td>\n",
1198
+ " <td>2014</td>\n",
1199
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1200
+ " <td>50</td>\n",
1201
  " </tr>\n",
1202
  " </tbody>\n",
1203
  "</table>\n",
 
1205
  ],
1206
  "text/plain": [
1207
  " State_Code County County_Code Year \\\n",
1208
+ "4529 MI MACOMB 26099 2009 \n",
1209
+ "8646 FL PASCO 12101 2014 \n",
1210
+ "6511 TN DAVIDSON 47037 2011 \n",
1211
+ "9042 NC HARNETT 37085 2014 \n",
1212
+ "8700 ID ADA 16001 2014 \n",
1213
  "\n",
1214
  " Cause Deaths \n",
1215
+ "4529 Drug poisonings (overdose) Undetermined (Y10-Y14) 29 \n",
1216
+ "8646 Drug poisonings (overdose) Unintentional (X40-... 95 \n",
1217
+ "6511 Drug poisonings (overdose) Unintentional (X40-... 91 \n",
1218
+ "9042 Drug poisonings (overdose) Unintentional (X40-... 14 \n",
1219
+ "8700 Drug poisonings (overdose) Unintentional (X40-... 50 "
1220
  ]
1221
  },
1222
  "execution_count": 22,
 
1261
  " </thead>\n",
1262
  " <tbody>\n",
1263
  " <tr>\n",
1264
+ " <th>24</th>\n",
1265
+ " <td>Mississippi</td>\n",
1266
+ " <td>Miss.</td>\n",
1267
+ " <td>MS</td>\n",
1268
  " </tr>\n",
1269
  " <tr>\n",
1270
+ " <th>48</th>\n",
1271
+ " <td>West Virginia</td>\n",
1272
+ " <td>W.Va.</td>\n",
1273
+ " <td>WV</td>\n",
1274
  " </tr>\n",
1275
  " <tr>\n",
1276
+ " <th>4</th>\n",
1277
+ " <td>California</td>\n",
1278
+ " <td>Calif.</td>\n",
1279
+ " <td>CA</td>\n",
1280
  " </tr>\n",
1281
  " <tr>\n",
1282
+ " <th>31</th>\n",
1283
+ " <td>New Mexico</td>\n",
1284
+ " <td>N.M.</td>\n",
1285
+ " <td>NM</td>\n",
1286
  " </tr>\n",
1287
  " <tr>\n",
1288
+ " <th>45</th>\n",
1289
+ " <td>Vermont</td>\n",
1290
+ " <td>Vt.</td>\n",
1291
+ " <td>VT</td>\n",
1292
  " </tr>\n",
1293
  " </tbody>\n",
1294
  "</table>\n",
1295
  "</div>"
1296
  ],
1297
  "text/plain": [
1298
+ " state abbrev code\n",
1299
+ "24 Mississippi Miss. MS\n",
1300
+ "48 West Virginia W.Va. WV\n",
1301
+ "4 California Calif. CA\n",
1302
+ "31 New Mexico N.M. NM\n",
1303
+ "45 Vermont Vt. VT"
1304
  ]
1305
  },
1306
  "execution_count": 23,
 
1367
  " </thead>\n",
1368
  " <tbody>\n",
1369
  " <tr>\n",
1370
+ " <th>1295</th>\n",
1371
+ " <td>CA</td>\n",
1372
+ " <td>VENTURA</td>\n",
1373
+ " <td>06111</td>\n",
1374
+ " <td>2005</td>\n",
1375
+ " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
1376
+ " <td>16</td>\n",
1377
+ " <td>California</td>\n",
1378
  " <td>both</td>\n",
1379
  " </tr>\n",
1380
  " <tr>\n",
1381
+ " <th>7659</th>\n",
1382
+ " <td>CA</td>\n",
1383
+ " <td>SONOMA</td>\n",
1384
+ " <td>06097</td>\n",
1385
+ " <td>2013</td>\n",
1386
+ " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1387
+ " <td>31</td>\n",
1388
+ " <td>California</td>\n",
1389
  " <td>both</td>\n",
1390
  " </tr>\n",
1391
  " <tr>\n",
1392
+ " <th>9290</th>\n",
1393
+ " <td>TX</td>\n",
1394
+ " <td>MONTGOMERY</td>\n",
1395
+ " <td>48339</td>\n",
1396
+ " <td>2014</td>\n",
1397
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1398
+ " <td>31</td>\n",
1399
+ " <td>Texas</td>\n",
1400
  " <td>both</td>\n",
1401
  " </tr>\n",
1402
  " <tr>\n",
1403
+ " <th>5006</th>\n",
1404
+ " <td>CA</td>\n",
1405
+ " <td>ORANGE</td>\n",
1406
+ " <td>06059</td>\n",
1407
+ " <td>2010</td>\n",
1408
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1409
+ " <td>234</td>\n",
1410
+ " <td>California</td>\n",
1411
  " <td>both</td>\n",
1412
  " </tr>\n",
1413
  " <tr>\n",
1414
+ " <th>8888</th>\n",
1415
+ " <td>MI</td>\n",
1416
+ " <td>SAGINAW</td>\n",
1417
+ " <td>26145</td>\n",
1418
+ " <td>2014</td>\n",
1419
+ " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1420
+ " <td>36</td>\n",
1421
+ " <td>Michigan</td>\n",
1422
  " <td>both</td>\n",
1423
  " </tr>\n",
1424
  " </tbody>\n",
 
1426
  "</div>"
1427
  ],
1428
  "text/plain": [
1429
+ " State_Code County County_Code Year \\\n",
1430
+ "1295 CA VENTURA 06111 2005 \n",
1431
+ "7659 CA SONOMA 06097 2013 \n",
1432
+ "9290 TX MONTGOMERY 48339 2014 \n",
1433
+ "5006 CA ORANGE 06059 2010 \n",
1434
+ "8888 MI SAGINAW 26145 2014 \n",
1435
  "\n",
1436
+ " Cause Deaths State \\\n",
1437
+ "1295 Drug poisonings (overdose) Suicide (X60-X64) 16 California \n",
1438
+ "7659 Drug poisonings (overdose) Unintentional (X40-... 31 California \n",
1439
+ "9290 Drug poisonings (overdose) Unintentional (X40-... 31 Texas \n",
1440
+ "5006 Drug poisonings (overdose) Unintentional (X40-... 234 California \n",
1441
+ "8888 Drug poisonings (overdose) Undetermined (Y10-Y14) 36 Michigan \n",
1442
  "\n",
1443
+ " _merge \n",
1444
+ "1295 both \n",
1445
+ "7659 both \n",
1446
+ "9290 both \n",
1447
+ "5006 both \n",
1448
+ "8888 both "
1449
  ]
1450
  },
1451
  "execution_count": 25,
 
1535
  " </thead>\n",
1536
  " <tbody>\n",
1537
  " <tr>\n",
1538
+ " <th>2496</th>\n",
1539
+ " <td>Tennessee</td>\n",
1540
+ " <td>TN</td>\n",
1541
+ " <td>KNOX</td>\n",
1542
+ " <td>47093</td>\n",
1543
  " <td>2006</td>\n",
1544
+ " <td>Drug poisonings (overdose) Undetermined (Y10-Y14)</td>\n",
1545
+ " <td>25</td>\n",
1546
  " </tr>\n",
1547
  " <tr>\n",
1548
+ " <th>2458</th>\n",
1549
+ " <td>Pennsylvania</td>\n",
1550
+ " <td>PA</td>\n",
1551
+ " <td>PHILADELPHIA</td>\n",
1552
+ " <td>42101</td>\n",
1553
+ " <td>2006</td>\n",
1554
+ " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
1555
+ " <td>17</td>\n",
1556
  " </tr>\n",
1557
  " <tr>\n",
1558
+ " <th>7091</th>\n",
1559
+ " <td>Michigan</td>\n",
1560
+ " <td>MI</td>\n",
1561
+ " <td>VAN BUREN</td>\n",
1562
+ " <td>26159</td>\n",
1563
+ " <td>2012</td>\n",
1564
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1565
+ " <td>10</td>\n",
1566
  " </tr>\n",
1567
  " <tr>\n",
1568
+ " <th>5421</th>\n",
1569
+ " <td>New Mexico</td>\n",
1570
+ " <td>NM</td>\n",
1571
+ " <td>SANTA FE</td>\n",
1572
+ " <td>35049</td>\n",
1573
+ " <td>2010</td>\n",
1574
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1575
+ " <td>27</td>\n",
1576
  " </tr>\n",
1577
  " <tr>\n",
1578
+ " <th>3975</th>\n",
1579
+ " <td>Pennsylvania</td>\n",
1580
+ " <td>PA</td>\n",
1581
+ " <td>LACKAWANNA</td>\n",
1582
+ " <td>42069</td>\n",
1583
+ " <td>2008</td>\n",
1584
+ " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
1585
+ " <td>37</td>\n",
1586
  " </tr>\n",
1587
  " </tbody>\n",
1588
  "</table>\n",
1589
  "</div>"
1590
  ],
1591
  "text/plain": [
1592
+ " State State_Code County County_Code Year \\\n",
1593
+ "2496 Tennessee TN KNOX 47093 2006 \n",
1594
+ "2458 Pennsylvania PA PHILADELPHIA 42101 2006 \n",
1595
+ "7091 Michigan MI VAN BUREN 26159 2012 \n",
1596
+ "5421 New Mexico NM SANTA FE 35049 2010 \n",
1597
+ "3975 Pennsylvania PA LACKAWANNA 42069 2008 \n",
1598
  "\n",
1599
+ " Cause Deaths \n",
1600
+ "2496 Drug poisonings (overdose) Undetermined (Y10-Y14) 25 \n",
1601
+ "2458 Drug poisonings (overdose) Suicide (X60-X64) 17 \n",
1602
+ "7091 Drug poisonings (overdose) Unintentional (X40-... 10 \n",
1603
+ "5421 Drug poisonings (overdose) Unintentional (X40-... 27 \n",
1604
+ "3975 Drug poisonings (overdose) Unintentional (X40-... 37 "
1605
  ]
1606
  },
1607
  "execution_count": 27,
02_Codes/05_master_eda.ipynb CHANGED
@@ -52,73 +52,73 @@
52
  " </thead>\n",
53
  " <tbody>\n",
54
  " <tr>\n",
55
- " <th>10070</th>\n",
56
- " <td>Ohio</td>\n",
57
- " <td>OH</td>\n",
58
- " <td>FRANKLIN</td>\n",
59
- " <td>39049</td>\n",
60
- " <td>2015</td>\n",
61
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
62
- " <td>282</td>\n",
63
  " </tr>\n",
64
  " <tr>\n",
65
- " <th>9942</th>\n",
66
- " <td>New Jersey</td>\n",
67
- " <td>NJ</td>\n",
68
- " <td>PASSAIC</td>\n",
69
- " <td>34031</td>\n",
70
- " <td>2015</td>\n",
71
- " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
72
- " <td>63</td>\n",
73
  " </tr>\n",
74
  " <tr>\n",
75
- " <th>794</th>\n",
76
- " <td>Indiana</td>\n",
77
- " <td>IN</td>\n",
78
- " <td>MARION</td>\n",
79
- " <td>18097</td>\n",
80
- " <td>2004</td>\n",
81
- " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
82
- " <td>16</td>\n",
83
  " </tr>\n",
84
  " <tr>\n",
85
- " <th>2687</th>\n",
86
- " <td>California</td>\n",
87
- " <td>CA</td>\n",
88
- " <td>SACRAMENTO</td>\n",
89
- " <td>06067</td>\n",
90
- " <td>2007</td>\n",
91
- " <td>Drug poisonings (overdose) Suicide (X60-X64)</td>\n",
92
- " <td>37</td>\n",
93
  " </tr>\n",
94
  " <tr>\n",
95
- " <th>3326</th>\n",
96
- " <td>Washington</td>\n",
97
- " <td>WA</td>\n",
98
- " <td>CLARK</td>\n",
99
- " <td>53011</td>\n",
100
- " <td>2007</td>\n",
101
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
102
- " <td>41</td>\n",
103
  " </tr>\n",
104
  " </tbody>\n",
105
  "</table>\n",
106
  "</div>"
107
  ],
108
  "text/plain": [
109
- " State State_Code County County_Code Year \\\n",
110
- "10070 Ohio OH FRANKLIN 39049 2015 \n",
111
- "9942 New Jersey NJ PASSAIC 34031 2015 \n",
112
- "794 Indiana IN MARION 18097 2004 \n",
113
- "2687 California CA SACRAMENTO 06067 2007 \n",
114
- "3326 Washington WA CLARK 53011 2007 \n",
115
  "\n",
116
- " Cause Deaths \n",
117
- "10070 Drug poisonings (overdose) Unintentional (X40-... 282 \n",
118
- "9942 Drug poisonings (overdose) Unintentional (X40-... 63 \n",
119
- "794 Drug poisonings (overdose) Suicide (X60-X64) 16 \n",
120
- "2687 Drug poisonings (overdose) Suicide (X60-X64) 37 \n",
121
- "3326 Drug poisonings (overdose) Unintentional (X40-... 41 "
122
  ]
123
  },
124
  "execution_count": 2,
@@ -168,61 +168,61 @@
168
  " </thead>\n",
169
  " <tbody>\n",
170
  " <tr>\n",
171
- " <th>6809</th>\n",
172
- " <td>Idaho</td>\n",
173
- " <td>ID</td>\n",
174
- " <td>ADAMS</td>\n",
175
- " <td>16003</td>\n",
176
- " <td>2013</td>\n",
177
- " <td>3865</td>\n",
178
  " </tr>\n",
179
  " <tr>\n",
180
- " <th>39866</th>\n",
181
- " <td>Wisconsin</td>\n",
182
- " <td>WI</td>\n",
183
- " <td>PEPIN</td>\n",
184
- " <td>55091</td>\n",
185
- " <td>2011</td>\n",
186
- " <td>7401</td>\n",
187
  " </tr>\n",
188
  " <tr>\n",
189
- " <th>1518</th>\n",
190
- " <td>Arkansas</td>\n",
191
- " <td>AR</td>\n",
192
- " <td>JEFFERSON</td>\n",
193
- " <td>05069</td>\n",
194
- " <td>2013</td>\n",
195
- " <td>73233</td>\n",
196
  " </tr>\n",
197
  " <tr>\n",
198
- " <th>365</th>\n",
199
- " <td>Alabama</td>\n",
200
- " <td>AL</td>\n",
201
- " <td>FAYETTE</td>\n",
202
- " <td>01057</td>\n",
203
- " <td>2004</td>\n",
204
- " <td>18022</td>\n",
205
  " </tr>\n",
206
  " <tr>\n",
207
- " <th>7321</th>\n",
208
- " <td>Idaho</td>\n",
209
- " <td>ID</td>\n",
210
- " <td>TWIN FALLS</td>\n",
211
- " <td>16083</td>\n",
212
- " <td>2005</td>\n",
213
- " <td>69833</td>\n",
214
  " </tr>\n",
215
  " </tbody>\n",
216
  "</table>\n",
217
  "</div>"
218
  ],
219
  "text/plain": [
220
- " State State_Code County County_Code Year Population\n",
221
- "6809 Idaho ID ADAMS 16003 2013 3865\n",
222
- "39866 Wisconsin WI PEPIN 55091 2011 7401\n",
223
- "1518 Arkansas AR JEFFERSON 05069 2013 73233\n",
224
- "365 Alabama AL FAYETTE 01057 2004 18022\n",
225
- "7321 Idaho ID TWIN FALLS 16083 2005 69833"
226
  ]
227
  },
228
  "execution_count": 3,
@@ -494,63 +494,63 @@
494
  " </thead>\n",
495
  " <tbody>\n",
496
  " <tr>\n",
497
- " <th>347</th>\n",
498
- " <td>Virginia</td>\n",
499
- " <td>VA</td>\n",
500
- " <td>PORTSMOUTH CITY</td>\n",
501
- " <td>51740</td>\n",
502
- " <td>2003</td>\n",
503
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
504
- " <td>13</td>\n",
505
- " <td>97184</td>\n",
506
  " <td>both</td>\n",
507
  " </tr>\n",
508
  " <tr>\n",
509
- " <th>1401</th>\n",
510
- " <td>Kentucky</td>\n",
511
- " <td>KY</td>\n",
512
- " <td>JEFFERSON</td>\n",
513
- " <td>21111</td>\n",
514
- " <td>2006</td>\n",
515
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
516
- " <td>82</td>\n",
517
- " <td>715149</td>\n",
518
  " <td>both</td>\n",
519
  " </tr>\n",
520
  " <tr>\n",
521
- " <th>3908</th>\n",
522
- " <td>Tennessee</td>\n",
523
- " <td>TN</td>\n",
524
- " <td>KNOX</td>\n",
525
- " <td>47093</td>\n",
526
- " <td>2010</td>\n",
527
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
528
- " <td>77</td>\n",
529
- " <td>432952</td>\n",
530
  " <td>both</td>\n",
531
  " </tr>\n",
532
  " <tr>\n",
533
- " <th>2298</th>\n",
534
- " <td>California</td>\n",
535
- " <td>CA</td>\n",
536
- " <td>FRESNO</td>\n",
537
- " <td>06019</td>\n",
538
- " <td>2008</td>\n",
539
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
540
- " <td>82</td>\n",
541
- " <td>909630</td>\n",
542
  " <td>both</td>\n",
543
  " </tr>\n",
544
  " <tr>\n",
545
- " <th>6494</th>\n",
546
- " <td>Ohio</td>\n",
547
- " <td>OH</td>\n",
548
- " <td>FRANKLIN</td>\n",
549
- " <td>39049</td>\n",
550
- " <td>2014</td>\n",
551
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
552
- " <td>196</td>\n",
553
- " <td>1238758</td>\n",
554
  " <td>both</td>\n",
555
  " </tr>\n",
556
  " </tbody>\n",
@@ -558,26 +558,26 @@
558
  "</div>"
559
  ],
560
  "text/plain": [
561
- " State State_Code County County_Code Year \\\n",
562
- "347 Virginia VA PORTSMOUTH CITY 51740 2003 \n",
563
- "1401 Kentucky KY JEFFERSON 21111 2006 \n",
564
- "3908 Tennessee TN KNOX 47093 2010 \n",
565
- "2298 California CA FRESNO 06019 2008 \n",
566
- "6494 Ohio OH FRANKLIN 39049 2014 \n",
567
  "\n",
568
  " Cause Deaths Population \\\n",
569
- "347 Drug poisonings (overdose) Unintentional (X40-... 13 97184 \n",
570
- "1401 Drug poisonings (overdose) Unintentional (X40-... 82 715149 \n",
571
- "3908 Drug poisonings (overdose) Unintentional (X40-... 77 432952 \n",
572
- "2298 Drug poisonings (overdose) Unintentional (X40-... 82 909630 \n",
573
- "6494 Drug poisonings (overdose) Unintentional (X40-... 196 1238758 \n",
574
  "\n",
575
  " _merge \n",
576
- "347 both \n",
577
- "1401 both \n",
578
- "3908 both \n",
579
- "2298 both \n",
580
- "6494 both "
581
  ]
582
  },
583
  "execution_count": 12,
@@ -732,78 +732,78 @@
732
  " </thead>\n",
733
  " <tbody>\n",
734
  " <tr>\n",
735
- " <th>119</th>\n",
736
- " <td>Kansas</td>\n",
737
- " <td>KS</td>\n",
738
- " <td>SEDGWICK</td>\n",
739
- " <td>20173</td>\n",
740
- " <td>2003</td>\n",
741
- " <td>462442</td>\n",
742
- " <td>46</td>\n",
743
- " <td>0.000099</td>\n",
744
  " </tr>\n",
745
  " <tr>\n",
746
- " <th>3343</th>\n",
747
- " <td>Texas</td>\n",
748
- " <td>TX</td>\n",
749
- " <td>VICTORIA</td>\n",
750
- " <td>48469</td>\n",
751
- " <td>2009</td>\n",
752
- " <td>86635</td>\n",
753
- " <td>10</td>\n",
754
- " <td>0.000115</td>\n",
755
  " </tr>\n",
756
  " <tr>\n",
757
- " <th>1482</th>\n",
758
- " <td>New Jersey</td>\n",
759
- " <td>NJ</td>\n",
760
- " <td>CAPE MAY</td>\n",
761
- " <td>34009</td>\n",
762
- " <td>2006</td>\n",
763
- " <td>98695</td>\n",
764
- " <td>24</td>\n",
765
- " <td>0.000243</td>\n",
766
  " </tr>\n",
767
  " <tr>\n",
768
- " <th>6920</th>\n",
769
- " <td>Georgia</td>\n",
770
- " <td>GA</td>\n",
771
- " <td>NEWTON</td>\n",
772
- " <td>13217</td>\n",
773
- " <td>2015</td>\n",
774
- " <td>104920</td>\n",
775
- " <td>12</td>\n",
776
- " <td>0.000114</td>\n",
777
  " </tr>\n",
778
  " <tr>\n",
779
- " <th>3956</th>\n",
780
- " <td>Texas</td>\n",
781
- " <td>TX</td>\n",
782
- " <td>TAYLOR</td>\n",
783
- " <td>48441</td>\n",
784
- " <td>2010</td>\n",
785
- " <td>131842</td>\n",
786
- " <td>12</td>\n",
787
- " <td>0.000091</td>\n",
788
  " </tr>\n",
789
  " </tbody>\n",
790
  "</table>\n",
791
  "</div>"
792
  ],
793
  "text/plain": [
794
- " State State_Code County County_Code Year Population Deaths \\\n",
795
- "119 Kansas KS SEDGWICK 20173 2003 462442 46 \n",
796
- "3343 Texas TX VICTORIA 48469 2009 86635 10 \n",
797
- "1482 New Jersey NJ CAPE MAY 34009 2006 98695 24 \n",
798
- "6920 Georgia GA NEWTON 13217 2015 104920 12 \n",
799
- "3956 Texas TX TAYLOR 48441 2010 131842 12 \n",
800
  "\n",
801
- " Mortality_Rate \n",
802
- "119 0.000099 \n",
803
- "3343 0.000115 \n",
804
- "1482 0.000243 \n",
805
- "6920 0.000114 \n",
806
- "3956 0.000091 "
807
  ]
808
  },
809
  "execution_count": 17,
@@ -852,51 +852,51 @@
852
  " </thead>\n",
853
  " <tbody>\n",
854
  " <tr>\n",
855
- " <th>314</th>\n",
856
- " <td>Missouri</td>\n",
857
- " <td>2007</td>\n",
858
- " <td>3372217</td>\n",
859
- " <td>359</td>\n",
860
  " </tr>\n",
861
  " <tr>\n",
862
- " <th>512</th>\n",
863
- " <td>Tennessee</td>\n",
864
  " <td>2011</td>\n",
865
- " <td>4635485</td>\n",
866
- " <td>660</td>\n",
867
  " </tr>\n",
868
  " <tr>\n",
869
- " <th>287</th>\n",
870
- " <td>Minnesota</td>\n",
871
- " <td>2006</td>\n",
872
- " <td>2165346</td>\n",
873
- " <td>112</td>\n",
874
  " </tr>\n",
875
  " <tr>\n",
876
- " <th>577</th>\n",
877
- " <td>West Virginia</td>\n",
878
- " <td>2004</td>\n",
879
- " <td>517244</td>\n",
880
- " <td>115</td>\n",
881
  " </tr>\n",
882
  " <tr>\n",
883
- " <th>603</th>\n",
884
- " <td>Wyoming</td>\n",
885
- " <td>2009</td>\n",
886
- " <td>165668</td>\n",
887
- " <td>26</td>\n",
888
  " </tr>\n",
889
  " </tbody>\n",
890
  "</table>\n",
891
  "</div>"
892
  ],
893
  "text/plain": [
894
- " State Year Population Deaths\n",
895
- "314 Missouri 2007 3372217 359\n",
896
- "512 Tennessee 2011 4635485 660\n",
897
- "287 Minnesota 2006 2165346 112\n",
898
- "577 West Virginia 2004 517244 115\n",
899
- "603 Wyoming 2009 165668 26"
900
  ]
901
  },
902
  "execution_count": 18,
@@ -1067,56 +1067,56 @@
1067
  " </thead>\n",
1068
  " <tbody>\n",
1069
  " <tr>\n",
1070
- " <th>32956</th>\n",
1071
  " <td>Texas</td>\n",
1072
  " <td>TX</td>\n",
1073
- " <td>COLEMAN</td>\n",
1074
- " <td>48083</td>\n",
1075
- " <td>2004</td>\n",
1076
  " </tr>\n",
1077
  " <tr>\n",
1078
- " <th>30848</th>\n",
1079
- " <td>South Dakota</td>\n",
1080
- " <td>SD</td>\n",
1081
- " <td>LAWRENCE</td>\n",
1082
- " <td>46081</td>\n",
1083
- " <td>2015</td>\n",
1084
  " </tr>\n",
1085
  " <tr>\n",
1086
- " <th>6033</th>\n",
1087
- " <td>Georgia</td>\n",
1088
- " <td>GA</td>\n",
1089
- " <td>NEWTON</td>\n",
1090
- " <td>13217</td>\n",
1091
- " <td>2004</td>\n",
1092
  " </tr>\n",
1093
  " <tr>\n",
1094
- " <th>40170</th>\n",
1095
- " <td>Wisconsin</td>\n",
1096
- " <td>WI</td>\n",
1097
- " <td>WINNEBAGO</td>\n",
1098
- " <td>55139</td>\n",
1099
- " <td>2003</td>\n",
1100
  " </tr>\n",
1101
  " <tr>\n",
1102
- " <th>17594</th>\n",
1103
- " <td>Minnesota</td>\n",
1104
- " <td>MN</td>\n",
1105
- " <td>SAINT LOUIS</td>\n",
1106
- " <td>27137</td>\n",
1107
- " <td>2008</td>\n",
1108
  " </tr>\n",
1109
  " </tbody>\n",
1110
  "</table>\n",
1111
  "</div>"
1112
  ],
1113
  "text/plain": [
1114
- " State State_Code County County_Code Year\n",
1115
- "32956 Texas TX COLEMAN 48083 2004\n",
1116
- "30848 South Dakota SD LAWRENCE 46081 2015\n",
1117
- "6033 Georgia GA NEWTON 13217 2004\n",
1118
- "40170 Wisconsin WI WINNEBAGO 55139 2003\n",
1119
- "17594 Minnesota MN SAINT LOUIS 27137 2008"
1120
  ]
1121
  },
1122
  "execution_count": 22,
@@ -1171,83 +1171,83 @@
1171
  " </thead>\n",
1172
  " <tbody>\n",
1173
  " <tr>\n",
1174
- " <th>19023</th>\n",
1175
- " <td>Missouri</td>\n",
1176
- " <td>MO</td>\n",
1177
- " <td>BOONE</td>\n",
1178
- " <td>29019</td>\n",
1179
- " <td>2007</td>\n",
1180
- " <td>3372217.0</td>\n",
1181
- " <td>359</td>\n",
1182
- " <td>0.000106</td>\n",
1183
  " <td>both</td>\n",
1184
  " </tr>\n",
1185
  " <tr>\n",
1186
- " <th>27504</th>\n",
1187
- " <td>Oklahoma</td>\n",
1188
- " <td>OK</td>\n",
1189
- " <td>CLEVELAND</td>\n",
1190
- " <td>40027</td>\n",
1191
- " <td>2012</td>\n",
1192
- " <td>2270106.0</td>\n",
1193
- " <td>448</td>\n",
1194
- " <td>0.000197</td>\n",
1195
  " <td>both</td>\n",
1196
  " </tr>\n",
1197
  " <tr>\n",
1198
- " <th>32260</th>\n",
1199
- " <td>Tennessee</td>\n",
1200
- " <td>TN</td>\n",
1201
- " <td>SUMNER</td>\n",
1202
- " <td>47165</td>\n",
1203
- " <td>2010</td>\n",
1204
- " <td>4407504.0</td>\n",
1205
- " <td>647</td>\n",
1206
- " <td>0.000147</td>\n",
1207
  " <td>both</td>\n",
1208
  " </tr>\n",
1209
  " <tr>\n",
1210
- " <th>20489</th>\n",
1211
- " <td>Montana</td>\n",
1212
- " <td>MT</td>\n",
1213
- " <td>CHOUTEAU</td>\n",
1214
- " <td>30015</td>\n",
1215
- " <td>2004</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
1216
  " <td>NaN</td>\n",
1217
  " <td>&lt;NA&gt;</td>\n",
1218
  " <td>&lt;NA&gt;</td>\n",
1219
  " <td>left_only</td>\n",
1220
  " </tr>\n",
1221
- " <tr>\n",
1222
- " <th>36894</th>\n",
1223
- " <td>Virginia</td>\n",
1224
- " <td>VA</td>\n",
1225
- " <td>KING AND QUEEN</td>\n",
1226
- " <td>51097</td>\n",
1227
- " <td>2003</td>\n",
1228
- " <td>3399515.0</td>\n",
1229
- " <td>200</td>\n",
1230
- " <td>0.000059</td>\n",
1231
- " <td>both</td>\n",
1232
- " </tr>\n",
1233
  " </tbody>\n",
1234
  "</table>\n",
1235
  "</div>"
1236
  ],
1237
  "text/plain": [
1238
- " State State_Code County County_Code Year Population \\\n",
1239
- "19023 Missouri MO BOONE 29019 2007 3372217.0 \n",
1240
- "27504 Oklahoma OK CLEVELAND 40027 2012 2270106.0 \n",
1241
- "32260 Tennessee TN SUMNER 47165 2010 4407504.0 \n",
1242
- "20489 Montana MT CHOUTEAU 30015 2004 NaN \n",
1243
- "36894 Virginia VA KING AND QUEEN 51097 2003 3399515.0 \n",
1244
  "\n",
1245
  " Deaths State_Mortality_Rate _merge \n",
1246
- "19023 359 0.000106 both \n",
1247
- "27504 448 0.000197 both \n",
1248
- "32260 647 0.000147 both \n",
1249
- "20489 <NA> <NA> left_only \n",
1250
- "36894 200 0.000059 both "
1251
  ]
1252
  },
1253
  "execution_count": 23,
@@ -1897,88 +1897,88 @@
1897
  " </thead>\n",
1898
  " <tbody>\n",
1899
  " <tr>\n",
1900
- " <th>19248</th>\n",
1901
- " <td>Missouri</td>\n",
1902
- " <td>MO</td>\n",
1903
- " <td>DUNKLIN</td>\n",
1904
- " <td>29069</td>\n",
1905
- " <td>2006</td>\n",
1906
- " <td>0.000126</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
1907
  " <td>NaN</td>\n",
1908
  " <td>&lt;NA&gt;</td>\n",
1909
  " <td>&lt;NA&gt;</td>\n",
1910
  " <td>left_only</td>\n",
1911
  " </tr>\n",
1912
  " <tr>\n",
1913
- " <th>32113</th>\n",
1914
  " <td>Texas</td>\n",
1915
  " <td>TX</td>\n",
1916
- " <td>HARDIN</td>\n",
1917
- " <td>48199</td>\n",
1918
- " <td>2007</td>\n",
1919
- " <td>0.000081</td>\n",
1920
  " <td>NaN</td>\n",
1921
  " <td>&lt;NA&gt;</td>\n",
1922
  " <td>&lt;NA&gt;</td>\n",
1923
  " <td>left_only</td>\n",
1924
  " </tr>\n",
1925
  " <tr>\n",
1926
- " <th>27193</th>\n",
1927
- " <td>Oklahoma</td>\n",
1928
- " <td>OK</td>\n",
1929
- " <td>SEMINOLE</td>\n",
1930
- " <td>40133</td>\n",
1931
- " <td>2008</td>\n",
1932
- " <td>0.000151</td>\n",
1933
  " <td>NaN</td>\n",
1934
  " <td>&lt;NA&gt;</td>\n",
1935
  " <td>&lt;NA&gt;</td>\n",
1936
  " <td>left_only</td>\n",
1937
  " </tr>\n",
1938
  " <tr>\n",
1939
- " <th>28264</th>\n",
1940
- " <td>Pennsylvania</td>\n",
1941
- " <td>PA</td>\n",
1942
- " <td>LANCASTER</td>\n",
1943
- " <td>42071</td>\n",
1944
- " <td>2013</td>\n",
1945
- " <td>0.000173</td>\n",
1946
- " <td>530109.0</td>\n",
1947
- " <td>49</td>\n",
1948
- " <td>0.000092</td>\n",
1949
- " <td>both</td>\n",
1950
- " </tr>\n",
1951
- " <tr>\n",
1952
- " <th>8366</th>\n",
1953
- " <td>Illinois</td>\n",
1954
- " <td>IL</td>\n",
1955
- " <td>SANGAMON</td>\n",
1956
- " <td>17167</td>\n",
1957
- " <td>2007</td>\n",
1958
- " <td>0.000084</td>\n",
1959
- " <td>194025.0</td>\n",
1960
- " <td>19</td>\n",
1961
- " <td>0.000098</td>\n",
1962
- " <td>both</td>\n",
1963
  " </tr>\n",
1964
  " </tbody>\n",
1965
  "</table>\n",
1966
  "</div>"
1967
  ],
1968
  "text/plain": [
1969
- " State State_Code County County_Code Year \\\n",
1970
- "19248 Missouri MO DUNKLIN 29069 2006 \n",
1971
- "32113 Texas TX HARDIN 48199 2007 \n",
1972
- "27193 Oklahoma OK SEMINOLE 40133 2008 \n",
1973
- "28264 Pennsylvania PA LANCASTER 42071 2013 \n",
1974
- "8366 Illinois IL SANGAMON 17167 2007 \n",
1975
  "\n",
1976
  " State_Mortality_Rate Population Deaths Mortality_Rate _merge \n",
1977
- "19248 0.000126 NaN <NA> <NA> left_only \n",
1978
- "32113 0.000081 NaN <NA> <NA> left_only \n",
1979
- "27193 0.000151 NaN <NA> <NA> left_only \n",
1980
- "28264 0.000173 530109.0 49 0.000092 both \n",
1981
- "8366 0.000084 194025.0 19 0.000098 both "
1982
  ]
1983
  },
1984
  "execution_count": 30,
@@ -2074,13 +2074,13 @@
2074
  " </thead>\n",
2075
  " <tbody>\n",
2076
  " <tr>\n",
2077
- " <th>12738</th>\n",
2078
- " <td>Kentucky</td>\n",
2079
- " <td>KY</td>\n",
2080
- " <td>CARTER</td>\n",
2081
- " <td>21043</td>\n",
2082
- " <td>2011</td>\n",
2083
- " <td>0.000258</td>\n",
2084
  " <td>NaN</td>\n",
2085
  " <td>&lt;NA&gt;</td>\n",
2086
  " <td>&lt;NA&gt;</td>\n",
@@ -2088,13 +2088,13 @@
2088
  " <td>False</td>\n",
2089
  " </tr>\n",
2090
  " <tr>\n",
2091
- " <th>11128</th>\n",
2092
- " <td>Kansas</td>\n",
2093
- " <td>KS</td>\n",
2094
- " <td>ATCHISON</td>\n",
2095
- " <td>20005</td>\n",
2096
- " <td>2013</td>\n",
2097
- " <td>0.000098</td>\n",
2098
  " <td>NaN</td>\n",
2099
  " <td>&lt;NA&gt;</td>\n",
2100
  " <td>&lt;NA&gt;</td>\n",
@@ -2102,13 +2102,13 @@
2102
  " <td>False</td>\n",
2103
  " </tr>\n",
2104
  " <tr>\n",
2105
- " <th>11228</th>\n",
2106
- " <td>Kansas</td>\n",
2107
- " <td>KS</td>\n",
2108
- " <td>CHEROKEE</td>\n",
2109
- " <td>20021</td>\n",
2110
- " <td>2009</td>\n",
2111
- " <td>0.000083</td>\n",
2112
  " <td>NaN</td>\n",
2113
  " <td>&lt;NA&gt;</td>\n",
2114
  " <td>&lt;NA&gt;</td>\n",
@@ -2116,13 +2116,13 @@
2116
  " <td>False</td>\n",
2117
  " </tr>\n",
2118
  " <tr>\n",
2119
- " <th>26224</th>\n",
2120
- " <td>Ohio</td>\n",
2121
- " <td>OH</td>\n",
2122
- " <td>UNION</td>\n",
2123
- " <td>39159</td>\n",
2124
- " <td>2014</td>\n",
2125
- " <td>0.000234</td>\n",
2126
  " <td>NaN</td>\n",
2127
  " <td>&lt;NA&gt;</td>\n",
2128
  " <td>&lt;NA&gt;</td>\n",
@@ -2130,13 +2130,13 @@
2130
  " <td>False</td>\n",
2131
  " </tr>\n",
2132
  " <tr>\n",
2133
- " <th>3307</th>\n",
2134
- " <td>Colorado</td>\n",
2135
- " <td>CO</td>\n",
2136
- " <td>OTERO</td>\n",
2137
- " <td>08089</td>\n",
2138
- " <td>2005</td>\n",
2139
- " <td>0.000104</td>\n",
2140
  " <td>NaN</td>\n",
2141
  " <td>&lt;NA&gt;</td>\n",
2142
  " <td>&lt;NA&gt;</td>\n",
@@ -2148,19 +2148,26 @@
2148
  "</div>"
2149
  ],
2150
  "text/plain": [
2151
- " State State_Code County County_Code Year State_Mortality_Rate \\\n",
2152
- "12738 Kentucky KY CARTER 21043 2011 0.000258 \n",
2153
- "11128 Kansas KS ATCHISON 20005 2013 0.000098 \n",
2154
- "11228 Kansas KS CHEROKEE 20021 2009 0.000083 \n",
2155
- "26224 Ohio OH UNION 39159 2014 0.000234 \n",
2156
- "3307 Colorado CO OTERO 08089 2005 0.000104 \n",
 
 
 
 
 
 
 
2157
  "\n",
2158
- " Population Deaths Mortality_Rate _merge Original \n",
2159
- "12738 NaN <NA> <NA> left_only False \n",
2160
- "11128 NaN <NA> <NA> left_only False \n",
2161
- "11228 NaN <NA> <NA> left_only False \n",
2162
- "26224 NaN <NA> <NA> left_only False \n",
2163
- "3307 NaN <NA> <NA> left_only False "
2164
  ]
2165
  },
2166
  "execution_count": 33,
@@ -2238,75 +2245,75 @@
2238
  " </thead>\n",
2239
  " <tbody>\n",
2240
  " <tr>\n",
2241
- " <th>15249</th>\n",
2242
- " <td>Maryland</td>\n",
2243
- " <td>MD</td>\n",
2244
- " <td>QUEEN ANNES</td>\n",
2245
- " <td>24035</td>\n",
2246
- " <td>2003</td>\n",
2247
- " <td>0.000017</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2248
  " <td>NaN</td>\n",
2249
  " <td>&lt;NA&gt;</td>\n",
2250
  " <td>&lt;NA&gt;</td>\n",
2251
  " <td>left_only</td>\n",
2252
  " <td>False</td>\n",
2253
- " <td>43688</td>\n",
2254
  " <td>both</td>\n",
2255
  " </tr>\n",
2256
  " <tr>\n",
2257
- " <th>9290</th>\n",
2258
- " <td>Indiana</td>\n",
2259
- " <td>IN</td>\n",
2260
- " <td>MONROE</td>\n",
2261
- " <td>18105</td>\n",
2262
  " <td>2008</td>\n",
2263
- " <td>0.000089</td>\n",
2264
- " <td>134401.0</td>\n",
2265
- " <td>14</td>\n",
2266
- " <td>0.000104</td>\n",
2267
- " <td>both</td>\n",
2268
- " <td>True</td>\n",
2269
- " <td>134401</td>\n",
2270
- " <td>both</td>\n",
2271
- " </tr>\n",
2272
- " <tr>\n",
2273
- " <th>36751</th>\n",
2274
- " <td>Washington</td>\n",
2275
- " <td>WA</td>\n",
2276
- " <td>SNOHOMISH</td>\n",
2277
- " <td>53061</td>\n",
2278
- " <td>2010</td>\n",
2279
- " <td>0.000104</td>\n",
2280
- " <td>715522.0</td>\n",
2281
- " <td>89</td>\n",
2282
- " <td>0.000124</td>\n",
2283
- " <td>both</td>\n",
2284
- " <td>True</td>\n",
2285
- " <td>715522</td>\n",
2286
  " <td>both</td>\n",
2287
  " </tr>\n",
2288
  " <tr>\n",
2289
- " <th>17692</th>\n",
2290
- " <td>Minnesota</td>\n",
2291
- " <td>MN</td>\n",
2292
- " <td>WILKIN</td>\n",
2293
- " <td>27167</td>\n",
2294
- " <td>2010</td>\n",
2295
- " <td>0.000065</td>\n",
2296
  " <td>NaN</td>\n",
2297
  " <td>&lt;NA&gt;</td>\n",
2298
  " <td>&lt;NA&gt;</td>\n",
2299
  " <td>left_only</td>\n",
2300
  " <td>False</td>\n",
2301
- " <td>6591</td>\n",
2302
  " <td>both</td>\n",
2303
  " </tr>\n",
2304
  " <tr>\n",
2305
- " <th>33240</th>\n",
2306
  " <td>Texas</td>\n",
2307
  " <td>TX</td>\n",
2308
- " <td>POLK</td>\n",
2309
- " <td>48373</td>\n",
2310
  " <td>2003</td>\n",
2311
  " <td>0.000068</td>\n",
2312
  " <td>NaN</td>\n",
@@ -2314,7 +2321,7 @@
2314
  " <td>&lt;NA&gt;</td>\n",
2315
  " <td>left_only</td>\n",
2316
  " <td>False</td>\n",
2317
- " <td>44779</td>\n",
2318
  " <td>both</td>\n",
2319
  " </tr>\n",
2320
  " </tbody>\n",
@@ -2322,26 +2329,26 @@
2322
  "</div>"
2323
  ],
2324
  "text/plain": [
2325
- " State State_Code County County_Code Year \\\n",
2326
- "15249 Maryland MD QUEEN ANNES 24035 2003 \n",
2327
- "9290 Indiana IN MONROE 18105 2008 \n",
2328
- "36751 Washington WA SNOHOMISH 53061 2010 \n",
2329
- "17692 Minnesota MN WILKIN 27167 2010 \n",
2330
- "33240 Texas TX POLK 48373 2003 \n",
2331
  "\n",
2332
  " State_Mortality_Rate Population_x Deaths Mortality_Rate _merge \\\n",
2333
- "15249 0.000017 NaN <NA> <NA> left_only \n",
2334
- "9290 0.000089 134401.0 14 0.000104 both \n",
2335
- "36751 0.000104 715522.0 89 0.000124 both \n",
2336
- "17692 0.000065 NaN <NA> <NA> left_only \n",
2337
- "33240 0.000068 NaN <NA> <NA> left_only \n",
2338
  "\n",
2339
  " Original Population_y merge2 \n",
2340
- "15249 False 43688 both \n",
2341
- "9290 True 134401 both \n",
2342
- "36751 True 715522 both \n",
2343
- "17692 False 6591 both \n",
2344
- "33240 False 44779 both "
2345
  ]
2346
  },
2347
  "execution_count": 35,
@@ -2519,115 +2526,115 @@
2519
  " </thead>\n",
2520
  " <tbody>\n",
2521
  " <tr>\n",
2522
- " <th>18534</th>\n",
2523
  " <td>Mississippi</td>\n",
2524
  " <td>MS</td>\n",
2525
- " <td>SCOTT</td>\n",
2526
- " <td>28123</td>\n",
2527
- " <td>2007</td>\n",
2528
- " <td>0.000204</td>\n",
2529
  " <td>NaN</td>\n",
2530
  " <td>&lt;NA&gt;</td>\n",
2531
  " <td>&lt;NA&gt;</td>\n",
2532
  " <td>left_only</td>\n",
2533
  " <td>False</td>\n",
2534
- " <td>28175</td>\n",
2535
  " <td>both</td>\n",
2536
- " <td>5</td>\n",
2537
  " </tr>\n",
2538
  " <tr>\n",
2539
- " <th>5452</th>\n",
2540
- " <td>Georgia</td>\n",
2541
- " <td>GA</td>\n",
2542
- " <td>HABERSHAM</td>\n",
2543
- " <td>13137</td>\n",
2544
- " <td>2005</td>\n",
2545
- " <td>0.000074</td>\n",
2546
  " <td>NaN</td>\n",
2547
  " <td>&lt;NA&gt;</td>\n",
2548
  " <td>&lt;NA&gt;</td>\n",
2549
  " <td>left_only</td>\n",
2550
  " <td>False</td>\n",
2551
- " <td>39155</td>\n",
2552
  " <td>both</td>\n",
2553
- " <td>2</td>\n",
2554
  " </tr>\n",
2555
  " <tr>\n",
2556
- " <th>31017</th>\n",
2557
- " <td>Texas</td>\n",
2558
- " <td>TX</td>\n",
2559
- " <td>BLANCO</td>\n",
2560
- " <td>48031</td>\n",
2561
- " <td>2003</td>\n",
2562
- " <td>0.000068</td>\n",
2563
- " <td>NaN</td>\n",
2564
- " <td>&lt;NA&gt;</td>\n",
2565
- " <td>&lt;NA&gt;</td>\n",
2566
- " <td>left_only</td>\n",
2567
- " <td>False</td>\n",
2568
- " <td>9096</td>\n",
2569
  " <td>both</td>\n",
2570
- " <td>0</td>\n",
 
 
 
2571
  " </tr>\n",
2572
  " <tr>\n",
2573
- " <th>1622</th>\n",
2574
- " <td>Arkansas</td>\n",
2575
- " <td>AR</td>\n",
2576
- " <td>MISSISSIPPI</td>\n",
2577
- " <td>05093</td>\n",
2578
  " <td>2008</td>\n",
2579
- " <td>0.000088</td>\n",
2580
  " <td>NaN</td>\n",
2581
  " <td>&lt;NA&gt;</td>\n",
2582
  " <td>&lt;NA&gt;</td>\n",
2583
  " <td>left_only</td>\n",
2584
  " <td>False</td>\n",
2585
- " <td>47037</td>\n",
2586
  " <td>both</td>\n",
2587
- " <td>4</td>\n",
2588
  " </tr>\n",
2589
  " <tr>\n",
2590
- " <th>37930</th>\n",
2591
- " <td>Wisconsin</td>\n",
2592
- " <td>WI</td>\n",
2593
- " <td>JEFFERSON</td>\n",
2594
- " <td>55055</td>\n",
2595
- " <td>2006</td>\n",
2596
- " <td>0.000117</td>\n",
2597
- " <td>NaN</td>\n",
2598
- " <td>&lt;NA&gt;</td>\n",
2599
- " <td>&lt;NA&gt;</td>\n",
2600
- " <td>left_only</td>\n",
2601
- " <td>False</td>\n",
2602
- " <td>81300</td>\n",
2603
  " <td>both</td>\n",
2604
- " <td>9</td>\n",
 
 
 
2605
  " </tr>\n",
2606
  " </tbody>\n",
2607
  "</table>\n",
2608
  "</div>"
2609
  ],
2610
  "text/plain": [
2611
- " State State_Code County County_Code Year \\\n",
2612
- "18534 Mississippi MS SCOTT 28123 2007 \n",
2613
- "5452 Georgia GA HABERSHAM 13137 2005 \n",
2614
- "31017 Texas TX BLANCO 48031 2003 \n",
2615
- "1622 Arkansas AR MISSISSIPPI 05093 2008 \n",
2616
- "37930 Wisconsin WI JEFFERSON 55055 2006 \n",
2617
  "\n",
2618
  " State_Mortality_Rate Population_x Deaths Mortality_Rate _merge \\\n",
2619
- "18534 0.000204 NaN <NA> <NA> left_only \n",
2620
- "5452 0.000074 NaN <NA> <NA> left_only \n",
2621
- "31017 0.000068 NaN <NA> <NA> left_only \n",
2622
- "1622 0.000088 NaN <NA> <NA> left_only \n",
2623
- "37930 0.000117 NaN <NA> <NA> left_only \n",
2624
  "\n",
2625
  " Original Population_y merge2 Deaths_2 \n",
2626
- "18534 False 28175 both 5 \n",
2627
- "5452 False 39155 both 2 \n",
2628
- "31017 False 9096 both 0 \n",
2629
- "1622 False 47037 both 4 \n",
2630
- "37930 False 81300 both 9 "
2631
  ]
2632
  },
2633
  "execution_count": 40,
@@ -2680,83 +2687,83 @@
2680
  " </thead>\n",
2681
  " <tbody>\n",
2682
  " <tr>\n",
2683
- " <th>27660</th>\n",
2684
- " <td>Oregon</td>\n",
2685
- " <td>OR</td>\n",
2686
- " <td>MULTNOMAH</td>\n",
2687
- " <td>41051</td>\n",
2688
- " <td>2007</td>\n",
2689
- " <td>697799</td>\n",
2690
- " <td>129</td>\n",
2691
- " <td>True</td>\n",
2692
- " <td>0.00011</td>\n",
2693
  " </tr>\n",
2694
  " <tr>\n",
2695
- " <th>3842</th>\n",
2696
- " <td>Florida</td>\n",
2697
- " <td>FL</td>\n",
2698
- " <td>COLLIER</td>\n",
2699
- " <td>12021</td>\n",
2700
- " <td>2007</td>\n",
2701
- " <td>314437</td>\n",
2702
- " <td>38</td>\n",
2703
- " <td>True</td>\n",
2704
- " <td>0.00013</td>\n",
2705
  " </tr>\n",
2706
  " <tr>\n",
2707
- " <th>33463</th>\n",
2708
- " <td>Texas</td>\n",
2709
- " <td>TX</td>\n",
2710
- " <td>SAN JACINTO</td>\n",
2711
- " <td>48407</td>\n",
2712
- " <td>2005</td>\n",
2713
- " <td>25014</td>\n",
2714
- " <td>1</td>\n",
2715
  " <td>False</td>\n",
2716
- " <td>0.000075</td>\n",
2717
  " </tr>\n",
2718
  " <tr>\n",
2719
- " <th>18786</th>\n",
2720
- " <td>Mississippi</td>\n",
2721
- " <td>MS</td>\n",
2722
- " <td>YALOBUSHA</td>\n",
2723
- " <td>28161</td>\n",
2724
  " <td>2012</td>\n",
2725
- " <td>12391</td>\n",
2726
- " <td>1</td>\n",
2727
  " <td>False</td>\n",
2728
- " <td>0.000148</td>\n",
2729
  " </tr>\n",
2730
  " <tr>\n",
2731
- " <th>7242</th>\n",
2732
- " <td>Idaho</td>\n",
2733
- " <td>ID</td>\n",
2734
- " <td>TETON</td>\n",
2735
- " <td>16081</td>\n",
2736
- " <td>2014</td>\n",
2737
- " <td>10450</td>\n",
2738
- " <td>1</td>\n",
2739
- " <td>False</td>\n",
2740
- " <td>0.000113</td>\n",
2741
  " </tr>\n",
2742
  " </tbody>\n",
2743
  "</table>\n",
2744
  "</div>"
2745
  ],
2746
  "text/plain": [
2747
- " State State_Code County County_Code Year Population \\\n",
2748
- "27660 Oregon OR MULTNOMAH 41051 2007 697799 \n",
2749
- "3842 Florida FL COLLIER 12021 2007 314437 \n",
2750
- "33463 Texas TX SAN JACINTO 48407 2005 25014 \n",
2751
- "18786 Mississippi MS YALOBUSHA 28161 2012 12391 \n",
2752
- "7242 Idaho ID TETON 16081 2014 10450 \n",
2753
  "\n",
2754
  " Deaths Original State_Mortality_Rate \n",
2755
- "27660 129 True 0.00011 \n",
2756
- "3842 38 True 0.00013 \n",
2757
- "33463 1 False 0.000075 \n",
2758
- "18786 1 False 0.000148 \n",
2759
- "7242 1 False 0.000113 "
2760
  ]
2761
  },
2762
  "execution_count": 41,
@@ -2826,88 +2833,88 @@
2826
  " </thead>\n",
2827
  " <tbody>\n",
2828
  " <tr>\n",
2829
- " <th>26607</th>\n",
2830
- " <td>Oklahoma</td>\n",
2831
- " <td>OK</td>\n",
2832
- " <td>DEWEY</td>\n",
2833
- " <td>40043</td>\n",
2834
- " <td>2007</td>\n",
2835
- " <td>4660</td>\n",
2836
- " <td>0</td>\n",
2837
  " <td>False</td>\n",
2838
- " <td>0.000173</td>\n",
2839
- " <td>0.000000</td>\n",
2840
  " </tr>\n",
2841
  " <tr>\n",
2842
- " <th>35411</th>\n",
2843
- " <td>Virginia</td>\n",
2844
- " <td>VA</td>\n",
2845
- " <td>NORTHAMPTON</td>\n",
2846
- " <td>51131</td>\n",
2847
- " <td>2009</td>\n",
2848
- " <td>12460</td>\n",
2849
  " <td>0</td>\n",
2850
  " <td>False</td>\n",
2851
- " <td>0.00007</td>\n",
2852
  " <td>0.000000</td>\n",
2853
  " </tr>\n",
2854
  " <tr>\n",
2855
- " <th>6132</th>\n",
2856
- " <td>Georgia</td>\n",
2857
- " <td>GA</td>\n",
2858
- " <td>RANDOLPH</td>\n",
2859
- " <td>13243</td>\n",
2860
- " <td>2009</td>\n",
2861
- " <td>7736</td>\n",
2862
  " <td>0</td>\n",
2863
  " <td>False</td>\n",
2864
- " <td>0.000087</td>\n",
2865
  " <td>0.000000</td>\n",
2866
  " </tr>\n",
2867
  " <tr>\n",
2868
- " <th>36183</th>\n",
2869
- " <td>Virginia</td>\n",
2870
- " <td>VA</td>\n",
2871
- " <td>NORTON CITY</td>\n",
2872
- " <td>51720</td>\n",
2873
- " <td>2014</td>\n",
2874
- " <td>4139</td>\n",
2875
- " <td>0</td>\n",
2876
- " <td>False</td>\n",
2877
- " <td>0.000098</td>\n",
2878
- " <td>0.000000</td>\n",
2879
  " </tr>\n",
2880
  " <tr>\n",
2881
- " <th>38661</th>\n",
2882
- " <td>Wyoming</td>\n",
2883
- " <td>WY</td>\n",
2884
- " <td>WASHAKIE</td>\n",
2885
- " <td>56043</td>\n",
2886
- " <td>2010</td>\n",
2887
- " <td>8531</td>\n",
2888
- " <td>1</td>\n",
2889
  " <td>False</td>\n",
2890
- " <td>0.000125</td>\n",
2891
- " <td>0.000117</td>\n",
2892
  " </tr>\n",
2893
  " </tbody>\n",
2894
  "</table>\n",
2895
  "</div>"
2896
  ],
2897
  "text/plain": [
2898
- " State State_Code County County_Code Year Population Deaths \\\n",
2899
- "26607 Oklahoma OK DEWEY 40043 2007 4660 0 \n",
2900
- "35411 Virginia VA NORTHAMPTON 51131 2009 12460 0 \n",
2901
- "6132 Georgia GA RANDOLPH 13243 2009 7736 0 \n",
2902
- "36183 Virginia VA NORTON CITY 51720 2014 4139 0 \n",
2903
- "38661 Wyoming WY WASHAKIE 56043 2010 8531 1 \n",
2904
  "\n",
2905
  " Original State_Mortality_Rate County_Mortality_Rate \n",
2906
- "26607 False 0.000173 0.000000 \n",
2907
- "35411 False 0.00007 0.000000 \n",
2908
- "6132 False 0.000087 0.000000 \n",
2909
- "36183 False 0.000098 0.000000 \n",
2910
- "38661 False 0.000125 0.000117 "
2911
  ]
2912
  },
2913
  "execution_count": 42,
@@ -2963,88 +2970,88 @@
2963
  " </thead>\n",
2964
  " <tbody>\n",
2965
  " <tr>\n",
2966
- " <th>20832</th>\n",
2967
- " <td>Montana</td>\n",
2968
- " <td>MT</td>\n",
2969
- " <td>WHEATLAND</td>\n",
2970
- " <td>30107</td>\n",
2971
- " <td>2009</td>\n",
2972
- " <td>2158</td>\n",
2973
- " <td>0</td>\n",
2974
  " <td>False</td>\n",
2975
- " <td>0.000151</td>\n",
2976
- " <td>0.000000</td>\n",
2977
  " </tr>\n",
2978
  " <tr>\n",
2979
- " <th>20126</th>\n",
2980
- " <td>Missouri</td>\n",
2981
- " <td>MO</td>\n",
2982
- " <td>SHANNON</td>\n",
2983
- " <td>29203</td>\n",
2984
- " <td>2013</td>\n",
2985
- " <td>8289</td>\n",
2986
- " <td>1</td>\n",
2987
  " <td>False</td>\n",
2988
- " <td>0.000164</td>\n",
2989
- " <td>0.000121</td>\n",
2990
  " </tr>\n",
2991
  " <tr>\n",
2992
- " <th>37889</th>\n",
2993
- " <td>Wisconsin</td>\n",
2994
- " <td>WI</td>\n",
2995
- " <td>IOWA</td>\n",
2996
- " <td>55049</td>\n",
2997
- " <td>2004</td>\n",
2998
- " <td>23187</td>\n",
2999
  " <td>1</td>\n",
3000
  " <td>False</td>\n",
3001
- " <td>0.000086</td>\n",
3002
- " <td>0.000043</td>\n",
3003
  " </tr>\n",
3004
  " <tr>\n",
3005
- " <th>18177</th>\n",
3006
- " <td>Mississippi</td>\n",
3007
- " <td>MS</td>\n",
3008
- " <td>JONES</td>\n",
3009
- " <td>28067</td>\n",
3010
- " <td>2014</td>\n",
3011
- " <td>68428</td>\n",
3012
- " <td>9</td>\n",
3013
  " <td>False</td>\n",
3014
- " <td>0.00015</td>\n",
3015
- " <td>0.000132</td>\n",
3016
  " </tr>\n",
3017
  " <tr>\n",
3018
- " <th>574</th>\n",
3019
- " <td>Alabama</td>\n",
3020
- " <td>AL</td>\n",
3021
- " <td>MADISON</td>\n",
3022
- " <td>01089</td>\n",
3023
- " <td>2005</td>\n",
3024
- " <td>301474</td>\n",
3025
- " <td>13</td>\n",
3026
- " <td>True</td>\n",
3027
- " <td>0.000065</td>\n",
3028
- " <td>0.000043</td>\n",
3029
  " </tr>\n",
3030
  " </tbody>\n",
3031
  "</table>\n",
3032
  "</div>"
3033
  ],
3034
  "text/plain": [
3035
- " State State_Code County County_Code Year Population \\\n",
3036
- "20832 Montana MT WHEATLAND 30107 2009 2158 \n",
3037
- "20126 Missouri MO SHANNON 29203 2013 8289 \n",
3038
- "37889 Wisconsin WI IOWA 55049 2004 23187 \n",
3039
- "18177 Mississippi MS JONES 28067 2014 68428 \n",
3040
- "574 Alabama AL MADISON 01089 2005 301474 \n",
3041
  "\n",
3042
  " Deaths Original State_Mortality_Rate County_Mortality_Rate \n",
3043
- "20832 0 False 0.000151 0.000000 \n",
3044
- "20126 1 False 0.000164 0.000121 \n",
3045
- "37889 1 False 0.000086 0.000043 \n",
3046
- "18177 9 False 0.00015 0.000132 \n",
3047
- "574 13 True 0.000065 0.000043 "
3048
  ]
3049
  },
3050
  "execution_count": 43,
 
52
  " </thead>\n",
53
  " <tbody>\n",
54
  " <tr>\n",
55
+ " <th>5627</th>\n",
56
+ " <td>South Carolina</td>\n",
57
+ " <td>SC</td>\n",
58
+ " <td>SPARTANBURG</td>\n",
59
+ " <td>45083</td>\n",
60
+ " <td>2010</td>\n",
61
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
62
+ " <td>46</td>\n",
63
  " </tr>\n",
64
  " <tr>\n",
65
+ " <th>2482</th>\n",
66
+ " <td>South Carolina</td>\n",
67
+ " <td>SC</td>\n",
68
+ " <td>RICHLAND</td>\n",
69
+ " <td>45079</td>\n",
70
+ " <td>2006</td>\n",
71
+ " <td>All other drug-induced causes</td>\n",
72
+ " <td>10</td>\n",
73
  " </tr>\n",
74
  " <tr>\n",
75
+ " <th>4771</th>\n",
76
+ " <td>Pennsylvania</td>\n",
77
+ " <td>PA</td>\n",
78
+ " <td>LANCASTER</td>\n",
79
+ " <td>42071</td>\n",
80
+ " <td>2009</td>\n",
81
+ " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
82
+ " <td>42</td>\n",
83
  " </tr>\n",
84
  " <tr>\n",
85
+ " <th>1132</th>\n",
86
+ " <td>Texas</td>\n",
87
+ " <td>TX</td>\n",
88
+ " <td>ORANGE</td>\n",
89
+ " <td>48361</td>\n",
90
+ " <td>2004</td>\n",
91
+ " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
92
+ " <td>18</td>\n",
93
  " </tr>\n",
94
  " <tr>\n",
95
+ " <th>3524</th>\n",
96
+ " <td>Florida</td>\n",
97
+ " <td>FL</td>\n",
98
+ " <td>LEON</td>\n",
99
+ " <td>12073</td>\n",
100
+ " <td>2008</td>\n",
101
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
102
+ " <td>14</td>\n",
103
  " </tr>\n",
104
  " </tbody>\n",
105
  "</table>\n",
106
  "</div>"
107
  ],
108
  "text/plain": [
109
+ " State State_Code County County_Code Year \\\n",
110
+ "5627 South Carolina SC SPARTANBURG 45083 2010 \n",
111
+ "2482 South Carolina SC RICHLAND 45079 2006 \n",
112
+ "4771 Pennsylvania PA LANCASTER 42071 2009 \n",
113
+ "1132 Texas TX ORANGE 48361 2004 \n",
114
+ "3524 Florida FL LEON 12073 2008 \n",
115
  "\n",
116
+ " Cause Deaths \n",
117
+ "5627 Drug poisonings (overdose) Unintentional (X40-... 46 \n",
118
+ "2482 All other drug-induced causes 10 \n",
119
+ "4771 Drug poisonings (overdose) Unintentional (X40-... 42 \n",
120
+ "1132 Drug poisonings (overdose) Unintentional (X40-... 18 \n",
121
+ "3524 Drug poisonings (overdose) Unintentional (X40-... 14 "
122
  ]
123
  },
124
  "execution_count": 2,
 
168
  " </thead>\n",
169
  " <tbody>\n",
170
  " <tr>\n",
171
+ " <th>25528</th>\n",
172
+ " <td>North Dakota</td>\n",
173
+ " <td>ND</td>\n",
174
+ " <td>BENSON</td>\n",
175
+ " <td>38005</td>\n",
176
+ " <td>2012</td>\n",
177
+ " <td>6771</td>\n",
178
  " </tr>\n",
179
  " <tr>\n",
180
+ " <th>27651</th>\n",
181
+ " <td>Oklahoma</td>\n",
182
+ " <td>OK</td>\n",
183
+ " <td>GRADY</td>\n",
184
+ " <td>40051</td>\n",
185
+ " <td>2003</td>\n",
186
+ " <td>47277</td>\n",
187
  " </tr>\n",
188
  " <tr>\n",
189
+ " <th>8696</th>\n",
190
+ " <td>Indiana</td>\n",
191
+ " <td>IN</td>\n",
192
+ " <td>ADAMS</td>\n",
193
+ " <td>18001</td>\n",
194
+ " <td>2015</td>\n",
195
+ " <td>34962</td>\n",
196
  " </tr>\n",
197
  " <tr>\n",
198
+ " <th>11483</th>\n",
199
+ " <td>Kansas</td>\n",
200
+ " <td>KS</td>\n",
201
+ " <td>ELK</td>\n",
202
+ " <td>20049</td>\n",
203
+ " <td>2007</td>\n",
204
+ " <td>2939</td>\n",
205
  " </tr>\n",
206
  " <tr>\n",
207
+ " <th>3378</th>\n",
208
+ " <td>Colorado</td>\n",
209
+ " <td>CO</td>\n",
210
+ " <td>MORGAN</td>\n",
211
+ " <td>08087</td>\n",
212
+ " <td>2014</td>\n",
213
+ " <td>28098</td>\n",
214
  " </tr>\n",
215
  " </tbody>\n",
216
  "</table>\n",
217
  "</div>"
218
  ],
219
  "text/plain": [
220
+ " State State_Code County County_Code Year Population\n",
221
+ "25528 North Dakota ND BENSON 38005 2012 6771\n",
222
+ "27651 Oklahoma OK GRADY 40051 2003 47277\n",
223
+ "8696 Indiana IN ADAMS 18001 2015 34962\n",
224
+ "11483 Kansas KS ELK 20049 2007 2939\n",
225
+ "3378 Colorado CO MORGAN 08087 2014 28098"
226
  ]
227
  },
228
  "execution_count": 3,
 
494
  " </thead>\n",
495
  " <tbody>\n",
496
  " <tr>\n",
497
+ " <th>2870</th>\n",
498
+ " <td>California</td>\n",
499
+ " <td>CA</td>\n",
500
+ " <td>LAKE</td>\n",
501
+ " <td>06033</td>\n",
502
+ " <td>2009</td>\n",
503
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
504
+ " <td>21</td>\n",
505
+ " <td>64413</td>\n",
506
  " <td>both</td>\n",
507
  " </tr>\n",
508
  " <tr>\n",
509
+ " <th>757</th>\n",
510
+ " <td>Virginia</td>\n",
511
+ " <td>VA</td>\n",
512
+ " <td>PORTSMOUTH CITY</td>\n",
513
+ " <td>51740</td>\n",
514
+ " <td>2004</td>\n",
515
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
516
+ " <td>16</td>\n",
517
+ " <td>97428</td>\n",
518
  " <td>both</td>\n",
519
  " </tr>\n",
520
  " <tr>\n",
521
+ " <th>2524</th>\n",
522
+ " <td>Mississippi</td>\n",
523
+ " <td>MS</td>\n",
524
+ " <td>HANCOCK</td>\n",
525
+ " <td>28045</td>\n",
526
+ " <td>2008</td>\n",
527
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
528
+ " <td>10</td>\n",
529
+ " <td>42764</td>\n",
530
  " <td>both</td>\n",
531
  " </tr>\n",
532
  " <tr>\n",
533
+ " <th>126</th>\n",
534
+ " <td>Kentucky</td>\n",
535
+ " <td>KY</td>\n",
536
+ " <td>JEFFERSON</td>\n",
537
+ " <td>21111</td>\n",
538
+ " <td>2003</td>\n",
539
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
540
+ " <td>72</td>\n",
541
+ " <td>703970</td>\n",
542
  " <td>both</td>\n",
543
  " </tr>\n",
544
  " <tr>\n",
545
+ " <th>4976</th>\n",
546
+ " <td>Michigan</td>\n",
547
+ " <td>MI</td>\n",
548
+ " <td>KALAMAZOO</td>\n",
549
+ " <td>26077</td>\n",
550
+ " <td>2012</td>\n",
551
  " <td>Drug poisonings (overdose) Unintentional (X40-...</td>\n",
552
+ " <td>19</td>\n",
553
+ " <td>255413</td>\n",
554
  " <td>both</td>\n",
555
  " </tr>\n",
556
  " </tbody>\n",
 
558
  "</div>"
559
  ],
560
  "text/plain": [
561
+ " State State_Code County County_Code Year \\\n",
562
+ "2870 California CA LAKE 06033 2009 \n",
563
+ "757 Virginia VA PORTSMOUTH CITY 51740 2004 \n",
564
+ "2524 Mississippi MS HANCOCK 28045 2008 \n",
565
+ "126 Kentucky KY JEFFERSON 21111 2003 \n",
566
+ "4976 Michigan MI KALAMAZOO 26077 2012 \n",
567
  "\n",
568
  " Cause Deaths Population \\\n",
569
+ "2870 Drug poisonings (overdose) Unintentional (X40-... 21 64413 \n",
570
+ "757 Drug poisonings (overdose) Unintentional (X40-... 16 97428 \n",
571
+ "2524 Drug poisonings (overdose) Unintentional (X40-... 10 42764 \n",
572
+ "126 Drug poisonings (overdose) Unintentional (X40-... 72 703970 \n",
573
+ "4976 Drug poisonings (overdose) Unintentional (X40-... 19 255413 \n",
574
  "\n",
575
  " _merge \n",
576
+ "2870 both \n",
577
+ "757 both \n",
578
+ "2524 both \n",
579
+ "126 both \n",
580
+ "4976 both "
581
  ]
582
  },
583
  "execution_count": 12,
 
732
  " </thead>\n",
733
  " <tbody>\n",
734
  " <tr>\n",
735
+ " <th>5539</th>\n",
736
+ " <td>Indiana</td>\n",
737
+ " <td>IN</td>\n",
738
+ " <td>HAMILTON</td>\n",
739
+ " <td>18057</td>\n",
740
+ " <td>2013</td>\n",
741
+ " <td>296970</td>\n",
742
+ " <td>15</td>\n",
743
+ " <td>0.000051</td>\n",
744
  " </tr>\n",
745
  " <tr>\n",
746
+ " <th>755</th>\n",
747
+ " <td>Virginia</td>\n",
748
+ " <td>VA</td>\n",
749
+ " <td>NEWPORT NEWS CITY</td>\n",
750
+ " <td>51700</td>\n",
751
+ " <td>2004</td>\n",
752
+ " <td>185204</td>\n",
753
+ " <td>16</td>\n",
754
+ " <td>0.000086</td>\n",
755
  " </tr>\n",
756
  " <tr>\n",
757
+ " <th>6822</th>\n",
758
+ " <td>California</td>\n",
759
+ " <td>CA</td>\n",
760
+ " <td>SAN LUIS OBISPO</td>\n",
761
+ " <td>06079</td>\n",
762
+ " <td>2015</td>\n",
763
+ " <td>280138</td>\n",
764
+ " <td>43</td>\n",
765
+ " <td>0.000153</td>\n",
766
  " </tr>\n",
767
  " <tr>\n",
768
+ " <th>5027</th>\n",
769
+ " <td>New Jersey</td>\n",
770
+ " <td>NJ</td>\n",
771
+ " <td>BURLINGTON</td>\n",
772
+ " <td>34005</td>\n",
773
+ " <td>2012</td>\n",
774
+ " <td>450667</td>\n",
775
+ " <td>69</td>\n",
776
+ " <td>0.000153</td>\n",
777
  " </tr>\n",
778
  " <tr>\n",
779
+ " <th>1518</th>\n",
780
+ " <td>New York</td>\n",
781
+ " <td>NY</td>\n",
782
+ " <td>ROCKLAND</td>\n",
783
+ " <td>36087</td>\n",
784
+ " <td>2006</td>\n",
785
+ " <td>299390</td>\n",
786
+ " <td>10</td>\n",
787
+ " <td>0.000033</td>\n",
788
  " </tr>\n",
789
  " </tbody>\n",
790
  "</table>\n",
791
  "</div>"
792
  ],
793
  "text/plain": [
794
+ " State State_Code County County_Code Year Population \\\n",
795
+ "5539 Indiana IN HAMILTON 18057 2013 296970 \n",
796
+ "755 Virginia VA NEWPORT NEWS CITY 51700 2004 185204 \n",
797
+ "6822 California CA SAN LUIS OBISPO 06079 2015 280138 \n",
798
+ "5027 New Jersey NJ BURLINGTON 34005 2012 450667 \n",
799
+ "1518 New York NY ROCKLAND 36087 2006 299390 \n",
800
  "\n",
801
+ " Deaths Mortality_Rate \n",
802
+ "5539 15 0.000051 \n",
803
+ "755 16 0.000086 \n",
804
+ "6822 43 0.000153 \n",
805
+ "5027 69 0.000153 \n",
806
+ "1518 10 0.000033 "
807
  ]
808
  },
809
  "execution_count": 17,
 
852
  " </thead>\n",
853
  " <tbody>\n",
854
  " <tr>\n",
855
+ " <th>597</th>\n",
856
+ " <td>Wisconsin</td>\n",
857
+ " <td>2011</td>\n",
858
+ " <td>3075370</td>\n",
859
+ " <td>412</td>\n",
860
  " </tr>\n",
861
  " <tr>\n",
862
+ " <th>33</th>\n",
863
+ " <td>Arkansas</td>\n",
864
  " <td>2011</td>\n",
865
+ " <td>1434425</td>\n",
866
+ " <td>135</td>\n",
867
  " </tr>\n",
868
  " <tr>\n",
869
+ " <th>38</th>\n",
870
+ " <td>California</td>\n",
871
+ " <td>2003</td>\n",
872
+ " <td>33561483</td>\n",
873
+ " <td>2316</td>\n",
874
  " </tr>\n",
875
  " <tr>\n",
876
+ " <th>79</th>\n",
877
+ " <td>Delaware</td>\n",
878
+ " <td>2005</td>\n",
879
+ " <td>523343</td>\n",
880
+ " <td>37</td>\n",
881
  " </tr>\n",
882
  " <tr>\n",
883
+ " <th>9</th>\n",
884
+ " <td>Alabama</td>\n",
885
+ " <td>2012</td>\n",
886
+ " <td>2858447</td>\n",
887
+ " <td>352</td>\n",
888
  " </tr>\n",
889
  " </tbody>\n",
890
  "</table>\n",
891
  "</div>"
892
  ],
893
  "text/plain": [
894
+ " State Year Population Deaths\n",
895
+ "597 Wisconsin 2011 3075370 412\n",
896
+ "33 Arkansas 2011 1434425 135\n",
897
+ "38 California 2003 33561483 2316\n",
898
+ "79 Delaware 2005 523343 37\n",
899
+ "9 Alabama 2012 2858447 352"
900
  ]
901
  },
902
  "execution_count": 18,
 
1067
  " </thead>\n",
1068
  " <tbody>\n",
1069
  " <tr>\n",
1070
+ " <th>33173</th>\n",
1071
  " <td>Texas</td>\n",
1072
  " <td>TX</td>\n",
1073
+ " <td>DAWSON</td>\n",
1074
+ " <td>48115</td>\n",
1075
+ " <td>2013</td>\n",
1076
  " </tr>\n",
1077
  " <tr>\n",
1078
+ " <th>20776</th>\n",
1079
+ " <td>Montana</td>\n",
1080
+ " <td>MT</td>\n",
1081
+ " <td>MEAGHER</td>\n",
1082
+ " <td>30059</td>\n",
1083
+ " <td>2005</td>\n",
1084
  " </tr>\n",
1085
  " <tr>\n",
1086
+ " <th>32909</th>\n",
1087
+ " <td>Texas</td>\n",
1088
+ " <td>TX</td>\n",
1089
+ " <td>CHILDRESS</td>\n",
1090
+ " <td>48075</td>\n",
1091
+ " <td>2009</td>\n",
1092
  " </tr>\n",
1093
  " <tr>\n",
1094
+ " <th>33829</th>\n",
1095
+ " <td>Texas</td>\n",
1096
+ " <td>TX</td>\n",
1097
+ " <td>HILL</td>\n",
1098
+ " <td>48217</td>\n",
1099
+ " <td>2006</td>\n",
1100
  " </tr>\n",
1101
  " <tr>\n",
1102
+ " <th>23359</th>\n",
1103
+ " <td>New Mexico</td>\n",
1104
+ " <td>NM</td>\n",
1105
+ " <td>TORRANCE</td>\n",
1106
+ " <td>35057</td>\n",
1107
+ " <td>2014</td>\n",
1108
  " </tr>\n",
1109
  " </tbody>\n",
1110
  "</table>\n",
1111
  "</div>"
1112
  ],
1113
  "text/plain": [
1114
+ " State State_Code County County_Code Year\n",
1115
+ "33173 Texas TX DAWSON 48115 2013\n",
1116
+ "20776 Montana MT MEAGHER 30059 2005\n",
1117
+ "32909 Texas TX CHILDRESS 48075 2009\n",
1118
+ "33829 Texas TX HILL 48217 2006\n",
1119
+ "23359 New Mexico NM TORRANCE 35057 2014"
1120
  ]
1121
  },
1122
  "execution_count": 22,
 
1171
  " </thead>\n",
1172
  " <tbody>\n",
1173
  " <tr>\n",
1174
+ " <th>7032</th>\n",
1175
+ " <td>Idaho</td>\n",
1176
+ " <td>ID</td>\n",
1177
+ " <td>CUSTER</td>\n",
1178
+ " <td>16037</td>\n",
1179
+ " <td>2015</td>\n",
1180
+ " <td>775025.0</td>\n",
1181
+ " <td>87</td>\n",
1182
+ " <td>0.000112</td>\n",
1183
  " <td>both</td>\n",
1184
  " </tr>\n",
1185
  " <tr>\n",
1186
+ " <th>2928</th>\n",
1187
+ " <td>Colorado</td>\n",
1188
+ " <td>CO</td>\n",
1189
+ " <td>CLEAR CREEK</td>\n",
1190
+ " <td>08019</td>\n",
1191
+ " <td>2006</td>\n",
1192
+ " <td>3570120.0</td>\n",
1193
+ " <td>366</td>\n",
1194
+ " <td>0.000103</td>\n",
1195
  " <td>both</td>\n",
1196
  " </tr>\n",
1197
  " <tr>\n",
1198
+ " <th>21150</th>\n",
1199
+ " <td>Nebraska</td>\n",
1200
+ " <td>NE</td>\n",
1201
+ " <td>ANTELOPE</td>\n",
1202
+ " <td>31003</td>\n",
1203
+ " <td>2015</td>\n",
1204
+ " <td>855606.0</td>\n",
1205
+ " <td>59</td>\n",
1206
+ " <td>0.000069</td>\n",
1207
  " <td>both</td>\n",
1208
  " </tr>\n",
1209
  " <tr>\n",
1210
+ " <th>30353</th>\n",
1211
+ " <td>South Dakota</td>\n",
1212
+ " <td>SD</td>\n",
1213
+ " <td>BEADLE</td>\n",
1214
+ " <td>46005</td>\n",
1215
+ " <td>2014</td>\n",
1216
+ " <td>180925.0</td>\n",
1217
+ " <td>14</td>\n",
1218
+ " <td>0.000077</td>\n",
1219
+ " <td>both</td>\n",
1220
+ " </tr>\n",
1221
+ " <tr>\n",
1222
+ " <th>30737</th>\n",
1223
+ " <td>South Dakota</td>\n",
1224
+ " <td>SD</td>\n",
1225
+ " <td>HUGHES</td>\n",
1226
+ " <td>46065</td>\n",
1227
+ " <td>2008</td>\n",
1228
  " <td>NaN</td>\n",
1229
  " <td>&lt;NA&gt;</td>\n",
1230
  " <td>&lt;NA&gt;</td>\n",
1231
  " <td>left_only</td>\n",
1232
  " </tr>\n",
 
 
 
 
 
 
 
 
 
 
 
 
1233
  " </tbody>\n",
1234
  "</table>\n",
1235
  "</div>"
1236
  ],
1237
  "text/plain": [
1238
+ " State State_Code County County_Code Year Population \\\n",
1239
+ "7032 Idaho ID CUSTER 16037 2015 775025.0 \n",
1240
+ "2928 Colorado CO CLEAR CREEK 08019 2006 3570120.0 \n",
1241
+ "21150 Nebraska NE ANTELOPE 31003 2015 855606.0 \n",
1242
+ "30353 South Dakota SD BEADLE 46005 2014 180925.0 \n",
1243
+ "30737 South Dakota SD HUGHES 46065 2008 NaN \n",
1244
  "\n",
1245
  " Deaths State_Mortality_Rate _merge \n",
1246
+ "7032 87 0.000112 both \n",
1247
+ "2928 366 0.000103 both \n",
1248
+ "21150 59 0.000069 both \n",
1249
+ "30353 14 0.000077 both \n",
1250
+ "30737 <NA> <NA> left_only "
1251
  ]
1252
  },
1253
  "execution_count": 23,
 
1897
  " </thead>\n",
1898
  " <tbody>\n",
1899
  " <tr>\n",
1900
+ " <th>2680</th>\n",
1901
+ " <td>California</td>\n",
1902
+ " <td>CA</td>\n",
1903
+ " <td>TUOLUMNE</td>\n",
1904
+ " <td>06109</td>\n",
1905
+ " <td>2015</td>\n",
1906
+ " <td>0.000103</td>\n",
1907
+ " <td>53599.0</td>\n",
1908
+ " <td>19</td>\n",
1909
+ " <td>0.000354</td>\n",
1910
+ " <td>both</td>\n",
1911
+ " </tr>\n",
1912
+ " <tr>\n",
1913
+ " <th>38133</th>\n",
1914
+ " <td>Wisconsin</td>\n",
1915
+ " <td>WI</td>\n",
1916
+ " <td>OCONTO</td>\n",
1917
+ " <td>55083</td>\n",
1918
+ " <td>2014</td>\n",
1919
+ " <td>0.000157</td>\n",
1920
  " <td>NaN</td>\n",
1921
  " <td>&lt;NA&gt;</td>\n",
1922
  " <td>&lt;NA&gt;</td>\n",
1923
  " <td>left_only</td>\n",
1924
  " </tr>\n",
1925
  " <tr>\n",
1926
+ " <th>31548</th>\n",
1927
  " <td>Texas</td>\n",
1928
  " <td>TX</td>\n",
1929
+ " <td>DALLAM</td>\n",
1930
+ " <td>48111</td>\n",
1931
+ " <td>2014</td>\n",
1932
+ " <td>0.000084</td>\n",
1933
  " <td>NaN</td>\n",
1934
  " <td>&lt;NA&gt;</td>\n",
1935
  " <td>&lt;NA&gt;</td>\n",
1936
  " <td>left_only</td>\n",
1937
  " </tr>\n",
1938
  " <tr>\n",
1939
+ " <th>21399</th>\n",
1940
+ " <td>Nebraska</td>\n",
1941
+ " <td>NE</td>\n",
1942
+ " <td>HOOKER</td>\n",
1943
+ " <td>31091</td>\n",
1944
+ " <td>2005</td>\n",
1945
+ " <td>0.000031</td>\n",
1946
  " <td>NaN</td>\n",
1947
  " <td>&lt;NA&gt;</td>\n",
1948
  " <td>&lt;NA&gt;</td>\n",
1949
  " <td>left_only</td>\n",
1950
  " </tr>\n",
1951
  " <tr>\n",
1952
+ " <th>32383</th>\n",
1953
+ " <td>Texas</td>\n",
1954
+ " <td>TX</td>\n",
1955
+ " <td>JASPER</td>\n",
1956
+ " <td>48241</td>\n",
1957
+ " <td>2004</td>\n",
1958
+ " <td>0.000066</td>\n",
1959
+ " <td>NaN</td>\n",
1960
+ " <td>&lt;NA&gt;</td>\n",
1961
+ " <td>&lt;NA&gt;</td>\n",
1962
+ " <td>left_only</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
1963
  " </tr>\n",
1964
  " </tbody>\n",
1965
  "</table>\n",
1966
  "</div>"
1967
  ],
1968
  "text/plain": [
1969
+ " State State_Code County County_Code Year \\\n",
1970
+ "2680 California CA TUOLUMNE 06109 2015 \n",
1971
+ "38133 Wisconsin WI OCONTO 55083 2014 \n",
1972
+ "31548 Texas TX DALLAM 48111 2014 \n",
1973
+ "21399 Nebraska NE HOOKER 31091 2005 \n",
1974
+ "32383 Texas TX JASPER 48241 2004 \n",
1975
  "\n",
1976
  " State_Mortality_Rate Population Deaths Mortality_Rate _merge \n",
1977
+ "2680 0.000103 53599.0 19 0.000354 both \n",
1978
+ "38133 0.000157 NaN <NA> <NA> left_only \n",
1979
+ "31548 0.000084 NaN <NA> <NA> left_only \n",
1980
+ "21399 0.000031 NaN <NA> <NA> left_only \n",
1981
+ "32383 0.000066 NaN <NA> <NA> left_only "
1982
  ]
1983
  },
1984
  "execution_count": 30,
 
2074
  " </thead>\n",
2075
  " <tbody>\n",
2076
  " <tr>\n",
2077
+ " <th>20757</th>\n",
2078
+ " <td>Montana</td>\n",
2079
+ " <td>MT</td>\n",
2080
+ " <td>SHERIDAN</td>\n",
2081
+ " <td>30091</td>\n",
2082
+ " <td>2015</td>\n",
2083
+ " <td>0.0001</td>\n",
2084
  " <td>NaN</td>\n",
2085
  " <td>&lt;NA&gt;</td>\n",
2086
  " <td>&lt;NA&gt;</td>\n",
 
2088
  " <td>False</td>\n",
2089
  " </tr>\n",
2090
  " <tr>\n",
2091
+ " <th>16066</th>\n",
2092
+ " <td>Michigan</td>\n",
2093
+ " <td>MI</td>\n",
2094
+ " <td>KEWEENAW</td>\n",
2095
+ " <td>26083</td>\n",
2096
+ " <td>2009</td>\n",
2097
+ " <td>0.000113</td>\n",
2098
  " <td>NaN</td>\n",
2099
  " <td>&lt;NA&gt;</td>\n",
2100
  " <td>&lt;NA&gt;</td>\n",
 
2102
  " <td>False</td>\n",
2103
  " </tr>\n",
2104
  " <tr>\n",
2105
+ " <th>33364</th>\n",
2106
+ " <td>Texas</td>\n",
2107
+ " <td>TX</td>\n",
2108
+ " <td>REFUGIO</td>\n",
2109
+ " <td>48391</td>\n",
2110
+ " <td>2010</td>\n",
2111
+ " <td>0.000081</td>\n",
2112
  " <td>NaN</td>\n",
2113
  " <td>&lt;NA&gt;</td>\n",
2114
  " <td>&lt;NA&gt;</td>\n",
 
2116
  " <td>False</td>\n",
2117
  " </tr>\n",
2118
  " <tr>\n",
2119
+ " <th>37500</th>\n",
2120
+ " <td>West Virginia</td>\n",
2121
+ " <td>WV</td>\n",
2122
+ " <td>WAYNE</td>\n",
2123
+ " <td>54099</td>\n",
2124
+ " <td>2005</td>\n",
2125
+ " <td>0.000111</td>\n",
2126
  " <td>NaN</td>\n",
2127
  " <td>&lt;NA&gt;</td>\n",
2128
  " <td>&lt;NA&gt;</td>\n",
 
2130
  " <td>False</td>\n",
2131
  " </tr>\n",
2132
  " <tr>\n",
2133
+ " <th>12151</th>\n",
2134
+ " <td>Kansas</td>\n",
2135
+ " <td>KS</td>\n",
2136
+ " <td>ROOKS</td>\n",
2137
+ " <td>20163</td>\n",
2138
+ " <td>2009</td>\n",
2139
+ " <td>0.000083</td>\n",
2140
  " <td>NaN</td>\n",
2141
  " <td>&lt;NA&gt;</td>\n",
2142
  " <td>&lt;NA&gt;</td>\n",
 
2148
  "</div>"
2149
  ],
2150
  "text/plain": [
2151
+ " State State_Code County County_Code Year \\\n",
2152
+ "20757 Montana MT SHERIDAN 30091 2015 \n",
2153
+ "16066 Michigan MI KEWEENAW 26083 2009 \n",
2154
+ "33364 Texas TX REFUGIO 48391 2010 \n",
2155
+ "37500 West Virginia WV WAYNE 54099 2005 \n",
2156
+ "12151 Kansas KS ROOKS 20163 2009 \n",
2157
+ "\n",
2158
+ " State_Mortality_Rate Population Deaths Mortality_Rate _merge \\\n",
2159
+ "20757 0.0001 NaN <NA> <NA> left_only \n",
2160
+ "16066 0.000113 NaN <NA> <NA> left_only \n",
2161
+ "33364 0.000081 NaN <NA> <NA> left_only \n",
2162
+ "37500 0.000111 NaN <NA> <NA> left_only \n",
2163
+ "12151 0.000083 NaN <NA> <NA> left_only \n",
2164
  "\n",
2165
+ " Original \n",
2166
+ "20757 False \n",
2167
+ "16066 False \n",
2168
+ "33364 False \n",
2169
+ "37500 False \n",
2170
+ "12151 False "
2171
  ]
2172
  },
2173
  "execution_count": 33,
 
2245
  " </thead>\n",
2246
  " <tbody>\n",
2247
  " <tr>\n",
2248
+ " <th>29268</th>\n",
2249
+ " <td>South Carolina</td>\n",
2250
+ " <td>SC</td>\n",
2251
+ " <td>SPARTANBURG</td>\n",
2252
+ " <td>45083</td>\n",
2253
+ " <td>2013</td>\n",
2254
+ " <td>0.000125</td>\n",
2255
+ " <td>290545.0</td>\n",
2256
+ " <td>35</td>\n",
2257
+ " <td>0.00012</td>\n",
2258
+ " <td>both</td>\n",
2259
+ " <td>True</td>\n",
2260
+ " <td>290545</td>\n",
2261
+ " <td>both</td>\n",
2262
+ " </tr>\n",
2263
+ " <tr>\n",
2264
+ " <th>5670</th>\n",
2265
+ " <td>Georgia</td>\n",
2266
+ " <td>GA</td>\n",
2267
+ " <td>JONES</td>\n",
2268
+ " <td>13169</td>\n",
2269
+ " <td>2015</td>\n",
2270
+ " <td>0.000122</td>\n",
2271
  " <td>NaN</td>\n",
2272
  " <td>&lt;NA&gt;</td>\n",
2273
  " <td>&lt;NA&gt;</td>\n",
2274
  " <td>left_only</td>\n",
2275
  " <td>False</td>\n",
2276
+ " <td>28432</td>\n",
2277
  " <td>both</td>\n",
2278
  " </tr>\n",
2279
  " <tr>\n",
2280
+ " <th>13463</th>\n",
2281
+ " <td>Kentucky</td>\n",
2282
+ " <td>KY</td>\n",
2283
+ " <td>MARION</td>\n",
2284
+ " <td>21155</td>\n",
2285
  " <td>2008</td>\n",
2286
+ " <td>0.000193</td>\n",
2287
+ " <td>NaN</td>\n",
2288
+ " <td>&lt;NA&gt;</td>\n",
2289
+ " <td>&lt;NA&gt;</td>\n",
2290
+ " <td>left_only</td>\n",
2291
+ " <td>False</td>\n",
2292
+ " <td>19647</td>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2293
  " <td>both</td>\n",
2294
  " </tr>\n",
2295
  " <tr>\n",
2296
+ " <th>6463</th>\n",
2297
+ " <td>Georgia</td>\n",
2298
+ " <td>GA</td>\n",
2299
+ " <td>UPSON</td>\n",
2300
+ " <td>13293</td>\n",
2301
+ " <td>2015</td>\n",
2302
+ " <td>0.000122</td>\n",
2303
  " <td>NaN</td>\n",
2304
  " <td>&lt;NA&gt;</td>\n",
2305
  " <td>&lt;NA&gt;</td>\n",
2306
  " <td>left_only</td>\n",
2307
  " <td>False</td>\n",
2308
+ " <td>26237</td>\n",
2309
  " <td>both</td>\n",
2310
  " </tr>\n",
2311
  " <tr>\n",
2312
+ " <th>31212</th>\n",
2313
  " <td>Texas</td>\n",
2314
  " <td>TX</td>\n",
2315
+ " <td>CAMERON</td>\n",
2316
+ " <td>48061</td>\n",
2317
  " <td>2003</td>\n",
2318
  " <td>0.000068</td>\n",
2319
  " <td>NaN</td>\n",
 
2321
  " <td>&lt;NA&gt;</td>\n",
2322
  " <td>left_only</td>\n",
2323
  " <td>False</td>\n",
2324
+ " <td>358492</td>\n",
2325
  " <td>both</td>\n",
2326
  " </tr>\n",
2327
  " </tbody>\n",
 
2329
  "</div>"
2330
  ],
2331
  "text/plain": [
2332
+ " State State_Code County County_Code Year \\\n",
2333
+ "29268 South Carolina SC SPARTANBURG 45083 2013 \n",
2334
+ "5670 Georgia GA JONES 13169 2015 \n",
2335
+ "13463 Kentucky KY MARION 21155 2008 \n",
2336
+ "6463 Georgia GA UPSON 13293 2015 \n",
2337
+ "31212 Texas TX CAMERON 48061 2003 \n",
2338
  "\n",
2339
  " State_Mortality_Rate Population_x Deaths Mortality_Rate _merge \\\n",
2340
+ "29268 0.000125 290545.0 35 0.00012 both \n",
2341
+ "5670 0.000122 NaN <NA> <NA> left_only \n",
2342
+ "13463 0.000193 NaN <NA> <NA> left_only \n",
2343
+ "6463 0.000122 NaN <NA> <NA> left_only \n",
2344
+ "31212 0.000068 NaN <NA> <NA> left_only \n",
2345
  "\n",
2346
  " Original Population_y merge2 \n",
2347
+ "29268 True 290545 both \n",
2348
+ "5670 False 28432 both \n",
2349
+ "13463 False 19647 both \n",
2350
+ "6463 False 26237 both \n",
2351
+ "31212 False 358492 both "
2352
  ]
2353
  },
2354
  "execution_count": 35,
 
2526
  " </thead>\n",
2527
  " <tbody>\n",
2528
  " <tr>\n",
2529
+ " <th>17930</th>\n",
2530
  " <td>Mississippi</td>\n",
2531
  " <td>MS</td>\n",
2532
+ " <td>COPIAH</td>\n",
2533
+ " <td>28029</td>\n",
2534
+ " <td>2014</td>\n",
2535
+ " <td>0.00015</td>\n",
2536
  " <td>NaN</td>\n",
2537
  " <td>&lt;NA&gt;</td>\n",
2538
  " <td>&lt;NA&gt;</td>\n",
2539
  " <td>left_only</td>\n",
2540
  " <td>False</td>\n",
2541
+ " <td>28976</td>\n",
2542
  " <td>both</td>\n",
2543
+ " <td>4</td>\n",
2544
  " </tr>\n",
2545
  " <tr>\n",
2546
+ " <th>12320</th>\n",
2547
+ " <td>Kansas</td>\n",
2548
+ " <td>KS</td>\n",
2549
+ " <td>STEVENS</td>\n",
2550
+ " <td>20189</td>\n",
2551
+ " <td>2009</td>\n",
2552
+ " <td>0.000083</td>\n",
2553
  " <td>NaN</td>\n",
2554
  " <td>&lt;NA&gt;</td>\n",
2555
  " <td>&lt;NA&gt;</td>\n",
2556
  " <td>left_only</td>\n",
2557
  " <td>False</td>\n",
2558
+ " <td>5592</td>\n",
2559
  " <td>both</td>\n",
2560
+ " <td>0</td>\n",
2561
  " </tr>\n",
2562
  " <tr>\n",
2563
+ " <th>3895</th>\n",
2564
+ " <td>Florida</td>\n",
2565
+ " <td>FL</td>\n",
2566
+ " <td>DUVAL</td>\n",
2567
+ " <td>12031</td>\n",
2568
+ " <td>2008</td>\n",
2569
+ " <td>0.000135</td>\n",
2570
+ " <td>855437.0</td>\n",
2571
+ " <td>89</td>\n",
2572
+ " <td>0.000104</td>\n",
 
 
 
2573
  " <td>both</td>\n",
2574
+ " <td>True</td>\n",
2575
+ " <td>855437</td>\n",
2576
+ " <td>both</td>\n",
2577
+ " <td>89</td>\n",
2578
  " </tr>\n",
2579
  " <tr>\n",
2580
+ " <th>14815</th>\n",
2581
+ " <td>Louisiana</td>\n",
2582
+ " <td>LA</td>\n",
2583
+ " <td>WEST CARROLL</td>\n",
2584
+ " <td>22123</td>\n",
2585
  " <td>2008</td>\n",
2586
+ " <td>0.000145</td>\n",
2587
  " <td>NaN</td>\n",
2588
  " <td>&lt;NA&gt;</td>\n",
2589
  " <td>&lt;NA&gt;</td>\n",
2590
  " <td>left_only</td>\n",
2591
  " <td>False</td>\n",
2592
+ " <td>11670</td>\n",
2593
  " <td>both</td>\n",
2594
+ " <td>1</td>\n",
2595
  " </tr>\n",
2596
  " <tr>\n",
2597
+ " <th>28304</th>\n",
2598
+ " <td>Pennsylvania</td>\n",
2599
+ " <td>PA</td>\n",
2600
+ " <td>LEHIGH</td>\n",
2601
+ " <td>42077</td>\n",
2602
+ " <td>2014</td>\n",
2603
+ " <td>0.000197</td>\n",
2604
+ " <td>357591.0</td>\n",
2605
+ " <td>55</td>\n",
2606
+ " <td>0.000154</td>\n",
 
 
 
2607
  " <td>both</td>\n",
2608
+ " <td>True</td>\n",
2609
+ " <td>357591</td>\n",
2610
+ " <td>both</td>\n",
2611
+ " <td>55</td>\n",
2612
  " </tr>\n",
2613
  " </tbody>\n",
2614
  "</table>\n",
2615
  "</div>"
2616
  ],
2617
  "text/plain": [
2618
+ " State State_Code County County_Code Year \\\n",
2619
+ "17930 Mississippi MS COPIAH 28029 2014 \n",
2620
+ "12320 Kansas KS STEVENS 20189 2009 \n",
2621
+ "3895 Florida FL DUVAL 12031 2008 \n",
2622
+ "14815 Louisiana LA WEST CARROLL 22123 2008 \n",
2623
+ "28304 Pennsylvania PA LEHIGH 42077 2014 \n",
2624
  "\n",
2625
  " State_Mortality_Rate Population_x Deaths Mortality_Rate _merge \\\n",
2626
+ "17930 0.00015 NaN <NA> <NA> left_only \n",
2627
+ "12320 0.000083 NaN <NA> <NA> left_only \n",
2628
+ "3895 0.000135 855437.0 89 0.000104 both \n",
2629
+ "14815 0.000145 NaN <NA> <NA> left_only \n",
2630
+ "28304 0.000197 357591.0 55 0.000154 both \n",
2631
  "\n",
2632
  " Original Population_y merge2 Deaths_2 \n",
2633
+ "17930 False 28976 both 4 \n",
2634
+ "12320 False 5592 both 0 \n",
2635
+ "3895 True 855437 both 89 \n",
2636
+ "14815 False 11670 both 1 \n",
2637
+ "28304 True 357591 both 55 "
2638
  ]
2639
  },
2640
  "execution_count": 40,
 
2687
  " </thead>\n",
2688
  " <tbody>\n",
2689
  " <tr>\n",
2690
+ " <th>2566</th>\n",
2691
+ " <td>California</td>\n",
2692
+ " <td>CA</td>\n",
2693
+ " <td>SISKIYOU</td>\n",
2694
+ " <td>06093</td>\n",
2695
+ " <td>2005</td>\n",
2696
+ " <td>44641</td>\n",
2697
+ " <td>3</td>\n",
2698
+ " <td>False</td>\n",
2699
+ " <td>0.000071</td>\n",
2700
  " </tr>\n",
2701
  " <tr>\n",
2702
+ " <th>6476</th>\n",
2703
+ " <td>Georgia</td>\n",
2704
+ " <td>GA</td>\n",
2705
+ " <td>WALKER</td>\n",
2706
+ " <td>13295</td>\n",
2707
+ " <td>2015</td>\n",
2708
+ " <td>68604</td>\n",
2709
+ " <td>8</td>\n",
2710
+ " <td>False</td>\n",
2711
+ " <td>0.000122</td>\n",
2712
  " </tr>\n",
2713
  " <tr>\n",
2714
+ " <th>20797</th>\n",
2715
+ " <td>Montana</td>\n",
2716
+ " <td>MT</td>\n",
2717
+ " <td>TETON</td>\n",
2718
+ " <td>30099</td>\n",
2719
+ " <td>2015</td>\n",
2720
+ " <td>6064</td>\n",
2721
+ " <td>0</td>\n",
2722
  " <td>False</td>\n",
2723
+ " <td>0.0001</td>\n",
2724
  " </tr>\n",
2725
  " <tr>\n",
2726
+ " <th>21154</th>\n",
2727
+ " <td>Nebraska</td>\n",
2728
+ " <td>NE</td>\n",
2729
+ " <td>DEUEL</td>\n",
2730
+ " <td>31049</td>\n",
2731
  " <td>2012</td>\n",
2732
+ " <td>1958</td>\n",
2733
+ " <td>0</td>\n",
2734
  " <td>False</td>\n",
2735
+ " <td>0.000091</td>\n",
2736
  " </tr>\n",
2737
  " <tr>\n",
2738
+ " <th>24414</th>\n",
2739
+ " <td>North Carolina</td>\n",
2740
+ " <td>NC</td>\n",
2741
+ " <td>HENDERSON</td>\n",
2742
+ " <td>37089</td>\n",
2743
+ " <td>2012</td>\n",
2744
+ " <td>107811</td>\n",
2745
+ " <td>12</td>\n",
2746
+ " <td>True</td>\n",
2747
+ " <td>0.000108</td>\n",
2748
  " </tr>\n",
2749
  " </tbody>\n",
2750
  "</table>\n",
2751
  "</div>"
2752
  ],
2753
  "text/plain": [
2754
+ " State State_Code County County_Code Year Population \\\n",
2755
+ "2566 California CA SISKIYOU 06093 2005 44641 \n",
2756
+ "6476 Georgia GA WALKER 13295 2015 68604 \n",
2757
+ "20797 Montana MT TETON 30099 2015 6064 \n",
2758
+ "21154 Nebraska NE DEUEL 31049 2012 1958 \n",
2759
+ "24414 North Carolina NC HENDERSON 37089 2012 107811 \n",
2760
  "\n",
2761
  " Deaths Original State_Mortality_Rate \n",
2762
+ "2566 3 False 0.000071 \n",
2763
+ "6476 8 False 0.000122 \n",
2764
+ "20797 0 False 0.0001 \n",
2765
+ "21154 0 False 0.000091 \n",
2766
+ "24414 12 True 0.000108 "
2767
  ]
2768
  },
2769
  "execution_count": 41,
 
2833
  " </thead>\n",
2834
  " <tbody>\n",
2835
  " <tr>\n",
2836
+ " <th>4773</th>\n",
2837
+ " <td>Georgia</td>\n",
2838
+ " <td>GA</td>\n",
2839
+ " <td>BRYAN</td>\n",
2840
+ " <td>13029</td>\n",
2841
+ " <td>2015</td>\n",
2842
+ " <td>34860</td>\n",
2843
+ " <td>4</td>\n",
2844
  " <td>False</td>\n",
2845
+ " <td>0.000122</td>\n",
2846
+ " <td>0.000115</td>\n",
2847
  " </tr>\n",
2848
  " <tr>\n",
2849
+ " <th>9653</th>\n",
2850
+ " <td>Indiana</td>\n",
2851
+ " <td>IN</td>\n",
2852
+ " <td>UNION</td>\n",
2853
+ " <td>18161</td>\n",
2854
+ " <td>2007</td>\n",
2855
+ " <td>7467</td>\n",
2856
  " <td>0</td>\n",
2857
  " <td>False</td>\n",
2858
+ " <td>0.000085</td>\n",
2859
  " <td>0.000000</td>\n",
2860
  " </tr>\n",
2861
  " <tr>\n",
2862
+ " <th>7188</th>\n",
2863
+ " <td>Idaho</td>\n",
2864
+ " <td>ID</td>\n",
2865
+ " <td>OWYHEE</td>\n",
2866
+ " <td>16073</td>\n",
2867
+ " <td>2012</td>\n",
2868
+ " <td>11411</td>\n",
2869
  " <td>0</td>\n",
2870
  " <td>False</td>\n",
2871
+ " <td>0.000084</td>\n",
2872
  " <td>0.000000</td>\n",
2873
  " </tr>\n",
2874
  " <tr>\n",
2875
+ " <th>13180</th>\n",
2876
+ " <td>Kentucky</td>\n",
2877
+ " <td>KY</td>\n",
2878
+ " <td>JEFFERSON</td>\n",
2879
+ " <td>21111</td>\n",
2880
+ " <td>2011</td>\n",
2881
+ " <td>746458</td>\n",
2882
+ " <td>129</td>\n",
2883
+ " <td>True</td>\n",
2884
+ " <td>0.000258</td>\n",
2885
+ " <td>0.000173</td>\n",
2886
  " </tr>\n",
2887
  " <tr>\n",
2888
+ " <th>17294</th>\n",
2889
+ " <td>Minnesota</td>\n",
2890
+ " <td>MN</td>\n",
2891
+ " <td>NOBLES</td>\n",
2892
+ " <td>27105</td>\n",
2893
+ " <td>2015</td>\n",
2894
+ " <td>21754</td>\n",
2895
+ " <td>2</td>\n",
2896
  " <td>False</td>\n",
2897
+ " <td>0.000099</td>\n",
2898
+ " <td>0.000092</td>\n",
2899
  " </tr>\n",
2900
  " </tbody>\n",
2901
  "</table>\n",
2902
  "</div>"
2903
  ],
2904
  "text/plain": [
2905
+ " State State_Code County County_Code Year Population Deaths \\\n",
2906
+ "4773 Georgia GA BRYAN 13029 2015 34860 4 \n",
2907
+ "9653 Indiana IN UNION 18161 2007 7467 0 \n",
2908
+ "7188 Idaho ID OWYHEE 16073 2012 11411 0 \n",
2909
+ "13180 Kentucky KY JEFFERSON 21111 2011 746458 129 \n",
2910
+ "17294 Minnesota MN NOBLES 27105 2015 21754 2 \n",
2911
  "\n",
2912
  " Original State_Mortality_Rate County_Mortality_Rate \n",
2913
+ "4773 False 0.000122 0.000115 \n",
2914
+ "9653 False 0.000085 0.000000 \n",
2915
+ "7188 False 0.000084 0.000000 \n",
2916
+ "13180 True 0.000258 0.000173 \n",
2917
+ "17294 False 0.000099 0.000092 "
2918
  ]
2919
  },
2920
  "execution_count": 42,
 
2970
  " </thead>\n",
2971
  " <tbody>\n",
2972
  " <tr>\n",
2973
+ " <th>23379</th>\n",
2974
+ " <td>New York</td>\n",
2975
+ " <td>NY</td>\n",
2976
+ " <td>MONROE</td>\n",
2977
+ " <td>36055</td>\n",
2978
+ " <td>2004</td>\n",
2979
+ " <td>741075</td>\n",
2980
+ " <td>9</td>\n",
2981
  " <td>False</td>\n",
2982
+ " <td>0.000058</td>\n",
2983
+ " <td>0.000012</td>\n",
2984
  " </tr>\n",
2985
  " <tr>\n",
2986
+ " <th>33474</th>\n",
2987
+ " <td>Texas</td>\n",
2988
+ " <td>TX</td>\n",
2989
+ " <td>SAN PATRICIO</td>\n",
2990
+ " <td>48409</td>\n",
2991
+ " <td>2003</td>\n",
2992
+ " <td>66440</td>\n",
2993
+ " <td>4</td>\n",
2994
  " <td>False</td>\n",
2995
+ " <td>0.000068</td>\n",
2996
+ " <td>0.000060</td>\n",
2997
  " </tr>\n",
2998
  " <tr>\n",
2999
+ " <th>5794</th>\n",
3000
+ " <td>Georgia</td>\n",
3001
+ " <td>GA</td>\n",
3002
+ " <td>MACON</td>\n",
3003
+ " <td>13193</td>\n",
3004
+ " <td>2009</td>\n",
3005
+ " <td>14842</td>\n",
3006
  " <td>1</td>\n",
3007
  " <td>False</td>\n",
3008
+ " <td>0.000087</td>\n",
3009
+ " <td>0.000067</td>\n",
3010
  " </tr>\n",
3011
  " <tr>\n",
3012
+ " <th>30023</th>\n",
3013
+ " <td>Tennessee</td>\n",
3014
+ " <td>TN</td>\n",
3015
+ " <td>HANCOCK</td>\n",
3016
+ " <td>47067</td>\n",
3017
+ " <td>2010</td>\n",
3018
+ " <td>6796</td>\n",
3019
+ " <td>0</td>\n",
3020
  " <td>False</td>\n",
3021
+ " <td>0.000147</td>\n",
3022
+ " <td>0.000000</td>\n",
3023
  " </tr>\n",
3024
  " <tr>\n",
3025
+ " <th>32951</th>\n",
3026
+ " <td>Texas</td>\n",
3027
+ " <td>TX</td>\n",
3028
+ " <td>MENARD</td>\n",
3029
+ " <td>48327</td>\n",
3030
+ " <td>2013</td>\n",
3031
+ " <td>2138</td>\n",
3032
+ " <td>0</td>\n",
3033
+ " <td>False</td>\n",
3034
+ " <td>0.00008</td>\n",
3035
+ " <td>0.000000</td>\n",
3036
  " </tr>\n",
3037
  " </tbody>\n",
3038
  "</table>\n",
3039
  "</div>"
3040
  ],
3041
  "text/plain": [
3042
+ " State State_Code County County_Code Year Population \\\n",
3043
+ "23379 New York NY MONROE 36055 2004 741075 \n",
3044
+ "33474 Texas TX SAN PATRICIO 48409 2003 66440 \n",
3045
+ "5794 Georgia GA MACON 13193 2009 14842 \n",
3046
+ "30023 Tennessee TN HANCOCK 47067 2010 6796 \n",
3047
+ "32951 Texas TX MENARD 48327 2013 2138 \n",
3048
  "\n",
3049
  " Deaths Original State_Mortality_Rate County_Mortality_Rate \n",
3050
+ "23379 9 False 0.000058 0.000012 \n",
3051
+ "33474 4 False 0.000068 0.000060 \n",
3052
+ "5794 1 False 0.000087 0.000067 \n",
3053
+ "30023 0 False 0.000147 0.000000 \n",
3054
+ "32951 0 False 0.00008 0.000000 "
3055
  ]
3056
  },
3057
  "execution_count": 43,
README.md CHANGED
@@ -1,3 +1,93 @@
1
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  license: mit
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ dataset_info:
3
+ features:
4
+ - name: State
5
+ dtype: string
6
+ - name: State_Code
7
+ dtype: string
8
+ - name: County
9
+ dtype: string
10
+ - name: County_Code
11
+ dtype: string
12
+ - name: Year
13
+ dtype: integer
14
+ - name: Population
15
+ dtype: integer
16
+ - name: Deaths
17
+ dtype: integer
18
+ - name: Original
19
+ dtype: boolean
20
+ - name: State_Mortality_Rate
21
+ dtype: float
22
+ - name: County_Mortality_Rate
23
+ dtype: float
24
  license: mit
25
  ---
26
+
27
+ ## Overview
28
+
29
+ This dataset contains the number of yearly deaths due to **Unintentional** Drug Overdoses in the United States at a County Level between 2003-2015. To overcome the limitation of the original dataset, it is merged with population dataset to identify missing combinations and imputation is performed on the dataset taking into account the logical rules of the source dataset. Users can decide the proportion of the imputed values in the dataset by using the provided population and flag columns. Additional fields like state codes, FIPS codes are provided for the convenience of the user so that the dataset can be merged easily with other datasets.
30
+
31
+ ## Data Structure
32
+
33
+ The dataset contains the following fields:
34
+ 1. State (string): Name of the State
35
+ 2. State_Code (string): 2 Character abbreviation of the state
36
+ 3. County (string): Name of the County
37
+ 4. County_Code (string): 5 Charter representation of the County’s FIPS code
38
+ 5. Year (integer): Year
39
+ 6. Population (integer): Population of the County for the given year
40
+ 6. Deaths (integer): number of Drug overdose deaths in the county for the given year
41
+ 7. Original (Boolean): To indicate if the Deaths are from original dataset or imputed
42
+ 8. State_Mortality_Rate (float): Mortality rate of the state for the given year
43
+ 9. County_Mortality_Rate (float): Mortality rate of the county for the given year
44
+
45
+ Notes:
46
+ 1. County FIPS has been formatted as a string so that leading zeros are not lost and it is easier for the user to read it
47
+ 2. The County_Mortality_Rate which is provided for convenience is calculated after the imputation of the missing values, hence it might not be accurate for all the combinations, refer the "Original" column to identify the imputed values.
48
+
49
+ ## Data Source
50
+
51
+ 1. Deaths Data: The original source of the data is the US Vital Statistics Agency [Link](https://www.cdc.gov/nchs/products/vsus.htm), however, for this project, it has been downloaded from a different [source](https://www.dropbox.com/s/kad4dwebr88l3ud/US_VitalStatistics.zip?dl=0) for convenience.
52
+
53
+ 2. Population Data: To have consistency with the Mortality Data, the population Data has been downloaded from the [CDC Wonder](https://wonder.cdc.gov/bridged-race-v2020.html) portal. Population data is used for 2 purposes: to calculate the mortality rate and as a master list of Counties to perform the Imputation
54
+
55
+ 3. Other Data: To provide convenience to the users of the Dataset, additional fields such as County Fips, State Codes etc. have been added so that users can easily combine it with other datasets if required. This mapping is a standard mapping which can be found on the internet.
56
+
57
+ The raw data files are present in the ``.01_Data/01_Raw`` folder for reference.
58
+
59
+ ## Methodology
60
+
61
+ To study the impact of drug related deaths, one of the primary sources is the US Vital Statistics Agency. There is a limitation in the report since US Vital Statistics does not report the deaths in a county if the number of deaths in that county is less than 10 for privacy reasons. This means that the deaths available in the report are not fully representative of the deaths and hence any analysis performed on it may not be fully accurate. To overcome this, in this dataset, values are imputed for the missing counties based on State level mortality rates and population limiting factors. While this may not be 100% representative, it gives a slightly different and better approach to perform analysis on the drug related deaths.
62
+
63
+
64
+ Post the basic data cleaning and merging, the imputation is performed in the following steps:
65
+
66
+ 1. Mortality Rate is calculated at the State-Year level using the available data
67
+ 2. Master combination of State-County is obtained from Population file
68
+ 3. For the missing counties a reverse calculation is performed using the state level mortality rate and the population of the county. A maximum calculated limit of 9 is imposed to preserve the conditions of the original data set.
69
+ 4. Flag column is added to indicate if the values seen are original values or imputed ones
70
+
71
+ Since the original trend of the dataset may distort due to the imputations, the population data is left in the dataset and an additional column is added to the dataset to indicate if the values seen are from the original dataset or if they were imputed. Using the population and the flag column, the users of the dataset can decide the proportion of the imputed data in the analysis (This is the population limit factor).
72
+
73
+ The below graph shows the relation between the population limit factor and the % of imputed values in the dataset:
74
+ ![Plot](.01_Data/Missing_vs_Population.png)
75
+
76
+
77
+ ## Files and Folder Structure
78
+
79
+ 1. Data Files: The raw data files are present in the [.01_Data/01_Raw](./.01_Data/01_Raw) folder for reference. The intermediate Population and Mortality files are present in the [.01_Data/02_Processed](./.01_Data/02_Processed) folder. The final dataset is present in the root folder.
80
+
81
+ The Data folder is hidden so that the raw and itermediate files are not loaded by the library.
82
+
83
+ 2. Code Files: The code files are present in the [02_Code](./02_Code) folder.
84
+ - The "*_eda.ipynb" files are the exploratory files which the user can refer to understand the processing of the data in a step by step manner.
85
+ - The "*_script.py" files are the optimized scripts which contain only the required steps from the eda files to process the data.
86
+
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+ provided the raw data files are present in the ``.01_Data/01_Raw`` folder, all the other intermediate and final data files can be generated using the script files provided in the ``02_Code`` folder.
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+
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+ ## Disclaimers
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+
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+ 1. This dataset has been created purely for educational purposes. The imputations performed is one of the many ways to handle the missing data, please consider the % of imputed data in the dataset before performing any analysis.
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+ 2. The Dataset does NOT contain data for Alaska since the original data for it is messsy, users can however make use of the raw files and modify the scripts if required to include Alaska
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+ 3. Please refer to the original source of the data (links provided in the data source section) for any legal or privacy concerns.